FileBase 20160505--89--12.13.2016-15.32 ElecNo 3 UseFeatures 11111111111111111100001 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 2 MaxClusters 12 MaxPossibleClusters 1000 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0.rc3-3-geed5 Setting RAM limit to total physical memory, 62.82 GB. Expected memory usage by array (largest first): Array LogP will use between 0.51 and 0.77 GB. - 8 bytes per element (scalar), 34489000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.01 and 0.01 GB. - 8 bytes per element (scalar), 655291 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.01 and 0.01 GB. - 8 bytes per element (scalar), 361000 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Array Data will use between 0.00 and 0.00 GB. - 2 bytes per element (data_int), 655291 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 655291 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.00 GB. - 1 bytes per element (char), 655291 elements when full. - Memory usage scales as nPoints*nDims. Note that nPoints=34489, nDims=19, MaxPossibleClusters=1000 Total memory usage will be between 0.53 and 0.80 GB. RAM limit is set at 62.82 GB. ---------------------------------------------------------- Loaded 34489 data points of dimension 19. MEMO: A lower score indicates a better clustering Starting from 2 clusters... ------ Clustering full data set of 34489 points ------ SP: Assigned 2 initial classes randomly. Iteration 0F (0.332978 sec): 2 clusters Score: Raw -1367613.558496 + Penalty 1097.081550 = -1366516.476947 nChanged 324 Iteration 1Q (0.443856 sec): 2 clusters Score: Raw -1375491.384742 + Penalty 1097.081550 = -1374394.303192 nChanged 253 Iteration 2Q (0.544077 sec): 2 clusters Score: Raw -1376218.665752 + Penalty 1097.081550 = -1375121.584203 nChanged 97 Iteration 3Q (0.640897 sec): 2 clusters Score: Raw -1376308.537329 + Penalty 1097.081550 = -1375211.455779 nChanged 33 Iteration 4Q (0.732661 sec): 2 clusters Score: Raw -1376319.177718 + Penalty 1097.081550 = -1375222.096169 nChanged 10 Iteration 5Q (0.831625 sec): 2 clusters Score: Raw -1376320.600853 + Penalty 1097.081550 = -1375223.519303 nChanged 3 Iteration 6Q (0.940851 sec): 2 clusters Score: Raw -1376320.972939 + Penalty 1097.081550 = -1375223.891390 nChanged 2 Iteration 7Q (1.037013 sec): 2 clusters Score: Raw -1376321.147689 + Penalty 1097.081550 = -1375224.066140 nChanged 0 Iteration 8F (1.144969 sec): 2 clusters Score: Raw -1376321.147689 + Penalty 1097.081550 = -1375224.066140 nChanged 0 Compute initial score before splitting: Score: Raw -1376321.147689 + Penalty 1097.081550 = -1375224.066140 Trying to split cluster 1 (33767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1.325134 sec): 2 clusters Score: Raw -1379826.057408 + Penalty 1094.860124 = -1378731.197284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1.604031 sec): 3 clusters Score: Raw -1359371.473355 + Penalty 2189.720247 = -1357181.753108 nChanged 16245 SP:Iteration 1F (1.782951 sec): 3 clusters Score: Raw -1387767.384205 + Penalty 2189.720247 = -1385577.663958 nChanged 6187 SP:Iteration 2F (1.953670 sec): 3 clusters Score: Raw -1405681.389924 + Penalty 2189.720247 = -1403491.669676 nChanged 3574 SP:Iteration 3F (2.152990 sec): 3 clusters Score: Raw -1415382.763741 + Penalty 2189.720247 = -1413193.043493 nChanged 1954 SP:Iteration 4F (2.299181 sec): 3 clusters Score: Raw -1420189.605107 + Penalty 2189.720247 = -1417999.884860 nChanged 1157 SP:Iteration 5Q (2.457871 sec): 3 clusters Score: Raw -1421416.222552 + Penalty 2189.720247 = -1419226.502305 nChanged 583 SP:Iteration 6Q (2.607573 sec): 3 clusters Score: Raw -1421709.163348 + Penalty 2189.720247 = -1419519.443101 nChanged 282 SP:Iteration 7Q (2.838663 sec): 3 clusters Score: Raw -1421775.309079 + Penalty 2189.720247 = -1419585.588832 nChanged 128 SP:Iteration 8Q (3.016705 sec): 3 clusters Score: Raw -1421793.002109 + Penalty 2189.720247 = -1419603.281862 nChanged 74 SP:Iteration 9Q (3.144353 sec): 3 clusters Score: Raw -1421799.850588 + Penalty 2189.720247 = -1419610.130341 nChanged 41 SP:Iteration 10Q (3.255595 sec): 3 clusters Score: Raw -1421803.012859 + Penalty 2189.720247 = -1419613.292612 nChanged 31 SP:Iteration 11Q (3.386632 sec): 3 clusters Score: Raw -1421804.762573 + Penalty 2189.720247 = -1419615.042325 nChanged 13 SP:Iteration 12Q (3.506752 sec): 3 clusters Score: Raw -1421805.536693 + Penalty 2189.720247 = -1419615.816446 nChanged 9 SP:Iteration 13Q (3.640172 sec): 3 clusters Score: Raw -1421805.801706 + Penalty 2189.720247 = -1419616.081458 nChanged 5 SP:Iteration 14Q (3.767144 sec): 3 clusters Score: Raw -1421805.894506 + Penalty 2189.720247 = -1419616.174258 nChanged 0 SP:Iteration 15F (3.893941 sec): 3 clusters Score: Raw -1421805.894506 + Penalty 2189.720247 = -1419616.174258 nChanged 0 Score: Raw -1418300.984788 + Penalty 2194.163099 = -1416106.821688 Splitting cluster 1 changes total score from -1375224.066140 to -1416106.821688 So it's getting split into cluster 2. Iteration 9F (4.182050 sec): 3 clusters Score: Raw -1428030.555310 + Penalty 2194.163099 = -1425836.392211 nChanged 594 Iteration 10Q (4.292390 sec): 3 clusters Score: Raw -1430429.442287 + Penalty 2194.163099 = -1428235.279187 nChanged 461 Iteration 11Q (4.425161 sec): 3 clusters Score: Raw -1430728.268060 + Penalty 2194.163099 = -1428534.104960 nChanged 312 Iteration 12Q (4.566226 sec): 3 clusters Score: Raw -1430851.973383 + Penalty 2194.163099 = -1428657.810284 nChanged 185 Iteration 13Q (4.668186 sec): 3 clusters Score: Raw -1430904.964136 + Penalty 2194.163099 = -1428710.801036 nChanged 117 Iteration 14Q (4.832005 sec): 3 clusters Score: Raw -1430923.753357 + Penalty 2194.163099 = -1428729.590258 nChanged 70 Iteration 15Q (5.010679 sec): 3 clusters Score: Raw -1430932.961564 + Penalty 2194.163099 = -1428738.798464 nChanged 66 Iteration 16Q (5.171381 sec): 3 clusters Score: Raw -1430941.561855 + Penalty 2194.163099 = -1428747.398755 nChanged 40 Iteration 17Q (5.373975 sec): 3 clusters Score: Raw -1430945.434411 + Penalty 2194.163099 = -1428751.271311 nChanged 27 Iteration 18Q (5.506481 sec): 3 clusters Score: Raw -1430947.315325 + Penalty 2194.163099 = -1428753.152226 nChanged 21 Iteration 19Q (5.603845 sec): 3 clusters Score: Raw -1430948.392473 + Penalty 2194.163099 = -1428754.229374 nChanged 11 Writing temp clu file Because OldScore, -1428753.152226, is greater than current (better) Score,-1428754.229374 Compute initial score before splitting: Score: Raw -1430948.392473 + Penalty 2194.163099 = -1428754.229374 Trying to split cluster 1 (29002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5.733390 sec): 2 clusters Score: Raw -1274268.403197 + Penalty 1078.887608 = -1273189.515589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5.880106 sec): 3 clusters Score: Raw -1256282.279273 + Penalty 2157.775215 = -1254124.504058 nChanged 13625 SP:Iteration 1F (5.972349 sec): 3 clusters Score: Raw -1270276.374664 + Penalty 2157.775215 = -1268118.599448 nChanged 3763 SP:Iteration 2F (6.094634 sec): 3 clusters Score: Raw -1275673.118346 + Penalty 2157.775215 = -1273515.343131 nChanged 2897 SP:Iteration 3F (6.220192 sec): 3 clusters Score: Raw -1278305.288794 + Penalty 2157.775215 = -1276147.513578 nChanged 1661 SP:Iteration 4F (6.329807 sec): 3 clusters Score: Raw -1279227.832956 + Penalty 2157.775215 = -1277070.057741 nChanged 969 SP:Iteration 5Q (6.447863 sec): 3 clusters Score: Raw -1279717.207414 + Penalty 2157.775215 = -1277559.432198 nChanged 726 SP:Iteration 6Q (6.565495 sec): 3 clusters Score: Raw -1280150.566390 + Penalty 2157.775215 = -1277992.791175 nChanged 671 SP:Iteration 7Q (6.684215 sec): 3 clusters Score: Raw -1280552.373482 + Penalty 2157.775215 = -1278394.598267 nChanged 621 SP:Iteration 8Q (6.811117 sec): 3 clusters Score: Raw -1280893.240719 + Penalty 2157.775215 = -1278735.465504 nChanged 573 SP:Iteration 9Q (7.011296 sec): 3 clusters Score: Raw -1281143.267868 + Penalty 2157.775215 = -1278985.492653 nChanged 456 SP:Iteration 10Q (7.163096 sec): 3 clusters Score: Raw -1281330.911068 + Penalty 2157.775215 = -1279173.135853 nChanged 406 SP:Iteration 11Q (7.344261 sec): 3 clusters Score: Raw -1281494.449033 + Penalty 2157.775215 = -1279336.673818 nChanged 397 SP:Iteration 12Q (7.541229 sec): 3 clusters Score: Raw -1281642.733460 + Penalty 2157.775215 = -1279484.958245 nChanged 366 SP:Iteration 13Q (7.698285 sec): 3 clusters Score: Raw -1281771.541735 + Penalty 2157.775215 = -1279613.766520 nChanged 345 SP:Iteration 14Q (7.832830 sec): 3 clusters Score: Raw -1281902.577437 + Penalty 2157.775215 = -1279744.802222 nChanged 332 SP:Iteration 15Q (7.942358 sec): 3 clusters Score: Raw -1282036.516895 + Penalty 2157.775215 = -1279878.741680 nChanged 332 SP:Iteration 16Q (8.056750 sec): 3 clusters Score: Raw -1282164.653311 + Penalty 2157.775215 = -1280006.878096 nChanged 352 SP:Iteration 17Q (8.175446 sec): 3 clusters Score: Raw -1282317.133134 + Penalty 2157.775215 = -1280159.357919 nChanged 335 SP:Iteration 18Q (8.297064 sec): 3 clusters Score: Raw -1282469.053630 + Penalty 2157.775215 = -1280311.278415 nChanged 335 SP:Iteration 19Q (8.414406 sec): 3 clusters Score: Raw -1282616.308147 + Penalty 2157.775215 = -1280458.532932 nChanged 316 SP:Iteration 20F (8.534971 sec): 3 clusters Score: Raw -1282755.557863 + Penalty 2157.775215 = -1280597.782648 nChanged 320 SP:Iteration 21Q (8.716679 sec): 3 clusters Score: Raw -1282900.746008 + Penalty 2157.775215 = -1280742.970793 nChanged 345 SP:Iteration 22Q (8.902547 sec): 3 clusters Score: Raw -1283062.857833 + Penalty 2157.775215 = -1280905.082618 nChanged 369 SP:Iteration 23Q (9.088309 sec): 3 clusters Score: Raw -1283251.618107 + Penalty 2157.775215 = -1281093.842892 nChanged 401 SP:Iteration 24Q (9.294631 sec): 3 clusters Score: Raw -1283468.407205 + Penalty 2157.775215 = -1281310.631990 nChanged 393 SP:Iteration 25Q (9.539245 sec): 3 clusters Score: Raw -1283702.172791 + Penalty 2157.775215 = -1281544.397576 nChanged 445 SP:Iteration 26Q (9.737955 sec): 3 clusters Score: Raw -1283990.322271 + Penalty 2157.775215 = -1281832.547056 nChanged 501 SP:Iteration 27Q (9.852578 sec): 3 clusters Score: Raw -1284378.617140 + Penalty 2157.775215 = -1282220.841925 nChanged 511 SP:Iteration 28Q (10.007863 sec): 3 clusters Score: Raw -1284844.412805 + Penalty 2157.775215 = -1282686.637589 nChanged 517 SP:Iteration 29Q (10.136068 sec): 3 clusters Score: Raw -1285350.959063 + Penalty 2157.775215 = -1283193.183848 nChanged 511 SP:Iteration 30Q (10.268615 sec): 3 clusters Score: Raw -1285822.368201 + Penalty 2157.775215 = -1283664.592986 nChanged 472 SP:Iteration 31Q (10.400617 sec): 3 clusters Score: Raw -1286227.468678 + Penalty 2157.775215 = -1284069.693463 nChanged 384 SP:Iteration 32Q (10.531827 sec): 3 clusters Score: Raw -1286491.263374 + Penalty 2157.775215 = -1284333.488158 nChanged 283 SP:Iteration 33Q (10.758015 sec): 3 clusters Score: Raw -1286628.337849 + Penalty 2157.775215 = -1284470.562634 nChanged 233 SP:Iteration 34Q (10.968364 sec): 3 clusters Score: Raw -1286715.168330 + Penalty 2157.775215 = -1284557.393115 nChanged 184 SP:Iteration 35Q (11.094983 sec): 3 clusters Score: Raw -1286767.001305 + Penalty 2157.775215 = -1284609.226090 nChanged 142 SP:Iteration 36Q (11.245301 sec): 3 clusters Score: Raw -1286810.155774 + Penalty 2157.775215 = -1284652.380559 nChanged 128 SP:Iteration 37Q (11.370680 sec): 3 clusters Score: Raw -1286843.449432 + Penalty 2157.775215 = -1284685.674217 nChanged 103 SP:Iteration 38Q (11.505025 sec): 3 clusters Score: Raw -1286864.161205 + Penalty 2157.775215 = -1284706.385990 nChanged 71 SP:Iteration 39Q (11.635130 sec): 3 clusters Score: Raw -1286876.186984 + Penalty 2157.775215 = -1284718.411769 nChanged 75 SP:Iteration 40F (11.767772 sec): 3 clusters Score: Raw -1286903.899486 + Penalty 2157.775215 = -1284746.124271 nChanged 64 SP:Iteration 41Q (11.898229 sec): 3 clusters Score: Raw -1286917.885523 + Penalty 2157.775215 = -1284760.110308 nChanged 61 SP:Iteration 42Q (12.022599 sec): 3 clusters Score: Raw -1286930.370911 + Penalty 2157.775215 = -1284772.595696 nChanged 61 SP:Iteration 43Q (12.153496 sec): 3 clusters Score: Raw -1286941.429507 + Penalty 2157.775215 = -1284783.654292 nChanged 51 SP:Iteration 44Q (12.283920 sec): 3 clusters Score: Raw -1286949.211405 + Penalty 2157.775215 = -1284791.436190 nChanged 43 SP:Iteration 45Q (12.412271 sec): 3 clusters Score: Raw -1286955.645804 + Penalty 2157.775215 = -1284797.870589 nChanged 47 SP:Iteration 46Q (12.541403 sec): 3 clusters Score: Raw -1286962.935223 + Penalty 2157.775215 = -1284805.160008 nChanged 39 SP:Iteration 47Q (12.671778 sec): 3 clusters Score: Raw -1286969.845082 + Penalty 2157.775215 = -1284812.069867 nChanged 37 SP:Iteration 48Q (12.802531 sec): 3 clusters Score: Raw -1286976.448808 + Penalty 2157.775215 = -1284818.673593 nChanged 46 SP:Iteration 49Q (12.932977 sec): 3 clusters Score: Raw -1286983.476808 + Penalty 2157.775215 = -1284825.701593 nChanged 42 SP:Iteration 50Q (13.063816 sec): 3 clusters Score: Raw -1286989.246646 + Penalty 2157.775215 = -1284831.471431 nChanged 43 SP:Iteration 51Q (13.194115 sec): 3 clusters Score: Raw -1286995.926203 + Penalty 2157.775215 = -1284838.150988 nChanged 44 SP:Iteration 52Q (13.323176 sec): 3 clusters Score: Raw -1287003.793763 + Penalty 2157.775215 = -1284846.018548 nChanged 50 SP:Iteration 53Q (13.446904 sec): 3 clusters Score: Raw -1287011.989868 + Penalty 2157.775215 = -1284854.214653 nChanged 53 SP:Iteration 54Q (13.561994 sec): 3 clusters Score: Raw -1287021.564095 + Penalty 2157.775215 = -1284863.788880 nChanged 60 SP:Iteration 55Q (13.668075 sec): 3 clusters Score: Raw -1287034.414789 + Penalty 2157.775215 = -1284876.639573 nChanged 77 SP:Iteration 56Q (13.794194 sec): 3 clusters Score: Raw -1287053.261922 + Penalty 2157.775215 = -1284895.486707 nChanged 79 SP:Iteration 57Q (14.008813 sec): 3 clusters Score: Raw -1287073.705174 + Penalty 2157.775215 = -1284915.929959 nChanged 88 SP:Iteration 58Q (14.213577 sec): 3 clusters Score: Raw -1287099.355244 + Penalty 2157.775215 = -1284941.580029 nChanged 80 SP:Iteration 59Q (14.428968 sec): 3 clusters Score: Raw -1287120.805048 + Penalty 2157.775215 = -1284963.029833 nChanged 75 SP:Iteration 60F (14.608185 sec): 3 clusters Score: Raw -1287140.157493 + Penalty 2157.775215 = -1284982.382278 nChanged 75 SP:Iteration 61Q (14.716078 sec): 3 clusters Score: Raw -1287164.916739 + Penalty 2157.775215 = -1285007.141524 nChanged 84 SP:Iteration 62Q (14.849097 sec): 3 clusters Score: Raw -1287197.692462 + Penalty 2157.775215 = -1285039.917247 nChanged 103 SP:Iteration 63Q (14.989063 sec): 3 clusters Score: Raw -1287241.060371 + Penalty 2157.775215 = -1285083.285156 nChanged 108 SP:Iteration 64Q (15.117829 sec): 3 clusters Score: Raw -1287286.656711 + Penalty 2157.775215 = -1285128.881496 nChanged 95 SP:Iteration 65Q (15.241581 sec): 3 clusters Score: Raw -1287330.628436 + Penalty 2157.775215 = -1285172.853221 nChanged 108 SP:Iteration 66Q (15.373576 sec): 3 clusters Score: Raw -1287382.705321 + Penalty 2157.775215 = -1285224.930106 nChanged 106 SP:Iteration 67Q (15.504728 sec): 3 clusters Score: Raw -1287460.506262 + Penalty 2157.775215 = -1285302.731047 nChanged 126 SP:Iteration 68Q (15.701467 sec): 3 clusters Score: Raw -1287546.794164 + Penalty 2157.775215 = -1285389.018949 nChanged 119 SP:Iteration 69Q (15.825376 sec): 3 clusters Score: Raw -1287632.205523 + Penalty 2157.775215 = -1285474.430308 nChanged 129 SP:Iteration 70Q (15.954680 sec): 3 clusters Score: Raw -1287722.256581 + Penalty 2157.775215 = -1285564.481366 nChanged 119 SP:Iteration 71Q (16.087945 sec): 3 clusters Score: Raw -1287823.499925 + Penalty 2157.775215 = -1285665.724710 nChanged 121 SP:Iteration 72Q (16.215690 sec): 3 clusters Score: Raw -1287935.014388 + Penalty 2157.775215 = -1285777.239173 nChanged 96 SP:Iteration 73Q (16.343459 sec): 3 clusters Score: Raw -1288016.770063 + Penalty 2157.775215 = -1285858.994848 nChanged 72 SP:Iteration 74Q (16.470194 sec): 3 clusters Score: Raw -1288060.913192 + Penalty 2157.775215 = -1285903.137977 nChanged 59 SP:Iteration 75Q (16.589895 sec): 3 clusters Score: Raw -1288102.893706 + Penalty 2157.775215 = -1285945.118491 nChanged 46 SP:Iteration 76Q (16.717346 sec): 3 clusters Score: Raw -1288127.193080 + Penalty 2157.775215 = -1285969.417865 nChanged 24 SP:Iteration 77Q (16.841819 sec): 3 clusters Score: Raw -1288139.316806 + Penalty 2157.775215 = -1285981.541591 nChanged 14 SP:Iteration 78Q (16.965693 sec): 3 clusters Score: Raw -1288144.547844 + Penalty 2157.775215 = -1285986.772629 nChanged 11 SP:Iteration 79Q (17.090690 sec): 3 clusters Score: Raw -1288148.380761 + Penalty 2157.775215 = -1285990.605546 nChanged 4 SP:Iteration 80F (17.218684 sec): 3 clusters Score: Raw -1288305.113770 + Penalty 2157.775215 = -1286147.338554 nChanged 63 SP:Iteration 81Q (17.333004 sec): 3 clusters Score: Raw -1288418.518993 + Penalty 2157.775215 = -1286260.743778 nChanged 80 SP:Iteration 82Q (17.437192 sec): 3 clusters Score: Raw -1288451.678508 + Penalty 2157.775215 = -1286293.903293 nChanged 60 SP:Iteration 83Q (17.581892 sec): 3 clusters Score: Raw -1288464.236926 + Penalty 2157.775215 = -1286306.461710 nChanged 26 SP:Iteration 84Q (17.729231 sec): 3 clusters Score: Raw -1288467.157246 + Penalty 2157.775215 = -1286309.382031 nChanged 17 SP:Iteration 85Q (17.906990 sec): 3 clusters Score: Raw -1288468.448417 + Penalty 2157.775215 = -1286310.673202 nChanged 12 SP:Iteration 86Q (18.029805 sec): 3 clusters Score: Raw -1288469.063077 + Penalty 2157.775215 = -1286311.287862 nChanged 10 SP:Iteration 87Q (18.218567 sec): 3 clusters Score: Raw -1288469.441266 + Penalty 2157.775215 = -1286311.666051 nChanged 2 SP:Iteration 88Q (18.340378 sec): 3 clusters Score: Raw -1288469.474910 + Penalty 2157.775215 = -1286311.699695 nChanged 1 SP:Iteration 89Q (18.462989 sec): 3 clusters Score: Raw -1288469.537456 + Penalty 2157.775215 = -1286311.762240 nChanged 1 SP:Iteration 90Q (18.589520 sec): 3 clusters Score: Raw -1288469.584586 + Penalty 2157.775215 = -1286311.809371 nChanged 1 SP:Iteration 91Q (18.716378 sec): 3 clusters Score: Raw -1288469.599874 + Penalty 2157.775215 = -1286311.824659 nChanged 0 SP:Iteration 92F (18.848152 sec): 3 clusters Score: Raw -1288469.599874 + Penalty 2157.775215 = -1286311.824659 nChanged 0 Score: Raw -1445149.961914 + Penalty 3291.244649 = -1441858.717265 Splitting cluster 1 changes total score from -1428754.229374 to -1441858.717265 So it's getting split into cluster 3. Trying to split cluster 2 (5396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (19.085960 sec): 2 clusters Score: Raw -172253.509028 + Penalty 902.308388 = -171351.200640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (19.294387 sec): 3 clusters Score: Raw -169272.215680 + Penalty 1804.616776 = -167467.598905 nChanged 2368 SP:Iteration 1F (19.349242 sec): 3 clusters Score: Raw -171561.925801 + Penalty 1804.616776 = -169757.309025 nChanged 723 SP:Iteration 2F (19.405300 sec): 3 clusters Score: Raw -172658.567049 + Penalty 1804.616776 = -170853.950274 nChanged 623 SP:Iteration 3F (19.460093 sec): 3 clusters Score: Raw -173634.756808 + Penalty 1804.616776 = -171830.140033 nChanged 476 SP:Iteration 4F (19.508446 sec): 3 clusters Score: Raw -174298.716405 + Penalty 1804.616776 = -172494.099629 nChanged 316 SP:Iteration 5F (19.556578 sec): 3 clusters Score: Raw -174649.272561 + Penalty 1804.616776 = -172844.655786 nChanged 240 SP:Iteration 6Q (19.610634 sec): 3 clusters Score: Raw -174950.959799 + Penalty 1804.616776 = -173146.343023 nChanged 216 SP:Iteration 7Q (19.659158 sec): 3 clusters Score: Raw -175264.587511 + Penalty 1804.616776 = -173459.970735 nChanged 154 SP:Iteration 8Q (19.705737 sec): 3 clusters Score: Raw -175496.492049 + Penalty 1804.616776 = -173691.875273 nChanged 128 SP:Iteration 9Q (19.751404 sec): 3 clusters Score: Raw -175655.924839 + Penalty 1804.616776 = -173851.308063 nChanged 119 SP:Iteration 10Q (19.797439 sec): 3 clusters Score: Raw -175763.662231 + Penalty 1804.616776 = -173959.045455 nChanged 112 SP:Iteration 11Q (19.845831 sec): 3 clusters Score: Raw -175870.835706 + Penalty 1804.616776 = -174066.218930 nChanged 95 SP:Iteration 12Q (19.893539 sec): 3 clusters Score: Raw -175994.843751 + Penalty 1804.616776 = -174190.226975 nChanged 84 SP:Iteration 13Q (19.941285 sec): 3 clusters Score: Raw -176054.489824 + Penalty 1804.616776 = -174249.873048 nChanged 68 SP:Iteration 14Q (19.988642 sec): 3 clusters Score: Raw -176106.999249 + Penalty 1804.616776 = -174302.382473 nChanged 64 SP:Iteration 15Q (20.034219 sec): 3 clusters Score: Raw -176179.264263 + Penalty 1804.616776 = -174374.647488 nChanged 71 SP:Iteration 16Q (20.079358 sec): 3 clusters Score: Raw -176255.490332 + Penalty 1804.616776 = -174450.873556 nChanged 59 SP:Iteration 17Q (20.124856 sec): 3 clusters Score: Raw -176290.448687 + Penalty 1804.616776 = -174485.831911 nChanged 50 SP:Iteration 18Q (20.170147 sec): 3 clusters Score: Raw -176308.614551 + Penalty 1804.616776 = -174503.997775 nChanged 33 SP:Iteration 19Q (20.215368 sec): 3 clusters Score: Raw -176319.584991 + Penalty 1804.616776 = -174514.968215 nChanged 29 SP:Iteration 20F (20.260327 sec): 3 clusters Score: Raw -176331.800551 + Penalty 1804.616776 = -174527.183775 nChanged 26 SP:Iteration 21Q (20.305027 sec): 3 clusters Score: Raw -176339.407895 + Penalty 1804.616776 = -174534.791119 nChanged 28 SP:Iteration 22Q (20.349730 sec): 3 clusters Score: Raw -176345.511579 + Penalty 1804.616776 = -174540.894804 nChanged 27 SP:Iteration 23Q (20.393927 sec): 3 clusters Score: Raw -176350.058320 + Penalty 1804.616776 = -174545.441544 nChanged 17 SP:Iteration 24Q (20.438233 sec): 3 clusters Score: Raw -176352.807935 + Penalty 1804.616776 = -174548.191159 nChanged 11 SP:Iteration 25Q (20.482655 sec): 3 clusters Score: Raw -176354.789566 + Penalty 1804.616776 = -174550.172791 nChanged 9 SP:Iteration 26Q (20.538878 sec): 3 clusters Score: Raw -176357.727685 + Penalty 1804.616776 = -174553.110910 nChanged 11 SP:Iteration 27Q (20.583178 sec): 3 clusters Score: Raw -176361.804552 + Penalty 1804.616776 = -174557.187776 nChanged 14 SP:Iteration 28Q (20.627474 sec): 3 clusters Score: Raw -176366.446044 + Penalty 1804.616776 = -174561.829268 nChanged 12 SP:Iteration 29Q (20.671584 sec): 3 clusters Score: Raw -176371.084666 + Penalty 1804.616776 = -174566.467890 nChanged 22 SP:Iteration 30Q (20.716075 sec): 3 clusters Score: Raw -176381.379554 + Penalty 1804.616776 = -174576.762779 nChanged 20 SP:Iteration 31Q (20.799820 sec): 3 clusters Score: Raw -176388.805117 + Penalty 1804.616776 = -174584.188341 nChanged 11 SP:Iteration 32Q (20.843599 sec): 3 clusters Score: Raw -176391.448102 + Penalty 1804.616776 = -174586.831327 nChanged 14 SP:Iteration 33Q (20.887884 sec): 3 clusters Score: Raw -176393.776018 + Penalty 1804.616776 = -174589.159242 nChanged 6 SP:Iteration 34Q (20.931509 sec): 3 clusters Score: Raw -176394.384748 + Penalty 1804.616776 = -174589.767972 nChanged 3 SP:Iteration 35Q (20.975880 sec): 3 clusters Score: Raw -176394.661722 + Penalty 1804.616776 = -174590.044946 nChanged 1 SP:Iteration 36Q (21.025373 sec): 3 clusters Score: Raw -176394.775000 + Penalty 1804.616776 = -174590.158225 nChanged 2 SP:Iteration 37Q (21.069609 sec): 3 clusters Score: Raw -176395.402157 + Penalty 1804.616776 = -174590.785381 nChanged 4 SP:Iteration 38Q (21.113784 sec): 3 clusters Score: Raw -176396.378208 + Penalty 1804.616776 = -174591.761432 nChanged 7 SP:Iteration 39Q (21.157906 sec): 3 clusters Score: Raw -176397.481665 + Penalty 1804.616776 = -174592.864890 nChanged 4 SP:Iteration 40F (21.202449 sec): 3 clusters Score: Raw -176398.558813 + Penalty 1804.616776 = -174593.942038 nChanged 3 SP:Iteration 41Q (21.323153 sec): 3 clusters Score: Raw -176399.275117 + Penalty 1804.616776 = -174594.658341 nChanged 3 SP:Iteration 42Q (21.367292 sec): 3 clusters Score: Raw -176399.660168 + Penalty 1804.616776 = -174595.043392 nChanged 4 SP:Iteration 43Q (21.411728 sec): 3 clusters Score: Raw -176400.029884 + Penalty 1804.616776 = -174595.413108 nChanged 2 SP:Iteration 44Q (21.456131 sec): 3 clusters Score: Raw -176400.750318 + Penalty 1804.616776 = -174596.133543 nChanged 3 SP:Iteration 45Q (21.500984 sec): 3 clusters Score: Raw -176401.071266 + Penalty 1804.616776 = -174596.454491 nChanged 3 SP:Iteration 46Q (21.545539 sec): 3 clusters Score: Raw -176401.406925 + Penalty 1804.616776 = -174596.790149 nChanged 2 SP:Iteration 47Q (21.590034 sec): 3 clusters Score: Raw -176401.640918 + Penalty 1804.616776 = -174597.024142 nChanged 1 SP:Iteration 48Q (21.634317 sec): 3 clusters Score: Raw -176401.750386 + Penalty 1804.616776 = -174597.133610 nChanged 0 SP:Iteration 49F (21.678968 sec): 3 clusters Score: Raw -176401.750386 + Penalty 1804.616776 = -174597.133610 nChanged 0 Score: Raw -1449298.203271 + Penalty 4388.326199 = -1444909.877073 Splitting cluster 2 changes total score from -1428754.229374 to -1444909.877073 So it's getting split into cluster 4. Iteration 20F (22.165527 sec): 5 clusters Score: Raw -1451188.704595 + Penalty 4388.326199 = -1446800.378396 nChanged 995 Iteration 21Q (22.371055 sec): 5 clusters Score: Raw -1452062.531966 + Penalty 4388.326199 = -1447674.205767 nChanged 526 Iteration 22Q (22.555367 sec): 5 clusters Score: Raw -1452438.524638 + Penalty 4388.326199 = -1448050.198439 nChanged 419 Iteration 23Q (22.930840 sec): 5 clusters Score: Raw -1452748.452790 + Penalty 4388.326199 = -1448360.126591 nChanged 401 Iteration 24Q (23.091081 sec): 5 clusters Score: Raw -1453075.722205 + Penalty 4388.326199 = -1448687.396006 nChanged 351 Iteration 25Q (23.281552 sec): 5 clusters Score: Raw -1453394.606585 + Penalty 4388.326199 = -1449006.280386 nChanged 382 Iteration 26Q (23.490488 sec): 5 clusters Score: Raw -1453695.210599 + Penalty 4388.326199 = -1449306.884401 nChanged 369 Iteration 27Q (23.698446 sec): 5 clusters Score: Raw -1453948.525950 + Penalty 4388.326199 = -1449560.199751 nChanged 320 Iteration 28Q (23.880394 sec): 5 clusters Score: Raw -1454119.789830 + Penalty 4388.326199 = -1449731.463631 nChanged 288 Iteration 29Q (24.092719 sec): 5 clusters Score: Raw -1454257.972179 + Penalty 4388.326199 = -1449869.645980 nChanged 235 Iteration 30Q (24.280405 sec): 5 clusters Score: Raw -1454377.586947 + Penalty 4388.326199 = -1449989.260748 nChanged 208 Iteration 31Q (24.610233 sec): 5 clusters Score: Raw -1454479.399003 + Penalty 4388.326199 = -1450091.072804 nChanged 190 Iteration 32Q (24.770654 sec): 5 clusters Score: Raw -1454569.151211 + Penalty 4388.326199 = -1450180.825012 nChanged 176 Iteration 33Q (24.994508 sec): 5 clusters Score: Raw -1454636.123503 + Penalty 4388.326199 = -1450247.797304 nChanged 136 Iteration 34Q (25.173020 sec): 5 clusters Score: Raw -1454697.143476 + Penalty 4388.326199 = -1450308.817277 nChanged 124 Iteration 35Q (25.375256 sec): 5 clusters Score: Raw -1454740.131834 + Penalty 4388.326199 = -1450351.805635 nChanged 99 Iteration 36Q (25.548006 sec): 5 clusters Score: Raw -1454770.647331 + Penalty 4388.326199 = -1450382.321132 nChanged 90 Iteration 37Q (25.752947 sec): 5 clusters Score: Raw -1454798.513186 + Penalty 4388.326199 = -1450410.186987 nChanged 61 Iteration 38Q (26.063780 sec): 5 clusters Score: Raw -1454824.002635 + Penalty 4388.326199 = -1450435.676436 nChanged 64 Iteration 39Q (26.244722 sec): 5 clusters Score: Raw -1454844.978606 + Penalty 4388.326199 = -1450456.652407 nChanged 64 Iteration 40F (26.501833 sec): 5 clusters Score: Raw -1455002.276334 + Penalty 4388.326199 = -1450613.950135 nChanged 182 Iteration 41Q (26.682556 sec): 5 clusters Score: Raw -1455131.514734 + Penalty 4388.326199 = -1450743.188535 nChanged 192 Iteration 42Q (26.864483 sec): 5 clusters Score: Raw -1455214.888949 + Penalty 4388.326199 = -1450826.562750 nChanged 176 Iteration 43Q (27.072616 sec): 5 clusters Score: Raw -1455277.598618 + Penalty 4388.326199 = -1450889.272420 nChanged 167 Iteration 44Q (27.251445 sec): 5 clusters Score: Raw -1455324.973635 + Penalty 4388.326199 = -1450936.647436 nChanged 147 Iteration 45Q (27.490108 sec): 5 clusters Score: Raw -1455359.073118 + Penalty 4388.326199 = -1450970.746919 nChanged 98 Iteration 46Q (27.682499 sec): 5 clusters Score: Raw -1455376.996286 + Penalty 4388.326199 = -1450988.670087 nChanged 77 Iteration 47Q (27.898694 sec): 5 clusters Score: Raw -1455389.037512 + Penalty 4388.326199 = -1451000.711313 nChanged 68 Iteration 48Q (28.102654 sec): 5 clusters Score: Raw -1455396.253989 + Penalty 4388.326199 = -1451007.927790 nChanged 44 Iteration 49Q (28.287552 sec): 5 clusters Score: Raw -1455399.687417 + Penalty 4388.326199 = -1451011.361219 nChanged 28 Iteration 50Q (28.501481 sec): 5 clusters Score: Raw -1455402.890457 + Penalty 4388.326199 = -1451014.564259 nChanged 32 Iteration 51Q (28.695666 sec): 5 clusters Score: Raw -1455405.346585 + Penalty 4388.326199 = -1451017.020386 nChanged 17 Iteration 52Q (28.903683 sec): 5 clusters Score: Raw -1455406.370762 + Penalty 4388.326199 = -1451018.044563 nChanged 14 Iteration 53Q (29.084893 sec): 5 clusters Score: Raw -1455407.217586 + Penalty 4388.326199 = -1451018.891387 nChanged 14 Iteration 54Q (29.303065 sec): 5 clusters Score: Raw -1455408.068605 + Penalty 4388.326199 = -1451019.742406 nChanged 10 Iteration 55Q (29.486575 sec): 5 clusters Score: Raw -1455408.653292 + Penalty 4388.326199 = -1451020.327093 nChanged 7 Iteration 56Q (29.703286 sec): 5 clusters Score: Raw -1455409.223655 + Penalty 4388.326199 = -1451020.897457 nChanged 4 Iteration 57Q (29.882365 sec): 5 clusters Score: Raw -1455409.536012 + Penalty 4388.326199 = -1451021.209813 nChanged 5 Iteration 58Q (30.113281 sec): 5 clusters Score: Raw -1455409.906911 + Penalty 4388.326199 = -1451021.580712 nChanged 5 Writing temp clu file Because OldScore, -1451021.209813, is greater than current (better) Score,-1451021.580712 Compute initial score before splitting: Score: Raw -1455409.906911 + Penalty 4388.326199 = -1451021.580712 Trying to split cluster 1 (11316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (30.274177 sec): 2 clusters Score: Raw -500948.290624 + Penalty 980.067158 = -499968.223466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (30.459360 sec): 3 clusters Score: Raw -494243.001150 + Penalty 1960.134316 = -492282.866834 nChanged 5066 SP:Iteration 1F (30.609177 sec): 3 clusters Score: Raw -497304.188862 + Penalty 1960.134316 = -495344.054547 nChanged 884 SP:Iteration 2F (30.733296 sec): 3 clusters Score: Raw -497811.349179 + Penalty 1960.134316 = -495851.214863 nChanged 766 SP:Iteration 3F (30.792927 sec): 3 clusters Score: Raw -498292.423097 + Penalty 1960.134316 = -496332.288781 nChanged 708 SP:Iteration 4F (30.853528 sec): 3 clusters Score: Raw -498841.642707 + Penalty 1960.134316 = -496881.508391 nChanged 683 SP:Iteration 5F (30.915511 sec): 3 clusters Score: Raw -499344.419423 + Penalty 1960.134316 = -497384.285108 nChanged 649 SP:Iteration 6F (30.982502 sec): 3 clusters Score: Raw -499768.468462 + Penalty 1960.134316 = -497808.334146 nChanged 544 SP:Iteration 7Q (31.059562 sec): 3 clusters Score: Raw -500095.296145 + Penalty 1960.134316 = -498135.161829 nChanged 477 SP:Iteration 8Q (31.136244 sec): 3 clusters Score: Raw -500351.710539 + Penalty 1960.134316 = -498391.576223 nChanged 383 SP:Iteration 9Q (31.202007 sec): 3 clusters Score: Raw -500546.809273 + Penalty 1960.134316 = -498586.674958 nChanged 332 SP:Iteration 10Q (31.266845 sec): 3 clusters Score: Raw -500703.337068 + Penalty 1960.134316 = -498743.202752 nChanged 270 SP:Iteration 11Q (31.334218 sec): 3 clusters Score: Raw -500825.322208 + Penalty 1960.134316 = -498865.187892 nChanged 269 SP:Iteration 12Q (31.403435 sec): 3 clusters Score: Raw -500962.524590 + Penalty 1960.134316 = -499002.390274 nChanged 286 SP:Iteration 13Q (31.472251 sec): 3 clusters Score: Raw -501108.600640 + Penalty 1960.134316 = -499148.466324 nChanged 317 SP:Iteration 14Q (31.541529 sec): 3 clusters Score: Raw -501303.926319 + Penalty 1960.134316 = -499343.792003 nChanged 346 SP:Iteration 15Q (31.613248 sec): 3 clusters Score: Raw -501566.024725 + Penalty 1960.134316 = -499605.890410 nChanged 395 SP:Iteration 16Q (31.687332 sec): 3 clusters Score: Raw -501931.696725 + Penalty 1960.134316 = -499971.562409 nChanged 425 SP:Iteration 17Q (31.760318 sec): 3 clusters Score: Raw -502391.064040 + Penalty 1960.134316 = -500430.929724 nChanged 410 SP:Iteration 18Q (31.825073 sec): 3 clusters Score: Raw -502953.791411 + Penalty 1960.134316 = -500993.657095 nChanged 428 SP:Iteration 19Q (31.889821 sec): 3 clusters Score: Raw -503837.990284 + Penalty 1960.134316 = -501877.855968 nChanged 443 SP:Iteration 20F (31.957041 sec): 3 clusters Score: Raw -504977.453451 + Penalty 1960.134316 = -503017.319135 nChanged 473 SP:Iteration 21Q (32.027649 sec): 3 clusters Score: Raw -506036.038278 + Penalty 1960.134316 = -504075.903962 nChanged 470 SP:Iteration 22Q (32.091971 sec): 3 clusters Score: Raw -506695.729906 + Penalty 1960.134316 = -504735.595590 nChanged 321 SP:Iteration 23Q (32.154706 sec): 3 clusters Score: Raw -507038.974301 + Penalty 1960.134316 = -505078.839986 nChanged 197 SP:Iteration 24Q (32.218023 sec): 3 clusters Score: Raw -507166.606895 + Penalty 1960.134316 = -505206.472579 nChanged 95 SP:Iteration 25Q (32.286042 sec): 3 clusters Score: Raw -507204.801330 + Penalty 1960.134316 = -505244.667014 nChanged 57 SP:Iteration 26Q (32.353831 sec): 3 clusters Score: Raw -507215.381013 + Penalty 1960.134316 = -505255.246697 nChanged 21 SP:Iteration 27Q (32.417145 sec): 3 clusters Score: Raw -507217.232331 + Penalty 1960.134316 = -505257.098015 nChanged 11 SP:Iteration 28Q (32.551689 sec): 3 clusters Score: Raw -507218.339800 + Penalty 1960.134316 = -505258.205484 nChanged 3 SP:Iteration 29Q (32.637816 sec): 3 clusters Score: Raw -507218.526894 + Penalty 1960.134316 = -505258.392579 nChanged 3 SP:Iteration 30Q (32.699088 sec): 3 clusters Score: Raw -507218.753434 + Penalty 1960.134316 = -505258.619118 nChanged 1 SP:Iteration 31Q (32.760808 sec): 3 clusters Score: Raw -507218.799661 + Penalty 1960.134316 = -505258.665345 nChanged 2 SP:Iteration 32Q (32.822383 sec): 3 clusters Score: Raw -507219.264851 + Penalty 1960.134316 = -505259.130535 nChanged 1 SP:Iteration 33Q (32.888477 sec): 3 clusters Score: Raw -507219.308698 + Penalty 1960.134316 = -505259.174382 nChanged 0 SP:Iteration 34F (32.959610 sec): 3 clusters Score: Raw -507220.489414 + Penalty 1960.134316 = -505260.355098 nChanged 1 SP:Iteration 35Q (33.023759 sec): 3 clusters Score: Raw -507220.650852 + Penalty 1960.134316 = -505260.516536 nChanged 2 SP:Iteration 36Q (33.084257 sec): 3 clusters Score: Raw -507220.798103 + Penalty 1960.134316 = -505260.663787 nChanged 0 SP:Iteration 37F (33.150354 sec): 3 clusters Score: Raw -507220.798103 + Penalty 1960.134316 = -505260.663787 nChanged 0 Score: Raw -1461682.665959 + Penalty 5485.407749 = -1456197.258210 Splitting cluster 1 changes total score from -1451021.580712 to -1456197.258210 So it's getting split into cluster 5. Trying to split cluster 2 (3979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (33.512898 sec): 2 clusters Score: Raw -121178.945469 + Penalty 870.322510 = -120308.622959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (33.558299 sec): 3 clusters Score: Raw -119132.734215 + Penalty 1740.645020 = -117392.089194 nChanged 1690 SP:Iteration 1F (33.601907 sec): 3 clusters Score: Raw -120912.255469 + Penalty 1740.645020 = -119171.610448 nChanged 568 SP:Iteration 2F (33.645027 sec): 3 clusters Score: Raw -121864.123686 + Penalty 1740.645020 = -120123.478666 nChanged 416 SP:Iteration 3F (33.681414 sec): 3 clusters Score: Raw -122446.106835 + Penalty 1740.645020 = -120705.461815 nChanged 265 SP:Iteration 4F (33.718418 sec): 3 clusters Score: Raw -122800.189615 + Penalty 1740.645020 = -121059.544595 nChanged 202 SP:Iteration 5F (33.755304 sec): 3 clusters Score: Raw -123115.977250 + Penalty 1740.645020 = -121375.332229 nChanged 186 SP:Iteration 6Q (33.792956 sec): 3 clusters Score: Raw -123390.641603 + Penalty 1740.645020 = -121649.996583 nChanged 132 SP:Iteration 7Q (33.831520 sec): 3 clusters Score: Raw -123545.243198 + Penalty 1740.645020 = -121804.598177 nChanged 85 SP:Iteration 8Q (33.869021 sec): 3 clusters Score: Raw -123605.525340 + Penalty 1740.645020 = -121864.880320 nChanged 57 SP:Iteration 9Q (33.911945 sec): 3 clusters Score: Raw -123639.021350 + Penalty 1740.645020 = -121898.376330 nChanged 53 SP:Iteration 10Q (33.949238 sec): 3 clusters Score: Raw -123662.070143 + Penalty 1740.645020 = -121921.425122 nChanged 39 SP:Iteration 11Q (34.001511 sec): 3 clusters Score: Raw -123677.261522 + Penalty 1740.645020 = -121936.616501 nChanged 37 SP:Iteration 12Q (34.038697 sec): 3 clusters Score: Raw -123691.652240 + Penalty 1740.645020 = -121951.007219 nChanged 21 SP:Iteration 13Q (34.075957 sec): 3 clusters Score: Raw -123698.887751 + Penalty 1740.645020 = -121958.242731 nChanged 17 SP:Iteration 14Q (34.113264 sec): 3 clusters Score: Raw -123703.346533 + Penalty 1740.645020 = -121962.701513 nChanged 12 SP:Iteration 15Q (34.176349 sec): 3 clusters Score: Raw -123705.464580 + Penalty 1740.645020 = -121964.819559 nChanged 6 SP:Iteration 16Q (34.293280 sec): 3 clusters Score: Raw -123706.804400 + Penalty 1740.645020 = -121966.159380 nChanged 3 SP:Iteration 17Q (34.403857 sec): 3 clusters Score: Raw -123708.603059 + Penalty 1740.645020 = -121967.958038 nChanged 5 SP:Iteration 18Q (34.520593 sec): 3 clusters Score: Raw -123710.071304 + Penalty 1740.645020 = -121969.426284 nChanged 3 SP:Iteration 19Q (34.638938 sec): 3 clusters Score: Raw -123710.360999 + Penalty 1740.645020 = -121969.715979 nChanged 1 SP:Iteration 20F (34.727880 sec): 3 clusters Score: Raw -123710.560529 + Penalty 1740.645020 = -121969.915509 nChanged 0 Score: Raw -1464214.281019 + Penalty 6582.489298 = -1457631.791721 Splitting cluster 2 changes total score from -1451021.580712 to -1457631.791721 So it's getting split into cluster 6. Trying to split cluster 3 (14348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (35.090027 sec): 2 clusters Score: Raw -671442.419630 + Penalty 1004.993413 = -670437.426217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (35.214559 sec): 3 clusters Score: Raw -662651.087842 + Penalty 2009.986826 = -660641.101016 nChanged 6552 SP:Iteration 1F (35.312317 sec): 3 clusters Score: Raw -666696.979661 + Penalty 2009.986826 = -664686.992835 nChanged 1066 SP:Iteration 2F (35.377597 sec): 3 clusters Score: Raw -667313.962450 + Penalty 2009.986826 = -665303.975624 nChanged 1033 SP:Iteration 3F (35.442484 sec): 3 clusters Score: Raw -668036.312906 + Penalty 2009.986826 = -666026.326080 nChanged 1064 SP:Iteration 4F (35.520007 sec): 3 clusters Score: Raw -668809.798710 + Penalty 2009.986826 = -666799.811884 nChanged 1006 SP:Iteration 5F (35.599209 sec): 3 clusters Score: Raw -669539.572229 + Penalty 2009.986826 = -667529.585403 nChanged 852 SP:Iteration 6F (35.674375 sec): 3 clusters Score: Raw -670098.892004 + Penalty 2009.986826 = -668088.905178 nChanged 680 SP:Iteration 7Q (35.751933 sec): 3 clusters Score: Raw -670520.596530 + Penalty 2009.986826 = -668510.609704 nChanged 586 SP:Iteration 8Q (35.829232 sec): 3 clusters Score: Raw -670927.167893 + Penalty 2009.986826 = -668917.181067 nChanged 548 SP:Iteration 9Q (35.910552 sec): 3 clusters Score: Raw -671371.162536 + Penalty 2009.986826 = -669361.175709 nChanged 577 SP:Iteration 10Q (36.044300 sec): 3 clusters Score: Raw -671992.001665 + Penalty 2009.986826 = -669982.014839 nChanged 624 SP:Iteration 11Q (36.205292 sec): 3 clusters Score: Raw -672735.217611 + Penalty 2009.986826 = -670725.230785 nChanged 579 SP:Iteration 12Q (36.277811 sec): 3 clusters Score: Raw -673383.994021 + Penalty 2009.986826 = -671374.007195 nChanged 488 SP:Iteration 13Q (36.367014 sec): 3 clusters Score: Raw -673985.057408 + Penalty 2009.986826 = -671975.070582 nChanged 354 SP:Iteration 14Q (36.438376 sec): 3 clusters Score: Raw -674525.345749 + Penalty 2009.986826 = -672515.358923 nChanged 288 SP:Iteration 15Q (36.510281 sec): 3 clusters Score: Raw -674887.622790 + Penalty 2009.986826 = -672877.635964 nChanged 201 SP:Iteration 16Q (36.581495 sec): 3 clusters Score: Raw -675024.124904 + Penalty 2009.986826 = -673014.138078 nChanged 122 SP:Iteration 17Q (36.655603 sec): 3 clusters Score: Raw -675087.702250 + Penalty 2009.986826 = -673077.715424 nChanged 92 SP:Iteration 18Q (36.730195 sec): 3 clusters Score: Raw -675138.307486 + Penalty 2009.986826 = -673128.320660 nChanged 92 SP:Iteration 19Q (36.801226 sec): 3 clusters Score: Raw -675206.219366 + Penalty 2009.986826 = -673196.232540 nChanged 134 SP:Iteration 20F (36.875061 sec): 3 clusters Score: Raw -675341.942059 + Penalty 2009.986826 = -673331.955233 nChanged 172 SP:Iteration 21Q (36.949891 sec): 3 clusters Score: Raw -675582.892411 + Penalty 2009.986826 = -673572.905585 nChanged 211 SP:Iteration 22Q (37.023626 sec): 3 clusters Score: Raw -675969.227797 + Penalty 2009.986826 = -673959.240971 nChanged 237 SP:Iteration 23Q (37.092210 sec): 3 clusters Score: Raw -676589.450798 + Penalty 2009.986826 = -674579.463972 nChanged 270 SP:Iteration 24Q (37.159853 sec): 3 clusters Score: Raw -677535.334727 + Penalty 2009.986826 = -675525.347901 nChanged 205 SP:Iteration 25Q (37.234560 sec): 3 clusters Score: Raw -678101.647231 + Penalty 2009.986826 = -676091.660405 nChanged 94 SP:Iteration 26Q (37.306951 sec): 3 clusters Score: Raw -678224.200533 + Penalty 2009.986826 = -676214.213707 nChanged 47 SP:Iteration 27Q (37.373251 sec): 3 clusters Score: Raw -678254.863606 + Penalty 2009.986826 = -676244.876780 nChanged 20 SP:Iteration 28Q (37.439420 sec): 3 clusters Score: Raw -678262.530807 + Penalty 2009.986826 = -676252.543981 nChanged 18 SP:Iteration 29Q (37.511060 sec): 3 clusters Score: Raw -678266.082477 + Penalty 2009.986826 = -676256.095651 nChanged 9 SP:Iteration 30Q (37.585422 sec): 3 clusters Score: Raw -678267.962951 + Penalty 2009.986826 = -676257.976125 nChanged 6 SP:Iteration 31Q (37.656838 sec): 3 clusters Score: Raw -678268.572762 + Penalty 2009.986826 = -676258.585936 nChanged 3 SP:Iteration 32Q (37.724741 sec): 3 clusters Score: Raw -678268.705279 + Penalty 2009.986826 = -676258.718453 nChanged 2 SP:Iteration 33Q (37.795481 sec): 3 clusters Score: Raw -678268.860579 + Penalty 2009.986826 = -676258.873753 nChanged 2 SP:Iteration 34Q (37.866942 sec): 3 clusters Score: Raw -678268.966964 + Penalty 2009.986826 = -676258.980138 nChanged 2 SP:Iteration 35Q (37.936986 sec): 3 clusters Score: Raw -678269.137884 + Penalty 2009.986826 = -676259.151058 nChanged 0 SP:Iteration 36F (38.015230 sec): 3 clusters Score: Raw -678270.684973 + Penalty 2009.986826 = -676260.698147 nChanged 5 SP:Iteration 37Q (38.216625 sec): 3 clusters Score: Raw -678271.450442 + Penalty 2009.986826 = -676261.463616 nChanged 6 SP:Iteration 38Q (38.349637 sec): 3 clusters Score: Raw -678271.969568 + Penalty 2009.986826 = -676261.982742 nChanged 3 SP:Iteration 39Q (38.400329 sec): 3 clusters Score: Raw -678272.103128 + Penalty 2009.986826 = -676262.116302 nChanged 0 SP:Iteration 40F (38.475528 sec): 3 clusters Score: Raw -678272.103128 + Penalty 2009.986826 = -676262.116302 nChanged 0 Score: Raw -1471043.964517 + Penalty 7679.570848 = -1463364.393669 Splitting cluster 3 changes total score from -1451021.580712 to -1463364.393669 So it's getting split into cluster 7. Trying to split cluster 4 (4803 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (38.871064 sec): 2 clusters Score: Raw -205380.217304 + Penalty 890.084580 = -204490.132724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (38.914860 sec): 3 clusters Score: Raw -202814.802191 + Penalty 1780.169160 = -201034.633030 nChanged 2118 SP:Iteration 1F (38.957836 sec): 3 clusters Score: Raw -204876.024650 + Penalty 1780.169160 = -203095.855489 nChanged 575 SP:Iteration 2F (39.010095 sec): 3 clusters Score: Raw -205983.994996 + Penalty 1780.169160 = -204203.825835 nChanged 502 SP:Iteration 3F (39.053562 sec): 3 clusters Score: Raw -206841.250485 + Penalty 1780.169160 = -205061.081325 nChanged 322 SP:Iteration 4F (39.095476 sec): 3 clusters Score: Raw -207277.730031 + Penalty 1780.169160 = -205497.560871 nChanged 264 SP:Iteration 5F (39.137124 sec): 3 clusters Score: Raw -207584.687845 + Penalty 1780.169160 = -205804.518685 nChanged 191 SP:Iteration 6Q (39.178778 sec): 3 clusters Score: Raw -207818.881655 + Penalty 1780.169160 = -206038.712495 nChanged 152 SP:Iteration 7Q (39.220471 sec): 3 clusters Score: Raw -207989.722094 + Penalty 1780.169160 = -206209.552933 nChanged 141 SP:Iteration 8Q (39.262674 sec): 3 clusters Score: Raw -208146.513526 + Penalty 1780.169160 = -206366.344366 nChanged 103 SP:Iteration 9Q (39.304851 sec): 3 clusters Score: Raw -208272.617024 + Penalty 1780.169160 = -206492.447863 nChanged 86 SP:Iteration 10Q (39.346672 sec): 3 clusters Score: Raw -208344.160749 + Penalty 1780.169160 = -206563.991589 nChanged 50 SP:Iteration 11Q (39.388510 sec): 3 clusters Score: Raw -208365.033190 + Penalty 1780.169160 = -206584.864030 nChanged 24 SP:Iteration 12Q (39.430086 sec): 3 clusters Score: Raw -208374.238560 + Penalty 1780.169160 = -206594.069400 nChanged 14 SP:Iteration 13Q (39.471054 sec): 3 clusters Score: Raw -208379.927235 + Penalty 1780.169160 = -206599.758075 nChanged 10 SP:Iteration 14Q (39.511949 sec): 3 clusters Score: Raw -208383.108119 + Penalty 1780.169160 = -206602.938958 nChanged 7 SP:Iteration 15Q (39.552995 sec): 3 clusters Score: Raw -208385.112102 + Penalty 1780.169160 = -206604.942942 nChanged 7 SP:Iteration 16Q (39.593819 sec): 3 clusters Score: Raw -208386.443304 + Penalty 1780.169160 = -206606.274143 nChanged 0 SP:Iteration 17F (39.635441 sec): 3 clusters Score: Raw -208386.443304 + Penalty 1780.169160 = -206606.274143 nChanged 0 Score: Raw -1474050.190516 + Penalty 8776.652398 = -1465273.538119 Splitting cluster 4 changes total score from -1451021.580712 to -1465273.538119 So it's getting split into cluster 8. Iteration 59Q (40.408145 sec): 9 clusters Score: Raw -1475467.837816 + Penalty 8776.652398 = -1466691.185418 nChanged 995 Iteration 60F (40.816026 sec): 9 clusters Score: Raw -1476573.530472 + Penalty 8776.652398 = -1467796.878074 nChanged 798 Iteration 61Q (41.149339 sec): 9 clusters Score: Raw -1476941.355764 + Penalty 8776.652398 = -1468164.703367 nChanged 401 Iteration 62Q (41.424351 sec): 9 clusters Score: Raw -1477092.866227 + Penalty 8776.652398 = -1468316.213829 nChanged 285 Iteration 63Q (41.668110 sec): 9 clusters Score: Raw -1477183.328138 + Penalty 8776.652398 = -1468406.675740 nChanged 234 Iteration 64Q (41.958172 sec): 9 clusters Score: Raw -1477247.580676 + Penalty 8776.652398 = -1468470.928278 nChanged 169 Iteration 65Q (42.331658 sec): 9 clusters Score: Raw -1477288.732485 + Penalty 8776.652398 = -1468512.080087 nChanged 137 Iteration 66Q (42.602281 sec): 9 clusters Score: Raw -1477318.809543 + Penalty 8776.652398 = -1468542.157145 nChanged 115 Iteration 67Q (42.874173 sec): 9 clusters Score: Raw -1477344.165557 + Penalty 8776.652398 = -1468567.513159 nChanged 106 Iteration 68Q (43.145577 sec): 9 clusters Score: Raw -1477367.403109 + Penalty 8776.652398 = -1468590.750711 nChanged 99 Iteration 69Q (43.415430 sec): 9 clusters Score: Raw -1477387.922439 + Penalty 8776.652398 = -1468611.270042 nChanged 91 Iteration 70Q (43.682790 sec): 9 clusters Score: Raw -1477406.498802 + Penalty 8776.652398 = -1468629.846404 nChanged 88 Iteration 71Q (43.952068 sec): 9 clusters Score: Raw -1477424.967249 + Penalty 8776.652398 = -1468648.314851 nChanged 95 Iteration 72Q (44.219658 sec): 9 clusters Score: Raw -1477445.308174 + Penalty 8776.652398 = -1468668.655776 nChanged 90 Iteration 73Q (44.484687 sec): 9 clusters Score: Raw -1477462.853986 + Penalty 8776.652398 = -1468686.201588 nChanged 88 Iteration 74Q (44.730303 sec): 9 clusters Score: Raw -1477484.153250 + Penalty 8776.652398 = -1468707.500853 nChanged 102 Iteration 75Q (44.999107 sec): 9 clusters Score: Raw -1477508.622515 + Penalty 8776.652398 = -1468731.970118 nChanged 109 Iteration 76Q (45.323417 sec): 9 clusters Score: Raw -1477531.376199 + Penalty 8776.652398 = -1468754.723801 nChanged 92 Iteration 77Q (45.668088 sec): 9 clusters Score: Raw -1477551.755743 + Penalty 8776.652398 = -1468775.103346 nChanged 91 Iteration 78Q (45.911781 sec): 9 clusters Score: Raw -1477571.785917 + Penalty 8776.652398 = -1468795.133519 nChanged 89 Iteration 79Q (46.176897 sec): 9 clusters Score: Raw -1477589.611179 + Penalty 8776.652398 = -1468812.958782 nChanged 86 Iteration 80F (46.570431 sec): 9 clusters Score: Raw -1477620.532609 + Penalty 8776.652398 = -1468843.880211 nChanged 115 Iteration 81Q (46.880005 sec): 9 clusters Score: Raw -1477650.542613 + Penalty 8776.652398 = -1468873.890216 nChanged 108 Iteration 82Q (47.148603 sec): 9 clusters Score: Raw -1477675.763900 + Penalty 8776.652398 = -1468899.111503 nChanged 110 Iteration 83Q (47.541232 sec): 9 clusters Score: Raw -1477707.515186 + Penalty 8776.652398 = -1468930.862788 nChanged 134 Iteration 84Q (47.850322 sec): 9 clusters Score: Raw -1477745.842644 + Penalty 8776.652398 = -1468969.190246 nChanged 132 Iteration 85Q (48.123302 sec): 9 clusters Score: Raw -1477778.306478 + Penalty 8776.652398 = -1469001.654080 nChanged 140 Iteration 86Q (48.394954 sec): 9 clusters Score: Raw -1477813.921679 + Penalty 8776.652398 = -1469037.269282 nChanged 141 Iteration 87Q (48.659285 sec): 9 clusters Score: Raw -1477855.661255 + Penalty 8776.652398 = -1469079.008858 nChanged 140 Iteration 88Q (48.912042 sec): 9 clusters Score: Raw -1477897.150272 + Penalty 8776.652398 = -1469120.497874 nChanged 151 Iteration 89Q (49.185244 sec): 9 clusters Score: Raw -1477937.205486 + Penalty 8776.652398 = -1469160.553088 nChanged 175 Iteration 90Q (49.451600 sec): 9 clusters Score: Raw -1477993.196935 + Penalty 8776.652398 = -1469216.544537 nChanged 177 Iteration 91Q (49.700682 sec): 9 clusters Score: Raw -1478048.444464 + Penalty 8776.652398 = -1469271.792067 nChanged 181 Iteration 92Q (49.931341 sec): 9 clusters Score: Raw -1478111.017503 + Penalty 8776.652398 = -1469334.365106 nChanged 199 Iteration 93Q (50.186075 sec): 9 clusters Score: Raw -1478188.879778 + Penalty 8776.652398 = -1469412.227381 nChanged 244 Iteration 94Q (50.620708 sec): 9 clusters Score: Raw -1478307.158832 + Penalty 8776.652398 = -1469530.506434 nChanged 297 Iteration 95Q (50.873127 sec): 9 clusters Score: Raw -1478467.008236 + Penalty 8776.652398 = -1469690.355838 nChanged 293 Iteration 96Q (51.105312 sec): 9 clusters Score: Raw -1478659.004066 + Penalty 8776.652398 = -1469882.351668 nChanged 293 Iteration 97Q (51.359893 sec): 9 clusters Score: Raw -1478872.093523 + Penalty 8776.652398 = -1470095.441126 nChanged 268 Iteration 98Q (51.701497 sec): 9 clusters Score: Raw -1479040.965634 + Penalty 8776.652398 = -1470264.313236 nChanged 206 Writing temp clu file Because OldScore, -1470095.441126, is greater than current (better) Score,-1470264.313236 Compute initial score before splitting: Score: Raw -1479040.965634 + Penalty 8776.652398 = -1470264.313236 Trying to split cluster 1 (7887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.761324 sec): 2 clusters Score: Raw -357985.043986 + Penalty 942.161967 = -357042.882019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.830305 sec): 3 clusters Score: Raw -353374.839747 + Penalty 1884.323934 = -351490.515813 nChanged 3485 SP:Iteration 1F (51.896899 sec): 3 clusters Score: Raw -355539.100197 + Penalty 1884.323934 = -353654.776263 nChanged 650 SP:Iteration 2F (51.956952 sec): 3 clusters Score: Raw -356026.318706 + Penalty 1884.323934 = -354141.994772 nChanged 599 SP:Iteration 3F (52.005495 sec): 3 clusters Score: Raw -356431.549685 + Penalty 1884.323934 = -354547.225751 nChanged 491 SP:Iteration 4F (52.053935 sec): 3 clusters Score: Raw -356736.607908 + Penalty 1884.323934 = -354852.283974 nChanged 438 SP:Iteration 5F (52.103791 sec): 3 clusters Score: Raw -356993.193835 + Penalty 1884.323934 = -355108.869902 nChanged 367 SP:Iteration 6Q (52.154193 sec): 3 clusters Score: Raw -357184.394150 + Penalty 1884.323934 = -355300.070217 nChanged 306 SP:Iteration 7Q (52.204075 sec): 3 clusters Score: Raw -357334.253011 + Penalty 1884.323934 = -355449.929077 nChanged 285 SP:Iteration 8Q (52.253953 sec): 3 clusters Score: Raw -357486.550000 + Penalty 1884.323934 = -355602.226067 nChanged 254 SP:Iteration 9Q (52.303514 sec): 3 clusters Score: Raw -357617.408190 + Penalty 1884.323934 = -355733.084256 nChanged 210 SP:Iteration 10Q (52.353172 sec): 3 clusters Score: Raw -357709.865067 + Penalty 1884.323934 = -355825.541133 nChanged 161 SP:Iteration 11Q (52.402764 sec): 3 clusters Score: Raw -357766.438741 + Penalty 1884.323934 = -355882.114808 nChanged 128 SP:Iteration 12Q (52.451921 sec): 3 clusters Score: Raw -357808.135326 + Penalty 1884.323934 = -355923.811392 nChanged 95 SP:Iteration 13Q (52.500571 sec): 3 clusters Score: Raw -357832.593360 + Penalty 1884.323934 = -355948.269426 nChanged 83 SP:Iteration 14Q (52.549123 sec): 3 clusters Score: Raw -357862.384607 + Penalty 1884.323934 = -355978.060673 nChanged 90 SP:Iteration 15Q (52.597232 sec): 3 clusters Score: Raw -357895.071030 + Penalty 1884.323934 = -356010.747096 nChanged 75 SP:Iteration 16Q (52.645154 sec): 3 clusters Score: Raw -357920.539950 + Penalty 1884.323934 = -356036.216016 nChanged 73 SP:Iteration 17Q (52.693843 sec): 3 clusters Score: Raw -357948.272989 + Penalty 1884.323934 = -356063.949056 nChanged 80 SP:Iteration 18Q (52.741499 sec): 3 clusters Score: Raw -357974.678377 + Penalty 1884.323934 = -356090.354443 nChanged 76 SP:Iteration 19Q (52.789011 sec): 3 clusters Score: Raw -358001.558588 + Penalty 1884.323934 = -356117.234655 nChanged 80 SP:Iteration 20F (52.835968 sec): 3 clusters Score: Raw -358031.427412 + Penalty 1884.323934 = -356147.103478 nChanged 88 SP:Iteration 21Q (52.883646 sec): 3 clusters Score: Raw -358060.617221 + Penalty 1884.323934 = -356176.293287 nChanged 80 SP:Iteration 22Q (52.931105 sec): 3 clusters Score: Raw -358086.606514 + Penalty 1884.323934 = -356202.282580 nChanged 80 SP:Iteration 23Q (52.978494 sec): 3 clusters Score: Raw -358121.394458 + Penalty 1884.323934 = -356237.070524 nChanged 81 SP:Iteration 24Q (53.025062 sec): 3 clusters Score: Raw -358161.747538 + Penalty 1884.323934 = -356277.423604 nChanged 75 SP:Iteration 25Q (53.072491 sec): 3 clusters Score: Raw -358208.210200 + Penalty 1884.323934 = -356323.886266 nChanged 87 SP:Iteration 26Q (53.122081 sec): 3 clusters Score: Raw -358275.044162 + Penalty 1884.323934 = -356390.720228 nChanged 98 SP:Iteration 27Q (53.171831 sec): 3 clusters Score: Raw -358364.593798 + Penalty 1884.323934 = -356480.269864 nChanged 117 SP:Iteration 28Q (53.220494 sec): 3 clusters Score: Raw -358492.005365 + Penalty 1884.323934 = -356607.681431 nChanged 128 SP:Iteration 29Q (53.265739 sec): 3 clusters Score: Raw -358702.129381 + Penalty 1884.323934 = -356817.805447 nChanged 160 SP:Iteration 30Q (53.310495 sec): 3 clusters Score: Raw -358968.441475 + Penalty 1884.323934 = -357084.117541 nChanged 152 SP:Iteration 31Q (53.354904 sec): 3 clusters Score: Raw -359299.910613 + Penalty 1884.323934 = -357415.586679 nChanged 141 SP:Iteration 32Q (53.399479 sec): 3 clusters Score: Raw -359687.919093 + Penalty 1884.323934 = -357803.595159 nChanged 107 SP:Iteration 33Q (53.443650 sec): 3 clusters Score: Raw -360063.793560 + Penalty 1884.323934 = -358179.469626 nChanged 92 SP:Iteration 34Q (53.487751 sec): 3 clusters Score: Raw -360342.980014 + Penalty 1884.323934 = -358458.656080 nChanged 40 SP:Iteration 35Q (53.530858 sec): 3 clusters Score: Raw -360399.417153 + Penalty 1884.323934 = -358515.093220 nChanged 10 SP:Iteration 36Q (53.574399 sec): 3 clusters Score: Raw -360404.015537 + Penalty 1884.323934 = -358519.691603 nChanged 2 SP:Iteration 37Q (53.617652 sec): 3 clusters Score: Raw -360404.257788 + Penalty 1884.323934 = -358519.933854 nChanged 0 SP:Iteration 38F (53.663944 sec): 3 clusters Score: Raw -360447.483747 + Penalty 1884.323934 = -358563.159814 nChanged 12 SP:Iteration 39Q (53.707426 sec): 3 clusters Score: Raw -360456.969566 + Penalty 1884.323934 = -358572.645632 nChanged 1 SP:Iteration 40F (53.753810 sec): 3 clusters Score: Raw -360457.276597 + Penalty 1884.323934 = -358572.952663 nChanged 3 SP:Iteration 41Q (53.797065 sec): 3 clusters Score: Raw -360457.678830 + Penalty 1884.323934 = -358573.354896 nChanged 0 SP:Iteration 42F (53.844079 sec): 3 clusters Score: Raw -360457.678830 + Penalty 1884.323934 = -358573.354896 nChanged 0 Score: Raw -1481570.570424 + Penalty 9873.733947 = -1471696.836476 Splitting cluster 1 changes total score from -1470264.313236 to -1471696.836476 So it's getting split into cluster 9. Trying to split cluster 2 (2685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.247752 sec): 2 clusters Score: Raw -94138.177801 + Penalty 829.020781 = -93309.157020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (54.269279 sec): 3 clusters Score: Raw -92805.345741 + Penalty 1658.041561 = -91147.304179 nChanged 1079 SP:Iteration 1F (54.289586 sec): 3 clusters Score: Raw -93691.388021 + Penalty 1658.041561 = -92033.346460 nChanged 323 SP:Iteration 2F (54.309779 sec): 3 clusters Score: Raw -94308.355990 + Penalty 1658.041561 = -92650.314428 nChanged 314 SP:Iteration 3F (54.330070 sec): 3 clusters Score: Raw -94838.592415 + Penalty 1658.041561 = -93180.550853 nChanged 242 SP:Iteration 4F (54.351151 sec): 3 clusters Score: Raw -95197.881863 + Penalty 1658.041561 = -93539.840301 nChanged 163 SP:Iteration 5F (54.373596 sec): 3 clusters Score: Raw -95367.376380 + Penalty 1658.041561 = -93709.334819 nChanged 72 SP:Iteration 6Q (54.396088 sec): 3 clusters Score: Raw -95410.784198 + Penalty 1658.041561 = -93752.742636 nChanged 37 SP:Iteration 7Q (54.418725 sec): 3 clusters Score: Raw -95428.010133 + Penalty 1658.041561 = -93769.968571 nChanged 18 SP:Iteration 8Q (54.441222 sec): 3 clusters Score: Raw -95433.119806 + Penalty 1658.041561 = -93775.078244 nChanged 4 SP:Iteration 9Q (54.463638 sec): 3 clusters Score: Raw -95433.608726 + Penalty 1658.041561 = -93775.567165 nChanged 1 SP:Iteration 10Q (54.504148 sec): 3 clusters Score: Raw -95433.659054 + Penalty 1658.041561 = -93775.617493 nChanged 0 SP:Iteration 11F (54.527033 sec): 3 clusters Score: Raw -95433.659054 + Penalty 1658.041561 = -93775.617493 nChanged 0 Score: Raw -1482866.051678 + Penalty 10970.815497 = -1471895.236181 Splitting cluster 2 changes total score from -1470264.313236 to -1471895.236181 So it's getting split into cluster 10. Trying to split cluster 3 (4428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (54.992323 sec): 2 clusters Score: Raw -209393.256576 + Penalty 881.548846 = -208511.707730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (55.025069 sec): 3 clusters Score: Raw -207072.612624 + Penalty 1763.097692 = -205309.514932 nChanged 1824 SP:Iteration 1F (55.059478 sec): 3 clusters Score: Raw -208154.659037 + Penalty 1763.097692 = -206391.561346 nChanged 357 SP:Iteration 2F (55.093524 sec): 3 clusters Score: Raw -208358.551216 + Penalty 1763.097692 = -206595.453524 nChanged 283 SP:Iteration 3F (55.127637 sec): 3 clusters Score: Raw -208537.697765 + Penalty 1763.097692 = -206774.600073 nChanged 246 SP:Iteration 4F (55.161601 sec): 3 clusters Score: Raw -208710.024258 + Penalty 1763.097692 = -206946.926566 nChanged 235 SP:Iteration 5F (55.193447 sec): 3 clusters Score: Raw -208873.638648 + Penalty 1763.097692 = -207110.540957 nChanged 216 SP:Iteration 6Q (55.225871 sec): 3 clusters Score: Raw -209032.534870 + Penalty 1763.097692 = -207269.437178 nChanged 192 SP:Iteration 7Q (55.258570 sec): 3 clusters Score: Raw -209181.581222 + Penalty 1763.097692 = -207418.483531 nChanged 142 SP:Iteration 8Q (55.292762 sec): 3 clusters Score: Raw -209282.908835 + Penalty 1763.097692 = -207519.811144 nChanged 114 SP:Iteration 9Q (55.325104 sec): 3 clusters Score: Raw -209369.357087 + Penalty 1763.097692 = -207606.259396 nChanged 91 SP:Iteration 10Q (55.357238 sec): 3 clusters Score: Raw -209440.403388 + Penalty 1763.097692 = -207677.305696 nChanged 69 SP:Iteration 11Q (55.389239 sec): 3 clusters Score: Raw -209482.591833 + Penalty 1763.097692 = -207719.494141 nChanged 47 SP:Iteration 12Q (55.421117 sec): 3 clusters Score: Raw -209505.154920 + Penalty 1763.097692 = -207742.057228 nChanged 36 SP:Iteration 13Q (55.452883 sec): 3 clusters Score: Raw -209524.897759 + Penalty 1763.097692 = -207761.800067 nChanged 31 SP:Iteration 14Q (55.483965 sec): 3 clusters Score: Raw -209538.009762 + Penalty 1763.097692 = -207774.912070 nChanged 21 SP:Iteration 15Q (55.515419 sec): 3 clusters Score: Raw -209545.668755 + Penalty 1763.097692 = -207782.571063 nChanged 19 SP:Iteration 16Q (55.546757 sec): 3 clusters Score: Raw -209552.577888 + Penalty 1763.097692 = -207789.480196 nChanged 11 SP:Iteration 17Q (55.578325 sec): 3 clusters Score: Raw -209555.299252 + Penalty 1763.097692 = -207792.201560 nChanged 6 SP:Iteration 18Q (55.652159 sec): 3 clusters Score: Raw -209557.287213 + Penalty 1763.097692 = -207794.189522 nChanged 5 SP:Iteration 19Q (55.667495 sec): 3 clusters Score: Raw -209558.789211 + Penalty 1763.097692 = -207795.691520 nChanged 6 SP:Iteration 20F (55.762827 sec): 3 clusters Score: Raw -209560.608451 + Penalty 1763.097692 = -207797.510759 nChanged 5 SP:Iteration 21Q (55.861144 sec): 3 clusters Score: Raw -209563.705820 + Penalty 1763.097692 = -207800.608128 nChanged 9 SP:Iteration 22Q (55.965917 sec): 3 clusters Score: Raw -209567.570160 + Penalty 1763.097692 = -207804.472468 nChanged 8 SP:Iteration 23Q (56.083807 sec): 3 clusters Score: Raw -209569.649743 + Penalty 1763.097692 = -207806.552051 nChanged 4 SP:Iteration 24Q (56.198705 sec): 3 clusters Score: Raw -209571.632021 + Penalty 1763.097692 = -207808.534329 nChanged 5 SP:Iteration 25Q (56.230122 sec): 3 clusters Score: Raw -209573.608180 + Penalty 1763.097692 = -207810.510488 nChanged 3 SP:Iteration 26Q (56.267335 sec): 3 clusters Score: Raw -209574.218187 + Penalty 1763.097692 = -207811.120495 nChanged 1 SP:Iteration 27Q (56.298473 sec): 3 clusters Score: Raw -209574.355035 + Penalty 1763.097692 = -207811.257343 nChanged 1 SP:Iteration 28Q (56.331779 sec): 3 clusters Score: Raw -209574.485379 + Penalty 1763.097692 = -207811.387687 nChanged 2 SP:Iteration 29Q (56.370441 sec): 3 clusters Score: Raw -209574.959462 + Penalty 1763.097692 = -207811.861770 nChanged 1 SP:Iteration 30Q (56.409332 sec): 3 clusters Score: Raw -209575.070812 + Penalty 1763.097692 = -207811.973121 nChanged 0 SP:Iteration 31F (56.448324 sec): 3 clusters Score: Raw -209575.070812 + Penalty 1763.097692 = -207811.973121 nChanged 0 Trying to split cluster 4 (1887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.481277 sec): 2 clusters Score: Raw -80045.973434 + Penalty 791.988072 = -79253.985361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.496988 sec): 3 clusters Score: Raw -79150.223309 + Penalty 1583.976145 = -77566.247165 nChanged 730 SP:Iteration 1F (56.511727 sec): 3 clusters Score: Raw -79735.480432 + Penalty 1583.976145 = -78151.504287 nChanged 208 SP:Iteration 2F (56.526372 sec): 3 clusters Score: Raw -80068.174787 + Penalty 1583.976145 = -78484.198643 nChanged 179 SP:Iteration 3F (56.541238 sec): 3 clusters Score: Raw -80431.078518 + Penalty 1583.976145 = -78847.102374 nChanged 159 SP:Iteration 4F (56.556016 sec): 3 clusters Score: Raw -80789.702627 + Penalty 1583.976145 = -79205.726483 nChanged 120 SP:Iteration 5F (56.570798 sec): 3 clusters Score: Raw -81021.410075 + Penalty 1583.976145 = -79437.433930 nChanged 74 SP:Iteration 6Q (56.585482 sec): 3 clusters Score: Raw -81110.989900 + Penalty 1583.976145 = -79527.013756 nChanged 43 SP:Iteration 7Q (56.600222 sec): 3 clusters Score: Raw -81147.247506 + Penalty 1583.976145 = -79563.271362 nChanged 23 SP:Iteration 8Q (56.615377 sec): 3 clusters Score: Raw -81159.681929 + Penalty 1583.976145 = -79575.705785 nChanged 17 SP:Iteration 9Q (56.630512 sec): 3 clusters Score: Raw -81167.100356 + Penalty 1583.976145 = -79583.124211 nChanged 13 SP:Iteration 10Q (56.645646 sec): 3 clusters Score: Raw -81171.294047 + Penalty 1583.976145 = -79587.317902 nChanged 8 SP:Iteration 11Q (56.660699 sec): 3 clusters Score: Raw -81173.988806 + Penalty 1583.976145 = -79590.012662 nChanged 8 SP:Iteration 12Q (56.675865 sec): 3 clusters Score: Raw -81177.693144 + Penalty 1583.976145 = -79593.716999 nChanged 9 SP:Iteration 13Q (56.700635 sec): 3 clusters Score: Raw -81180.676973 + Penalty 1583.976145 = -79596.700828 nChanged 10 SP:Iteration 14Q (56.715771 sec): 3 clusters Score: Raw -81184.094193 + Penalty 1583.976145 = -79600.118049 nChanged 7 SP:Iteration 15Q (56.730879 sec): 3 clusters Score: Raw -81186.105212 + Penalty 1583.976145 = -79602.129068 nChanged 4 SP:Iteration 16Q (56.745989 sec): 3 clusters Score: Raw -81188.392231 + Penalty 1583.976145 = -79604.416086 nChanged 5 SP:Iteration 17Q (56.761071 sec): 3 clusters Score: Raw -81189.667450 + Penalty 1583.976145 = -79605.691305 nChanged 3 SP:Iteration 18Q (56.776119 sec): 3 clusters Score: Raw -81190.677565 + Penalty 1583.976145 = -79606.701420 nChanged 4 SP:Iteration 19Q (56.791112 sec): 3 clusters Score: Raw -81191.859963 + Penalty 1583.976145 = -79607.883818 nChanged 2 SP:Iteration 20F (56.805959 sec): 3 clusters Score: Raw -81193.003866 + Penalty 1583.976145 = -79609.027722 nChanged 1 SP:Iteration 21Q (56.820502 sec): 3 clusters Score: Raw -81193.627954 + Penalty 1583.976145 = -79609.651810 nChanged 4 SP:Iteration 22Q (56.835148 sec): 3 clusters Score: Raw -81195.323630 + Penalty 1583.976145 = -79611.347486 nChanged 3 SP:Iteration 23Q (56.849748 sec): 3 clusters Score: Raw -81195.937838 + Penalty 1583.976145 = -79611.961693 nChanged 1 SP:Iteration 24Q (56.864511 sec): 3 clusters Score: Raw -81196.276192 + Penalty 1583.976145 = -79612.300048 nChanged 0 SP:Iteration 25F (56.896672 sec): 3 clusters Score: Raw -81196.276192 + Penalty 1583.976145 = -79612.300048 nChanged 0 Score: Raw -1484016.354436 + Penalty 12067.897047 = -1471948.457390 Splitting cluster 4 changes total score from -1470264.313236 to -1471948.457390 So it's getting split into cluster 11. Trying to split cluster 5 (6014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.358532 sec): 2 clusters Score: Raw -281498.696612 + Penalty 913.693763 = -280585.002849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (57.409353 sec): 3 clusters Score: Raw -278189.331159 + Penalty 1827.387526 = -276361.943632 nChanged 2575 SP:Iteration 1F (57.458515 sec): 3 clusters Score: Raw -279885.961511 + Penalty 1827.387526 = -278058.573985 nChanged 587 SP:Iteration 2F (57.507689 sec): 3 clusters Score: Raw -280400.729359 + Penalty 1827.387526 = -278573.341833 nChanged 496 SP:Iteration 3F (57.556702 sec): 3 clusters Score: Raw -280787.163293 + Penalty 1827.387526 = -278959.775767 nChanged 385 SP:Iteration 4F (57.596160 sec): 3 clusters Score: Raw -281111.278476 + Penalty 1827.387526 = -279283.890949 nChanged 336 SP:Iteration 5F (57.635995 sec): 3 clusters Score: Raw -281491.214740 + Penalty 1827.387526 = -279663.827214 nChanged 323 SP:Iteration 6F (57.675843 sec): 3 clusters Score: Raw -281965.567308 + Penalty 1827.387526 = -280138.179782 nChanged 256 SP:Iteration 7Q (57.716746 sec): 3 clusters Score: Raw -282196.662452 + Penalty 1827.387526 = -280369.274926 nChanged 187 SP:Iteration 8Q (57.757442 sec): 3 clusters Score: Raw -282303.444556 + Penalty 1827.387526 = -280476.057030 nChanged 128 SP:Iteration 9Q (57.797871 sec): 3 clusters Score: Raw -282381.334810 + Penalty 1827.387526 = -280553.947284 nChanged 104 SP:Iteration 10Q (57.838708 sec): 3 clusters Score: Raw -282442.843924 + Penalty 1827.387526 = -280615.456398 nChanged 99 SP:Iteration 11Q (57.881519 sec): 3 clusters Score: Raw -282493.661693 + Penalty 1827.387526 = -280666.274166 nChanged 96 SP:Iteration 12Q (57.923991 sec): 3 clusters Score: Raw -282545.789324 + Penalty 1827.387526 = -280718.401798 nChanged 91 SP:Iteration 13Q (57.967458 sec): 3 clusters Score: Raw -282611.239861 + Penalty 1827.387526 = -280783.852335 nChanged 86 SP:Iteration 14Q (58.011528 sec): 3 clusters Score: Raw -282681.326668 + Penalty 1827.387526 = -280853.939142 nChanged 86 SP:Iteration 15Q (58.055448 sec): 3 clusters Score: Raw -282749.068041 + Penalty 1827.387526 = -280921.680515 nChanged 94 SP:Iteration 16Q (58.099217 sec): 3 clusters Score: Raw -282819.086435 + Penalty 1827.387526 = -280991.698909 nChanged 72 SP:Iteration 17Q (58.144326 sec): 3 clusters Score: Raw -282869.625351 + Penalty 1827.387526 = -281042.237824 nChanged 60 SP:Iteration 18Q (58.190544 sec): 3 clusters Score: Raw -282921.983311 + Penalty 1827.387526 = -281094.595785 nChanged 60 SP:Iteration 19Q (58.236448 sec): 3 clusters Score: Raw -282983.255056 + Penalty 1827.387526 = -281155.867530 nChanged 69 SP:Iteration 20F (58.304975 sec): 3 clusters Score: Raw -283081.157162 + Penalty 1827.387526 = -281253.769635 nChanged 75 SP:Iteration 21Q (58.347052 sec): 3 clusters Score: Raw -283228.104038 + Penalty 1827.387526 = -281400.716512 nChanged 83 SP:Iteration 22Q (58.411775 sec): 3 clusters Score: Raw -283396.469179 + Penalty 1827.387526 = -281569.081653 nChanged 58 SP:Iteration 23Q (58.457624 sec): 3 clusters Score: Raw -283466.937768 + Penalty 1827.387526 = -281639.550242 nChanged 47 SP:Iteration 24Q (58.500592 sec): 3 clusters Score: Raw -283492.105662 + Penalty 1827.387526 = -281664.718135 nChanged 35 SP:Iteration 25Q (58.543786 sec): 3 clusters Score: Raw -283506.718304 + Penalty 1827.387526 = -281679.330778 nChanged 27 SP:Iteration 26Q (58.587448 sec): 3 clusters Score: Raw -283517.668920 + Penalty 1827.387526 = -281690.281393 nChanged 32 SP:Iteration 27Q (58.630865 sec): 3 clusters Score: Raw -283531.711713 + Penalty 1827.387526 = -281704.324187 nChanged 30 SP:Iteration 28Q (58.675197 sec): 3 clusters Score: Raw -283543.725854 + Penalty 1827.387526 = -281716.338328 nChanged 41 SP:Iteration 29Q (58.721398 sec): 3 clusters Score: Raw -283561.912619 + Penalty 1827.387526 = -281734.525093 nChanged 34 SP:Iteration 30Q (58.767383 sec): 3 clusters Score: Raw -283574.304697 + Penalty 1827.387526 = -281746.917170 nChanged 38 SP:Iteration 31Q (58.814225 sec): 3 clusters Score: Raw -283591.807937 + Penalty 1827.387526 = -281764.420411 nChanged 30 SP:Iteration 32Q (58.862348 sec): 3 clusters Score: Raw -283601.600461 + Penalty 1827.387526 = -281774.212935 nChanged 24 SP:Iteration 33Q (58.910284 sec): 3 clusters Score: Raw -283609.521971 + Penalty 1827.387526 = -281782.134445 nChanged 22 SP:Iteration 34Q (58.958369 sec): 3 clusters Score: Raw -283616.136309 + Penalty 1827.387526 = -281788.748782 nChanged 21 SP:Iteration 35Q (59.004701 sec): 3 clusters Score: Raw -283622.350464 + Penalty 1827.387526 = -281794.962938 nChanged 26 SP:Iteration 36Q (59.049309 sec): 3 clusters Score: Raw -283630.022803 + Penalty 1827.387526 = -281802.635276 nChanged 18 SP:Iteration 37Q (59.094172 sec): 3 clusters Score: Raw -283636.104440 + Penalty 1827.387526 = -281808.716913 nChanged 15 SP:Iteration 38Q (59.138792 sec): 3 clusters Score: Raw -283638.785870 + Penalty 1827.387526 = -281811.398343 nChanged 10 SP:Iteration 39Q (59.184940 sec): 3 clusters Score: Raw -283640.288864 + Penalty 1827.387526 = -281812.901338 nChanged 7 SP:Iteration 40F (59.232608 sec): 3 clusters Score: Raw -283643.119269 + Penalty 1827.387526 = -281815.731743 nChanged 8 SP:Iteration 41Q (59.279072 sec): 3 clusters Score: Raw -283644.464293 + Penalty 1827.387526 = -281817.076767 nChanged 10 SP:Iteration 42Q (59.325707 sec): 3 clusters Score: Raw -283646.064293 + Penalty 1827.387526 = -281818.676766 nChanged 9 SP:Iteration 43Q (59.370597 sec): 3 clusters Score: Raw -283647.656453 + Penalty 1827.387526 = -281820.268926 nChanged 13 SP:Iteration 44Q (59.415444 sec): 3 clusters Score: Raw -283650.085822 + Penalty 1827.387526 = -281822.698296 nChanged 8 SP:Iteration 45Q (59.460347 sec): 3 clusters Score: Raw -283651.957953 + Penalty 1827.387526 = -281824.570427 nChanged 6 SP:Iteration 46Q (59.505343 sec): 3 clusters Score: Raw -283652.727988 + Penalty 1827.387526 = -281825.340462 nChanged 6 SP:Iteration 47Q (59.550274 sec): 3 clusters Score: Raw -283653.562071 + Penalty 1827.387526 = -281826.174545 nChanged 4 SP:Iteration 48Q (59.596854 sec): 3 clusters Score: Raw -283654.153612 + Penalty 1827.387526 = -281826.766085 nChanged 6 SP:Iteration 49Q (59.643265 sec): 3 clusters Score: Raw -283655.126420 + Penalty 1827.387526 = -281827.738894 nChanged 5 SP:Iteration 50Q (59.689541 sec): 3 clusters Score: Raw -283656.609229 + Penalty 1827.387526 = -281829.221702 nChanged 8 SP:Iteration 51Q (59.734244 sec): 3 clusters Score: Raw -283659.519697 + Penalty 1827.387526 = -281832.132170 nChanged 12 SP:Iteration 52Q (59.778651 sec): 3 clusters Score: Raw -283662.802861 + Penalty 1827.387526 = -281835.415334 nChanged 15 SP:Iteration 53Q (59.823267 sec): 3 clusters Score: Raw -283666.682470 + Penalty 1827.387526 = -281839.294944 nChanged 13 SP:Iteration 54Q (59.868902 sec): 3 clusters Score: Raw -283669.390322 + Penalty 1827.387526 = -281842.002796 nChanged 14 SP:Iteration 55Q (59.915660 sec): 3 clusters Score: Raw -283672.466013 + Penalty 1827.387526 = -281845.078487 nChanged 15 SP:Iteration 56Q (59.962448 sec): 3 clusters Score: Raw -283675.818164 + Penalty 1827.387526 = -281848.430638 nChanged 17 SP:Iteration 57Q (60.009162 sec): 3 clusters Score: Raw -283679.365478 + Penalty 1827.387526 = -281851.977952 nChanged 19 SP:Iteration 58Q (60.054764 sec): 3 clusters Score: Raw -283684.870521 + Penalty 1827.387526 = -281857.482994 nChanged 23 SP:Iteration 59Q (60.099297 sec): 3 clusters Score: Raw -283692.484408 + Penalty 1827.387526 = -281865.096881 nChanged 27 SP:Iteration 60F (60.144313 sec): 3 clusters Score: Raw -283702.048355 + Penalty 1827.387526 = -281874.660829 nChanged 34 SP:Iteration 61Q (60.189891 sec): 3 clusters Score: Raw -283715.407960 + Penalty 1827.387526 = -281888.020434 nChanged 37 SP:Iteration 62Q (60.240298 sec): 3 clusters Score: Raw -283736.003771 + Penalty 1827.387526 = -281908.616245 nChanged 47 SP:Iteration 63Q (60.290982 sec): 3 clusters Score: Raw -283756.688854 + Penalty 1827.387526 = -281929.301328 nChanged 42 SP:Iteration 64Q (60.341317 sec): 3 clusters Score: Raw -283777.880525 + Penalty 1827.387526 = -281950.492999 nChanged 49 SP:Iteration 65Q (60.387782 sec): 3 clusters Score: Raw -283803.105876 + Penalty 1827.387526 = -281975.718350 nChanged 63 SP:Iteration 66Q (60.431625 sec): 3 clusters Score: Raw -283839.018567 + Penalty 1827.387526 = -282011.631041 nChanged 58 SP:Iteration 67Q (60.475604 sec): 3 clusters Score: Raw -283868.549066 + Penalty 1827.387526 = -282041.161540 nChanged 66 SP:Iteration 68Q (60.519543 sec): 3 clusters Score: Raw -283896.852790 + Penalty 1827.387526 = -282069.465264 nChanged 55 SP:Iteration 69Q (60.589729 sec): 3 clusters Score: Raw -283915.606192 + Penalty 1827.387526 = -282088.218665 nChanged 53 SP:Iteration 70Q (60.636556 sec): 3 clusters Score: Raw -283933.615102 + Penalty 1827.387526 = -282106.227576 nChanged 54 SP:Iteration 71Q (60.683675 sec): 3 clusters Score: Raw -283950.446300 + Penalty 1827.387526 = -282123.058773 nChanged 48 SP:Iteration 72Q (60.730124 sec): 3 clusters Score: Raw -283968.523977 + Penalty 1827.387526 = -282141.136451 nChanged 50 SP:Iteration 73Q (60.774426 sec): 3 clusters Score: Raw -283987.498538 + Penalty 1827.387526 = -282160.111011 nChanged 42 SP:Iteration 74Q (60.819313 sec): 3 clusters Score: Raw -283998.221246 + Penalty 1827.387526 = -282170.833720 nChanged 26 SP:Iteration 75Q (60.950088 sec): 3 clusters Score: Raw -284003.412584 + Penalty 1827.387526 = -282176.025058 nChanged 21 SP:Iteration 76Q (61.075032 sec): 3 clusters Score: Raw -284006.651755 + Penalty 1827.387526 = -282179.264228 nChanged 16 SP:Iteration 77Q (61.200722 sec): 3 clusters Score: Raw -284009.070264 + Penalty 1827.387526 = -282181.682737 nChanged 12 SP:Iteration 78Q (61.327222 sec): 3 clusters Score: Raw -284010.821095 + Penalty 1827.387526 = -282183.433568 nChanged 9 SP:Iteration 79Q (61.434117 sec): 3 clusters Score: Raw -284011.787581 + Penalty 1827.387526 = -282184.400055 nChanged 5 SP:Iteration 80F (61.544996 sec): 3 clusters Score: Raw -284014.943496 + Penalty 1827.387526 = -282187.555970 nChanged 4 SP:Iteration 81Q (61.586828 sec): 3 clusters Score: Raw -284015.898114 + Penalty 1827.387526 = -282188.510588 nChanged 3 SP:Iteration 82Q (61.629126 sec): 3 clusters Score: Raw -284016.587084 + Penalty 1827.387526 = -282189.199558 nChanged 5 SP:Iteration 83Q (61.672362 sec): 3 clusters Score: Raw -284017.086520 + Penalty 1827.387526 = -282189.698994 nChanged 3 SP:Iteration 84Q (61.716612 sec): 3 clusters Score: Raw -284017.323542 + Penalty 1827.387526 = -282189.936016 nChanged 0 SP:Iteration 85F (61.761729 sec): 3 clusters Score: Raw -284017.323542 + Penalty 1827.387526 = -282189.936016 nChanged 0 Score: Raw -1486534.981366 + Penalty 13164.978597 = -1473370.002770 Splitting cluster 5 changes total score from -1470264.313236 to -1473370.002770 So it's getting split into cluster 12. Trying to split cluster 6 (1485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.284838 sec): 2 clusters Score: Raw -40233.278768 + Penalty 766.832855 = -39466.445913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.300466 sec): 3 clusters Score: Raw -39625.655785 + Penalty 1533.665711 = -38091.990075 nChanged 536 SP:Iteration 1F (62.315142 sec): 3 clusters Score: Raw -40270.039172 + Penalty 1533.665711 = -38736.373461 nChanged 170 SP:Iteration 2F (62.413803 sec): 3 clusters Score: Raw -40567.729283 + Penalty 1533.665711 = -39034.063572 nChanged 125 SP:Iteration 3F (62.507839 sec): 3 clusters Score: Raw -40778.843232 + Penalty 1533.665711 = -39245.177521 nChanged 90 SP:Iteration 4F (62.522570 sec): 3 clusters Score: Raw -40928.085614 + Penalty 1533.665711 = -39394.419903 nChanged 62 SP:Iteration 5Q (62.537302 sec): 3 clusters Score: Raw -41007.003769 + Penalty 1533.665711 = -39473.338058 nChanged 49 SP:Iteration 6Q (62.551998 sec): 3 clusters Score: Raw -41098.105866 + Penalty 1533.665711 = -39564.440155 nChanged 39 SP:Iteration 7Q (62.566577 sec): 3 clusters Score: Raw -41152.587623 + Penalty 1533.665711 = -39618.921913 nChanged 31 SP:Iteration 8Q (62.581222 sec): 3 clusters Score: Raw -41183.236566 + Penalty 1533.665711 = -39649.570855 nChanged 19 SP:Iteration 9Q (62.595863 sec): 3 clusters Score: Raw -41200.645002 + Penalty 1533.665711 = -39666.979291 nChanged 15 SP:Iteration 10Q (62.610425 sec): 3 clusters Score: Raw -41210.087474 + Penalty 1533.665711 = -39676.421764 nChanged 9 SP:Iteration 11Q (62.624978 sec): 3 clusters Score: Raw -41216.895448 + Penalty 1533.665711 = -39683.229738 nChanged 7 SP:Iteration 12Q (62.639623 sec): 3 clusters Score: Raw -41219.831931 + Penalty 1533.665711 = -39686.166220 nChanged 5 SP:Iteration 13Q (62.654179 sec): 3 clusters Score: Raw -41223.150197 + Penalty 1533.665711 = -39689.484486 nChanged 3 SP:Iteration 14Q (62.668700 sec): 3 clusters Score: Raw -41224.473223 + Penalty 1533.665711 = -39690.807512 nChanged 5 SP:Iteration 15Q (62.683224 sec): 3 clusters Score: Raw -41226.624980 + Penalty 1533.665711 = -39692.959270 nChanged 2 SP:Iteration 16Q (62.697766 sec): 3 clusters Score: Raw -41227.267747 + Penalty 1533.665711 = -39693.602036 nChanged 0 SP:Iteration 17F (62.712333 sec): 3 clusters Score: Raw -41227.267747 + Penalty 1533.665711 = -39693.602036 nChanged 0 Score: Raw -1487528.970345 + Penalty 14262.060146 = -1473266.910199 Splitting cluster 6 changes total score from -1470264.313236 to -1473266.910199 So it's getting split into cluster 13. Trying to split cluster 7 (6858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (63.560064 sec): 2 clusters Score: Raw -338043.961557 + Penalty 927.482969 = -337116.478588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (63.626501 sec): 3 clusters Score: Raw -334181.563820 + Penalty 1854.965938 = -332326.597883 nChanged 2992 SP:Iteration 1F (63.671498 sec): 3 clusters Score: Raw -335904.850849 + Penalty 1854.965938 = -334049.884911 nChanged 489 SP:Iteration 2F (63.716973 sec): 3 clusters Score: Raw -336208.822395 + Penalty 1854.965938 = -334353.856457 nChanged 458 SP:Iteration 3F (63.867662 sec): 3 clusters Score: Raw -336501.815210 + Penalty 1854.965938 = -334646.849272 nChanged 416 SP:Iteration 4F (63.973290 sec): 3 clusters Score: Raw -336746.916824 + Penalty 1854.965938 = -334891.950887 nChanged 370 SP:Iteration 5F (64.106453 sec): 3 clusters Score: Raw -336973.473634 + Penalty 1854.965938 = -335118.507696 nChanged 326 SP:Iteration 6Q (64.214088 sec): 3 clusters Score: Raw -337163.522296 + Penalty 1854.965938 = -335308.556358 nChanged 275 SP:Iteration 7Q (64.331157 sec): 3 clusters Score: Raw -337316.304961 + Penalty 1854.965938 = -335461.339023 nChanged 247 SP:Iteration 8Q (64.376847 sec): 3 clusters Score: Raw -337447.019850 + Penalty 1854.965938 = -335592.053912 nChanged 194 SP:Iteration 9Q (64.422598 sec): 3 clusters Score: Raw -337526.388569 + Penalty 1854.965938 = -335671.422631 nChanged 136 SP:Iteration 10Q (64.469188 sec): 3 clusters Score: Raw -337569.903532 + Penalty 1854.965938 = -335714.937594 nChanged 99 SP:Iteration 11Q (64.516926 sec): 3 clusters Score: Raw -337593.927266 + Penalty 1854.965938 = -335738.961328 nChanged 73 SP:Iteration 12Q (64.564615 sec): 3 clusters Score: Raw -337612.566025 + Penalty 1854.965938 = -335757.600087 nChanged 59 SP:Iteration 13Q (64.611836 sec): 3 clusters Score: Raw -337625.025607 + Penalty 1854.965938 = -335770.059669 nChanged 45 SP:Iteration 14Q (64.659184 sec): 3 clusters Score: Raw -337635.109897 + Penalty 1854.965938 = -335780.143960 nChanged 40 SP:Iteration 15Q (64.707871 sec): 3 clusters Score: Raw -337643.995071 + Penalty 1854.965938 = -335789.029133 nChanged 31 SP:Iteration 16Q (64.761140 sec): 3 clusters Score: Raw -337649.415116 + Penalty 1854.965938 = -335794.449178 nChanged 31 SP:Iteration 17Q (64.806779 sec): 3 clusters Score: Raw -337654.215282 + Penalty 1854.965938 = -335799.249344 nChanged 20 SP:Iteration 18Q (64.852116 sec): 3 clusters Score: Raw -337658.076720 + Penalty 1854.965938 = -335803.110782 nChanged 26 SP:Iteration 19Q (64.897501 sec): 3 clusters Score: Raw -337662.293230 + Penalty 1854.965938 = -335807.327292 nChanged 32 SP:Iteration 20F (64.943801 sec): 3 clusters Score: Raw -337667.920568 + Penalty 1854.965938 = -335812.954630 nChanged 30 SP:Iteration 21Q (64.994086 sec): 3 clusters Score: Raw -337673.343546 + Penalty 1854.965938 = -335818.377608 nChanged 21 SP:Iteration 22Q (65.044273 sec): 3 clusters Score: Raw -337676.853847 + Penalty 1854.965938 = -335821.887909 nChanged 23 SP:Iteration 23Q (65.094467 sec): 3 clusters Score: Raw -337680.167680 + Penalty 1854.965938 = -335825.201742 nChanged 18 SP:Iteration 24Q (65.143746 sec): 3 clusters Score: Raw -337682.756941 + Penalty 1854.965938 = -335827.791003 nChanged 19 SP:Iteration 25Q (65.192681 sec): 3 clusters Score: Raw -337685.705271 + Penalty 1854.965938 = -335830.739333 nChanged 19 SP:Iteration 26Q (65.241852 sec): 3 clusters Score: Raw -337688.140587 + Penalty 1854.965938 = -335833.174649 nChanged 14 SP:Iteration 27Q (65.290075 sec): 3 clusters Score: Raw -337690.049027 + Penalty 1854.965938 = -335835.083089 nChanged 18 SP:Iteration 28Q (65.336486 sec): 3 clusters Score: Raw -337693.008085 + Penalty 1854.965938 = -335838.042147 nChanged 20 SP:Iteration 29Q (65.382687 sec): 3 clusters Score: Raw -337695.481200 + Penalty 1854.965938 = -335840.515262 nChanged 16 SP:Iteration 30Q (65.428811 sec): 3 clusters Score: Raw -337697.322356 + Penalty 1854.965938 = -335842.356418 nChanged 13 SP:Iteration 31Q (65.478638 sec): 3 clusters Score: Raw -337699.784386 + Penalty 1854.965938 = -335844.818448 nChanged 20 SP:Iteration 32Q (65.529441 sec): 3 clusters Score: Raw -337702.773823 + Penalty 1854.965938 = -335847.807885 nChanged 21 SP:Iteration 33Q (65.580102 sec): 3 clusters Score: Raw -337704.710172 + Penalty 1854.965938 = -335849.744234 nChanged 10 SP:Iteration 34Q (65.630597 sec): 3 clusters Score: Raw -337705.758278 + Penalty 1854.965938 = -335850.792340 nChanged 15 SP:Iteration 35Q (65.760973 sec): 3 clusters Score: Raw -337708.820282 + Penalty 1854.965938 = -335853.854344 nChanged 25 SP:Iteration 36Q (65.912047 sec): 3 clusters Score: Raw -337713.294242 + Penalty 1854.965938 = -335858.328304 nChanged 26 SP:Iteration 37Q (66.044842 sec): 3 clusters Score: Raw -337717.731784 + Penalty 1854.965938 = -335862.765846 nChanged 30 SP:Iteration 38Q (66.173215 sec): 3 clusters Score: Raw -337723.497817 + Penalty 1854.965938 = -335868.531880 nChanged 40 SP:Iteration 39Q (66.282177 sec): 3 clusters Score: Raw -337733.834938 + Penalty 1854.965938 = -335878.869000 nChanged 36 SP:Iteration 40F (66.324445 sec): 3 clusters Score: Raw -337743.003952 + Penalty 1854.965938 = -335888.038014 nChanged 39 SP:Iteration 41Q (66.368469 sec): 3 clusters Score: Raw -337751.752596 + Penalty 1854.965938 = -335896.786658 nChanged 40 SP:Iteration 42Q (66.412877 sec): 3 clusters Score: Raw -337759.965197 + Penalty 1854.965938 = -335904.999260 nChanged 39 SP:Iteration 43Q (66.464288 sec): 3 clusters Score: Raw -337768.953553 + Penalty 1854.965938 = -335913.987615 nChanged 51 SP:Iteration 44Q (66.515328 sec): 3 clusters Score: Raw -337783.644278 + Penalty 1854.965938 = -335928.678340 nChanged 58 SP:Iteration 45Q (66.614023 sec): 3 clusters Score: Raw -337803.966933 + Penalty 1854.965938 = -335949.000995 nChanged 74 SP:Iteration 46Q (66.660974 sec): 3 clusters Score: Raw -337828.770421 + Penalty 1854.965938 = -335973.804483 nChanged 66 SP:Iteration 47Q (66.708035 sec): 3 clusters Score: Raw -337851.644730 + Penalty 1854.965938 = -335996.678792 nChanged 69 SP:Iteration 48Q (66.753223 sec): 3 clusters Score: Raw -337880.632791 + Penalty 1854.965938 = -336025.666853 nChanged 81 SP:Iteration 49Q (66.796552 sec): 3 clusters Score: Raw -337915.119620 + Penalty 1854.965938 = -336060.153682 nChanged 94 SP:Iteration 50Q (66.839908 sec): 3 clusters Score: Raw -337967.353201 + Penalty 1854.965938 = -336112.387263 nChanged 100 SP:Iteration 51Q (66.883053 sec): 3 clusters Score: Raw -338026.318870 + Penalty 1854.965938 = -336171.352932 nChanged 104 SP:Iteration 52Q (66.924912 sec): 3 clusters Score: Raw -338098.297743 + Penalty 1854.965938 = -336243.331805 nChanged 98 SP:Iteration 53Q (66.968231 sec): 3 clusters Score: Raw -338161.769120 + Penalty 1854.965938 = -336306.803182 nChanged 106 SP:Iteration 54Q (67.011160 sec): 3 clusters Score: Raw -338233.906989 + Penalty 1854.965938 = -336378.941051 nChanged 103 SP:Iteration 55Q (67.053854 sec): 3 clusters Score: Raw -338297.661758 + Penalty 1854.965938 = -336442.695820 nChanged 105 SP:Iteration 56Q (67.096619 sec): 3 clusters Score: Raw -338363.494257 + Penalty 1854.965938 = -336508.528319 nChanged 80 SP:Iteration 57Q (67.139115 sec): 3 clusters Score: Raw -338402.647790 + Penalty 1854.965938 = -336547.681852 nChanged 56 SP:Iteration 58Q (67.181374 sec): 3 clusters Score: Raw -338420.323980 + Penalty 1854.965938 = -336565.358042 nChanged 35 SP:Iteration 59Q (67.223736 sec): 3 clusters Score: Raw -338430.516010 + Penalty 1854.965938 = -336575.550072 nChanged 27 SP:Iteration 60F (67.266837 sec): 3 clusters Score: Raw -338439.431192 + Penalty 1854.965938 = -336584.465254 nChanged 25 SP:Iteration 61Q (67.308918 sec): 3 clusters Score: Raw -338448.406901 + Penalty 1854.965938 = -336593.440963 nChanged 26 SP:Iteration 62Q (67.351133 sec): 3 clusters Score: Raw -338455.145176 + Penalty 1854.965938 = -336600.179238 nChanged 28 SP:Iteration 63Q (67.393513 sec): 3 clusters Score: Raw -338465.780331 + Penalty 1854.965938 = -336610.814393 nChanged 35 SP:Iteration 64Q (67.435704 sec): 3 clusters Score: Raw -338475.805230 + Penalty 1854.965938 = -336620.839292 nChanged 18 SP:Iteration 65Q (67.477819 sec): 3 clusters Score: Raw -338480.826324 + Penalty 1854.965938 = -336625.860386 nChanged 20 SP:Iteration 66Q (67.520047 sec): 3 clusters Score: Raw -338485.467656 + Penalty 1854.965938 = -336630.501718 nChanged 21 SP:Iteration 67Q (67.562360 sec): 3 clusters Score: Raw -338489.032262 + Penalty 1854.965938 = -336634.066324 nChanged 19 SP:Iteration 68Q (67.604306 sec): 3 clusters Score: Raw -338492.988627 + Penalty 1854.965938 = -336638.022689 nChanged 21 SP:Iteration 69Q (67.646597 sec): 3 clusters Score: Raw -338497.202495 + Penalty 1854.965938 = -336642.236557 nChanged 20 SP:Iteration 70Q (67.788081 sec): 3 clusters Score: Raw -338502.079973 + Penalty 1854.965938 = -336647.114035 nChanged 24 SP:Iteration 71Q (67.885738 sec): 3 clusters Score: Raw -338508.790477 + Penalty 1854.965938 = -336653.824540 nChanged 21 SP:Iteration 72Q (68.020458 sec): 3 clusters Score: Raw -338514.512908 + Penalty 1854.965938 = -336659.546970 nChanged 20 SP:Iteration 73Q (68.122668 sec): 3 clusters Score: Raw -338518.568751 + Penalty 1854.965938 = -336663.602813 nChanged 13 SP:Iteration 74Q (68.225671 sec): 3 clusters Score: Raw -338521.707593 + Penalty 1854.965938 = -336666.741655 nChanged 11 SP:Iteration 75Q (68.347876 sec): 3 clusters Score: Raw -338523.189791 + Penalty 1854.965938 = -336668.223853 nChanged 4 SP:Iteration 76Q (68.390961 sec): 3 clusters Score: Raw -338523.503219 + Penalty 1854.965938 = -336668.537281 nChanged 1 SP:Iteration 77Q (68.516271 sec): 3 clusters Score: Raw -338523.581084 + Penalty 1854.965938 = -336668.615146 nChanged 1 SP:Iteration 78Q (68.649674 sec): 3 clusters Score: Raw -338523.673409 + Penalty 1854.965938 = -336668.707471 nChanged 1 SP:Iteration 79Q (68.753882 sec): 3 clusters Score: Raw -338523.715870 + Penalty 1854.965938 = -336668.749932 nChanged 0 SP:Iteration 80F (68.862503 sec): 3 clusters Score: Raw -338523.715870 + Penalty 1854.965938 = -336668.749932 nChanged 0 Trying to split cluster 8 (3215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.939221 sec): 2 clusters Score: Raw -144906.856739 + Penalty 847.936177 = -144058.920562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.974273 sec): 3 clusters Score: Raw -143160.203402 + Penalty 1695.872354 = -141464.331048 nChanged 1314 SP:Iteration 1F (69.004673 sec): 3 clusters Score: Raw -143939.105699 + Penalty 1695.872354 = -142243.233345 nChanged 277 SP:Iteration 2F (69.035051 sec): 3 clusters Score: Raw -144142.178577 + Penalty 1695.872354 = -142446.306223 nChanged 233 SP:Iteration 3F (69.065878 sec): 3 clusters Score: Raw -144321.294985 + Penalty 1695.872354 = -142625.422632 nChanged 207 SP:Iteration 4F (69.096396 sec): 3 clusters Score: Raw -144497.588930 + Penalty 1695.872354 = -142801.716576 nChanged 166 SP:Iteration 5F (69.124618 sec): 3 clusters Score: Raw -144624.238402 + Penalty 1695.872354 = -142928.366048 nChanged 145 SP:Iteration 6Q (69.153411 sec): 3 clusters Score: Raw -144747.022803 + Penalty 1695.872354 = -143051.150450 nChanged 132 SP:Iteration 7Q (69.182426 sec): 3 clusters Score: Raw -144855.942483 + Penalty 1695.872354 = -143160.070130 nChanged 123 SP:Iteration 8Q (69.210997 sec): 3 clusters Score: Raw -144949.930308 + Penalty 1695.872354 = -143254.057954 nChanged 93 SP:Iteration 9Q (69.239843 sec): 3 clusters Score: Raw -145015.692472 + Penalty 1695.872354 = -143319.820119 nChanged 67 SP:Iteration 10Q (69.268425 sec): 3 clusters Score: Raw -145053.845881 + Penalty 1695.872354 = -143357.973527 nChanged 45 SP:Iteration 11Q (69.297073 sec): 3 clusters Score: Raw -145078.501022 + Penalty 1695.872354 = -143382.628668 nChanged 38 SP:Iteration 12Q (69.325576 sec): 3 clusters Score: Raw -145100.188708 + Penalty 1695.872354 = -143404.316355 nChanged 39 SP:Iteration 13Q (69.354089 sec): 3 clusters Score: Raw -145122.388962 + Penalty 1695.872354 = -143426.516608 nChanged 36 SP:Iteration 14Q (69.382500 sec): 3 clusters Score: Raw -145141.802027 + Penalty 1695.872354 = -143445.929673 nChanged 35 SP:Iteration 15Q (69.410824 sec): 3 clusters Score: Raw -145164.959706 + Penalty 1695.872354 = -143469.087353 nChanged 39 SP:Iteration 16Q (69.439255 sec): 3 clusters Score: Raw -145188.463177 + Penalty 1695.872354 = -143492.590824 nChanged 29 SP:Iteration 17Q (69.468768 sec): 3 clusters Score: Raw -145202.738193 + Penalty 1695.872354 = -143506.865839 nChanged 16 SP:Iteration 18Q (69.497082 sec): 3 clusters Score: Raw -145208.977899 + Penalty 1695.872354 = -143513.105546 nChanged 15 SP:Iteration 19Q (69.525305 sec): 3 clusters Score: Raw -145214.952023 + Penalty 1695.872354 = -143519.079669 nChanged 10 SP:Iteration 20F (69.553633 sec): 3 clusters Score: Raw -145217.557557 + Penalty 1695.872354 = -143521.685204 nChanged 5 SP:Iteration 21Q (69.581954 sec): 3 clusters Score: Raw -145218.794250 + Penalty 1695.872354 = -143522.921896 nChanged 5 SP:Iteration 22Q (69.610160 sec): 3 clusters Score: Raw -145220.002797 + Penalty 1695.872354 = -143524.130444 nChanged 1 SP:Iteration 23Q (69.693961 sec): 3 clusters Score: Raw -145220.199287 + Penalty 1695.872354 = -143524.326934 nChanged 3 SP:Iteration 24Q (69.787197 sec): 3 clusters Score: Raw -145220.722276 + Penalty 1695.872354 = -143524.849922 nChanged 2 SP:Iteration 25Q (69.880590 sec): 3 clusters Score: Raw -145221.103737 + Penalty 1695.872354 = -143525.231383 nChanged 3 SP:Iteration 26Q (70.006415 sec): 3 clusters Score: Raw -145222.951284 + Penalty 1695.872354 = -143527.078930 nChanged 5 SP:Iteration 27Q (70.102212 sec): 3 clusters Score: Raw -145223.771596 + Penalty 1695.872354 = -143527.899242 nChanged 3 SP:Iteration 28Q (70.216267 sec): 3 clusters Score: Raw -145224.685147 + Penalty 1695.872354 = -143528.812793 nChanged 5 SP:Iteration 29Q (70.293740 sec): 3 clusters Score: Raw -145227.234931 + Penalty 1695.872354 = -143531.362577 nChanged 6 SP:Iteration 30Q (70.379643 sec): 3 clusters Score: Raw -145228.549610 + Penalty 1695.872354 = -143532.677257 nChanged 3 SP:Iteration 31Q (70.402983 sec): 3 clusters Score: Raw -145229.092998 + Penalty 1695.872354 = -143533.220644 nChanged 2 SP:Iteration 32Q (70.426700 sec): 3 clusters Score: Raw -145229.411144 + Penalty 1695.872354 = -143533.538790 nChanged 1 SP:Iteration 33Q (70.450523 sec): 3 clusters Score: Raw -145229.603244 + Penalty 1695.872354 = -143533.730890 nChanged 0 SP:Iteration 34F (70.474369 sec): 3 clusters Score: Raw -145229.603244 + Penalty 1695.872354 = -143533.730890 nChanged 0 Iteration 99Q (70.869613 sec): 14 clusters Score: Raw -1488599.575358 + Penalty 14262.060146 = -1474337.515212 nChanged 954 Iteration 100F (71.688465 sec): 14 clusters Score: Raw -1489492.894878 + Penalty 14262.060146 = -1475230.834732 nChanged 619 Iteration 101Q (72.251525 sec): 14 clusters Score: Raw -1489867.381893 + Penalty 14262.060146 = -1475605.321746 nChanged 377 Iteration 102Q (72.725826 sec): 14 clusters Score: Raw -1490094.584627 + Penalty 14262.060146 = -1475832.524481 nChanged 271 Iteration 103Q (73.081328 sec): 14 clusters Score: Raw -1490232.284110 + Penalty 14262.060146 = -1475970.223964 nChanged 187 Iteration 104Q (73.395216 sec): 14 clusters Score: Raw -1490306.419753 + Penalty 14262.060146 = -1476044.359607 nChanged 129 Iteration 105Q (73.679732 sec): 14 clusters Score: Raw -1490353.156574 + Penalty 14262.060146 = -1476091.096428 nChanged 100 Iteration 106Q (73.961472 sec): 14 clusters Score: Raw -1490390.989056 + Penalty 14262.060146 = -1476128.928910 nChanged 80 Iteration 107Q (74.257685 sec): 14 clusters Score: Raw -1490418.062611 + Penalty 14262.060146 = -1476156.002465 nChanged 82 Iteration 108Q (74.557227 sec): 14 clusters Score: Raw -1490440.758743 + Penalty 14262.060146 = -1476178.698597 nChanged 54 Iteration 109Q (74.833410 sec): 14 clusters Score: Raw -1490453.727428 + Penalty 14262.060146 = -1476191.667282 nChanged 33 Iteration 110Q (75.131840 sec): 14 clusters Score: Raw -1490461.145020 + Penalty 14262.060146 = -1476199.084873 nChanged 23 Iteration 111Q (75.425660 sec): 14 clusters Score: Raw -1490465.053612 + Penalty 14262.060146 = -1476202.993465 nChanged 24 Iteration 112Q (75.727337 sec): 14 clusters Score: Raw -1490469.668208 + Penalty 14262.060146 = -1476207.608062 nChanged 17 Iteration 113Q (76.002061 sec): 14 clusters Score: Raw -1490473.209409 + Penalty 14262.060146 = -1476211.149263 nChanged 19 Iteration 114Q (76.310838 sec): 14 clusters Score: Raw -1490477.662524 + Penalty 14262.060146 = -1476215.602378 nChanged 23 Iteration 115Q (76.599554 sec): 14 clusters Score: Raw -1490483.434407 + Penalty 14262.060146 = -1476221.374261 nChanged 27 Iteration 116Q (76.936824 sec): 14 clusters Score: Raw -1490489.332858 + Penalty 14262.060146 = -1476227.272712 nChanged 26 Iteration 117Q (77.270032 sec): 14 clusters Score: Raw -1490494.737038 + Penalty 14262.060146 = -1476232.676891 nChanged 21 Iteration 118Q (77.736919 sec): 14 clusters Score: Raw -1490498.876095 + Penalty 14262.060146 = -1476236.815948 nChanged 15 Iteration 119Q (78.154946 sec): 14 clusters Score: Raw -1490501.903306 + Penalty 14262.060146 = -1476239.843159 nChanged 13 Iteration 120F (78.687560 sec): 14 clusters Score: Raw -1490505.062422 + Penalty 14262.060146 = -1476243.002276 nChanged 15 Iteration 121Q (78.984216 sec): 14 clusters Score: Raw -1490508.376086 + Penalty 14262.060146 = -1476246.315939 nChanged 14 Iteration 122Q (79.283635 sec): 14 clusters Score: Raw -1490512.890605 + Penalty 14262.060146 = -1476250.830459 nChanged 14 Iteration 123Q (79.580432 sec): 14 clusters Score: Raw -1490517.271616 + Penalty 14262.060146 = -1476255.211469 nChanged 14 Iteration 124Q (80.155919 sec): 14 clusters Score: Raw -1490521.473827 + Penalty 14262.060146 = -1476259.413680 nChanged 22 Iteration 125Q (80.493047 sec): 14 clusters Score: Raw -1490527.787563 + Penalty 14262.060146 = -1476265.727416 nChanged 23 Iteration 126Q (80.795641 sec): 14 clusters Score: Raw -1490532.629451 + Penalty 14262.060146 = -1476270.569305 nChanged 18 Iteration 127Q (81.138516 sec): 14 clusters Score: Raw -1490537.383459 + Penalty 14262.060146 = -1476275.323312 nChanged 24 Iteration 128Q (81.901167 sec): 14 clusters Score: Raw -1490545.509650 + Penalty 14262.060146 = -1476283.449503 nChanged 31 Iteration 129Q (82.221864 sec): 14 clusters Score: Raw -1490557.207227 + Penalty 14262.060146 = -1476295.147080 nChanged 36 Iteration 130Q (82.505150 sec): 14 clusters Score: Raw -1490570.170566 + Penalty 14262.060146 = -1476308.110420 nChanged 32 Iteration 131Q (82.934232 sec): 14 clusters Score: Raw -1490584.251370 + Penalty 14262.060146 = -1476322.191224 nChanged 50 Iteration 132Q (83.254995 sec): 14 clusters Score: Raw -1490599.750624 + Penalty 14262.060146 = -1476337.690478 nChanged 51 Iteration 133Q (83.532945 sec): 14 clusters Score: Raw -1490614.051700 + Penalty 14262.060146 = -1476351.991554 nChanged 45 Iteration 134Q (83.880346 sec): 14 clusters Score: Raw -1490626.321429 + Penalty 14262.060146 = -1476364.261283 nChanged 43 Iteration 135Q (84.255792 sec): 14 clusters Score: Raw -1490634.946842 + Penalty 14262.060146 = -1476372.886696 nChanged 36 Iteration 136Q (84.544793 sec): 14 clusters Score: Raw -1490642.817430 + Penalty 14262.060146 = -1476380.757284 nChanged 30 Iteration 137Q (84.827584 sec): 14 clusters Score: Raw -1490650.616857 + Penalty 14262.060146 = -1476388.556711 nChanged 35 Iteration 138Q (85.185427 sec): 14 clusters Score: Raw -1490660.990581 + Penalty 14262.060146 = -1476398.930435 nChanged 39 Writing temp clu file Because OldScore, -1476388.556711, is greater than current (better) Score,-1476398.930435 Compute initial score before splitting: Score: Raw -1490660.990581 + Penalty 14262.060146 = -1476398.930435 Trying to split cluster 1 (1575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.222592 sec): 2 clusters Score: Raw -74223.831685 + Penalty 773.011108 = -73450.820577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.236812 sec): 3 clusters Score: Raw -73499.868746 + Penalty 1546.022216 = -71953.846530 nChanged 591 SP:Iteration 1F (85.250107 sec): 3 clusters Score: Raw -73873.196439 + Penalty 1546.022216 = -72327.174223 nChanged 134 SP:Iteration 2F (85.263453 sec): 3 clusters Score: Raw -73975.795329 + Penalty 1546.022216 = -72429.773114 nChanged 90 SP:Iteration 3F (85.276869 sec): 3 clusters Score: Raw -74036.736648 + Penalty 1546.022216 = -72490.714432 nChanged 63 SP:Iteration 4Q (85.292953 sec): 3 clusters Score: Raw -74078.401224 + Penalty 1546.022216 = -72532.379009 nChanged 52 SP:Iteration 5Q (85.309234 sec): 3 clusters Score: Raw -74113.330797 + Penalty 1546.022216 = -72567.308582 nChanged 42 SP:Iteration 6Q (85.325476 sec): 3 clusters Score: Raw -74139.486382 + Penalty 1546.022216 = -72593.464167 nChanged 23 SP:Iteration 7Q (85.342104 sec): 3 clusters Score: Raw -74153.023389 + Penalty 1546.022216 = -72607.001173 nChanged 20 SP:Iteration 8Q (85.358356 sec): 3 clusters Score: Raw -74163.745893 + Penalty 1546.022216 = -72617.723677 nChanged 20 SP:Iteration 9Q (85.374637 sec): 3 clusters Score: Raw -74175.964836 + Penalty 1546.022216 = -72629.942621 nChanged 14 SP:Iteration 10Q (85.390911 sec): 3 clusters Score: Raw -74183.896626 + Penalty 1546.022216 = -72637.874410 nChanged 11 SP:Iteration 11Q (85.407092 sec): 3 clusters Score: Raw -74189.692513 + Penalty 1546.022216 = -72643.670298 nChanged 12 SP:Iteration 12Q (85.439494 sec): 3 clusters Score: Raw -74194.671185 + Penalty 1546.022216 = -72648.648969 nChanged 9 SP:Iteration 13Q (85.452660 sec): 3 clusters Score: Raw -74200.434828 + Penalty 1546.022216 = -72654.412612 nChanged 12 SP:Iteration 14Q (85.465737 sec): 3 clusters Score: Raw -74208.448883 + Penalty 1546.022216 = -72662.426667 nChanged 16 SP:Iteration 15Q (85.478779 sec): 3 clusters Score: Raw -74215.621666 + Penalty 1546.022216 = -72669.599450 nChanged 9 SP:Iteration 16Q (85.492105 sec): 3 clusters Score: Raw -74221.087145 + Penalty 1546.022216 = -72675.064930 nChanged 8 SP:Iteration 17Q (85.505142 sec): 3 clusters Score: Raw -74224.620921 + Penalty 1546.022216 = -72678.598705 nChanged 5 SP:Iteration 18Q (85.518079 sec): 3 clusters Score: Raw -74226.979242 + Penalty 1546.022216 = -72680.957026 nChanged 3 SP:Iteration 19Q (85.531206 sec): 3 clusters Score: Raw -74228.065529 + Penalty 1546.022216 = -72682.043313 nChanged 4 SP:Iteration 20F (85.544849 sec): 3 clusters Score: Raw -74230.021356 + Penalty 1546.022216 = -72683.999140 nChanged 5 SP:Iteration 21Q (85.557811 sec): 3 clusters Score: Raw -74231.756043 + Penalty 1546.022216 = -72685.733827 nChanged 8 SP:Iteration 22Q (85.570780 sec): 3 clusters Score: Raw -74233.928595 + Penalty 1546.022216 = -72687.906379 nChanged 8 SP:Iteration 23Q (85.583976 sec): 3 clusters Score: Raw -74238.243742 + Penalty 1546.022216 = -72692.221526 nChanged 11 SP:Iteration 24Q (85.597028 sec): 3 clusters Score: Raw -74242.568102 + Penalty 1546.022216 = -72696.545886 nChanged 7 SP:Iteration 25Q (85.610060 sec): 3 clusters Score: Raw -74245.766992 + Penalty 1546.022216 = -72699.744776 nChanged 7 SP:Iteration 26Q (85.623063 sec): 3 clusters Score: Raw -74249.208286 + Penalty 1546.022216 = -72703.186070 nChanged 6 SP:Iteration 27Q (85.636114 sec): 3 clusters Score: Raw -74252.419281 + Penalty 1546.022216 = -72706.397066 nChanged 4 SP:Iteration 28Q (85.649248 sec): 3 clusters Score: Raw -74254.853845 + Penalty 1546.022216 = -72708.831630 nChanged 7 SP:Iteration 29Q (85.662242 sec): 3 clusters Score: Raw -74259.096513 + Penalty 1546.022216 = -72713.074297 nChanged 5 SP:Iteration 30Q (85.675754 sec): 3 clusters Score: Raw -74261.046903 + Penalty 1546.022216 = -72715.024687 nChanged 6 SP:Iteration 31Q (85.688792 sec): 3 clusters Score: Raw -74264.226978 + Penalty 1546.022216 = -72718.204762 nChanged 6 SP:Iteration 32Q (85.701837 sec): 3 clusters Score: Raw -74268.380807 + Penalty 1546.022216 = -72722.358591 nChanged 5 SP:Iteration 33Q (85.714933 sec): 3 clusters Score: Raw -74270.786219 + Penalty 1546.022216 = -72724.764003 nChanged 4 SP:Iteration 34Q (85.727935 sec): 3 clusters Score: Raw -74271.733761 + Penalty 1546.022216 = -72725.711546 nChanged 3 SP:Iteration 35Q (85.740964 sec): 3 clusters Score: Raw -74273.625372 + Penalty 1546.022216 = -72727.603156 nChanged 4 SP:Iteration 36Q (85.753974 sec): 3 clusters Score: Raw -74276.223270 + Penalty 1546.022216 = -72730.201054 nChanged 3 SP:Iteration 37Q (85.766975 sec): 3 clusters Score: Raw -74279.352995 + Penalty 1546.022216 = -72733.330779 nChanged 7 SP:Iteration 38Q (85.780177 sec): 3 clusters Score: Raw -74285.785718 + Penalty 1546.022216 = -72739.763503 nChanged 9 SP:Iteration 39Q (85.793192 sec): 3 clusters Score: Raw -74291.250022 + Penalty 1546.022216 = -72745.227806 nChanged 6 SP:Iteration 40F (85.805874 sec): 3 clusters Score: Raw -74293.361922 + Penalty 1546.022216 = -72747.339706 nChanged 6 SP:Iteration 41Q (85.818803 sec): 3 clusters Score: Raw -74295.583058 + Penalty 1546.022216 = -72749.560842 nChanged 1 SP:Iteration 42Q (85.831784 sec): 3 clusters Score: Raw -74295.959385 + Penalty 1546.022216 = -72749.937170 nChanged 2 SP:Iteration 43Q (85.844770 sec): 3 clusters Score: Raw -74296.491945 + Penalty 1546.022216 = -72750.469729 nChanged 4 SP:Iteration 44Q (85.857720 sec): 3 clusters Score: Raw -74298.050232 + Penalty 1546.022216 = -72752.028017 nChanged 2 SP:Iteration 45Q (85.889702 sec): 3 clusters Score: Raw -74298.615488 + Penalty 1546.022216 = -72752.593272 nChanged 2 SP:Iteration 46Q (85.902799 sec): 3 clusters Score: Raw -74299.348869 + Penalty 1546.022216 = -72753.326654 nChanged 3 SP:Iteration 47Q (85.915760 sec): 3 clusters Score: Raw -74300.431087 + Penalty 1546.022216 = -72754.408872 nChanged 2 SP:Iteration 48Q (85.928806 sec): 3 clusters Score: Raw -74300.953940 + Penalty 1546.022216 = -72754.931725 nChanged 1 SP:Iteration 49Q (85.941705 sec): 3 clusters Score: Raw -74301.173601 + Penalty 1546.022216 = -72755.151385 nChanged 1 SP:Iteration 50Q (85.954866 sec): 3 clusters Score: Raw -74301.396040 + Penalty 1546.022216 = -72755.373824 nChanged 3 SP:Iteration 51Q (85.967938 sec): 3 clusters Score: Raw -74302.704219 + Penalty 1546.022216 = -72756.682003 nChanged 6 SP:Iteration 52Q (85.980922 sec): 3 clusters Score: Raw -74305.244494 + Penalty 1546.022216 = -72759.222278 nChanged 7 SP:Iteration 53Q (85.993969 sec): 3 clusters Score: Raw -74307.945408 + Penalty 1546.022216 = -72761.923192 nChanged 3 SP:Iteration 54Q (86.007087 sec): 3 clusters Score: Raw -74309.469708 + Penalty 1546.022216 = -72763.447492 nChanged 1 SP:Iteration 55Q (86.020145 sec): 3 clusters Score: Raw -74309.562354 + Penalty 1546.022216 = -72763.540138 nChanged 0 SP:Iteration 56F (86.032975 sec): 3 clusters Score: Raw -74309.562354 + Penalty 1546.022216 = -72763.540138 nChanged 0 Trying to split cluster 2 (1423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.063301 sec): 2 clusters Score: Raw -52311.992368 + Penalty 762.354873 = -51549.637495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.075854 sec): 3 clusters Score: Raw -51676.077101 + Penalty 1524.709746 = -50151.367356 nChanged 517 SP:Iteration 1F (86.088122 sec): 3 clusters Score: Raw -52061.066771 + Penalty 1524.709746 = -50536.357025 nChanged 114 SP:Iteration 2F (86.100332 sec): 3 clusters Score: Raw -52150.849639 + Penalty 1524.709746 = -50626.139894 nChanged 82 SP:Iteration 3F (86.112594 sec): 3 clusters Score: Raw -52215.396823 + Penalty 1524.709746 = -50690.687077 nChanged 66 SP:Iteration 4Q (86.125000 sec): 3 clusters Score: Raw -52278.006629 + Penalty 1524.709746 = -50753.296884 nChanged 53 SP:Iteration 5Q (86.137407 sec): 3 clusters Score: Raw -52331.358035 + Penalty 1524.709746 = -50806.648289 nChanged 60 SP:Iteration 6Q (86.149845 sec): 3 clusters Score: Raw -52391.520921 + Penalty 1524.709746 = -50866.811175 nChanged 39 SP:Iteration 7Q (86.162186 sec): 3 clusters Score: Raw -52415.782618 + Penalty 1524.709746 = -50891.072873 nChanged 24 SP:Iteration 8Q (86.174450 sec): 3 clusters Score: Raw -52429.847796 + Penalty 1524.709746 = -50905.138050 nChanged 17 SP:Iteration 9Q (86.186731 sec): 3 clusters Score: Raw -52439.892594 + Penalty 1524.709746 = -50915.182849 nChanged 14 SP:Iteration 10Q (86.198979 sec): 3 clusters Score: Raw -52450.314982 + Penalty 1524.709746 = -50925.605237 nChanged 12 SP:Iteration 11Q (86.211281 sec): 3 clusters Score: Raw -52458.660132 + Penalty 1524.709746 = -50933.950387 nChanged 12 SP:Iteration 12Q (86.223509 sec): 3 clusters Score: Raw -52465.728104 + Penalty 1524.709746 = -50941.018358 nChanged 10 SP:Iteration 13Q (86.235897 sec): 3 clusters Score: Raw -52472.986611 + Penalty 1524.709746 = -50948.276865 nChanged 6 SP:Iteration 14Q (86.247918 sec): 3 clusters Score: Raw -52477.821012 + Penalty 1524.709746 = -50953.111266 nChanged 8 SP:Iteration 15Q (86.260202 sec): 3 clusters Score: Raw -52483.655153 + Penalty 1524.709746 = -50958.945407 nChanged 9 SP:Iteration 16Q (86.272454 sec): 3 clusters Score: Raw -52487.940284 + Penalty 1524.709746 = -50963.230538 nChanged 8 SP:Iteration 17Q (86.284822 sec): 3 clusters Score: Raw -52491.589691 + Penalty 1524.709746 = -50966.879945 nChanged 7 SP:Iteration 18Q (86.316553 sec): 3 clusters Score: Raw -52496.180535 + Penalty 1524.709746 = -50971.470789 nChanged 7 SP:Iteration 19Q (86.328787 sec): 3 clusters Score: Raw -52501.681840 + Penalty 1524.709746 = -50976.972094 nChanged 5 SP:Iteration 20F (86.341018 sec): 3 clusters Score: Raw -52505.666530 + Penalty 1524.709746 = -50980.956784 nChanged 9 SP:Iteration 21Q (86.353335 sec): 3 clusters Score: Raw -52512.724936 + Penalty 1524.709746 = -50988.015191 nChanged 2 SP:Iteration 22Q (86.365609 sec): 3 clusters Score: Raw -52513.371262 + Penalty 1524.709746 = -50988.661517 nChanged 0 SP:Iteration 23F (86.377787 sec): 3 clusters Score: Raw -52513.371262 + Penalty 1524.709746 = -50988.661517 nChanged 0 Trying to split cluster 3 (3854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (86.416729 sec): 2 clusters Score: Raw -183518.361763 + Penalty 866.971019 = -182651.390744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (86.447773 sec): 3 clusters Score: Raw -181456.017198 + Penalty 1733.942038 = -179722.075159 nChanged 1605 SP:Iteration 1F (86.478104 sec): 3 clusters Score: Raw -182360.047742 + Penalty 1733.942038 = -180626.105704 nChanged 277 SP:Iteration 2F (86.508285 sec): 3 clusters Score: Raw -182511.528465 + Penalty 1733.942038 = -180777.586427 nChanged 233 SP:Iteration 3F (86.538217 sec): 3 clusters Score: Raw -182639.090971 + Penalty 1733.942038 = -180905.148933 nChanged 198 SP:Iteration 4F (86.647742 sec): 3 clusters Score: Raw -182741.448189 + Penalty 1733.942038 = -181007.506151 nChanged 162 SP:Iteration 5Q (86.690628 sec): 3 clusters Score: Raw -182809.606718 + Penalty 1733.942038 = -181075.664680 nChanged 126 SP:Iteration 6Q (86.719303 sec): 3 clusters Score: Raw -182860.837603 + Penalty 1733.942038 = -181126.895564 nChanged 97 SP:Iteration 7Q (86.747653 sec): 3 clusters Score: Raw -182893.964604 + Penalty 1733.942038 = -181160.022565 nChanged 72 SP:Iteration 8Q (86.776042 sec): 3 clusters Score: Raw -182918.073081 + Penalty 1733.942038 = -181184.131042 nChanged 81 SP:Iteration 9Q (86.804292 sec): 3 clusters Score: Raw -182946.705686 + Penalty 1733.942038 = -181212.763647 nChanged 67 SP:Iteration 10Q (86.832516 sec): 3 clusters Score: Raw -182967.607517 + Penalty 1733.942038 = -181233.665479 nChanged 68 SP:Iteration 11Q (86.861095 sec): 3 clusters Score: Raw -182988.384708 + Penalty 1733.942038 = -181254.442670 nChanged 47 SP:Iteration 12Q (86.889409 sec): 3 clusters Score: Raw -183001.205316 + Penalty 1733.942038 = -181267.263278 nChanged 37 SP:Iteration 13Q (86.917819 sec): 3 clusters Score: Raw -183010.562493 + Penalty 1733.942038 = -181276.620455 nChanged 34 SP:Iteration 14Q (86.946203 sec): 3 clusters Score: Raw -183020.107810 + Penalty 1733.942038 = -181286.165772 nChanged 36 SP:Iteration 15Q (86.974493 sec): 3 clusters Score: Raw -183030.639011 + Penalty 1733.942038 = -181296.696973 nChanged 30 SP:Iteration 16Q (87.002821 sec): 3 clusters Score: Raw -183039.094882 + Penalty 1733.942038 = -181305.152844 nChanged 28 SP:Iteration 17Q (87.031070 sec): 3 clusters Score: Raw -183047.212124 + Penalty 1733.942038 = -181313.270086 nChanged 28 SP:Iteration 18Q (87.059277 sec): 3 clusters Score: Raw -183054.797785 + Penalty 1733.942038 = -181320.855747 nChanged 31 SP:Iteration 19Q (87.087568 sec): 3 clusters Score: Raw -183061.453131 + Penalty 1733.942038 = -181327.511093 nChanged 27 SP:Iteration 20F (87.115444 sec): 3 clusters Score: Raw -183067.439523 + Penalty 1733.942038 = -181333.497485 nChanged 30 SP:Iteration 21Q (87.143704 sec): 3 clusters Score: Raw -183076.569646 + Penalty 1733.942038 = -181342.627608 nChanged 31 SP:Iteration 22Q (87.172045 sec): 3 clusters Score: Raw -183083.968413 + Penalty 1733.942038 = -181350.026375 nChanged 25 SP:Iteration 23Q (87.200404 sec): 3 clusters Score: Raw -183089.468060 + Penalty 1733.942038 = -181355.526022 nChanged 18 SP:Iteration 24Q (87.240904 sec): 3 clusters Score: Raw -183092.932611 + Penalty 1733.942038 = -181358.990573 nChanged 20 SP:Iteration 25Q (87.269297 sec): 3 clusters Score: Raw -183096.481369 + Penalty 1733.942038 = -181362.539330 nChanged 12 SP:Iteration 26Q (87.297731 sec): 3 clusters Score: Raw -183098.720952 + Penalty 1733.942038 = -181364.778913 nChanged 14 SP:Iteration 27Q (87.325911 sec): 3 clusters Score: Raw -183103.685880 + Penalty 1733.942038 = -181369.743842 nChanged 21 SP:Iteration 28Q (87.354533 sec): 3 clusters Score: Raw -183109.765303 + Penalty 1733.942038 = -181375.823265 nChanged 25 SP:Iteration 29Q (87.382776 sec): 3 clusters Score: Raw -183118.041522 + Penalty 1733.942038 = -181384.099484 nChanged 30 SP:Iteration 30Q (87.411435 sec): 3 clusters Score: Raw -183129.236810 + Penalty 1733.942038 = -181395.294772 nChanged 30 SP:Iteration 31Q (87.439932 sec): 3 clusters Score: Raw -183138.887974 + Penalty 1733.942038 = -181404.945936 nChanged 25 SP:Iteration 32Q (87.468436 sec): 3 clusters Score: Raw -183145.640234 + Penalty 1733.942038 = -181411.698195 nChanged 33 SP:Iteration 33Q (87.496905 sec): 3 clusters Score: Raw -183154.170486 + Penalty 1733.942038 = -181420.228448 nChanged 26 SP:Iteration 34Q (87.525382 sec): 3 clusters Score: Raw -183162.984769 + Penalty 1733.942038 = -181429.042731 nChanged 35 SP:Iteration 35Q (87.553950 sec): 3 clusters Score: Raw -183175.011927 + Penalty 1733.942038 = -181441.069888 nChanged 54 SP:Iteration 36Q (87.582437 sec): 3 clusters Score: Raw -183196.488819 + Penalty 1733.942038 = -181462.546780 nChanged 49 SP:Iteration 37Q (87.610591 sec): 3 clusters Score: Raw -183216.670378 + Penalty 1733.942038 = -181482.728339 nChanged 40 SP:Iteration 38Q (87.647795 sec): 3 clusters Score: Raw -183233.389332 + Penalty 1733.942038 = -181499.447294 nChanged 40 SP:Iteration 39Q (87.686728 sec): 3 clusters Score: Raw -183250.499130 + Penalty 1733.942038 = -181516.557091 nChanged 45 SP:Iteration 40F (87.718481 sec): 3 clusters Score: Raw -183268.732351 + Penalty 1733.942038 = -181534.790313 nChanged 39 SP:Iteration 41Q (87.753982 sec): 3 clusters Score: Raw -183282.603946 + Penalty 1733.942038 = -181548.661908 nChanged 38 SP:Iteration 42Q (87.789537 sec): 3 clusters Score: Raw -183295.471751 + Penalty 1733.942038 = -181561.529712 nChanged 32 SP:Iteration 43Q (87.824945 sec): 3 clusters Score: Raw -183307.691291 + Penalty 1733.942038 = -181573.749252 nChanged 30 SP:Iteration 44Q (87.855742 sec): 3 clusters Score: Raw -183321.418534 + Penalty 1733.942038 = -181587.476495 nChanged 32 SP:Iteration 45Q (87.885645 sec): 3 clusters Score: Raw -183335.057507 + Penalty 1733.942038 = -181601.115469 nChanged 30 SP:Iteration 46Q (87.915374 sec): 3 clusters Score: Raw -183348.114536 + Penalty 1733.942038 = -181614.172497 nChanged 28 SP:Iteration 47Q (87.945084 sec): 3 clusters Score: Raw -183359.958728 + Penalty 1733.942038 = -181626.016689 nChanged 25 SP:Iteration 48Q (87.974754 sec): 3 clusters Score: Raw -183370.280863 + Penalty 1733.942038 = -181636.338825 nChanged 28 SP:Iteration 49Q (88.004386 sec): 3 clusters Score: Raw -183384.686690 + Penalty 1733.942038 = -181650.744652 nChanged 35 SP:Iteration 50Q (88.034040 sec): 3 clusters Score: Raw -183403.151884 + Penalty 1733.942038 = -181669.209845 nChanged 30 SP:Iteration 51Q (88.063351 sec): 3 clusters Score: Raw -183418.946264 + Penalty 1733.942038 = -181685.004225 nChanged 33 SP:Iteration 52Q (88.092573 sec): 3 clusters Score: Raw -183437.730573 + Penalty 1733.942038 = -181703.788535 nChanged 34 SP:Iteration 53Q (88.122019 sec): 3 clusters Score: Raw -183455.870041 + Penalty 1733.942038 = -181721.928003 nChanged 31 SP:Iteration 54Q (88.151482 sec): 3 clusters Score: Raw -183470.220131 + Penalty 1733.942038 = -181736.278093 nChanged 23 SP:Iteration 55Q (88.180797 sec): 3 clusters Score: Raw -183483.895141 + Penalty 1733.942038 = -181749.953102 nChanged 24 SP:Iteration 56Q (88.217921 sec): 3 clusters Score: Raw -183497.406337 + Penalty 1733.942038 = -181763.464299 nChanged 31 SP:Iteration 57Q (88.246916 sec): 3 clusters Score: Raw -183517.415251 + Penalty 1733.942038 = -181783.473213 nChanged 20 SP:Iteration 58Q (88.276071 sec): 3 clusters Score: Raw -183532.758518 + Penalty 1733.942038 = -181798.816480 nChanged 21 SP:Iteration 59Q (88.305273 sec): 3 clusters Score: Raw -183553.461852 + Penalty 1733.942038 = -181819.519813 nChanged 18 SP:Iteration 60F (88.333523 sec): 3 clusters Score: Raw -183567.054586 + Penalty 1733.942038 = -181833.112548 nChanged 16 SP:Iteration 61Q (88.361912 sec): 3 clusters Score: Raw -183576.688633 + Penalty 1733.942038 = -181842.746594 nChanged 13 SP:Iteration 62Q (88.390264 sec): 3 clusters Score: Raw -183585.295733 + Penalty 1733.942038 = -181851.353695 nChanged 7 SP:Iteration 63Q (88.418438 sec): 3 clusters Score: Raw -183590.120714 + Penalty 1733.942038 = -181856.178676 nChanged 9 SP:Iteration 64Q (88.446626 sec): 3 clusters Score: Raw -183595.568328 + Penalty 1733.942038 = -181861.626289 nChanged 7 SP:Iteration 65Q (88.474933 sec): 3 clusters Score: Raw -183599.495932 + Penalty 1733.942038 = -181865.553894 nChanged 4 SP:Iteration 66Q (88.502792 sec): 3 clusters Score: Raw -183602.661168 + Penalty 1733.942038 = -181868.719130 nChanged 2 SP:Iteration 67Q (88.530736 sec): 3 clusters Score: Raw -183604.256542 + Penalty 1733.942038 = -181870.314504 nChanged 3 SP:Iteration 68Q (88.558649 sec): 3 clusters Score: Raw -183605.656554 + Penalty 1733.942038 = -181871.714516 nChanged 0 SP:Iteration 69F (88.586659 sec): 3 clusters Score: Raw -183605.656554 + Penalty 1733.942038 = -181871.714516 nChanged 0 Trying to split cluster 4 (1379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.618675 sec): 2 clusters Score: Raw -61785.368679 + Penalty 759.056957 = -61026.311722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.631143 sec): 3 clusters Score: Raw -61197.165565 + Penalty 1518.113914 = -59679.051650 nChanged 514 SP:Iteration 1F (88.644389 sec): 3 clusters Score: Raw -61542.470592 + Penalty 1518.113914 = -60024.356678 nChanged 123 SP:Iteration 2F (88.655882 sec): 3 clusters Score: Raw -61657.428451 + Penalty 1518.113914 = -60139.314537 nChanged 87 SP:Iteration 3F (88.667364 sec): 3 clusters Score: Raw -61741.996773 + Penalty 1518.113914 = -60223.882859 nChanged 68 SP:Iteration 4Q (88.679111 sec): 3 clusters Score: Raw -61813.081304 + Penalty 1518.113914 = -60294.967390 nChanged 59 SP:Iteration 5Q (88.705070 sec): 3 clusters Score: Raw -61884.972597 + Penalty 1518.113914 = -60366.858683 nChanged 56 SP:Iteration 6Q (88.717007 sec): 3 clusters Score: Raw -61958.212186 + Penalty 1518.113914 = -60440.098272 nChanged 42 SP:Iteration 7Q (88.728719 sec): 3 clusters Score: Raw -61993.662681 + Penalty 1518.113914 = -60475.548767 nChanged 36 SP:Iteration 8Q (88.740391 sec): 3 clusters Score: Raw -62024.774145 + Penalty 1518.113914 = -60506.660231 nChanged 27 SP:Iteration 9Q (88.752034 sec): 3 clusters Score: Raw -62042.864507 + Penalty 1518.113914 = -60524.750592 nChanged 18 SP:Iteration 10Q (88.764085 sec): 3 clusters Score: Raw -62059.329278 + Penalty 1518.113914 = -60541.215364 nChanged 17 SP:Iteration 11Q (88.776051 sec): 3 clusters Score: Raw -62069.512904 + Penalty 1518.113914 = -60551.398990 nChanged 12 SP:Iteration 12Q (88.787918 sec): 3 clusters Score: Raw -62075.711019 + Penalty 1518.113914 = -60557.597105 nChanged 7 SP:Iteration 13Q (88.799771 sec): 3 clusters Score: Raw -62079.806404 + Penalty 1518.113914 = -60561.692490 nChanged 5 SP:Iteration 14Q (88.811581 sec): 3 clusters Score: Raw -62083.418414 + Penalty 1518.113914 = -60565.304499 nChanged 6 SP:Iteration 15Q (88.823573 sec): 3 clusters Score: Raw -62087.265530 + Penalty 1518.113914 = -60569.151616 nChanged 6 SP:Iteration 16Q (88.835485 sec): 3 clusters Score: Raw -62090.544726 + Penalty 1518.113914 = -60572.430811 nChanged 3 SP:Iteration 17Q (88.870926 sec): 3 clusters Score: Raw -62091.991925 + Penalty 1518.113914 = -60573.878011 nChanged 1 SP:Iteration 18Q (88.884118 sec): 3 clusters Score: Raw -62092.647525 + Penalty 1518.113914 = -60574.533610 nChanged 2 SP:Iteration 19Q (88.896023 sec): 3 clusters Score: Raw -62094.405153 + Penalty 1518.113914 = -60576.291238 nChanged 3 SP:Iteration 20F (88.907851 sec): 3 clusters Score: Raw -62096.153156 + Penalty 1518.113914 = -60578.039242 nChanged 2 SP:Iteration 21Q (88.919649 sec): 3 clusters Score: Raw -62097.045808 + Penalty 1518.113914 = -60578.931894 nChanged 1 SP:Iteration 22Q (88.931529 sec): 3 clusters Score: Raw -62097.225348 + Penalty 1518.113914 = -60579.111434 nChanged 0 SP:Iteration 23F (88.943145 sec): 3 clusters Score: Raw -62097.225348 + Penalty 1518.113914 = -60579.111434 nChanged 0 Trying to split cluster 5 (3506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.980693 sec): 2 clusters Score: Raw -170504.638483 + Penalty 857.034262 = -169647.604221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.007745 sec): 3 clusters Score: Raw -168671.088675 + Penalty 1714.068524 = -166957.020151 nChanged 1414 SP:Iteration 1F (89.033470 sec): 3 clusters Score: Raw -169580.525482 + Penalty 1714.068524 = -167866.456958 nChanged 345 SP:Iteration 2F (89.058977 sec): 3 clusters Score: Raw -169816.974498 + Penalty 1714.068524 = -168102.905974 nChanged 230 SP:Iteration 3F (89.084943 sec): 3 clusters Score: Raw -169961.236954 + Penalty 1714.068524 = -168247.168431 nChanged 194 SP:Iteration 4F (89.115320 sec): 3 clusters Score: Raw -170089.200477 + Penalty 1714.068524 = -168375.131953 nChanged 165 SP:Iteration 5Q (89.142817 sec): 3 clusters Score: Raw -170179.788907 + Penalty 1714.068524 = -168465.720383 nChanged 128 SP:Iteration 6Q (89.170400 sec): 3 clusters Score: Raw -170248.874160 + Penalty 1714.068524 = -168534.805636 nChanged 112 SP:Iteration 7Q (89.197838 sec): 3 clusters Score: Raw -170314.735955 + Penalty 1714.068524 = -168600.667431 nChanged 106 SP:Iteration 8Q (89.225398 sec): 3 clusters Score: Raw -170374.540668 + Penalty 1714.068524 = -168660.472144 nChanged 89 SP:Iteration 9Q (89.252962 sec): 3 clusters Score: Raw -170422.982199 + Penalty 1714.068524 = -168708.913675 nChanged 70 SP:Iteration 10Q (89.279203 sec): 3 clusters Score: Raw -170456.689878 + Penalty 1714.068524 = -168742.621355 nChanged 59 SP:Iteration 11Q (89.305344 sec): 3 clusters Score: Raw -170482.455672 + Penalty 1714.068524 = -168768.387148 nChanged 44 SP:Iteration 12Q (89.331368 sec): 3 clusters Score: Raw -170498.118450 + Penalty 1714.068524 = -168784.049927 nChanged 38 SP:Iteration 13Q (89.357437 sec): 3 clusters Score: Raw -170515.511977 + Penalty 1714.068524 = -168801.443454 nChanged 38 SP:Iteration 14Q (89.383287 sec): 3 clusters Score: Raw -170531.439026 + Penalty 1714.068524 = -168817.370503 nChanged 44 SP:Iteration 15Q (89.409371 sec): 3 clusters Score: Raw -170557.067465 + Penalty 1714.068524 = -168842.998941 nChanged 39 SP:Iteration 16Q (89.435403 sec): 3 clusters Score: Raw -170575.754786 + Penalty 1714.068524 = -168861.686262 nChanged 34 SP:Iteration 17Q (89.461450 sec): 3 clusters Score: Raw -170596.241682 + Penalty 1714.068524 = -168882.173158 nChanged 33 SP:Iteration 18Q (89.487496 sec): 3 clusters Score: Raw -170614.467495 + Penalty 1714.068524 = -168900.398971 nChanged 31 SP:Iteration 19Q (89.513548 sec): 3 clusters Score: Raw -170629.941986 + Penalty 1714.068524 = -168915.873462 nChanged 30 SP:Iteration 20F (89.539147 sec): 3 clusters Score: Raw -170645.909553 + Penalty 1714.068524 = -168931.841029 nChanged 26 SP:Iteration 21Q (89.565359 sec): 3 clusters Score: Raw -170661.506838 + Penalty 1714.068524 = -168947.438314 nChanged 21 SP:Iteration 22Q (89.591179 sec): 3 clusters Score: Raw -170672.139738 + Penalty 1714.068524 = -168958.071214 nChanged 19 SP:Iteration 23Q (89.627342 sec): 3 clusters Score: Raw -170680.884180 + Penalty 1714.068524 = -168966.815656 nChanged 12 SP:Iteration 24Q (89.653836 sec): 3 clusters Score: Raw -170687.520151 + Penalty 1714.068524 = -168973.451627 nChanged 13 SP:Iteration 25Q (89.680366 sec): 3 clusters Score: Raw -170694.392980 + Penalty 1714.068524 = -168980.324457 nChanged 12 SP:Iteration 26Q (89.706981 sec): 3 clusters Score: Raw -170700.342280 + Penalty 1714.068524 = -168986.273756 nChanged 13 SP:Iteration 27Q (89.733304 sec): 3 clusters Score: Raw -170706.351408 + Penalty 1714.068524 = -168992.282884 nChanged 12 SP:Iteration 28Q (89.759569 sec): 3 clusters Score: Raw -170713.062342 + Penalty 1714.068524 = -168998.993818 nChanged 13 SP:Iteration 29Q (89.785776 sec): 3 clusters Score: Raw -170719.826750 + Penalty 1714.068524 = -169005.758227 nChanged 10 SP:Iteration 30Q (89.812032 sec): 3 clusters Score: Raw -170726.175784 + Penalty 1714.068524 = -169012.107260 nChanged 10 SP:Iteration 31Q (89.837894 sec): 3 clusters Score: Raw -170735.569162 + Penalty 1714.068524 = -169021.500638 nChanged 14 SP:Iteration 32Q (89.863520 sec): 3 clusters Score: Raw -170746.704812 + Penalty 1714.068524 = -169032.636289 nChanged 15 SP:Iteration 33Q (89.889112 sec): 3 clusters Score: Raw -170756.922210 + Penalty 1714.068524 = -169042.853686 nChanged 10 SP:Iteration 34Q (89.914800 sec): 3 clusters Score: Raw -170763.372791 + Penalty 1714.068524 = -169049.304267 nChanged 9 SP:Iteration 35Q (89.940511 sec): 3 clusters Score: Raw -170767.322952 + Penalty 1714.068524 = -169053.254428 nChanged 5 SP:Iteration 36Q (89.966172 sec): 3 clusters Score: Raw -170768.542489 + Penalty 1714.068524 = -169054.473965 nChanged 3 SP:Iteration 37Q (89.991621 sec): 3 clusters Score: Raw -170770.148270 + Penalty 1714.068524 = -169056.079747 nChanged 4 SP:Iteration 38Q (90.017037 sec): 3 clusters Score: Raw -170772.032031 + Penalty 1714.068524 = -169057.963508 nChanged 2 SP:Iteration 39Q (90.042404 sec): 3 clusters Score: Raw -170773.209089 + Penalty 1714.068524 = -169059.140565 nChanged 2 SP:Iteration 40F (90.067935 sec): 3 clusters Score: Raw -170773.832160 + Penalty 1714.068524 = -169059.763636 nChanged 1 SP:Iteration 41Q (90.093348 sec): 3 clusters Score: Raw -170774.083681 + Penalty 1714.068524 = -169060.015158 nChanged 1 SP:Iteration 42Q (90.118731 sec): 3 clusters Score: Raw -170774.816874 + Penalty 1714.068524 = -169060.748350 nChanged 2 SP:Iteration 43Q (90.144137 sec): 3 clusters Score: Raw -170775.891137 + Penalty 1714.068524 = -169061.822613 nChanged 4 SP:Iteration 44Q (90.169594 sec): 3 clusters Score: Raw -170778.529369 + Penalty 1714.068524 = -169064.460845 nChanged 5 SP:Iteration 45Q (90.194965 sec): 3 clusters Score: Raw -170782.375924 + Penalty 1714.068524 = -169068.307401 nChanged 5 SP:Iteration 46Q (90.220214 sec): 3 clusters Score: Raw -170784.839064 + Penalty 1714.068524 = -169070.770541 nChanged 8 SP:Iteration 47Q (90.245673 sec): 3 clusters Score: Raw -170788.838099 + Penalty 1714.068524 = -169074.769575 nChanged 14 SP:Iteration 48Q (90.270982 sec): 3 clusters Score: Raw -170797.925089 + Penalty 1714.068524 = -169083.856565 nChanged 12 SP:Iteration 49Q (90.296190 sec): 3 clusters Score: Raw -170810.748287 + Penalty 1714.068524 = -169096.679763 nChanged 15 SP:Iteration 50Q (90.321386 sec): 3 clusters Score: Raw -170826.507967 + Penalty 1714.068524 = -169112.439443 nChanged 24 SP:Iteration 51Q (90.346639 sec): 3 clusters Score: Raw -170850.545117 + Penalty 1714.068524 = -169136.476593 nChanged 22 SP:Iteration 52Q (90.371557 sec): 3 clusters Score: Raw -170864.254301 + Penalty 1714.068524 = -169150.185777 nChanged 12 SP:Iteration 53Q (90.396630 sec): 3 clusters Score: Raw -170869.444501 + Penalty 1714.068524 = -169155.375977 nChanged 8 SP:Iteration 54Q (90.421380 sec): 3 clusters Score: Raw -170872.758933 + Penalty 1714.068524 = -169158.690409 nChanged 3 SP:Iteration 55Q (90.457476 sec): 3 clusters Score: Raw -170873.916681 + Penalty 1714.068524 = -169159.848157 nChanged 5 SP:Iteration 56Q (90.482403 sec): 3 clusters Score: Raw -170876.274837 + Penalty 1714.068524 = -169162.206313 nChanged 7 SP:Iteration 57Q (90.507248 sec): 3 clusters Score: Raw -170879.526936 + Penalty 1714.068524 = -169165.458412 nChanged 6 SP:Iteration 58Q (90.532055 sec): 3 clusters Score: Raw -170882.527369 + Penalty 1714.068524 = -169168.458845 nChanged 6 SP:Iteration 59Q (90.556791 sec): 3 clusters Score: Raw -170885.291228 + Penalty 1714.068524 = -169171.222704 nChanged 7 SP:Iteration 60F (90.582530 sec): 3 clusters Score: Raw -170888.602994 + Penalty 1714.068524 = -169174.534471 nChanged 5 SP:Iteration 61Q (90.607240 sec): 3 clusters Score: Raw -170891.222729 + Penalty 1714.068524 = -169177.154206 nChanged 6 SP:Iteration 62Q (90.632004 sec): 3 clusters Score: Raw -170893.645746 + Penalty 1714.068524 = -169179.577222 nChanged 0 SP:Iteration 63F (90.659055 sec): 3 clusters Score: Raw -170893.645746 + Penalty 1714.068524 = -169179.577222 nChanged 0 Trying to split cluster 6 (807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.691085 sec): 2 clusters Score: Raw -25438.915504 + Penalty 702.798985 = -24736.116519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.699536 sec): 3 clusters Score: Raw -25212.751535 + Penalty 1405.597970 = -23807.153564 nChanged 274 SP:Iteration 1F (90.707468 sec): 3 clusters Score: Raw -25580.935086 + Penalty 1405.597970 = -24175.337115 nChanged 81 SP:Iteration 2F (90.715353 sec): 3 clusters Score: Raw -25708.340906 + Penalty 1405.597970 = -24302.742935 nChanged 44 SP:Iteration 3F (90.723226 sec): 3 clusters Score: Raw -25775.049898 + Penalty 1405.597970 = -24369.451928 nChanged 26 SP:Iteration 4Q (90.731159 sec): 3 clusters Score: Raw -25805.644283 + Penalty 1405.597970 = -24400.046313 nChanged 23 SP:Iteration 5Q (90.739057 sec): 3 clusters Score: Raw -25832.607349 + Penalty 1405.597970 = -24427.009378 nChanged 13 SP:Iteration 6Q (90.747034 sec): 3 clusters Score: Raw -25846.963670 + Penalty 1405.597970 = -24441.365700 nChanged 3 SP:Iteration 7Q (90.754987 sec): 3 clusters Score: Raw -25849.287984 + Penalty 1405.597970 = -24443.690013 nChanged 3 SP:Iteration 8Q (90.762892 sec): 3 clusters Score: Raw -25853.434637 + Penalty 1405.597970 = -24447.836667 nChanged 2 SP:Iteration 9Q (90.770806 sec): 3 clusters Score: Raw -25856.263459 + Penalty 1405.597970 = -24450.665489 nChanged 0 SP:Iteration 10F (90.778757 sec): 3 clusters Score: Raw -25856.263459 + Penalty 1405.597970 = -24450.665489 nChanged 0 Trying to split cluster 7 (6852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.827744 sec): 2 clusters Score: Raw -337796.556464 + Penalty 927.391065 = -336869.165398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.875189 sec): 3 clusters Score: Raw -333878.752952 + Penalty 1854.782130 = -332023.970822 nChanged 2977 SP:Iteration 1F (90.927780 sec): 3 clusters Score: Raw -335532.719806 + Penalty 1854.782130 = -333677.937675 nChanged 410 SP:Iteration 2F (90.980522 sec): 3 clusters Score: Raw -335725.750522 + Penalty 1854.782130 = -333870.968392 nChanged 382 SP:Iteration 3F (91.024629 sec): 3 clusters Score: Raw -335915.920008 + Penalty 1854.782130 = -334061.137877 nChanged 396 SP:Iteration 4F (91.119258 sec): 3 clusters Score: Raw -336140.284101 + Penalty 1854.782130 = -334285.501970 nChanged 365 SP:Iteration 5F (91.162703 sec): 3 clusters Score: Raw -336337.903517 + Penalty 1854.782130 = -334483.121386 nChanged 339 SP:Iteration 6Q (91.207214 sec): 3 clusters Score: Raw -336529.357450 + Penalty 1854.782130 = -334674.575320 nChanged 322 SP:Iteration 7Q (91.251794 sec): 3 clusters Score: Raw -336725.090482 + Penalty 1854.782130 = -334870.308352 nChanged 296 SP:Iteration 8Q (91.296453 sec): 3 clusters Score: Raw -336898.436774 + Penalty 1854.782130 = -335043.654644 nChanged 266 SP:Iteration 9Q (91.341008 sec): 3 clusters Score: Raw -337033.092945 + Penalty 1854.782130 = -335178.310815 nChanged 254 SP:Iteration 10Q (91.388935 sec): 3 clusters Score: Raw -337154.326503 + Penalty 1854.782130 = -335299.544372 nChanged 215 SP:Iteration 11Q (91.436827 sec): 3 clusters Score: Raw -337250.605946 + Penalty 1854.782130 = -335395.823816 nChanged 186 SP:Iteration 12Q (91.484582 sec): 3 clusters Score: Raw -337324.603260 + Penalty 1854.782130 = -335469.821130 nChanged 145 SP:Iteration 13Q (91.531415 sec): 3 clusters Score: Raw -337368.913113 + Penalty 1854.782130 = -335514.130983 nChanged 117 SP:Iteration 14Q (91.575703 sec): 3 clusters Score: Raw -337405.573447 + Penalty 1854.782130 = -335550.791317 nChanged 88 SP:Iteration 15Q (91.620313 sec): 3 clusters Score: Raw -337427.207079 + Penalty 1854.782130 = -335572.424949 nChanged 64 SP:Iteration 16Q (91.664703 sec): 3 clusters Score: Raw -337442.942178 + Penalty 1854.782130 = -335588.160048 nChanged 59 SP:Iteration 17Q (91.708953 sec): 3 clusters Score: Raw -337459.128354 + Penalty 1854.782130 = -335604.346223 nChanged 54 SP:Iteration 18Q (91.753413 sec): 3 clusters Score: Raw -337474.229981 + Penalty 1854.782130 = -335619.447851 nChanged 53 SP:Iteration 19Q (91.797945 sec): 3 clusters Score: Raw -337490.678051 + Penalty 1854.782130 = -335635.895920 nChanged 53 SP:Iteration 20F (91.841246 sec): 3 clusters Score: Raw -337502.639464 + Penalty 1854.782130 = -335647.857334 nChanged 50 SP:Iteration 21Q (91.885543 sec): 3 clusters Score: Raw -337512.634405 + Penalty 1854.782130 = -335657.852274 nChanged 43 SP:Iteration 22Q (91.930333 sec): 3 clusters Score: Raw -337522.562099 + Penalty 1854.782130 = -335667.779969 nChanged 40 SP:Iteration 23Q (91.974881 sec): 3 clusters Score: Raw -337532.004145 + Penalty 1854.782130 = -335677.222014 nChanged 34 SP:Iteration 24Q (92.019149 sec): 3 clusters Score: Raw -337539.508624 + Penalty 1854.782130 = -335684.726494 nChanged 30 SP:Iteration 25Q (92.063453 sec): 3 clusters Score: Raw -337545.223331 + Penalty 1854.782130 = -335690.441201 nChanged 18 SP:Iteration 26Q (92.107681 sec): 3 clusters Score: Raw -337549.582376 + Penalty 1854.782130 = -335694.800246 nChanged 21 SP:Iteration 27Q (92.151964 sec): 3 clusters Score: Raw -337554.116159 + Penalty 1854.782130 = -335699.334029 nChanged 16 SP:Iteration 28Q (92.196226 sec): 3 clusters Score: Raw -337556.957757 + Penalty 1854.782130 = -335702.175626 nChanged 12 SP:Iteration 29Q (92.240724 sec): 3 clusters Score: Raw -337558.349784 + Penalty 1854.782130 = -335703.567654 nChanged 11 SP:Iteration 30Q (92.284980 sec): 3 clusters Score: Raw -337559.478896 + Penalty 1854.782130 = -335704.696765 nChanged 7 SP:Iteration 31Q (92.329270 sec): 3 clusters Score: Raw -337560.222434 + Penalty 1854.782130 = -335705.440304 nChanged 7 SP:Iteration 32Q (92.373499 sec): 3 clusters Score: Raw -337560.830360 + Penalty 1854.782130 = -335706.048229 nChanged 6 SP:Iteration 33Q (92.417911 sec): 3 clusters Score: Raw -337561.368747 + Penalty 1854.782130 = -335706.586617 nChanged 5 SP:Iteration 34Q (92.462308 sec): 3 clusters Score: Raw -337561.782268 + Penalty 1854.782130 = -335707.000138 nChanged 4 SP:Iteration 35Q (92.506711 sec): 3 clusters Score: Raw -337562.319538 + Penalty 1854.782130 = -335707.537407 nChanged 2 SP:Iteration 36Q (92.550895 sec): 3 clusters Score: Raw -337562.520312 + Penalty 1854.782130 = -335707.738182 nChanged 3 SP:Iteration 37Q (92.595335 sec): 3 clusters Score: Raw -337562.800545 + Penalty 1854.782130 = -335708.018414 nChanged 4 SP:Iteration 38Q (92.639857 sec): 3 clusters Score: Raw -337563.274884 + Penalty 1854.782130 = -335708.492753 nChanged 5 SP:Iteration 39Q (92.684240 sec): 3 clusters Score: Raw -337563.882821 + Penalty 1854.782130 = -335709.100690 nChanged 6 SP:Iteration 40F (92.727900 sec): 3 clusters Score: Raw -337564.743600 + Penalty 1854.782130 = -335709.961469 nChanged 10 SP:Iteration 41Q (92.771549 sec): 3 clusters Score: Raw -337566.264517 + Penalty 1854.782130 = -335711.482386 nChanged 12 SP:Iteration 42Q (92.817662 sec): 3 clusters Score: Raw -337567.793737 + Penalty 1854.782130 = -335713.011606 nChanged 8 SP:Iteration 43Q (92.930293 sec): 3 clusters Score: Raw -337568.800902 + Penalty 1854.782130 = -335714.018772 nChanged 4 SP:Iteration 44Q (92.961322 sec): 3 clusters Score: Raw -337569.126342 + Penalty 1854.782130 = -335714.344212 nChanged 5 SP:Iteration 45Q (93.010437 sec): 3 clusters Score: Raw -337569.714720 + Penalty 1854.782130 = -335714.932590 nChanged 3 SP:Iteration 46Q (93.125612 sec): 3 clusters Score: Raw -337570.110676 + Penalty 1854.782130 = -335715.328545 nChanged 2 SP:Iteration 47Q (93.234881 sec): 3 clusters Score: Raw -337570.283593 + Penalty 1854.782130 = -335715.501462 nChanged 4 SP:Iteration 48Q (93.282097 sec): 3 clusters Score: Raw -337570.526178 + Penalty 1854.782130 = -335715.744048 nChanged 2 SP:Iteration 49Q (93.326408 sec): 3 clusters Score: Raw -337570.687998 + Penalty 1854.782130 = -335715.905867 nChanged 2 SP:Iteration 50Q (93.370715 sec): 3 clusters Score: Raw -337570.824042 + Penalty 1854.782130 = -335716.041912 nChanged 1 SP:Iteration 51Q (93.415090 sec): 3 clusters Score: Raw -337570.914680 + Penalty 1854.782130 = -335716.132549 nChanged 1 SP:Iteration 52Q (93.459324 sec): 3 clusters Score: Raw -337570.946352 + Penalty 1854.782130 = -335716.164222 nChanged 0 SP:Iteration 53F (93.502886 sec): 3 clusters Score: Raw -337570.946352 + Penalty 1854.782130 = -335716.164222 nChanged 0 Trying to split cluster 8 (3075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (93.538365 sec): 2 clusters Score: Raw -138841.331750 + Penalty 843.261319 = -137998.070431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (93.562708 sec): 3 clusters Score: Raw -137253.226921 + Penalty 1686.522638 = -135566.704283 nChanged 1255 SP:Iteration 1F (93.585625 sec): 3 clusters Score: Raw -137937.775320 + Penalty 1686.522638 = -136251.252682 nChanged 233 SP:Iteration 2F (93.608532 sec): 3 clusters Score: Raw -138105.644547 + Penalty 1686.522638 = -136419.121910 nChanged 203 SP:Iteration 3F (93.631494 sec): 3 clusters Score: Raw -138249.220123 + Penalty 1686.522638 = -136562.697485 nChanged 183 SP:Iteration 4F (93.656731 sec): 3 clusters Score: Raw -138389.258064 + Penalty 1686.522638 = -136702.735427 nChanged 166 SP:Iteration 5F (93.681903 sec): 3 clusters Score: Raw -138533.259714 + Penalty 1686.522638 = -136846.737076 nChanged 149 SP:Iteration 6Q (93.707514 sec): 3 clusters Score: Raw -138645.565260 + Penalty 1686.522638 = -136959.042623 nChanged 136 SP:Iteration 7Q (93.735913 sec): 3 clusters Score: Raw -138783.077116 + Penalty 1686.522638 = -137096.554478 nChanged 152 SP:Iteration 8Q (93.761522 sec): 3 clusters Score: Raw -138953.361212 + Penalty 1686.522638 = -137266.838574 nChanged 137 SP:Iteration 9Q (93.786926 sec): 3 clusters Score: Raw -139105.563775 + Penalty 1686.522638 = -137419.041137 nChanged 118 SP:Iteration 10Q (93.812163 sec): 3 clusters Score: Raw -139226.061882 + Penalty 1686.522638 = -137539.539244 nChanged 97 SP:Iteration 11Q (93.835127 sec): 3 clusters Score: Raw -139337.347517 + Penalty 1686.522638 = -137650.824879 nChanged 76 SP:Iteration 12Q (93.858007 sec): 3 clusters Score: Raw -139429.865296 + Penalty 1686.522638 = -137743.342658 nChanged 78 SP:Iteration 13Q (93.880888 sec): 3 clusters Score: Raw -139510.495230 + Penalty 1686.522638 = -137823.972592 nChanged 57 SP:Iteration 14Q (93.903659 sec): 3 clusters Score: Raw -139547.261178 + Penalty 1686.522638 = -137860.738540 nChanged 23 SP:Iteration 15Q (93.926352 sec): 3 clusters Score: Raw -139557.007926 + Penalty 1686.522638 = -137870.485288 nChanged 13 SP:Iteration 16Q (93.948984 sec): 3 clusters Score: Raw -139562.777221 + Penalty 1686.522638 = -137876.254583 nChanged 11 SP:Iteration 17Q (93.983490 sec): 3 clusters Score: Raw -139568.311187 + Penalty 1686.522638 = -137881.788549 nChanged 10 SP:Iteration 18Q (94.006719 sec): 3 clusters Score: Raw -139572.048443 + Penalty 1686.522638 = -137885.525805 nChanged 7 SP:Iteration 19Q (94.029971 sec): 3 clusters Score: Raw -139574.403644 + Penalty 1686.522638 = -137887.881006 nChanged 6 SP:Iteration 20F (94.053552 sec): 3 clusters Score: Raw -139575.972460 + Penalty 1686.522638 = -137889.449822 nChanged 6 SP:Iteration 21Q (94.076841 sec): 3 clusters Score: Raw -139578.172253 + Penalty 1686.522638 = -137891.649615 nChanged 6 SP:Iteration 22Q (94.100094 sec): 3 clusters Score: Raw -139579.819054 + Penalty 1686.522638 = -137893.296416 nChanged 4 SP:Iteration 23Q (94.123402 sec): 3 clusters Score: Raw -139580.536765 + Penalty 1686.522638 = -137894.014127 nChanged 2 SP:Iteration 24Q (94.146681 sec): 3 clusters Score: Raw -139580.790965 + Penalty 1686.522638 = -137894.268327 nChanged 3 SP:Iteration 25Q (94.169933 sec): 3 clusters Score: Raw -139581.323974 + Penalty 1686.522638 = -137894.801337 nChanged 0 SP:Iteration 26F (94.192872 sec): 3 clusters Score: Raw -139581.323974 + Penalty 1686.522638 = -137894.801337 nChanged 0 Trying to split cluster 9 (6147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (94.234699 sec): 2 clusters Score: Raw -284581.132576 + Penalty 915.990541 = -283665.142035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (94.277008 sec): 3 clusters Score: Raw -281176.046351 + Penalty 1831.981082 = -279344.065269 nChanged 2644 SP:Iteration 1F (94.325171 sec): 3 clusters Score: Raw -282734.061405 + Penalty 1831.981082 = -280902.080324 nChanged 431 SP:Iteration 2F (94.373030 sec): 3 clusters Score: Raw -282956.476299 + Penalty 1831.981082 = -281124.495217 nChanged 342 SP:Iteration 3F (94.423084 sec): 3 clusters Score: Raw -283115.868469 + Penalty 1831.981082 = -281283.887387 nChanged 280 SP:Iteration 4Q (94.472005 sec): 3 clusters Score: Raw -283251.705340 + Penalty 1831.981082 = -281419.724258 nChanged 261 SP:Iteration 5Q (94.513660 sec): 3 clusters Score: Raw -283417.319218 + Penalty 1831.981082 = -281585.338136 nChanged 306 SP:Iteration 6Q (94.555570 sec): 3 clusters Score: Raw -283616.853360 + Penalty 1831.981082 = -281784.872278 nChanged 318 SP:Iteration 7F (94.596413 sec): 3 clusters Score: Raw -283846.965247 + Penalty 1831.981082 = -282014.984165 nChanged 286 SP:Iteration 8Q (94.642061 sec): 3 clusters Score: Raw -284021.270355 + Penalty 1831.981082 = -282189.289273 nChanged 245 SP:Iteration 9Q (94.683857 sec): 3 clusters Score: Raw -284177.870813 + Penalty 1831.981082 = -282345.889731 nChanged 207 SP:Iteration 10Q (94.725555 sec): 3 clusters Score: Raw -284300.508186 + Penalty 1831.981082 = -282468.527104 nChanged 172 SP:Iteration 11Q (94.767198 sec): 3 clusters Score: Raw -284393.440482 + Penalty 1831.981082 = -282561.459401 nChanged 160 SP:Iteration 12Q (94.808893 sec): 3 clusters Score: Raw -284479.785115 + Penalty 1831.981082 = -282647.804033 nChanged 148 SP:Iteration 13Q (94.850390 sec): 3 clusters Score: Raw -284568.910639 + Penalty 1831.981082 = -282736.929557 nChanged 137 SP:Iteration 14Q (94.891786 sec): 3 clusters Score: Raw -284649.821306 + Penalty 1831.981082 = -282817.840224 nChanged 146 SP:Iteration 15Q (94.933308 sec): 3 clusters Score: Raw -284730.276269 + Penalty 1831.981082 = -282898.295187 nChanged 109 SP:Iteration 16Q (94.974677 sec): 3 clusters Score: Raw -284789.565414 + Penalty 1831.981082 = -282957.584332 nChanged 109 SP:Iteration 17Q (95.016050 sec): 3 clusters Score: Raw -284839.479496 + Penalty 1831.981082 = -283007.498414 nChanged 92 SP:Iteration 18Q (95.057378 sec): 3 clusters Score: Raw -284877.508854 + Penalty 1831.981082 = -283045.527772 nChanged 68 SP:Iteration 19Q (95.098631 sec): 3 clusters Score: Raw -284900.984729 + Penalty 1831.981082 = -283069.003647 nChanged 55 SP:Iteration 20F (95.139709 sec): 3 clusters Score: Raw -284917.942670 + Penalty 1831.981082 = -283085.961588 nChanged 43 SP:Iteration 21Q (95.180948 sec): 3 clusters Score: Raw -284932.793284 + Penalty 1831.981082 = -283100.812202 nChanged 39 SP:Iteration 22Q (95.223987 sec): 3 clusters Score: Raw -284947.221281 + Penalty 1831.981082 = -283115.240199 nChanged 32 SP:Iteration 23Q (95.266791 sec): 3 clusters Score: Raw -284957.423749 + Penalty 1831.981082 = -283125.442667 nChanged 33 SP:Iteration 24Q (95.309637 sec): 3 clusters Score: Raw -284967.399655 + Penalty 1831.981082 = -283135.418573 nChanged 23 SP:Iteration 25Q (95.352430 sec): 3 clusters Score: Raw -284972.646183 + Penalty 1831.981082 = -283140.665101 nChanged 15 SP:Iteration 26Q (95.393838 sec): 3 clusters Score: Raw -284976.627081 + Penalty 1831.981082 = -283144.646000 nChanged 12 SP:Iteration 27Q (95.434836 sec): 3 clusters Score: Raw -284979.267112 + Penalty 1831.981082 = -283147.286031 nChanged 12 SP:Iteration 28Q (95.476036 sec): 3 clusters Score: Raw -284981.402213 + Penalty 1831.981082 = -283149.421131 nChanged 14 SP:Iteration 29Q (95.594749 sec): 3 clusters Score: Raw -284983.775693 + Penalty 1831.981082 = -283151.794611 nChanged 15 SP:Iteration 30Q (95.640584 sec): 3 clusters Score: Raw -284987.356175 + Penalty 1831.981082 = -283155.375093 nChanged 22 SP:Iteration 31Q (95.686793 sec): 3 clusters Score: Raw -284995.328719 + Penalty 1831.981082 = -283163.347637 nChanged 28 SP:Iteration 32Q (95.739016 sec): 3 clusters Score: Raw -285002.711506 + Penalty 1831.981082 = -283170.730424 nChanged 30 SP:Iteration 33Q (95.810348 sec): 3 clusters Score: Raw -285012.445147 + Penalty 1831.981082 = -283180.464065 nChanged 33 SP:Iteration 34Q (95.927614 sec): 3 clusters Score: Raw -285025.232133 + Penalty 1831.981082 = -283193.251051 nChanged 35 SP:Iteration 35Q (95.969090 sec): 3 clusters Score: Raw -285034.485961 + Penalty 1831.981082 = -283202.504879 nChanged 26 SP:Iteration 36Q (96.011187 sec): 3 clusters Score: Raw -285039.387629 + Penalty 1831.981082 = -283207.406547 nChanged 20 SP:Iteration 37Q (96.052635 sec): 3 clusters Score: Raw -285043.783844 + Penalty 1831.981082 = -283211.802762 nChanged 17 SP:Iteration 38Q (96.095231 sec): 3 clusters Score: Raw -285047.354484 + Penalty 1831.981082 = -283215.373402 nChanged 11 SP:Iteration 39Q (96.140669 sec): 3 clusters Score: Raw -285049.104498 + Penalty 1831.981082 = -283217.123416 nChanged 9 SP:Iteration 40F (96.185734 sec): 3 clusters Score: Raw -285051.330950 + Penalty 1831.981082 = -283219.349868 nChanged 10 SP:Iteration 41Q (96.230942 sec): 3 clusters Score: Raw -285053.656973 + Penalty 1831.981082 = -283221.675891 nChanged 10 SP:Iteration 42Q (96.276200 sec): 3 clusters Score: Raw -285055.611665 + Penalty 1831.981082 = -283223.630583 nChanged 8 SP:Iteration 43Q (96.321285 sec): 3 clusters Score: Raw -285057.114689 + Penalty 1831.981082 = -283225.133607 nChanged 5 SP:Iteration 44Q (96.366494 sec): 3 clusters Score: Raw -285058.108654 + Penalty 1831.981082 = -283226.127573 nChanged 2 SP:Iteration 45Q (96.411447 sec): 3 clusters Score: Raw -285058.398918 + Penalty 1831.981082 = -283226.417836 nChanged 1 SP:Iteration 46Q (96.456764 sec): 3 clusters Score: Raw -285058.607510 + Penalty 1831.981082 = -283226.626428 nChanged 1 SP:Iteration 47Q (96.502382 sec): 3 clusters Score: Raw -285058.931084 + Penalty 1831.981082 = -283226.950002 nChanged 2 SP:Iteration 48Q (96.650565 sec): 3 clusters Score: Raw -285059.166556 + Penalty 1831.981082 = -283227.185474 nChanged 3 SP:Iteration 49Q (96.690617 sec): 3 clusters Score: Raw -285059.396379 + Penalty 1831.981082 = -283227.415297 nChanged 2 SP:Iteration 50Q (96.736455 sec): 3 clusters Score: Raw -285059.603544 + Penalty 1831.981082 = -283227.622462 nChanged 3 SP:Iteration 51Q (96.783772 sec): 3 clusters Score: Raw -285059.768738 + Penalty 1831.981082 = -283227.787656 nChanged 0 SP:Iteration 52F (96.854717 sec): 3 clusters Score: Raw -285059.768738 + Penalty 1831.981082 = -283227.787656 nChanged 0 Trying to split cluster 10 (1180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.931936 sec): 2 clusters Score: Raw -43521.725857 + Penalty 742.693320 = -42779.032537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.041415 sec): 3 clusters Score: Raw -43056.583429 + Penalty 1485.386641 = -41571.196788 nChanged 410 SP:Iteration 1F (97.130984 sec): 3 clusters Score: Raw -43399.414917 + Penalty 1485.386641 = -41914.028276 nChanged 115 SP:Iteration 2F (97.165924 sec): 3 clusters Score: Raw -43538.580813 + Penalty 1485.386641 = -42053.194172 nChanged 83 SP:Iteration 3F (97.176341 sec): 3 clusters Score: Raw -43618.685339 + Penalty 1485.386641 = -42133.298698 nChanged 47 SP:Iteration 4Q (97.187021 sec): 3 clusters Score: Raw -43664.753350 + Penalty 1485.386641 = -42179.366710 nChanged 49 SP:Iteration 5Q (97.197432 sec): 3 clusters Score: Raw -43717.131870 + Penalty 1485.386641 = -42231.745229 nChanged 42 SP:Iteration 6Q (97.207945 sec): 3 clusters Score: Raw -43767.894056 + Penalty 1485.386641 = -42282.507415 nChanged 42 SP:Iteration 7Q (97.218364 sec): 3 clusters Score: Raw -43814.213550 + Penalty 1485.386641 = -42328.826909 nChanged 24 SP:Iteration 8Q (97.228809 sec): 3 clusters Score: Raw -43843.662019 + Penalty 1485.386641 = -42358.275378 nChanged 19 SP:Iteration 9Q (97.240862 sec): 3 clusters Score: Raw -43855.295097 + Penalty 1485.386641 = -42369.908456 nChanged 12 SP:Iteration 10Q (97.251326 sec): 3 clusters Score: Raw -43862.321051 + Penalty 1485.386641 = -42376.934411 nChanged 10 SP:Iteration 11Q (97.261679 sec): 3 clusters Score: Raw -43872.700890 + Penalty 1485.386641 = -42387.314250 nChanged 13 SP:Iteration 12Q (97.272048 sec): 3 clusters Score: Raw -43879.550752 + Penalty 1485.386641 = -42394.164111 nChanged 14 SP:Iteration 13Q (97.282376 sec): 3 clusters Score: Raw -43886.909757 + Penalty 1485.386641 = -42401.523116 nChanged 17 SP:Iteration 14Q (97.292813 sec): 3 clusters Score: Raw -43902.998929 + Penalty 1485.386641 = -42417.612289 nChanged 15 SP:Iteration 15Q (97.303160 sec): 3 clusters Score: Raw -43909.686502 + Penalty 1485.386641 = -42424.299861 nChanged 6 SP:Iteration 16Q (97.321619 sec): 3 clusters Score: Raw -43911.141320 + Penalty 1485.386641 = -42425.754679 nChanged 1 SP:Iteration 17Q (97.331930 sec): 3 clusters Score: Raw -43911.691352 + Penalty 1485.386641 = -42426.304711 nChanged 3 SP:Iteration 18Q (97.342239 sec): 3 clusters Score: Raw -43912.826415 + Penalty 1485.386641 = -42427.439775 nChanged 3 SP:Iteration 19Q (97.352551 sec): 3 clusters Score: Raw -43914.853861 + Penalty 1485.386641 = -42429.467220 nChanged 1 SP:Iteration 20F (97.362879 sec): 3 clusters Score: Raw -43915.108390 + Penalty 1485.386641 = -42429.721749 nChanged 1 SP:Iteration 21Q (97.373279 sec): 3 clusters Score: Raw -43918.108000 + Penalty 1485.386641 = -42432.721359 nChanged 4 SP:Iteration 22Q (97.383605 sec): 3 clusters Score: Raw -43920.530978 + Penalty 1485.386641 = -42435.144337 nChanged 1 SP:Iteration 23Q (97.393911 sec): 3 clusters Score: Raw -43920.773188 + Penalty 1485.386641 = -42435.386548 nChanged 0 SP:Iteration 24F (97.404174 sec): 3 clusters Score: Raw -43920.773188 + Penalty 1485.386641 = -42435.386548 nChanged 0 Trying to split cluster 11 (963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.443075 sec): 2 clusters Score: Raw -40998.054668 + Penalty 721.355608 = -40276.699060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.452542 sec): 3 clusters Score: Raw -40611.265302 + Penalty 1442.711216 = -39168.554085 nChanged 335 SP:Iteration 1F (97.461444 sec): 3 clusters Score: Raw -40884.986639 + Penalty 1442.711216 = -39442.275423 nChanged 91 SP:Iteration 2F (97.470362 sec): 3 clusters Score: Raw -41003.174511 + Penalty 1442.711216 = -39560.463294 nChanged 61 SP:Iteration 3F (97.540311 sec): 3 clusters Score: Raw -41074.835692 + Penalty 1442.711216 = -39632.124476 nChanged 50 SP:Iteration 4F (97.549467 sec): 3 clusters Score: Raw -41134.972769 + Penalty 1442.711216 = -39692.261552 nChanged 33 SP:Iteration 5Q (97.558576 sec): 3 clusters Score: Raw -41189.801535 + Penalty 1442.711216 = -39747.090319 nChanged 36 SP:Iteration 6Q (97.567603 sec): 3 clusters Score: Raw -41240.671669 + Penalty 1442.711216 = -39797.960452 nChanged 17 SP:Iteration 7Q (97.576599 sec): 3 clusters Score: Raw -41256.231980 + Penalty 1442.711216 = -39813.520763 nChanged 12 SP:Iteration 8Q (97.585612 sec): 3 clusters Score: Raw -41264.142170 + Penalty 1442.711216 = -39821.430953 nChanged 7 SP:Iteration 9Q (97.594613 sec): 3 clusters Score: Raw -41270.210078 + Penalty 1442.711216 = -39827.498862 nChanged 5 SP:Iteration 10Q (97.603592 sec): 3 clusters Score: Raw -41280.304722 + Penalty 1442.711216 = -39837.593505 nChanged 14 SP:Iteration 11Q (97.612607 sec): 3 clusters Score: Raw -41295.293447 + Penalty 1442.711216 = -39852.582230 nChanged 10 SP:Iteration 12Q (97.621628 sec): 3 clusters Score: Raw -41302.535421 + Penalty 1442.711216 = -39859.824205 nChanged 5 SP:Iteration 13Q (97.630604 sec): 3 clusters Score: Raw -41304.632624 + Penalty 1442.711216 = -39861.921408 nChanged 0 SP:Iteration 14F (97.639478 sec): 3 clusters Score: Raw -41304.632624 + Penalty 1442.711216 = -39861.921408 nChanged 0 Trying to split cluster 12 (2903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.674890 sec): 2 clusters Score: Raw -136679.952242 + Penalty 837.217496 = -135842.734745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.697970 sec): 3 clusters Score: Raw -135183.608208 + Penalty 1674.434992 = -133509.173215 nChanged 1167 SP:Iteration 1F (97.720374 sec): 3 clusters Score: Raw -135913.568167 + Penalty 1674.434992 = -134239.133175 nChanged 254 SP:Iteration 2F (97.742140 sec): 3 clusters Score: Raw -136145.688272 + Penalty 1674.434992 = -134471.253280 nChanged 212 SP:Iteration 3F (97.764639 sec): 3 clusters Score: Raw -136335.626767 + Penalty 1674.434992 = -134661.191775 nChanged 210 SP:Iteration 4F (97.787085 sec): 3 clusters Score: Raw -136534.104076 + Penalty 1674.434992 = -134859.669083 nChanged 173 SP:Iteration 5F (97.809419 sec): 3 clusters Score: Raw -136698.768134 + Penalty 1674.434992 = -135024.333141 nChanged 155 SP:Iteration 6F (97.831842 sec): 3 clusters Score: Raw -136818.459322 + Penalty 1674.434992 = -135144.024329 nChanged 112 SP:Iteration 7Q (97.854607 sec): 3 clusters Score: Raw -136893.105509 + Penalty 1674.434992 = -135218.670517 nChanged 84 SP:Iteration 8Q (97.878449 sec): 3 clusters Score: Raw -136933.268366 + Penalty 1674.434992 = -135258.833374 nChanged 71 SP:Iteration 9Q (97.900863 sec): 3 clusters Score: Raw -136972.335792 + Penalty 1674.434992 = -135297.900800 nChanged 67 SP:Iteration 10Q (97.922786 sec): 3 clusters Score: Raw -137007.496165 + Penalty 1674.434992 = -135333.061173 nChanged 58 SP:Iteration 11Q (97.944731 sec): 3 clusters Score: Raw -137036.548404 + Penalty 1674.434992 = -135362.113411 nChanged 47 SP:Iteration 12Q (97.966762 sec): 3 clusters Score: Raw -137059.447163 + Penalty 1674.434992 = -135385.012171 nChanged 51 SP:Iteration 13Q (97.988588 sec): 3 clusters Score: Raw -137085.579067 + Penalty 1674.434992 = -135411.144074 nChanged 51 SP:Iteration 14Q (98.010667 sec): 3 clusters Score: Raw -137108.969237 + Penalty 1674.434992 = -135434.534245 nChanged 44 SP:Iteration 15Q (98.032591 sec): 3 clusters Score: Raw -137130.822823 + Penalty 1674.434992 = -135456.387830 nChanged 36 SP:Iteration 16Q (98.054502 sec): 3 clusters Score: Raw -137146.573206 + Penalty 1674.434992 = -135472.138213 nChanged 33 SP:Iteration 17Q (98.076251 sec): 3 clusters Score: Raw -137159.083153 + Penalty 1674.434992 = -135484.648161 nChanged 29 SP:Iteration 18Q (98.110947 sec): 3 clusters Score: Raw -137170.196031 + Penalty 1674.434992 = -135495.761038 nChanged 23 SP:Iteration 19Q (98.132869 sec): 3 clusters Score: Raw -137179.419912 + Penalty 1674.434992 = -135504.984920 nChanged 24 SP:Iteration 20F (98.154245 sec): 3 clusters Score: Raw -137188.040228 + Penalty 1674.434992 = -135513.605235 nChanged 21 SP:Iteration 21Q (98.175905 sec): 3 clusters Score: Raw -137200.143264 + Penalty 1674.434992 = -135525.708271 nChanged 24 SP:Iteration 22Q (98.197758 sec): 3 clusters Score: Raw -137207.681602 + Penalty 1674.434992 = -135533.246610 nChanged 13 SP:Iteration 23Q (98.219466 sec): 3 clusters Score: Raw -137210.906780 + Penalty 1674.434992 = -135536.471787 nChanged 11 SP:Iteration 24Q (98.241383 sec): 3 clusters Score: Raw -137215.367912 + Penalty 1674.434992 = -135540.932920 nChanged 10 SP:Iteration 25Q (98.263716 sec): 3 clusters Score: Raw -137218.704021 + Penalty 1674.434992 = -135544.269029 nChanged 7 SP:Iteration 26Q (98.285939 sec): 3 clusters Score: Raw -137220.511567 + Penalty 1674.434992 = -135546.076575 nChanged 10 SP:Iteration 27Q (98.308185 sec): 3 clusters Score: Raw -137224.179407 + Penalty 1674.434992 = -135549.744415 nChanged 4 SP:Iteration 28Q (98.330386 sec): 3 clusters Score: Raw -137225.355480 + Penalty 1674.434992 = -135550.920487 nChanged 2 SP:Iteration 29Q (98.352482 sec): 3 clusters Score: Raw -137225.778609 + Penalty 1674.434992 = -135551.343616 nChanged 2 SP:Iteration 30Q (98.374791 sec): 3 clusters Score: Raw -137226.060376 + Penalty 1674.434992 = -135551.625384 nChanged 1 SP:Iteration 31Q (98.396991 sec): 3 clusters Score: Raw -137226.389802 + Penalty 1674.434992 = -135551.954809 nChanged 3 SP:Iteration 32Q (98.419184 sec): 3 clusters Score: Raw -137227.029446 + Penalty 1674.434992 = -135552.594454 nChanged 3 SP:Iteration 33Q (98.441518 sec): 3 clusters Score: Raw -137228.580910 + Penalty 1674.434992 = -135554.145918 nChanged 5 SP:Iteration 34Q (98.463280 sec): 3 clusters Score: Raw -137230.615569 + Penalty 1674.434992 = -135556.180577 nChanged 6 SP:Iteration 35Q (98.484929 sec): 3 clusters Score: Raw -137232.084555 + Penalty 1674.434992 = -135557.649563 nChanged 5 SP:Iteration 36Q (98.507408 sec): 3 clusters Score: Raw -137233.858906 + Penalty 1674.434992 = -135559.423914 nChanged 5 SP:Iteration 37Q (98.529062 sec): 3 clusters Score: Raw -137235.576572 + Penalty 1674.434992 = -135561.141580 nChanged 4 SP:Iteration 38Q (98.550695 sec): 3 clusters Score: Raw -137237.728608 + Penalty 1674.434992 = -135563.293615 nChanged 6 SP:Iteration 39Q (98.572414 sec): 3 clusters Score: Raw -137240.006671 + Penalty 1674.434992 = -135565.571679 nChanged 3 SP:Iteration 40F (98.593823 sec): 3 clusters Score: Raw -137240.744272 + Penalty 1674.434992 = -135566.309279 nChanged 4 SP:Iteration 41Q (98.615462 sec): 3 clusters Score: Raw -137242.146540 + Penalty 1674.434992 = -135567.711548 nChanged 6 SP:Iteration 42Q (98.637150 sec): 3 clusters Score: Raw -137243.912650 + Penalty 1674.434992 = -135569.477657 nChanged 7 SP:Iteration 43Q (98.659584 sec): 3 clusters Score: Raw -137245.819547 + Penalty 1674.434992 = -135571.384555 nChanged 9 SP:Iteration 44Q (98.681150 sec): 3 clusters Score: Raw -137248.168900 + Penalty 1674.434992 = -135573.733908 nChanged 8 SP:Iteration 45Q (98.702835 sec): 3 clusters Score: Raw -137250.250474 + Penalty 1674.434992 = -135575.815482 nChanged 3 SP:Iteration 46Q (98.724471 sec): 3 clusters Score: Raw -137251.063613 + Penalty 1674.434992 = -135576.628621 nChanged 3 SP:Iteration 47Q (98.746023 sec): 3 clusters Score: Raw -137252.169780 + Penalty 1674.434992 = -135577.734787 nChanged 0 SP:Iteration 48F (98.767149 sec): 3 clusters Score: Raw -137252.169780 + Penalty 1674.434992 = -135577.734787 nChanged 0 Trying to split cluster 13 (799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (98.825777 sec): 2 clusters Score: Raw -20698.283990 + Penalty 701.752899 = -19996.531091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (98.863858 sec): 3 clusters Score: Raw -20436.880561 + Penalty 1403.505799 = -19033.374763 nChanged 269 SP:Iteration 1F (98.871817 sec): 3 clusters Score: Raw -20748.857035 + Penalty 1403.505799 = -19345.351236 nChanged 72 SP:Iteration 2F (98.879659 sec): 3 clusters Score: Raw -20854.164956 + Penalty 1403.505799 = -19450.659158 nChanged 36 SP:Iteration 3Q (98.887584 sec): 3 clusters Score: Raw -20890.326813 + Penalty 1403.505799 = -19486.821014 nChanged 22 SP:Iteration 4Q (98.895516 sec): 3 clusters Score: Raw -20904.304844 + Penalty 1403.505799 = -19500.799045 nChanged 7 SP:Iteration 5Q (98.903418 sec): 3 clusters Score: Raw -20910.458129 + Penalty 1403.505799 = -19506.952331 nChanged 13 SP:Iteration 6Q (98.911325 sec): 3 clusters Score: Raw -20920.426328 + Penalty 1403.505799 = -19516.920530 nChanged 9 SP:Iteration 7Q (98.919239 sec): 3 clusters Score: Raw -20927.393757 + Penalty 1403.505799 = -19523.887958 nChanged 6 SP:Iteration 8Q (98.927187 sec): 3 clusters Score: Raw -20934.092615 + Penalty 1403.505799 = -19530.586816 nChanged 9 SP:Iteration 9Q (98.935113 sec): 3 clusters Score: Raw -20943.909074 + Penalty 1403.505799 = -19540.403275 nChanged 12 SP:Iteration 10Q (98.942980 sec): 3 clusters Score: Raw -20956.716642 + Penalty 1403.505799 = -19553.210844 nChanged 11 SP:Iteration 11Q (98.950862 sec): 3 clusters Score: Raw -20967.961722 + Penalty 1403.505799 = -19564.455923 nChanged 7 SP:Iteration 12Q (98.958764 sec): 3 clusters Score: Raw -20977.193552 + Penalty 1403.505799 = -19573.687753 nChanged 8 SP:Iteration 13Q (98.966648 sec): 3 clusters Score: Raw -20990.970645 + Penalty 1403.505799 = -19587.464846 nChanged 7 SP:Iteration 14Q (98.974517 sec): 3 clusters Score: Raw -21005.065407 + Penalty 1403.505799 = -19601.559609 nChanged 5 SP:Iteration 15Q (98.982391 sec): 3 clusters Score: Raw -21018.363378 + Penalty 1403.505799 = -19614.857580 nChanged 4 SP:Iteration 16Q (98.990275 sec): 3 clusters Score: Raw -21021.625588 + Penalty 1403.505799 = -19618.119789 nChanged 4 SP:Iteration 17Q (98.997979 sec): 3 clusters Score: Raw -21023.266175 + Penalty 1403.505799 = -19619.760376 nChanged 2 SP:Iteration 18Q (99.005859 sec): 3 clusters Score: Raw -21024.413491 + Penalty 1403.505799 = -19620.907692 nChanged 2 SP:Iteration 19Q (99.013687 sec): 3 clusters Score: Raw -21028.526792 + Penalty 1403.505799 = -19625.020994 nChanged 2 SP:Iteration 20F (99.021767 sec): 3 clusters Score: Raw -21031.530595 + Penalty 1403.505799 = -19628.024797 nChanged 6 SP:Iteration 21Q (99.029622 sec): 3 clusters Score: Raw -21037.181917 + Penalty 1403.505799 = -19633.676118 nChanged 7 SP:Iteration 22Q (99.037479 sec): 3 clusters Score: Raw -21040.880066 + Penalty 1403.505799 = -19637.374267 nChanged 2 SP:Iteration 23Q (99.045325 sec): 3 clusters Score: Raw -21045.287607 + Penalty 1403.505799 = -19641.781809 nChanged 1 SP:Iteration 24Q (99.053147 sec): 3 clusters Score: Raw -21047.109144 + Penalty 1403.505799 = -19643.603345 nChanged 1 SP:Iteration 25Q (99.061017 sec): 3 clusters Score: Raw -21047.805986 + Penalty 1403.505799 = -19644.300187 nChanged 0 SP:Iteration 26F (99.068799 sec): 3 clusters Score: Raw -21047.805986 + Penalty 1403.505799 = -19644.300187 nChanged 0 Iteration 139Q (99.399451 sec): 14 clusters Score: Raw -1490670.253305 + Penalty 14262.060146 = -1476408.193158 nChanged 32 Iteration 140F (99.898021 sec): 14 clusters Score: Raw -1490678.407640 + Penalty 14262.060146 = -1476416.347493 nChanged 31 Iteration 141Q (100.193832 sec): 14 clusters Score: Raw -1490685.187587 + Penalty 14262.060146 = -1476423.127440 nChanged 30 Iteration 142Q (100.496332 sec): 14 clusters Score: Raw -1490691.250220 + Penalty 14262.060146 = -1476429.190074 nChanged 26 Iteration 143Q (100.793193 sec): 14 clusters Score: Raw -1490696.906551 + Penalty 14262.060146 = -1476434.846405 nChanged 29 Iteration 144Q (101.092720 sec): 14 clusters Score: Raw -1490703.348694 + Penalty 14262.060146 = -1476441.288548 nChanged 28 Iteration 145Q (101.750509 sec): 14 clusters Score: Raw -1490708.390248 + Penalty 14262.060146 = -1476446.330102 nChanged 20 Iteration 146Q (102.279741 sec): 14 clusters Score: Raw -1490711.501634 + Penalty 14262.060146 = -1476449.441487 nChanged 16 Iteration 147Q (102.593841 sec): 14 clusters Score: Raw -1490714.876883 + Penalty 14262.060146 = -1476452.816737 nChanged 22 Iteration 148Q (102.884846 sec): 14 clusters Score: Raw -1490718.946824 + Penalty 14262.060146 = -1476456.886678 nChanged 23 Iteration 149Q (103.169998 sec): 14 clusters Score: Raw -1490723.659817 + Penalty 14262.060146 = -1476461.599671 nChanged 29 Iteration 150Q (103.532569 sec): 14 clusters Score: Raw -1490730.148285 + Penalty 14262.060146 = -1476468.088139 nChanged 28 Iteration 151Q (103.851056 sec): 14 clusters Score: Raw -1490737.046666 + Penalty 14262.060146 = -1476474.986519 nChanged 22 Iteration 152Q (104.138803 sec): 14 clusters Score: Raw -1490742.372861 + Penalty 14262.060146 = -1476480.312715 nChanged 30 Iteration 153Q (104.490436 sec): 14 clusters Score: Raw -1490749.602128 + Penalty 14262.060146 = -1476487.541981 nChanged 25 Iteration 154Q (104.809939 sec): 14 clusters Score: Raw -1490754.597717 + Penalty 14262.060146 = -1476492.537571 nChanged 20 Iteration 155Q (105.096516 sec): 14 clusters Score: Raw -1490757.426602 + Penalty 14262.060146 = -1476495.366456 nChanged 22 Iteration 156Q (105.384115 sec): 14 clusters Score: Raw -1490761.443955 + Penalty 14262.060146 = -1476499.383808 nChanged 11 Iteration 157Q (106.026828 sec): 14 clusters Score: Raw -1490763.403144 + Penalty 14262.060146 = -1476501.342997 nChanged 9 Iteration 158Q (106.342270 sec): 14 clusters Score: Raw -1490765.071032 + Penalty 14262.060146 = -1476503.010885 nChanged 8 Iteration 159Q (106.632090 sec): 14 clusters Score: Raw -1490766.428390 + Penalty 14262.060146 = -1476504.368244 nChanged 6 Iteration 160F (107.119538 sec): 14 clusters Score: Raw -1490767.366159 + Penalty 14262.060146 = -1476505.306012 nChanged 8 Iteration 161Q (107.470995 sec): 14 clusters Score: Raw -1490768.784415 + Penalty 14262.060146 = -1476506.724269 nChanged 8 Iteration 162Q (107.793698 sec): 14 clusters Score: Raw -1490769.621423 + Penalty 14262.060146 = -1476507.561277 nChanged 9 Iteration 163Q (108.074754 sec): 14 clusters Score: Raw -1490770.995752 + Penalty 14262.060146 = -1476508.935605 nChanged 1 Iteration 164Q (108.569508 sec): 14 clusters Score: Raw -1490771.117911 + Penalty 14262.060146 = -1476509.057765 nChanged 2 Iteration 165Q (108.883605 sec): 14 clusters Score: Raw -1490771.281691 + Penalty 14262.060146 = -1476509.221545 nChanged 0 Iteration 166F (109.392460 sec): 14 clusters Score: Raw -1490771.281691 + Penalty 14262.060146 = -1476509.221545 nChanged 0 Compute initial score before splitting: Score: Raw -1490771.281691 + Penalty 14262.060146 = -1476509.221545 Trying to split cluster 1 (1577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.424365 sec): 2 clusters Score: Raw -74314.531433 + Penalty 773.144357 = -73541.387076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.440578 sec): 3 clusters Score: Raw -73625.705055 + Penalty 1546.288713 = -72079.416342 nChanged 577 SP:Iteration 1F (109.455949 sec): 3 clusters Score: Raw -73997.798827 + Penalty 1546.288713 = -72451.510113 nChanged 119 SP:Iteration 2F (109.471273 sec): 3 clusters Score: Raw -74071.496560 + Penalty 1546.288713 = -72525.207847 nChanged 67 SP:Iteration 3Q (109.490182 sec): 3 clusters Score: Raw -74119.420771 + Penalty 1546.288713 = -72573.132058 nChanged 62 SP:Iteration 4Q (109.509008 sec): 3 clusters Score: Raw -74169.779526 + Penalty 1546.288713 = -72623.490812 nChanged 53 SP:Iteration 5Q (109.527779 sec): 3 clusters Score: Raw -74208.301865 + Penalty 1546.288713 = -72662.013152 nChanged 46 SP:Iteration 6Q (109.564705 sec): 3 clusters Score: Raw -74248.674728 + Penalty 1546.288713 = -72702.386014 nChanged 45 SP:Iteration 7Q (109.580445 sec): 3 clusters Score: Raw -74286.106363 + Penalty 1546.288713 = -72739.817649 nChanged 34 SP:Iteration 8Q (109.596111 sec): 3 clusters Score: Raw -74313.910460 + Penalty 1546.288713 = -72767.621746 nChanged 37 SP:Iteration 9Q (109.612006 sec): 3 clusters Score: Raw -74334.288345 + Penalty 1546.288713 = -72787.999631 nChanged 40 SP:Iteration 10Q (109.627683 sec): 3 clusters Score: Raw -74356.022456 + Penalty 1546.288713 = -72809.733743 nChanged 29 SP:Iteration 11Q (109.643139 sec): 3 clusters Score: Raw -74369.192452 + Penalty 1546.288713 = -72822.903739 nChanged 13 SP:Iteration 12Q (109.658631 sec): 3 clusters Score: Raw -74375.252264 + Penalty 1546.288713 = -72828.963550 nChanged 13 SP:Iteration 13Q (109.674000 sec): 3 clusters Score: Raw -74379.228532 + Penalty 1546.288713 = -72832.939818 nChanged 11 SP:Iteration 14Q (109.690036 sec): 3 clusters Score: Raw -74384.337404 + Penalty 1546.288713 = -72838.048691 nChanged 13 SP:Iteration 15Q (109.706039 sec): 3 clusters Score: Raw -74393.189428 + Penalty 1546.288713 = -72846.900714 nChanged 11 SP:Iteration 16Q (109.722038 sec): 3 clusters Score: Raw -74399.172934 + Penalty 1546.288713 = -72852.884220 nChanged 14 SP:Iteration 17Q (109.738111 sec): 3 clusters Score: Raw -74405.469207 + Penalty 1546.288713 = -72859.180493 nChanged 14 SP:Iteration 18Q (109.754210 sec): 3 clusters Score: Raw -74411.273422 + Penalty 1546.288713 = -72864.984709 nChanged 14 SP:Iteration 19Q (109.770136 sec): 3 clusters Score: Raw -74417.183762 + Penalty 1546.288713 = -72870.895049 nChanged 13 SP:Iteration 20F (109.786071 sec): 3 clusters Score: Raw -74423.995492 + Penalty 1546.288713 = -72877.706779 nChanged 14 SP:Iteration 21Q (109.801966 sec): 3 clusters Score: Raw -74431.220462 + Penalty 1546.288713 = -72884.931748 nChanged 14 SP:Iteration 22Q (109.817950 sec): 3 clusters Score: Raw -74438.312501 + Penalty 1546.288713 = -72892.023788 nChanged 15 SP:Iteration 23Q (109.833850 sec): 3 clusters Score: Raw -74445.892196 + Penalty 1546.288713 = -72899.603483 nChanged 17 SP:Iteration 24Q (109.849702 sec): 3 clusters Score: Raw -74460.063128 + Penalty 1546.288713 = -72913.774415 nChanged 24 SP:Iteration 25Q (109.865495 sec): 3 clusters Score: Raw -74477.618131 + Penalty 1546.288713 = -72931.329417 nChanged 21 SP:Iteration 26Q (109.881399 sec): 3 clusters Score: Raw -74489.232635 + Penalty 1546.288713 = -72942.943922 nChanged 10 SP:Iteration 27Q (109.896806 sec): 3 clusters Score: Raw -74494.631782 + Penalty 1546.288713 = -72948.343069 nChanged 8 SP:Iteration 28Q (109.912122 sec): 3 clusters Score: Raw -74498.514823 + Penalty 1546.288713 = -72952.226110 nChanged 7 SP:Iteration 29Q (109.927351 sec): 3 clusters Score: Raw -74500.541642 + Penalty 1546.288713 = -72954.252929 nChanged 5 SP:Iteration 30Q (109.942651 sec): 3 clusters Score: Raw -74503.107225 + Penalty 1546.288713 = -72956.818512 nChanged 5 SP:Iteration 31Q (109.957957 sec): 3 clusters Score: Raw -74504.349579 + Penalty 1546.288713 = -72958.060866 nChanged 3 SP:Iteration 32Q (109.973154 sec): 3 clusters Score: Raw -74505.158829 + Penalty 1546.288713 = -72958.870115 nChanged 4 SP:Iteration 33Q (109.988378 sec): 3 clusters Score: Raw -74506.415649 + Penalty 1546.288713 = -72960.126936 nChanged 2 SP:Iteration 34Q (110.003675 sec): 3 clusters Score: Raw -74507.487211 + Penalty 1546.288713 = -72961.198498 nChanged 5 SP:Iteration 35Q (110.018932 sec): 3 clusters Score: Raw -74509.086464 + Penalty 1546.288713 = -72962.797751 nChanged 3 SP:Iteration 36Q (110.034202 sec): 3 clusters Score: Raw -74509.853750 + Penalty 1546.288713 = -72963.565037 nChanged 4 SP:Iteration 37Q (110.049444 sec): 3 clusters Score: Raw -74511.454749 + Penalty 1546.288713 = -72965.166035 nChanged 1 SP:Iteration 38Q (110.149737 sec): 3 clusters Score: Raw -74512.403858 + Penalty 1546.288713 = -72966.115145 nChanged 2 SP:Iteration 39Q (110.185664 sec): 3 clusters Score: Raw -74514.083456 + Penalty 1546.288713 = -72967.794742 nChanged 1 SP:Iteration 40F (110.198481 sec): 3 clusters Score: Raw -74514.366481 + Penalty 1546.288713 = -72968.077768 nChanged 0 Trying to split cluster 2 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.223996 sec): 2 clusters Score: Raw -52196.664689 + Penalty 762.059306 = -51434.605383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.236882 sec): 3 clusters Score: Raw -51554.820979 + Penalty 1524.118612 = -50030.702367 nChanged 532 SP:Iteration 1F (110.248875 sec): 3 clusters Score: Raw -51985.663673 + Penalty 1524.118612 = -50461.545061 nChanged 147 SP:Iteration 2F (110.260882 sec): 3 clusters Score: Raw -52121.405276 + Penalty 1524.118612 = -50597.286664 nChanged 87 SP:Iteration 3F (110.272736 sec): 3 clusters Score: Raw -52199.764734 + Penalty 1524.118612 = -50675.646121 nChanged 69 SP:Iteration 4Q (110.284842 sec): 3 clusters Score: Raw -52253.494790 + Penalty 1524.118612 = -50729.376178 nChanged 57 SP:Iteration 5Q (110.296940 sec): 3 clusters Score: Raw -52289.427352 + Penalty 1524.118612 = -50765.308740 nChanged 32 SP:Iteration 6Q (110.309033 sec): 3 clusters Score: Raw -52318.504705 + Penalty 1524.118612 = -50794.386093 nChanged 48 SP:Iteration 7Q (110.321113 sec): 3 clusters Score: Raw -52356.038806 + Penalty 1524.118612 = -50831.920194 nChanged 33 SP:Iteration 8Q (110.333194 sec): 3 clusters Score: Raw -52379.829628 + Penalty 1524.118612 = -50855.711016 nChanged 26 SP:Iteration 9Q (110.345786 sec): 3 clusters Score: Raw -52399.796409 + Penalty 1524.118612 = -50875.677797 nChanged 24 SP:Iteration 10Q (110.357897 sec): 3 clusters Score: Raw -52414.527175 + Penalty 1524.118612 = -50890.408562 nChanged 24 SP:Iteration 11Q (110.369953 sec): 3 clusters Score: Raw -52429.197719 + Penalty 1524.118612 = -50905.079107 nChanged 23 SP:Iteration 12Q (110.382064 sec): 3 clusters Score: Raw -52443.790220 + Penalty 1524.118612 = -50919.671608 nChanged 16 SP:Iteration 13Q (110.394485 sec): 3 clusters Score: Raw -52452.691381 + Penalty 1524.118612 = -50928.572769 nChanged 9 SP:Iteration 14Q (110.406785 sec): 3 clusters Score: Raw -52455.463140 + Penalty 1524.118612 = -50931.344528 nChanged 7 SP:Iteration 15Q (110.418803 sec): 3 clusters Score: Raw -52459.689254 + Penalty 1524.118612 = -50935.570642 nChanged 9 SP:Iteration 16Q (110.430821 sec): 3 clusters Score: Raw -52466.289759 + Penalty 1524.118612 = -50942.171146 nChanged 10 SP:Iteration 17Q (110.442958 sec): 3 clusters Score: Raw -52473.142947 + Penalty 1524.118612 = -50949.024334 nChanged 13 SP:Iteration 18Q (110.455722 sec): 3 clusters Score: Raw -52480.607903 + Penalty 1524.118612 = -50956.489291 nChanged 10 SP:Iteration 19Q (110.467804 sec): 3 clusters Score: Raw -52488.991580 + Penalty 1524.118612 = -50964.872968 nChanged 10 SP:Iteration 20F (110.479609 sec): 3 clusters Score: Raw -52495.917368 + Penalty 1524.118612 = -50971.798756 nChanged 9 SP:Iteration 21Q (110.491602 sec): 3 clusters Score: Raw -52499.585740 + Penalty 1524.118612 = -50975.467128 nChanged 7 SP:Iteration 22Q (110.503654 sec): 3 clusters Score: Raw -52502.245480 + Penalty 1524.118612 = -50978.126868 nChanged 6 SP:Iteration 23Q (110.515629 sec): 3 clusters Score: Raw -52504.740627 + Penalty 1524.118612 = -50980.622015 nChanged 6 SP:Iteration 24Q (110.527640 sec): 3 clusters Score: Raw -52505.949039 + Penalty 1524.118612 = -50981.830426 nChanged 2 SP:Iteration 25Q (110.539645 sec): 3 clusters Score: Raw -52506.462322 + Penalty 1524.118612 = -50982.343710 nChanged 3 SP:Iteration 26Q (110.551621 sec): 3 clusters Score: Raw -52507.449909 + Penalty 1524.118612 = -50983.331297 nChanged 2 SP:Iteration 27Q (110.563989 sec): 3 clusters Score: Raw -52508.212346 + Penalty 1524.118612 = -50984.093734 nChanged 3 SP:Iteration 28Q (110.595504 sec): 3 clusters Score: Raw -52510.415833 + Penalty 1524.118612 = -50986.297221 nChanged 3 SP:Iteration 29Q (110.607778 sec): 3 clusters Score: Raw -52512.453595 + Penalty 1524.118612 = -50988.334983 nChanged 5 SP:Iteration 30Q (110.620086 sec): 3 clusters Score: Raw -52515.063235 + Penalty 1524.118612 = -50990.944623 nChanged 5 SP:Iteration 31Q (110.632354 sec): 3 clusters Score: Raw -52518.243247 + Penalty 1524.118612 = -50994.124634 nChanged 4 SP:Iteration 32Q (110.644640 sec): 3 clusters Score: Raw -52520.369016 + Penalty 1524.118612 = -50996.250404 nChanged 5 SP:Iteration 33Q (110.656807 sec): 3 clusters Score: Raw -52522.103885 + Penalty 1524.118612 = -50997.985273 nChanged 9 SP:Iteration 34Q (110.669255 sec): 3 clusters Score: Raw -52530.079132 + Penalty 1524.118612 = -51005.960520 nChanged 8 SP:Iteration 35Q (110.682649 sec): 3 clusters Score: Raw -52536.652210 + Penalty 1524.118612 = -51012.533598 nChanged 8 SP:Iteration 36Q (110.694999 sec): 3 clusters Score: Raw -52538.972834 + Penalty 1524.118612 = -51014.854222 nChanged 4 SP:Iteration 37Q (110.707626 sec): 3 clusters Score: Raw -52540.302891 + Penalty 1524.118612 = -51016.184279 nChanged 4 SP:Iteration 38Q (110.720116 sec): 3 clusters Score: Raw -52541.414294 + Penalty 1524.118612 = -51017.295681 nChanged 4 SP:Iteration 39Q (110.732433 sec): 3 clusters Score: Raw -52543.274648 + Penalty 1524.118612 = -51019.156036 nChanged 2 SP:Iteration 40F (110.744550 sec): 3 clusters Score: Raw -52543.841354 + Penalty 1524.118612 = -51019.722742 nChanged 2 SP:Iteration 41Q (110.756783 sec): 3 clusters Score: Raw -52544.391873 + Penalty 1524.118612 = -51020.273261 nChanged 0 SP:Iteration 42F (110.768913 sec): 3 clusters Score: Raw -52544.391873 + Penalty 1524.118612 = -51020.273261 nChanged 0 Trying to split cluster 3 (3873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.810040 sec): 2 clusters Score: Raw -184404.576108 + Penalty 867.487391 = -183537.088717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.840378 sec): 3 clusters Score: Raw -182377.278184 + Penalty 1734.974783 = -180642.303402 nChanged 1584 SP:Iteration 1F (110.868673 sec): 3 clusters Score: Raw -183282.349566 + Penalty 1734.974783 = -181547.374783 nChanged 272 SP:Iteration 2F (110.896684 sec): 3 clusters Score: Raw -183443.574879 + Penalty 1734.974783 = -181708.600096 nChanged 204 SP:Iteration 3F (110.927851 sec): 3 clusters Score: Raw -183563.771085 + Penalty 1734.974783 = -181828.796302 nChanged 197 SP:Iteration 4F (110.957999 sec): 3 clusters Score: Raw -183688.589368 + Penalty 1734.974783 = -181953.614585 nChanged 181 SP:Iteration 5Q (110.988819 sec): 3 clusters Score: Raw -183789.258623 + Penalty 1734.974783 = -182054.283841 nChanged 176 SP:Iteration 6Q (111.019980 sec): 3 clusters Score: Raw -183898.430778 + Penalty 1734.974783 = -182163.455996 nChanged 182 SP:Iteration 7Q (111.050841 sec): 3 clusters Score: Raw -184012.897777 + Penalty 1734.974783 = -182277.922995 nChanged 150 SP:Iteration 8Q (111.081482 sec): 3 clusters Score: Raw -184106.294982 + Penalty 1734.974783 = -182371.320200 nChanged 121 SP:Iteration 9Q (111.112066 sec): 3 clusters Score: Raw -184184.078285 + Penalty 1734.974783 = -182449.103503 nChanged 105 SP:Iteration 10Q (111.140435 sec): 3 clusters Score: Raw -184255.597811 + Penalty 1734.974783 = -182520.623028 nChanged 74 SP:Iteration 11Q (111.168774 sec): 3 clusters Score: Raw -184296.038836 + Penalty 1734.974783 = -182561.064053 nChanged 58 SP:Iteration 12Q (111.198724 sec): 3 clusters Score: Raw -184330.479499 + Penalty 1734.974783 = -182595.504716 nChanged 57 SP:Iteration 13Q (111.227219 sec): 3 clusters Score: Raw -184364.035055 + Penalty 1734.974783 = -182629.060273 nChanged 50 SP:Iteration 14Q (111.255357 sec): 3 clusters Score: Raw -184392.670844 + Penalty 1734.974783 = -182657.696061 nChanged 40 SP:Iteration 15Q (111.292211 sec): 3 clusters Score: Raw -184411.436351 + Penalty 1734.974783 = -182676.461569 nChanged 22 SP:Iteration 16Q (111.320583 sec): 3 clusters Score: Raw -184425.016673 + Penalty 1734.974783 = -182690.041890 nChanged 31 SP:Iteration 17Q (111.349437 sec): 3 clusters Score: Raw -184440.386035 + Penalty 1734.974783 = -182705.411252 nChanged 24 SP:Iteration 18Q (111.378124 sec): 3 clusters Score: Raw -184454.170411 + Penalty 1734.974783 = -182719.195628 nChanged 21 SP:Iteration 19Q (111.408203 sec): 3 clusters Score: Raw -184472.112685 + Penalty 1734.974783 = -182737.137903 nChanged 29 SP:Iteration 20F (111.436586 sec): 3 clusters Score: Raw -184492.724716 + Penalty 1734.974783 = -182757.749933 nChanged 33 SP:Iteration 21Q (111.465151 sec): 3 clusters Score: Raw -184514.663112 + Penalty 1734.974783 = -182779.688330 nChanged 21 SP:Iteration 22Q (111.493326 sec): 3 clusters Score: Raw -184527.360627 + Penalty 1734.974783 = -182792.385844 nChanged 26 SP:Iteration 23Q (111.521089 sec): 3 clusters Score: Raw -184542.787071 + Penalty 1734.974783 = -182807.812288 nChanged 21 SP:Iteration 24Q (111.548562 sec): 3 clusters Score: Raw -184562.267635 + Penalty 1734.974783 = -182827.292852 nChanged 17 SP:Iteration 25Q (111.582622 sec): 3 clusters Score: Raw -184575.746643 + Penalty 1734.974783 = -182840.771861 nChanged 19 SP:Iteration 26Q (111.610108 sec): 3 clusters Score: Raw -184588.204735 + Penalty 1734.974783 = -182853.229952 nChanged 12 SP:Iteration 27Q (111.637365 sec): 3 clusters Score: Raw -184601.732206 + Penalty 1734.974783 = -182866.757424 nChanged 14 SP:Iteration 28Q (111.664893 sec): 3 clusters Score: Raw -184613.791716 + Penalty 1734.974783 = -182878.816933 nChanged 13 SP:Iteration 29Q (111.692217 sec): 3 clusters Score: Raw -184623.422908 + Penalty 1734.974783 = -182888.448126 nChanged 8 SP:Iteration 30Q (111.719104 sec): 3 clusters Score: Raw -184627.911310 + Penalty 1734.974783 = -182892.936527 nChanged 7 SP:Iteration 31Q (111.746110 sec): 3 clusters Score: Raw -184631.185534 + Penalty 1734.974783 = -182896.210751 nChanged 7 SP:Iteration 32Q (111.772959 sec): 3 clusters Score: Raw -184634.483402 + Penalty 1734.974783 = -182899.508619 nChanged 4 SP:Iteration 33Q (111.799896 sec): 3 clusters Score: Raw -184636.708884 + Penalty 1734.974783 = -182901.734101 nChanged 3 SP:Iteration 34Q (111.827057 sec): 3 clusters Score: Raw -184638.199132 + Penalty 1734.974783 = -182903.224349 nChanged 4 SP:Iteration 35Q (111.854112 sec): 3 clusters Score: Raw -184640.297907 + Penalty 1734.974783 = -182905.323124 nChanged 3 SP:Iteration 36Q (111.881023 sec): 3 clusters Score: Raw -184641.995228 + Penalty 1734.974783 = -182907.020446 nChanged 3 SP:Iteration 37Q (111.907821 sec): 3 clusters Score: Raw -184643.624669 + Penalty 1734.974783 = -182908.649887 nChanged 2 SP:Iteration 38Q (111.935906 sec): 3 clusters Score: Raw -184644.844027 + Penalty 1734.974783 = -182909.869244 nChanged 0 SP:Iteration 39F (111.963464 sec): 3 clusters Score: Raw -184644.844027 + Penalty 1734.974783 = -182909.869244 nChanged 0 Trying to split cluster 4 (1614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (111.995813 sec): 2 clusters Score: Raw -72881.425653 + Penalty 775.579439 = -72105.846214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.009702 sec): 3 clusters Score: Raw -72144.507751 + Penalty 1551.158878 = -70593.348873 nChanged 609 SP:Iteration 1F (112.022755 sec): 3 clusters Score: Raw -72591.809543 + Penalty 1551.158878 = -71040.650665 nChanged 153 SP:Iteration 2F (112.036170 sec): 3 clusters Score: Raw -72742.267587 + Penalty 1551.158878 = -71191.108709 nChanged 89 SP:Iteration 3F (112.049507 sec): 3 clusters Score: Raw -72837.065676 + Penalty 1551.158878 = -71285.906797 nChanged 71 SP:Iteration 4Q (112.063118 sec): 3 clusters Score: Raw -72897.201316 + Penalty 1551.158878 = -71346.042438 nChanged 56 SP:Iteration 5Q (112.139471 sec): 3 clusters Score: Raw -72934.960973 + Penalty 1551.158878 = -71383.802095 nChanged 46 SP:Iteration 6Q (112.153644 sec): 3 clusters Score: Raw -72962.620080 + Penalty 1551.158878 = -71411.461202 nChanged 30 SP:Iteration 7Q (112.167280 sec): 3 clusters Score: Raw -72980.270857 + Penalty 1551.158878 = -71429.111979 nChanged 24 SP:Iteration 8Q (112.180905 sec): 3 clusters Score: Raw -72997.331078 + Penalty 1551.158878 = -71446.172200 nChanged 24 SP:Iteration 9Q (112.194451 sec): 3 clusters Score: Raw -73012.276402 + Penalty 1551.158878 = -71461.117523 nChanged 21 SP:Iteration 10Q (112.208102 sec): 3 clusters Score: Raw -73025.475706 + Penalty 1551.158878 = -71474.316827 nChanged 21 SP:Iteration 11Q (112.221385 sec): 3 clusters Score: Raw -73039.156799 + Penalty 1551.158878 = -71487.997920 nChanged 15 SP:Iteration 12Q (112.234611 sec): 3 clusters Score: Raw -73048.244785 + Penalty 1551.158878 = -71497.085906 nChanged 11 SP:Iteration 13Q (112.247803 sec): 3 clusters Score: Raw -73053.635672 + Penalty 1551.158878 = -71502.476794 nChanged 13 SP:Iteration 14Q (112.260985 sec): 3 clusters Score: Raw -73061.419673 + Penalty 1551.158878 = -71510.260795 nChanged 13 SP:Iteration 15Q (112.274215 sec): 3 clusters Score: Raw -73069.292754 + Penalty 1551.158878 = -71518.133876 nChanged 10 SP:Iteration 16Q (112.287378 sec): 3 clusters Score: Raw -73075.135789 + Penalty 1551.158878 = -71523.976910 nChanged 5 SP:Iteration 17Q (112.300525 sec): 3 clusters Score: Raw -73078.087359 + Penalty 1551.158878 = -71526.928481 nChanged 6 SP:Iteration 18Q (112.313643 sec): 3 clusters Score: Raw -73080.005100 + Penalty 1551.158878 = -71528.846222 nChanged 2 SP:Iteration 19Q (112.327082 sec): 3 clusters Score: Raw -73080.410479 + Penalty 1551.158878 = -71529.251601 nChanged 3 SP:Iteration 20F (112.340285 sec): 3 clusters Score: Raw -73081.323361 + Penalty 1551.158878 = -71530.164482 nChanged 4 SP:Iteration 21Q (112.353338 sec): 3 clusters Score: Raw -73082.854080 + Penalty 1551.158878 = -71531.695201 nChanged 2 SP:Iteration 22Q (112.366022 sec): 3 clusters Score: Raw -73083.580630 + Penalty 1551.158878 = -71532.421751 nChanged 2 SP:Iteration 23Q (112.379086 sec): 3 clusters Score: Raw -73084.116133 + Penalty 1551.158878 = -71532.957255 nChanged 2 SP:Iteration 24Q (112.392114 sec): 3 clusters Score: Raw -73084.643410 + Penalty 1551.158878 = -71533.484532 nChanged 0 SP:Iteration 25F (112.405152 sec): 3 clusters Score: Raw -73084.643410 + Penalty 1551.158878 = -71533.484532 nChanged 0 Trying to split cluster 5 (3294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.441213 sec): 2 clusters Score: Raw -160701.312918 + Penalty 850.485081 = -159850.827838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.467367 sec): 3 clusters Score: Raw -159024.255366 + Penalty 1700.970161 = -157323.285205 nChanged 1297 SP:Iteration 1F (112.491582 sec): 3 clusters Score: Raw -159725.983061 + Penalty 1700.970161 = -158025.012900 nChanged 248 SP:Iteration 2F (112.515424 sec): 3 clusters Score: Raw -159891.907465 + Penalty 1700.970161 = -158190.937304 nChanged 217 SP:Iteration 3F (112.539340 sec): 3 clusters Score: Raw -160034.862350 + Penalty 1700.970161 = -158333.892189 nChanged 195 SP:Iteration 4F (112.564347 sec): 3 clusters Score: Raw -160163.608067 + Penalty 1700.970161 = -158462.637906 nChanged 179 SP:Iteration 5F (112.589369 sec): 3 clusters Score: Raw -160296.211155 + Penalty 1700.970161 = -158595.240994 nChanged 162 SP:Iteration 6Q (112.615654 sec): 3 clusters Score: Raw -160402.086896 + Penalty 1700.970161 = -158701.116735 nChanged 127 SP:Iteration 7Q (112.734093 sec): 3 clusters Score: Raw -160496.906708 + Penalty 1700.970161 = -158795.936547 nChanged 116 SP:Iteration 8Q (112.839235 sec): 3 clusters Score: Raw -160569.218368 + Penalty 1700.970161 = -158868.248207 nChanged 77 SP:Iteration 9Q (112.877028 sec): 3 clusters Score: Raw -160617.093389 + Penalty 1700.970161 = -158916.123228 nChanged 65 SP:Iteration 10Q (112.913595 sec): 3 clusters Score: Raw -160660.693887 + Penalty 1700.970161 = -158959.723726 nChanged 61 SP:Iteration 11Q (112.954603 sec): 3 clusters Score: Raw -160695.181955 + Penalty 1700.970161 = -158994.211793 nChanged 51 SP:Iteration 12Q (112.991073 sec): 3 clusters Score: Raw -160731.597905 + Penalty 1700.970161 = -159030.627744 nChanged 40 SP:Iteration 13Q (113.027544 sec): 3 clusters Score: Raw -160754.572360 + Penalty 1700.970161 = -159053.602199 nChanged 30 SP:Iteration 14Q (113.063602 sec): 3 clusters Score: Raw -160771.899404 + Penalty 1700.970161 = -159070.929243 nChanged 32 SP:Iteration 15Q (113.099805 sec): 3 clusters Score: Raw -160791.275686 + Penalty 1700.970161 = -159090.305525 nChanged 28 SP:Iteration 16Q (113.136295 sec): 3 clusters Score: Raw -160808.580837 + Penalty 1700.970161 = -159107.610676 nChanged 25 SP:Iteration 17Q (113.165917 sec): 3 clusters Score: Raw -160823.352506 + Penalty 1700.970161 = -159122.382344 nChanged 28 SP:Iteration 18Q (113.195520 sec): 3 clusters Score: Raw -160840.306963 + Penalty 1700.970161 = -159139.336802 nChanged 16 SP:Iteration 19Q (113.225180 sec): 3 clusters Score: Raw -160852.743868 + Penalty 1700.970161 = -159151.773706 nChanged 18 SP:Iteration 20F (113.254198 sec): 3 clusters Score: Raw -160865.093811 + Penalty 1700.970161 = -159164.123649 nChanged 14 SP:Iteration 21Q (113.283933 sec): 3 clusters Score: Raw -160873.938824 + Penalty 1700.970161 = -159172.968662 nChanged 7 SP:Iteration 22Q (113.313340 sec): 3 clusters Score: Raw -160876.496320 + Penalty 1700.970161 = -159175.526159 nChanged 2 SP:Iteration 23Q (113.342734 sec): 3 clusters Score: Raw -160877.106871 + Penalty 1700.970161 = -159176.136710 nChanged 1 SP:Iteration 24Q (113.372053 sec): 3 clusters Score: Raw -160877.618998 + Penalty 1700.970161 = -159176.648837 nChanged 1 SP:Iteration 25Q (113.401433 sec): 3 clusters Score: Raw -160877.847436 + Penalty 1700.970161 = -159176.877275 nChanged 0 SP:Iteration 26F (113.430265 sec): 3 clusters Score: Raw -160877.847436 + Penalty 1700.970161 = -159176.877275 nChanged 0 Trying to split cluster 6 (824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.461286 sec): 2 clusters Score: Raw -26011.415022 + Penalty 704.987906 = -25306.427116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.471479 sec): 3 clusters Score: Raw -25734.599205 + Penalty 1409.975811 = -24324.623394 nChanged 253 SP:Iteration 1F (113.481026 sec): 3 clusters Score: Raw -26079.189148 + Penalty 1409.975811 = -24669.213337 nChanged 78 SP:Iteration 2F (113.490578 sec): 3 clusters Score: Raw -26218.862643 + Penalty 1409.975811 = -24808.886832 nChanged 66 SP:Iteration 3F (113.500449 sec): 3 clusters Score: Raw -26349.784604 + Penalty 1409.975811 = -24939.808793 nChanged 46 SP:Iteration 4F (113.510205 sec): 3 clusters Score: Raw -26426.231148 + Penalty 1409.975811 = -25016.255337 nChanged 37 SP:Iteration 5Q (113.519913 sec): 3 clusters Score: Raw -26473.158984 + Penalty 1409.975811 = -25063.183173 nChanged 23 SP:Iteration 6Q (113.529445 sec): 3 clusters Score: Raw -26517.837089 + Penalty 1409.975811 = -25107.861278 nChanged 22 SP:Iteration 7Q (113.539085 sec): 3 clusters Score: Raw -26546.991772 + Penalty 1409.975811 = -25137.015961 nChanged 9 SP:Iteration 8Q (113.549080 sec): 3 clusters Score: Raw -26561.496006 + Penalty 1409.975811 = -25151.520195 nChanged 7 SP:Iteration 9Q (113.558714 sec): 3 clusters Score: Raw -26573.147508 + Penalty 1409.975811 = -25163.171696 nChanged 12 SP:Iteration 10Q (113.568408 sec): 3 clusters Score: Raw -26584.566905 + Penalty 1409.975811 = -25174.591094 nChanged 8 SP:Iteration 11Q (113.578020 sec): 3 clusters Score: Raw -26590.873088 + Penalty 1409.975811 = -25180.897277 nChanged 7 SP:Iteration 12Q (113.634950 sec): 3 clusters Score: Raw -26597.244951 + Penalty 1409.975811 = -25187.269140 nChanged 3 SP:Iteration 13Q (113.645756 sec): 3 clusters Score: Raw -26601.101496 + Penalty 1409.975811 = -25191.125684 nChanged 3 SP:Iteration 14Q (113.656424 sec): 3 clusters Score: Raw -26602.586063 + Penalty 1409.975811 = -25192.610252 nChanged 1 SP:Iteration 15Q (113.667322 sec): 3 clusters Score: Raw -26603.024909 + Penalty 1409.975811 = -25193.049098 nChanged 1 SP:Iteration 16Q (113.677142 sec): 3 clusters Score: Raw -26605.724850 + Penalty 1409.975811 = -25195.749039 nChanged 2 SP:Iteration 17Q (113.686892 sec): 3 clusters Score: Raw -26610.773889 + Penalty 1409.975811 = -25200.798078 nChanged 3 SP:Iteration 18Q (113.696631 sec): 3 clusters Score: Raw -26614.657437 + Penalty 1409.975811 = -25204.681626 nChanged 1 SP:Iteration 19Q (113.706394 sec): 3 clusters Score: Raw -26615.041859 + Penalty 1409.975811 = -25205.066048 nChanged 1 SP:Iteration 20F (113.716251 sec): 3 clusters Score: Raw -26615.275229 + Penalty 1409.975811 = -25205.299417 nChanged 1 SP:Iteration 21Q (113.726014 sec): 3 clusters Score: Raw -26616.220229 + Penalty 1409.975811 = -25206.244418 nChanged 1 SP:Iteration 22Q (113.735815 sec): 3 clusters Score: Raw -26616.726710 + Penalty 1409.975811 = -25206.750899 nChanged 0 SP:Iteration 23F (113.745654 sec): 3 clusters Score: Raw -26616.726710 + Penalty 1409.975811 = -25206.750899 nChanged 0 Trying to split cluster 7 (6848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.795986 sec): 2 clusters Score: Raw -337618.882298 + Penalty 927.329751 = -336691.552547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.842611 sec): 3 clusters Score: Raw -333732.234562 + Penalty 1854.659503 = -331877.575060 nChanged 2936 SP:Iteration 1F (113.894392 sec): 3 clusters Score: Raw -335397.605928 + Penalty 1854.659503 = -333542.946426 nChanged 466 SP:Iteration 2F (113.937997 sec): 3 clusters Score: Raw -335643.907895 + Penalty 1854.659503 = -333789.248392 nChanged 429 SP:Iteration 3F (113.982609 sec): 3 clusters Score: Raw -335865.311507 + Penalty 1854.659503 = -334010.652004 nChanged 368 SP:Iteration 4F (114.025620 sec): 3 clusters Score: Raw -336075.489027 + Penalty 1854.659503 = -334220.829524 nChanged 361 SP:Iteration 5F (114.068788 sec): 3 clusters Score: Raw -336281.492845 + Penalty 1854.659503 = -334426.833342 nChanged 326 SP:Iteration 6Q (114.113109 sec): 3 clusters Score: Raw -336448.335640 + Penalty 1854.659503 = -334593.676137 nChanged 309 SP:Iteration 7Q (114.157328 sec): 3 clusters Score: Raw -336601.043535 + Penalty 1854.659503 = -334746.384032 nChanged 250 SP:Iteration 8Q (114.201550 sec): 3 clusters Score: Raw -336715.548580 + Penalty 1854.659503 = -334860.889078 nChanged 210 SP:Iteration 9Q (114.245952 sec): 3 clusters Score: Raw -336826.101392 + Penalty 1854.659503 = -334971.441889 nChanged 194 SP:Iteration 10Q (114.290146 sec): 3 clusters Score: Raw -336912.368614 + Penalty 1854.659503 = -335057.709111 nChanged 150 SP:Iteration 11Q (114.334342 sec): 3 clusters Score: Raw -336971.113392 + Penalty 1854.659503 = -335116.453890 nChanged 140 SP:Iteration 12Q (114.378429 sec): 3 clusters Score: Raw -337024.911677 + Penalty 1854.659503 = -335170.252174 nChanged 129 SP:Iteration 13Q (114.422682 sec): 3 clusters Score: Raw -337068.209429 + Penalty 1854.659503 = -335213.549926 nChanged 100 SP:Iteration 14Q (114.467089 sec): 3 clusters Score: Raw -337104.977840 + Penalty 1854.659503 = -335250.318337 nChanged 92 SP:Iteration 15Q (114.511469 sec): 3 clusters Score: Raw -337134.120742 + Penalty 1854.659503 = -335279.461240 nChanged 83 SP:Iteration 16Q (114.555727 sec): 3 clusters Score: Raw -337161.700722 + Penalty 1854.659503 = -335307.041219 nChanged 92 SP:Iteration 17Q (114.600166 sec): 3 clusters Score: Raw -337192.461279 + Penalty 1854.659503 = -335337.801777 nChanged 67 SP:Iteration 18Q (114.705830 sec): 3 clusters Score: Raw -337215.254390 + Penalty 1854.659503 = -335360.594887 nChanged 70 SP:Iteration 19Q (114.755844 sec): 3 clusters Score: Raw -337240.519591 + Penalty 1854.659503 = -335385.860088 nChanged 68 SP:Iteration 20F (114.800703 sec): 3 clusters Score: Raw -337264.042722 + Penalty 1854.659503 = -335409.383220 nChanged 75 SP:Iteration 21Q (114.844650 sec): 3 clusters Score: Raw -337289.464495 + Penalty 1854.659503 = -335434.804993 nChanged 62 SP:Iteration 22Q (114.888824 sec): 3 clusters Score: Raw -337309.842961 + Penalty 1854.659503 = -335455.183458 nChanged 55 SP:Iteration 23Q (114.932994 sec): 3 clusters Score: Raw -337325.973714 + Penalty 1854.659503 = -335471.314212 nChanged 57 SP:Iteration 24Q (114.976982 sec): 3 clusters Score: Raw -337344.271410 + Penalty 1854.659503 = -335489.611907 nChanged 53 SP:Iteration 25Q (115.021316 sec): 3 clusters Score: Raw -337365.516947 + Penalty 1854.659503 = -335510.857445 nChanged 57 SP:Iteration 26Q (115.065505 sec): 3 clusters Score: Raw -337389.283620 + Penalty 1854.659503 = -335534.624117 nChanged 49 SP:Iteration 27Q (115.109524 sec): 3 clusters Score: Raw -337409.838308 + Penalty 1854.659503 = -335555.178805 nChanged 51 SP:Iteration 28Q (115.153458 sec): 3 clusters Score: Raw -337437.388833 + Penalty 1854.659503 = -335582.729330 nChanged 64 SP:Iteration 29Q (115.197653 sec): 3 clusters Score: Raw -337469.776266 + Penalty 1854.659503 = -335615.116764 nChanged 55 SP:Iteration 30Q (115.240948 sec): 3 clusters Score: Raw -337499.649211 + Penalty 1854.659503 = -335644.989709 nChanged 50 SP:Iteration 31Q (115.284359 sec): 3 clusters Score: Raw -337524.407864 + Penalty 1854.659503 = -335669.748362 nChanged 55 SP:Iteration 32Q (115.327884 sec): 3 clusters Score: Raw -337551.155745 + Penalty 1854.659503 = -335696.496243 nChanged 51 SP:Iteration 33Q (115.371131 sec): 3 clusters Score: Raw -337571.110633 + Penalty 1854.659503 = -335716.451130 nChanged 38 SP:Iteration 34Q (115.414374 sec): 3 clusters Score: Raw -337589.161375 + Penalty 1854.659503 = -335734.501873 nChanged 36 SP:Iteration 35Q (115.457300 sec): 3 clusters Score: Raw -337606.045377 + Penalty 1854.659503 = -335751.385874 nChanged 37 SP:Iteration 36Q (115.500147 sec): 3 clusters Score: Raw -337626.411405 + Penalty 1854.659503 = -335771.751902 nChanged 39 SP:Iteration 37Q (115.542808 sec): 3 clusters Score: Raw -337648.360474 + Penalty 1854.659503 = -335793.700972 nChanged 38 SP:Iteration 38Q (115.585340 sec): 3 clusters Score: Raw -337670.411367 + Penalty 1854.659503 = -335815.751864 nChanged 29 SP:Iteration 39Q (115.627912 sec): 3 clusters Score: Raw -337686.288190 + Penalty 1854.659503 = -335831.628687 nChanged 30 SP:Iteration 40F (115.671165 sec): 3 clusters Score: Raw -337698.798323 + Penalty 1854.659503 = -335844.138820 nChanged 24 SP:Iteration 41Q (115.713347 sec): 3 clusters Score: Raw -337708.068214 + Penalty 1854.659503 = -335853.408711 nChanged 22 SP:Iteration 42Q (115.755615 sec): 3 clusters Score: Raw -337715.982228 + Penalty 1854.659503 = -335861.322725 nChanged 21 SP:Iteration 43Q (115.802441 sec): 3 clusters Score: Raw -337722.478812 + Penalty 1854.659503 = -335867.819309 nChanged 16 SP:Iteration 44Q (115.844478 sec): 3 clusters Score: Raw -337727.146673 + Penalty 1854.659503 = -335872.487170 nChanged 11 SP:Iteration 45Q (115.886508 sec): 3 clusters Score: Raw -337730.891115 + Penalty 1854.659503 = -335876.231612 nChanged 11 SP:Iteration 46Q (115.928646 sec): 3 clusters Score: Raw -337734.911647 + Penalty 1854.659503 = -335880.252144 nChanged 13 SP:Iteration 47Q (115.970557 sec): 3 clusters Score: Raw -337740.123313 + Penalty 1854.659503 = -335885.463810 nChanged 15 SP:Iteration 48Q (116.012602 sec): 3 clusters Score: Raw -337745.349357 + Penalty 1854.659503 = -335890.689854 nChanged 14 SP:Iteration 49Q (116.054583 sec): 3 clusters Score: Raw -337749.792701 + Penalty 1854.659503 = -335895.133198 nChanged 11 SP:Iteration 50Q (116.185312 sec): 3 clusters Score: Raw -337752.592707 + Penalty 1854.659503 = -335897.933204 nChanged 8 SP:Iteration 51Q (116.229477 sec): 3 clusters Score: Raw -337754.325828 + Penalty 1854.659503 = -335899.666325 nChanged 6 SP:Iteration 52Q (116.275947 sec): 3 clusters Score: Raw -337755.821767 + Penalty 1854.659503 = -335901.162264 nChanged 8 SP:Iteration 53Q (116.319952 sec): 3 clusters Score: Raw -337757.499756 + Penalty 1854.659503 = -335902.840254 nChanged 5 SP:Iteration 54Q (116.363986 sec): 3 clusters Score: Raw -337759.661009 + Penalty 1854.659503 = -335905.001506 nChanged 4 SP:Iteration 55Q (116.407716 sec): 3 clusters Score: Raw -337761.123924 + Penalty 1854.659503 = -335906.464422 nChanged 4 SP:Iteration 56Q (116.470864 sec): 3 clusters Score: Raw -337762.985545 + Penalty 1854.659503 = -335908.326042 nChanged 7 SP:Iteration 57Q (116.571044 sec): 3 clusters Score: Raw -337764.955725 + Penalty 1854.659503 = -335910.296222 nChanged 4 SP:Iteration 58Q (116.616388 sec): 3 clusters Score: Raw -337766.548105 + Penalty 1854.659503 = -335911.888602 nChanged 4 SP:Iteration 59Q (116.662171 sec): 3 clusters Score: Raw -337767.627820 + Penalty 1854.659503 = -335912.968317 nChanged 2 SP:Iteration 60F (116.709388 sec): 3 clusters Score: Raw -337767.955557 + Penalty 1854.659503 = -335913.296054 nChanged 1 SP:Iteration 61Q (116.755822 sec): 3 clusters Score: Raw -337768.144267 + Penalty 1854.659503 = -335913.484764 nChanged 1 SP:Iteration 62Q (116.804200 sec): 3 clusters Score: Raw -337768.284855 + Penalty 1854.659503 = -335913.625353 nChanged 2 SP:Iteration 63Q (116.852164 sec): 3 clusters Score: Raw -337768.964465 + Penalty 1854.659503 = -335914.304962 nChanged 2 SP:Iteration 64Q (116.900191 sec): 3 clusters Score: Raw -337769.375203 + Penalty 1854.659503 = -335914.715700 nChanged 2 SP:Iteration 65Q (116.947784 sec): 3 clusters Score: Raw -337769.580364 + Penalty 1854.659503 = -335914.920861 nChanged 1 SP:Iteration 66Q (116.994677 sec): 3 clusters Score: Raw -337769.887160 + Penalty 1854.659503 = -335915.227658 nChanged 0 SP:Iteration 67F (117.043087 sec): 3 clusters Score: Raw -337769.887160 + Penalty 1854.659503 = -335915.227658 nChanged 0 Trying to split cluster 8 (3079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.083272 sec): 2 clusters Score: Raw -138994.751795 + Penalty 843.397816 = -138151.353979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.113511 sec): 3 clusters Score: Raw -137384.128215 + Penalty 1686.795631 = -135697.332584 nChanged 1282 SP:Iteration 1F (117.142189 sec): 3 clusters Score: Raw -138207.046478 + Penalty 1686.795631 = -136520.250847 nChanged 278 SP:Iteration 2F (117.171844 sec): 3 clusters Score: Raw -138413.963904 + Penalty 1686.795631 = -136727.168273 nChanged 194 SP:Iteration 3F (117.201626 sec): 3 clusters Score: Raw -138543.837694 + Penalty 1686.795631 = -136857.042063 nChanged 158 SP:Iteration 4F (117.230106 sec): 3 clusters Score: Raw -138654.998333 + Penalty 1686.795631 = -136968.202702 nChanged 134 SP:Iteration 5Q (117.259084 sec): 3 clusters Score: Raw -138736.995888 + Penalty 1686.795631 = -137050.200257 nChanged 100 SP:Iteration 6Q (117.288091 sec): 3 clusters Score: Raw -138795.477594 + Penalty 1686.795631 = -137108.681963 nChanged 82 SP:Iteration 7Q (117.317396 sec): 3 clusters Score: Raw -138840.282921 + Penalty 1686.795631 = -137153.487290 nChanged 64 SP:Iteration 8Q (117.346637 sec): 3 clusters Score: Raw -138875.799637 + Penalty 1686.795631 = -137189.004006 nChanged 60 SP:Iteration 9Q (117.375733 sec): 3 clusters Score: Raw -138914.218112 + Penalty 1686.795631 = -137227.422481 nChanged 55 SP:Iteration 10Q (117.405147 sec): 3 clusters Score: Raw -138954.335492 + Penalty 1686.795631 = -137267.539861 nChanged 54 SP:Iteration 11Q (117.434272 sec): 3 clusters Score: Raw -138994.675075 + Penalty 1686.795631 = -137307.879444 nChanged 50 SP:Iteration 12Q (117.553176 sec): 3 clusters Score: Raw -139025.601517 + Penalty 1686.795631 = -137338.805886 nChanged 43 SP:Iteration 13Q (117.617536 sec): 3 clusters Score: Raw -139045.966566 + Penalty 1686.795631 = -137359.170934 nChanged 34 SP:Iteration 14Q (117.647569 sec): 3 clusters Score: Raw -139059.155316 + Penalty 1686.795631 = -137372.359685 nChanged 25 SP:Iteration 15Q (117.677410 sec): 3 clusters Score: Raw -139068.074088 + Penalty 1686.795631 = -137381.278457 nChanged 21 SP:Iteration 16Q (117.707447 sec): 3 clusters Score: Raw -139077.914188 + Penalty 1686.795631 = -137391.118557 nChanged 19 SP:Iteration 17Q (117.737168 sec): 3 clusters Score: Raw -139083.538169 + Penalty 1686.795631 = -137396.742538 nChanged 17 SP:Iteration 18Q (117.766673 sec): 3 clusters Score: Raw -139090.387313 + Penalty 1686.795631 = -137403.591681 nChanged 20 SP:Iteration 19Q (117.796053 sec): 3 clusters Score: Raw -139097.400269 + Penalty 1686.795631 = -137410.604638 nChanged 19 SP:Iteration 20F (117.825128 sec): 3 clusters Score: Raw -139103.448464 + Penalty 1686.795631 = -137416.652833 nChanged 20 SP:Iteration 21Q (117.854386 sec): 3 clusters Score: Raw -139112.159866 + Penalty 1686.795631 = -137425.364235 nChanged 26 SP:Iteration 22Q (117.883745 sec): 3 clusters Score: Raw -139122.584929 + Penalty 1686.795631 = -137435.789298 nChanged 18 SP:Iteration 23Q (117.912899 sec): 3 clusters Score: Raw -139130.358763 + Penalty 1686.795631 = -137443.563132 nChanged 18 SP:Iteration 24Q (117.942248 sec): 3 clusters Score: Raw -139137.024934 + Penalty 1686.795631 = -137450.229303 nChanged 13 SP:Iteration 25Q (117.978415 sec): 3 clusters Score: Raw -139142.021023 + Penalty 1686.795631 = -137455.225392 nChanged 16 SP:Iteration 26Q (118.007631 sec): 3 clusters Score: Raw -139150.200361 + Penalty 1686.795631 = -137463.404730 nChanged 14 SP:Iteration 27Q (118.036723 sec): 3 clusters Score: Raw -139155.595276 + Penalty 1686.795631 = -137468.799645 nChanged 13 SP:Iteration 28Q (118.065729 sec): 3 clusters Score: Raw -139161.831494 + Penalty 1686.795631 = -137475.035863 nChanged 8 SP:Iteration 29Q (118.094598 sec): 3 clusters Score: Raw -139165.255925 + Penalty 1686.795631 = -137478.460294 nChanged 10 SP:Iteration 30Q (118.150089 sec): 3 clusters Score: Raw -139168.366488 + Penalty 1686.795631 = -137481.570857 nChanged 8 SP:Iteration 31Q (118.267418 sec): 3 clusters Score: Raw -139170.840809 + Penalty 1686.795631 = -137484.045178 nChanged 8 SP:Iteration 32Q (118.301139 sec): 3 clusters Score: Raw -139173.073883 + Penalty 1686.795631 = -137486.278252 nChanged 7 SP:Iteration 33Q (118.413264 sec): 3 clusters Score: Raw -139174.435802 + Penalty 1686.795631 = -137487.640171 nChanged 5 SP:Iteration 34Q (118.531462 sec): 3 clusters Score: Raw -139176.297338 + Penalty 1686.795631 = -137489.501707 nChanged 3 SP:Iteration 35Q (118.593551 sec): 3 clusters Score: Raw -139178.343654 + Penalty 1686.795631 = -137491.548023 nChanged 4 SP:Iteration 36Q (118.623444 sec): 3 clusters Score: Raw -139179.088336 + Penalty 1686.795631 = -137492.292705 nChanged 6 SP:Iteration 37Q (118.653282 sec): 3 clusters Score: Raw -139180.262063 + Penalty 1686.795631 = -137493.466432 nChanged 0 SP:Iteration 38F (118.682581 sec): 3 clusters Score: Raw -139180.262063 + Penalty 1686.795631 = -137493.466432 nChanged 0 Trying to split cluster 9 (6012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (118.728459 sec): 2 clusters Score: Raw -278667.801191 + Penalty 913.658839 = -277754.142352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (118.792591 sec): 3 clusters Score: Raw -275254.290314 + Penalty 1827.317678 = -273426.972636 nChanged 2592 SP:Iteration 1F (118.854628 sec): 3 clusters Score: Raw -276693.479474 + Penalty 1827.317678 = -274866.161797 nChanged 435 SP:Iteration 2F (118.917415 sec): 3 clusters Score: Raw -276968.496669 + Penalty 1827.317678 = -275141.178991 nChanged 415 SP:Iteration 3F (119.048228 sec): 3 clusters Score: Raw -277249.364174 + Penalty 1827.317678 = -275422.046497 nChanged 374 SP:Iteration 4F (119.157285 sec): 3 clusters Score: Raw -277496.269838 + Penalty 1827.317678 = -275668.952160 nChanged 361 SP:Iteration 5F (119.213404 sec): 3 clusters Score: Raw -277761.725900 + Penalty 1827.317678 = -275934.408222 nChanged 379 SP:Iteration 6F (119.276958 sec): 3 clusters Score: Raw -278011.882893 + Penalty 1827.317678 = -276184.565215 nChanged 317 SP:Iteration 7F (119.326717 sec): 3 clusters Score: Raw -278201.418115 + Penalty 1827.317678 = -276374.100437 nChanged 237 SP:Iteration 8Q (119.377141 sec): 3 clusters Score: Raw -278339.632657 + Penalty 1827.317678 = -276512.314979 nChanged 201 SP:Iteration 9Q (119.425779 sec): 3 clusters Score: Raw -278436.717770 + Penalty 1827.317678 = -276609.400092 nChanged 133 SP:Iteration 10Q (119.472463 sec): 3 clusters Score: Raw -278481.484667 + Penalty 1827.317678 = -276654.166989 nChanged 107 SP:Iteration 11Q (119.519243 sec): 3 clusters Score: Raw -278521.060631 + Penalty 1827.317678 = -276693.742953 nChanged 95 SP:Iteration 12Q (119.565751 sec): 3 clusters Score: Raw -278559.577413 + Penalty 1827.317678 = -276732.259735 nChanged 89 SP:Iteration 13Q (119.615137 sec): 3 clusters Score: Raw -278596.562017 + Penalty 1827.317678 = -276769.244339 nChanged 97 SP:Iteration 14Q (119.664640 sec): 3 clusters Score: Raw -278634.693533 + Penalty 1827.317678 = -276807.375856 nChanged 86 SP:Iteration 15Q (119.714189 sec): 3 clusters Score: Raw -278664.399928 + Penalty 1827.317678 = -276837.082250 nChanged 70 SP:Iteration 16Q (119.763185 sec): 3 clusters Score: Raw -278687.843212 + Penalty 1827.317678 = -276860.525535 nChanged 76 SP:Iteration 17Q (119.810024 sec): 3 clusters Score: Raw -278712.631248 + Penalty 1827.317678 = -276885.313570 nChanged 65 SP:Iteration 18Q (119.867846 sec): 3 clusters Score: Raw -278732.788866 + Penalty 1827.317678 = -276905.471189 nChanged 59 SP:Iteration 19Q (119.914752 sec): 3 clusters Score: Raw -278752.645013 + Penalty 1827.317678 = -276925.327336 nChanged 61 SP:Iteration 20F (119.963362 sec): 3 clusters Score: Raw -278770.616115 + Penalty 1827.317678 = -276943.298437 nChanged 50 SP:Iteration 21Q (120.012689 sec): 3 clusters Score: Raw -278787.332940 + Penalty 1827.317678 = -276960.015262 nChanged 41 SP:Iteration 22Q (120.062040 sec): 3 clusters Score: Raw -278799.970117 + Penalty 1827.317678 = -276972.652439 nChanged 39 SP:Iteration 23Q (120.111122 sec): 3 clusters Score: Raw -278812.175231 + Penalty 1827.317678 = -276984.857553 nChanged 38 SP:Iteration 24Q (120.160485 sec): 3 clusters Score: Raw -278821.576432 + Penalty 1827.317678 = -276994.258754 nChanged 32 SP:Iteration 25Q (120.207250 sec): 3 clusters Score: Raw -278830.796737 + Penalty 1827.317678 = -277003.479059 nChanged 42 SP:Iteration 26Q (120.254139 sec): 3 clusters Score: Raw -278847.801184 + Penalty 1827.317678 = -277020.483507 nChanged 46 SP:Iteration 27Q (120.301113 sec): 3 clusters Score: Raw -278868.972306 + Penalty 1827.317678 = -277041.654628 nChanged 51 SP:Iteration 28Q (120.348098 sec): 3 clusters Score: Raw -278894.436567 + Penalty 1827.317678 = -277067.118889 nChanged 51 SP:Iteration 29Q (120.400014 sec): 3 clusters Score: Raw -278913.828669 + Penalty 1827.317678 = -277086.510991 nChanged 44 SP:Iteration 30Q (120.446650 sec): 3 clusters Score: Raw -278935.328303 + Penalty 1827.317678 = -277108.010625 nChanged 49 SP:Iteration 31Q (120.496025 sec): 3 clusters Score: Raw -278960.106117 + Penalty 1827.317678 = -277132.788439 nChanged 49 SP:Iteration 32Q (120.545308 sec): 3 clusters Score: Raw -278980.931894 + Penalty 1827.317678 = -277153.614217 nChanged 55 SP:Iteration 33Q (120.594986 sec): 3 clusters Score: Raw -279000.677432 + Penalty 1827.317678 = -277173.359755 nChanged 52 SP:Iteration 34Q (120.643796 sec): 3 clusters Score: Raw -279016.365007 + Penalty 1827.317678 = -277189.047329 nChanged 33 SP:Iteration 35Q (120.700325 sec): 3 clusters Score: Raw -279027.570583 + Penalty 1827.317678 = -277200.252905 nChanged 31 SP:Iteration 36Q (120.747013 sec): 3 clusters Score: Raw -279036.979157 + Penalty 1827.317678 = -277209.661479 nChanged 30 SP:Iteration 37Q (120.800285 sec): 3 clusters Score: Raw -279046.599423 + Penalty 1827.317678 = -277219.281745 nChanged 34 SP:Iteration 38Q (120.853773 sec): 3 clusters Score: Raw -279057.123259 + Penalty 1827.317678 = -277229.805581 nChanged 31 SP:Iteration 39Q (120.907429 sec): 3 clusters Score: Raw -279066.947073 + Penalty 1827.317678 = -277239.629395 nChanged 29 SP:Iteration 40F (120.959129 sec): 3 clusters Score: Raw -279077.218420 + Penalty 1827.317678 = -277249.900742 nChanged 26 SP:Iteration 41Q (121.004562 sec): 3 clusters Score: Raw -279085.902253 + Penalty 1827.317678 = -277258.584575 nChanged 27 SP:Iteration 42Q (121.070312 sec): 3 clusters Score: Raw -279092.547971 + Penalty 1827.317678 = -277265.230293 nChanged 22 SP:Iteration 43Q (121.118706 sec): 3 clusters Score: Raw -279098.036894 + Penalty 1827.317678 = -277270.719216 nChanged 18 SP:Iteration 44Q (121.166375 sec): 3 clusters Score: Raw -279103.192814 + Penalty 1827.317678 = -277275.875137 nChanged 22 SP:Iteration 45Q (121.213961 sec): 3 clusters Score: Raw -279108.929019 + Penalty 1827.317678 = -277281.611341 nChanged 18 SP:Iteration 46Q (121.261536 sec): 3 clusters Score: Raw -279111.907811 + Penalty 1827.317678 = -277284.590134 nChanged 8 SP:Iteration 47Q (121.309129 sec): 3 clusters Score: Raw -279114.026594 + Penalty 1827.317678 = -277286.708916 nChanged 7 SP:Iteration 48Q (121.355208 sec): 3 clusters Score: Raw -279115.102382 + Penalty 1827.317678 = -277287.784704 nChanged 10 SP:Iteration 49Q (121.401429 sec): 3 clusters Score: Raw -279117.105506 + Penalty 1827.317678 = -277289.787829 nChanged 8 SP:Iteration 50Q (121.447705 sec): 3 clusters Score: Raw -279118.190347 + Penalty 1827.317678 = -277290.872669 nChanged 7 SP:Iteration 51Q (121.494577 sec): 3 clusters Score: Raw -279119.046813 + Penalty 1827.317678 = -277291.729135 nChanged 4 SP:Iteration 52Q (121.542710 sec): 3 clusters Score: Raw -279119.823146 + Penalty 1827.317678 = -277292.505469 nChanged 2 SP:Iteration 53Q (121.590295 sec): 3 clusters Score: Raw -279120.382720 + Penalty 1827.317678 = -277293.065042 nChanged 1 SP:Iteration 54Q (121.637802 sec): 3 clusters Score: Raw -279120.824834 + Penalty 1827.317678 = -277293.507156 nChanged 3 SP:Iteration 55Q (121.684799 sec): 3 clusters Score: Raw -279121.368945 + Penalty 1827.317678 = -277294.051267 nChanged 6 SP:Iteration 56Q (121.731621 sec): 3 clusters Score: Raw -279122.566317 + Penalty 1827.317678 = -277295.248640 nChanged 3 SP:Iteration 57Q (121.778663 sec): 3 clusters Score: Raw -279123.300993 + Penalty 1827.317678 = -277295.983316 nChanged 3 SP:Iteration 58Q (121.825419 sec): 3 clusters Score: Raw -279123.961478 + Penalty 1827.317678 = -277296.643800 nChanged 2 SP:Iteration 59Q (121.872988 sec): 3 clusters Score: Raw -279124.235097 + Penalty 1827.317678 = -277296.917419 nChanged 0 SP:Iteration 60F (121.920619 sec): 3 clusters Score: Raw -279124.235097 + Penalty 1827.317678 = -277296.917419 nChanged 0 Trying to split cluster 10 (1175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (121.956458 sec): 2 clusters Score: Raw -43320.030680 + Penalty 742.247460 = -42577.783220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (121.970630 sec): 3 clusters Score: Raw -42813.687273 + Penalty 1484.494920 = -41329.192353 nChanged 416 SP:Iteration 1F (121.984078 sec): 3 clusters Score: Raw -43158.157730 + Penalty 1484.494920 = -41673.662810 nChanged 113 SP:Iteration 2F (121.997186 sec): 3 clusters Score: Raw -43315.228874 + Penalty 1484.494920 = -41830.733955 nChanged 76 SP:Iteration 3F (122.010655 sec): 3 clusters Score: Raw -43409.980738 + Penalty 1484.494920 = -41925.485818 nChanged 54 SP:Iteration 4Q (122.075577 sec): 3 clusters Score: Raw -43464.377207 + Penalty 1484.494920 = -41979.882288 nChanged 37 SP:Iteration 5Q (122.092567 sec): 3 clusters Score: Raw -43488.177429 + Penalty 1484.494920 = -42003.682510 nChanged 24 SP:Iteration 6Q (122.109241 sec): 3 clusters Score: Raw -43508.009422 + Penalty 1484.494920 = -42023.514502 nChanged 19 SP:Iteration 7Q (122.123044 sec): 3 clusters Score: Raw -43517.725246 + Penalty 1484.494920 = -42033.230327 nChanged 6 SP:Iteration 8Q (122.136814 sec): 3 clusters Score: Raw -43521.021291 + Penalty 1484.494920 = -42036.526371 nChanged 6 SP:Iteration 9Q (122.150589 sec): 3 clusters Score: Raw -43525.880038 + Penalty 1484.494920 = -42041.385118 nChanged 4 SP:Iteration 10Q (122.164492 sec): 3 clusters Score: Raw -43529.548660 + Penalty 1484.494920 = -42045.053741 nChanged 5 SP:Iteration 11Q (122.178301 sec): 3 clusters Score: Raw -43533.044770 + Penalty 1484.494920 = -42048.549851 nChanged 6 SP:Iteration 12Q (122.192150 sec): 3 clusters Score: Raw -43539.215998 + Penalty 1484.494920 = -42054.721079 nChanged 10 SP:Iteration 13Q (122.205973 sec): 3 clusters Score: Raw -43544.295547 + Penalty 1484.494920 = -42059.800628 nChanged 4 SP:Iteration 14Q (122.219703 sec): 3 clusters Score: Raw -43545.642268 + Penalty 1484.494920 = -42061.147348 nChanged 0 SP:Iteration 15F (122.233339 sec): 3 clusters Score: Raw -43545.642268 + Penalty 1484.494920 = -42061.147348 nChanged 0 Trying to split cluster 11 (982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (122.265723 sec): 2 clusters Score: Raw -41800.745967 + Penalty 723.407087 = -41077.338880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (122.278410 sec): 3 clusters Score: Raw -41407.187805 + Penalty 1446.814175 = -39960.373630 nChanged 325 SP:Iteration 1F (122.290482 sec): 3 clusters Score: Raw -41652.387690 + Penalty 1446.814175 = -40205.573515 nChanged 93 SP:Iteration 2F (122.302497 sec): 3 clusters Score: Raw -41735.279217 + Penalty 1446.814175 = -40288.465043 nChanged 48 SP:Iteration 3Q (122.314363 sec): 3 clusters Score: Raw -41785.857372 + Penalty 1446.814175 = -40339.043197 nChanged 40 SP:Iteration 4Q (122.326115 sec): 3 clusters Score: Raw -41844.458042 + Penalty 1446.814175 = -40397.643868 nChanged 43 SP:Iteration 5Q (122.337950 sec): 3 clusters Score: Raw -41891.038183 + Penalty 1446.814175 = -40444.224008 nChanged 29 SP:Iteration 6Q (122.349703 sec): 3 clusters Score: Raw -41931.757215 + Penalty 1446.814175 = -40484.943040 nChanged 37 SP:Iteration 7Q (122.361509 sec): 3 clusters Score: Raw -41975.528603 + Penalty 1446.814175 = -40528.714428 nChanged 35 SP:Iteration 8Q (122.373284 sec): 3 clusters Score: Raw -42018.266533 + Penalty 1446.814175 = -40571.452359 nChanged 27 SP:Iteration 9Q (122.385686 sec): 3 clusters Score: Raw -42034.955576 + Penalty 1446.814175 = -40588.141401 nChanged 17 SP:Iteration 10Q (122.397629 sec): 3 clusters Score: Raw -42046.335219 + Penalty 1446.814175 = -40599.521044 nChanged 18 SP:Iteration 11Q (122.409277 sec): 3 clusters Score: Raw -42058.885521 + Penalty 1446.814175 = -40612.071346 nChanged 11 SP:Iteration 12Q (122.420976 sec): 3 clusters Score: Raw -42068.237727 + Penalty 1446.814175 = -40621.423553 nChanged 8 SP:Iteration 13Q (122.432677 sec): 3 clusters Score: Raw -42075.292414 + Penalty 1446.814175 = -40628.478239 nChanged 8 SP:Iteration 14Q (122.444287 sec): 3 clusters Score: Raw -42080.459713 + Penalty 1446.814175 = -40633.645538 nChanged 7 SP:Iteration 15Q (122.455945 sec): 3 clusters Score: Raw -42085.412342 + Penalty 1446.814175 = -40638.598167 nChanged 5 SP:Iteration 16Q (122.467516 sec): 3 clusters Score: Raw -42089.152703 + Penalty 1446.814175 = -40642.338528 nChanged 4 SP:Iteration 17Q (122.479156 sec): 3 clusters Score: Raw -42090.300670 + Penalty 1446.814175 = -40643.486496 nChanged 4 SP:Iteration 18Q (122.516359 sec): 3 clusters Score: Raw -42092.044417 + Penalty 1446.814175 = -40645.230242 nChanged 3 SP:Iteration 19Q (122.528777 sec): 3 clusters Score: Raw -42093.802189 + Penalty 1446.814175 = -40646.988015 nChanged 2 SP:Iteration 20F (122.540379 sec): 3 clusters Score: Raw -42095.310623 + Penalty 1446.814175 = -40648.496448 nChanged 2 SP:Iteration 21Q (122.551958 sec): 3 clusters Score: Raw -42096.133321 + Penalty 1446.814175 = -40649.319146 nChanged 3 SP:Iteration 22Q (122.563699 sec): 3 clusters Score: Raw -42099.195082 + Penalty 1446.814175 = -40652.380907 nChanged 6 SP:Iteration 23Q (122.575365 sec): 3 clusters Score: Raw -42103.453897 + Penalty 1446.814175 = -40656.639722 nChanged 4 SP:Iteration 24Q (122.588110 sec): 3 clusters Score: Raw -42107.346716 + Penalty 1446.814175 = -40660.532541 nChanged 4 SP:Iteration 25Q (122.599797 sec): 3 clusters Score: Raw -42110.059284 + Penalty 1446.814175 = -40663.245110 nChanged 1 SP:Iteration 26Q (122.611416 sec): 3 clusters Score: Raw -42110.202520 + Penalty 1446.814175 = -40663.388346 nChanged 2 SP:Iteration 27Q (122.622986 sec): 3 clusters Score: Raw -42111.874112 + Penalty 1446.814175 = -40665.059938 nChanged 3 SP:Iteration 28Q (122.634892 sec): 3 clusters Score: Raw -42115.589118 + Penalty 1446.814175 = -40668.774943 nChanged 3 SP:Iteration 29Q (122.646781 sec): 3 clusters Score: Raw -42116.223160 + Penalty 1446.814175 = -40669.408985 nChanged 1 SP:Iteration 30Q (122.675611 sec): 3 clusters Score: Raw -42116.932435 + Penalty 1446.814175 = -40670.118260 nChanged 0 SP:Iteration 31F (122.687514 sec): 3 clusters Score: Raw -42116.932435 + Penalty 1446.814175 = -40670.118260 nChanged 0 Trying to split cluster 12 (2965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (122.732073 sec): 2 clusters Score: Raw -139654.951748 + Penalty 839.436393 = -138815.515355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (122.762928 sec): 3 clusters Score: Raw -138146.629184 + Penalty 1678.872785 = -136467.756399 nChanged 1196 SP:Iteration 1F (122.792118 sec): 3 clusters Score: Raw -138981.951167 + Penalty 1678.872785 = -137303.078382 nChanged 264 SP:Iteration 2F (122.839252 sec): 3 clusters Score: Raw -139191.904059 + Penalty 1678.872785 = -137513.031274 nChanged 195 SP:Iteration 3F (122.868387 sec): 3 clusters Score: Raw -139376.712169 + Penalty 1678.872785 = -137697.839383 nChanged 172 SP:Iteration 4F (122.897437 sec): 3 clusters Score: Raw -139546.618064 + Penalty 1678.872785 = -137867.745279 nChanged 171 SP:Iteration 5F (122.926551 sec): 3 clusters Score: Raw -139701.816330 + Penalty 1678.872785 = -138022.943544 nChanged 151 SP:Iteration 6F (122.955384 sec): 3 clusters Score: Raw -139826.087220 + Penalty 1678.872785 = -138147.214434 nChanged 131 SP:Iteration 7Q (122.984470 sec): 3 clusters Score: Raw -139923.003021 + Penalty 1678.872785 = -138244.130236 nChanged 106 SP:Iteration 8Q (123.013402 sec): 3 clusters Score: Raw -139999.165026 + Penalty 1678.872785 = -138320.292241 nChanged 75 SP:Iteration 9Q (123.042449 sec): 3 clusters Score: Raw -140037.027880 + Penalty 1678.872785 = -138358.155094 nChanged 54 SP:Iteration 10Q (123.071292 sec): 3 clusters Score: Raw -140064.255325 + Penalty 1678.872785 = -138385.382540 nChanged 42 SP:Iteration 11Q (123.099909 sec): 3 clusters Score: Raw -140082.413607 + Penalty 1678.872785 = -138403.540822 nChanged 32 SP:Iteration 12Q (123.129133 sec): 3 clusters Score: Raw -140093.230378 + Penalty 1678.872785 = -138414.357592 nChanged 20 SP:Iteration 13Q (123.158054 sec): 3 clusters Score: Raw -140098.597520 + Penalty 1678.872785 = -138419.724734 nChanged 20 SP:Iteration 14Q (123.188329 sec): 3 clusters Score: Raw -140105.931376 + Penalty 1678.872785 = -138427.058590 nChanged 25 SP:Iteration 15Q (123.217131 sec): 3 clusters Score: Raw -140118.045003 + Penalty 1678.872785 = -138439.172218 nChanged 24 SP:Iteration 16Q (123.325881 sec): 3 clusters Score: Raw -140126.446886 + Penalty 1678.872785 = -138447.574100 nChanged 10 SP:Iteration 17Q (123.406922 sec): 3 clusters Score: Raw -140130.232157 + Penalty 1678.872785 = -138451.359371 nChanged 9 SP:Iteration 18Q (123.437053 sec): 3 clusters Score: Raw -140132.642602 + Penalty 1678.872785 = -138453.769816 nChanged 9 SP:Iteration 19Q (123.467022 sec): 3 clusters Score: Raw -140134.779672 + Penalty 1678.872785 = -138455.906887 nChanged 6 SP:Iteration 20F (123.498173 sec): 3 clusters Score: Raw -140137.148563 + Penalty 1678.872785 = -138458.275778 nChanged 7 SP:Iteration 21Q (123.529853 sec): 3 clusters Score: Raw -140139.550279 + Penalty 1678.872785 = -138460.677494 nChanged 7 SP:Iteration 22Q (123.561394 sec): 3 clusters Score: Raw -140141.288725 + Penalty 1678.872785 = -138462.415939 nChanged 7 SP:Iteration 23Q (123.592983 sec): 3 clusters Score: Raw -140143.292697 + Penalty 1678.872785 = -138464.419911 nChanged 8 SP:Iteration 24Q (123.624511 sec): 3 clusters Score: Raw -140145.447839 + Penalty 1678.872785 = -138466.575054 nChanged 4 SP:Iteration 25Q (123.656043 sec): 3 clusters Score: Raw -140147.434987 + Penalty 1678.872785 = -138468.562201 nChanged 5 SP:Iteration 26Q (123.685576 sec): 3 clusters Score: Raw -140148.957899 + Penalty 1678.872785 = -138470.085114 nChanged 4 SP:Iteration 27Q (123.714392 sec): 3 clusters Score: Raw -140149.680716 + Penalty 1678.872785 = -138470.807930 nChanged 1 SP:Iteration 28Q (123.743180 sec): 3 clusters Score: Raw -140149.968414 + Penalty 1678.872785 = -138471.095629 nChanged 0 SP:Iteration 29F (123.771448 sec): 3 clusters Score: Raw -140149.968414 + Penalty 1678.872785 = -138471.095629 nChanged 0 Trying to split cluster 13 (801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (123.803090 sec): 2 clusters Score: Raw -20761.745054 + Penalty 702.015399 = -20059.729654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (123.813786 sec): 3 clusters Score: Raw -20528.422131 + Penalty 1404.030799 = -19124.391332 nChanged 227 SP:Iteration 1F (123.823873 sec): 3 clusters Score: Raw -20754.240919 + Penalty 1404.030799 = -19350.210120 nChanged 78 SP:Iteration 2F (123.834092 sec): 3 clusters Score: Raw -20842.546183 + Penalty 1404.030799 = -19438.515384 nChanged 51 SP:Iteration 3F (123.844303 sec): 3 clusters Score: Raw -20898.551078 + Penalty 1404.030799 = -19494.520279 nChanged 31 SP:Iteration 4Q (123.854612 sec): 3 clusters Score: Raw -20953.028067 + Penalty 1404.030799 = -19548.997268 nChanged 30 SP:Iteration 5Q (123.864908 sec): 3 clusters Score: Raw -20979.561378 + Penalty 1404.030799 = -19575.530579 nChanged 12 SP:Iteration 6Q (123.875118 sec): 3 clusters Score: Raw -20990.219471 + Penalty 1404.030799 = -19586.188672 nChanged 8 SP:Iteration 7Q (123.885362 sec): 3 clusters Score: Raw -20994.981979 + Penalty 1404.030799 = -19590.951180 nChanged 6 SP:Iteration 8Q (123.897779 sec): 3 clusters Score: Raw -20998.181465 + Penalty 1404.030799 = -19594.150666 nChanged 4 SP:Iteration 9Q (123.908078 sec): 3 clusters Score: Raw -21002.205306 + Penalty 1404.030799 = -19598.174507 nChanged 8 SP:Iteration 10Q (123.918295 sec): 3 clusters Score: Raw -21013.255329 + Penalty 1404.030799 = -19609.224530 nChanged 9 SP:Iteration 11Q (123.928506 sec): 3 clusters Score: Raw -21025.133658 + Penalty 1404.030799 = -19621.102860 nChanged 13 SP:Iteration 12Q (123.938689 sec): 3 clusters Score: Raw -21036.221173 + Penalty 1404.030799 = -19632.190374 nChanged 10 SP:Iteration 13Q (123.948870 sec): 3 clusters Score: Raw -21047.217349 + Penalty 1404.030799 = -19643.186551 nChanged 10 SP:Iteration 14Q (123.959213 sec): 3 clusters Score: Raw -21052.977112 + Penalty 1404.030799 = -19648.946313 nChanged 4 SP:Iteration 15Q (123.969395 sec): 3 clusters Score: Raw -21056.181194 + Penalty 1404.030799 = -19652.150395 nChanged 4 SP:Iteration 16Q (123.979729 sec): 3 clusters Score: Raw -21059.523855 + Penalty 1404.030799 = -19655.493056 nChanged 1 SP:Iteration 17Q (124.086979 sec): 3 clusters Score: Raw -21059.987661 + Penalty 1404.030799 = -19655.956862 nChanged 2 SP:Iteration 18Q (124.097337 sec): 3 clusters Score: Raw -21061.096108 + Penalty 1404.030799 = -19657.065309 nChanged 0 SP:Iteration 19F (124.107388 sec): 3 clusters Score: Raw -21061.096108 + Penalty 1404.030799 = -19657.065309 nChanged 0 Time taken for this iteration:123.907267 seconds. 2->14 Clusters: Score -1476509.221545, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 3 clusters... ------ Clustering full data set of 34489 points ------ SP: Assigned 3 initial classes randomly. Iteration 0F (124.309326 sec): 3 clusters Score: Raw -1350992.718006 + Penalty 2194.163099 = -1348798.554907 nChanged 17044 Iteration 1F (124.453145 sec): 3 clusters Score: Raw -1408993.573836 + Penalty 2194.163099 = -1406799.410736 nChanged 5567 Iteration 2F (124.622456 sec): 3 clusters Score: Raw -1429438.376398 + Penalty 2194.163099 = -1427244.213298 nChanged 1570 Iteration 3Q (124.748648 sec): 3 clusters Score: Raw -1430934.153763 + Penalty 2194.163099 = -1428739.990663 nChanged 390 Iteration 4Q (124.881986 sec): 3 clusters Score: Raw -1431083.905582 + Penalty 2194.163099 = -1428889.742483 nChanged 157 Iteration 5Q (124.997021 sec): 3 clusters Score: Raw -1431120.351601 + Penalty 2194.163099 = -1428926.188501 nChanged 87 Iteration 6Q (125.149740 sec): 3 clusters Score: Raw -1431135.645236 + Penalty 2194.163099 = -1428941.482136 nChanged 55 Iteration 7Q (125.295014 sec): 3 clusters Score: Raw -1431141.804078 + Penalty 2194.163099 = -1428947.640979 nChanged 34 Iteration 8Q (125.436086 sec): 3 clusters Score: Raw -1431144.551212 + Penalty 2194.163099 = -1428950.388112 nChanged 22 Iteration 9Q (125.694948 sec): 3 clusters Score: Raw -1431146.268258 + Penalty 2194.163099 = -1428952.105158 nChanged 9 Iteration 10Q (125.816407 sec): 3 clusters Score: Raw -1431146.829190 + Penalty 2194.163099 = -1428952.666090 nChanged 10 Iteration 11Q (125.976079 sec): 3 clusters Score: Raw -1431147.196382 + Penalty 2194.163099 = -1428953.033282 nChanged 4 Iteration 12Q (126.104148 sec): 3 clusters Score: Raw -1431147.286423 + Penalty 2194.163099 = -1428953.123323 nChanged 2 Iteration 13Q (126.240188 sec): 3 clusters Score: Raw -1431147.331256 + Penalty 2194.163099 = -1428953.168156 nChanged 2 Iteration 14Q (126.386048 sec): 3 clusters Score: Raw -1431147.371286 + Penalty 2194.163099 = -1428953.208187 nChanged 0 Iteration 15F (126.516611 sec): 3 clusters Score: Raw -1431154.181136 + Penalty 2194.163099 = -1428960.018037 nChanged 3 Iteration 16Q (126.643796 sec): 3 clusters Score: Raw -1431155.592989 + Penalty 2194.163099 = -1428961.429890 nChanged 9 Iteration 17Q (126.796047 sec): 3 clusters Score: Raw -1431155.852073 + Penalty 2194.163099 = -1428961.688974 nChanged 2 Iteration 18Q (126.937150 sec): 3 clusters Score: Raw -1431155.882414 + Penalty 2194.163099 = -1428961.719314 nChanged 2 Iteration 19Q (127.077862 sec): 3 clusters Score: Raw -1431155.921381 + Penalty 2194.163099 = -1428961.758281 nChanged 0 Writing temp clu file Because OldScore, -1428961.719314, is greater than current (better) Score,-1428961.758281 Compute initial score before splitting: Score: Raw -1431155.921381 + Penalty 2194.163099 = -1428961.758281 Trying to split cluster 1 (5319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.209231 sec): 2 clusters Score: Raw -168254.259591 + Penalty 900.799262 = -167353.460328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.250745 sec): 3 clusters Score: Raw -165468.346841 + Penalty 1801.598525 = -163666.748316 nChanged 2289 SP:Iteration 1F (127.302964 sec): 3 clusters Score: Raw -168195.733263 + Penalty 1801.598525 = -166394.134738 nChanged 726 SP:Iteration 2F (127.347173 sec): 3 clusters Score: Raw -169301.107208 + Penalty 1801.598525 = -167499.508683 nChanged 465 SP:Iteration 3F (127.399681 sec): 3 clusters Score: Raw -169899.355524 + Penalty 1801.598525 = -168097.756999 nChanged 273 SP:Iteration 4F (127.457560 sec): 3 clusters Score: Raw -170144.821090 + Penalty 1801.598525 = -168343.222565 nChanged 166 SP:Iteration 5Q (127.515268 sec): 3 clusters Score: Raw -170272.268650 + Penalty 1801.598525 = -168470.670125 nChanged 104 SP:Iteration 6Q (127.573211 sec): 3 clusters Score: Raw -170320.415065 + Penalty 1801.598525 = -168518.816540 nChanged 66 SP:Iteration 7Q (127.621899 sec): 3 clusters Score: Raw -170347.818968 + Penalty 1801.598525 = -168546.220443 nChanged 48 SP:Iteration 8Q (127.665949 sec): 3 clusters Score: Raw -170372.417846 + Penalty 1801.598525 = -168570.819321 nChanged 50 SP:Iteration 9Q (127.710077 sec): 3 clusters Score: Raw -170388.809551 + Penalty 1801.598525 = -168587.211026 nChanged 39 SP:Iteration 10Q (127.754217 sec): 3 clusters Score: Raw -170396.680848 + Penalty 1801.598525 = -168595.082323 nChanged 37 SP:Iteration 11Q (127.799524 sec): 3 clusters Score: Raw -170408.152701 + Penalty 1801.598525 = -168606.554176 nChanged 42 SP:Iteration 12Q (127.844492 sec): 3 clusters Score: Raw -170423.508598 + Penalty 1801.598525 = -168621.910073 nChanged 37 SP:Iteration 13Q (127.889635 sec): 3 clusters Score: Raw -170434.440447 + Penalty 1801.598525 = -168632.841922 nChanged 29 SP:Iteration 14Q (127.934269 sec): 3 clusters Score: Raw -170440.699176 + Penalty 1801.598525 = -168639.100651 nChanged 32 SP:Iteration 15Q (127.979045 sec): 3 clusters Score: Raw -170449.025389 + Penalty 1801.598525 = -168647.426864 nChanged 32 SP:Iteration 16Q (128.023918 sec): 3 clusters Score: Raw -170457.534278 + Penalty 1801.598525 = -168655.935753 nChanged 36 SP:Iteration 17Q (128.068318 sec): 3 clusters Score: Raw -170466.174630 + Penalty 1801.598525 = -168664.576105 nChanged 28 SP:Iteration 18Q (128.112900 sec): 3 clusters Score: Raw -170475.983872 + Penalty 1801.598525 = -168674.385347 nChanged 34 SP:Iteration 19Q (128.157591 sec): 3 clusters Score: Raw -170485.529996 + Penalty 1801.598525 = -168683.931471 nChanged 33 SP:Iteration 20F (128.202021 sec): 3 clusters Score: Raw -170503.253984 + Penalty 1801.598525 = -168701.655459 nChanged 46 SP:Iteration 21Q (128.246467 sec): 3 clusters Score: Raw -170536.759355 + Penalty 1801.598525 = -168735.160830 nChanged 57 SP:Iteration 22Q (128.291379 sec): 3 clusters Score: Raw -170571.799032 + Penalty 1801.598525 = -168770.200507 nChanged 56 SP:Iteration 23Q (128.345113 sec): 3 clusters Score: Raw -170606.508516 + Penalty 1801.598525 = -168804.909991 nChanged 53 SP:Iteration 24Q (128.389567 sec): 3 clusters Score: Raw -170632.443651 + Penalty 1801.598525 = -168830.845126 nChanged 43 SP:Iteration 25Q (128.433905 sec): 3 clusters Score: Raw -170646.791671 + Penalty 1801.598525 = -168845.193146 nChanged 35 SP:Iteration 26Q (128.478531 sec): 3 clusters Score: Raw -170654.341502 + Penalty 1801.598525 = -168852.742977 nChanged 24 SP:Iteration 27Q (128.522957 sec): 3 clusters Score: Raw -170657.878033 + Penalty 1801.598525 = -168856.279508 nChanged 18 SP:Iteration 28Q (128.570946 sec): 3 clusters Score: Raw -170661.477563 + Penalty 1801.598525 = -168859.879038 nChanged 16 SP:Iteration 29Q (128.615555 sec): 3 clusters Score: Raw -170664.386113 + Penalty 1801.598525 = -168862.787588 nChanged 15 SP:Iteration 30Q (128.659906 sec): 3 clusters Score: Raw -170666.689858 + Penalty 1801.598525 = -168865.091333 nChanged 11 SP:Iteration 31Q (128.704308 sec): 3 clusters Score: Raw -170669.587672 + Penalty 1801.598525 = -168867.989147 nChanged 13 SP:Iteration 32Q (128.838332 sec): 3 clusters Score: Raw -170671.410764 + Penalty 1801.598525 = -168869.812239 nChanged 15 SP:Iteration 33Q (128.975718 sec): 3 clusters Score: Raw -170674.146164 + Penalty 1801.598525 = -168872.547639 nChanged 19 SP:Iteration 34Q (129.099693 sec): 3 clusters Score: Raw -170679.998798 + Penalty 1801.598525 = -168878.400273 nChanged 21 SP:Iteration 35Q (129.196776 sec): 3 clusters Score: Raw -170689.852097 + Penalty 1801.598525 = -168888.253572 nChanged 29 SP:Iteration 36Q (129.305834 sec): 3 clusters Score: Raw -170699.138353 + Penalty 1801.598525 = -168897.539828 nChanged 32 SP:Iteration 37Q (129.459367 sec): 3 clusters Score: Raw -170707.932327 + Penalty 1801.598525 = -168906.333802 nChanged 20 SP:Iteration 38Q (129.550925 sec): 3 clusters Score: Raw -170710.988722 + Penalty 1801.598525 = -168909.390197 nChanged 5 SP:Iteration 39Q (129.668034 sec): 3 clusters Score: Raw -170711.333074 + Penalty 1801.598525 = -168909.734549 nChanged 3 SP:Iteration 40F (129.774817 sec): 3 clusters Score: Raw -170712.008337 + Penalty 1801.598525 = -168910.409812 nChanged 5 SP:Iteration 41Q (129.836216 sec): 3 clusters Score: Raw -170713.125174 + Penalty 1801.598525 = -168911.526649 nChanged 4 SP:Iteration 42Q (129.879559 sec): 3 clusters Score: Raw -170713.940816 + Penalty 1801.598525 = -168912.342291 nChanged 8 SP:Iteration 43Q (129.923141 sec): 3 clusters Score: Raw -170715.686869 + Penalty 1801.598525 = -168914.088345 nChanged 13 SP:Iteration 44Q (129.966849 sec): 3 clusters Score: Raw -170717.894114 + Penalty 1801.598525 = -168916.295589 nChanged 12 SP:Iteration 45Q (130.011475 sec): 3 clusters Score: Raw -170721.993407 + Penalty 1801.598525 = -168920.394882 nChanged 15 SP:Iteration 46Q (130.056190 sec): 3 clusters Score: Raw -170725.795416 + Penalty 1801.598525 = -168924.196891 nChanged 23 SP:Iteration 47Q (130.101044 sec): 3 clusters Score: Raw -170730.043050 + Penalty 1801.598525 = -168928.444525 nChanged 22 SP:Iteration 48Q (130.145755 sec): 3 clusters Score: Raw -170734.791753 + Penalty 1801.598525 = -168933.193228 nChanged 27 SP:Iteration 49Q (130.192745 sec): 3 clusters Score: Raw -170739.622264 + Penalty 1801.598525 = -168938.023740 nChanged 21 SP:Iteration 50Q (130.236905 sec): 3 clusters Score: Raw -170742.538063 + Penalty 1801.598525 = -168940.939538 nChanged 17 SP:Iteration 51Q (130.281535 sec): 3 clusters Score: Raw -170744.061661 + Penalty 1801.598525 = -168942.463136 nChanged 10 SP:Iteration 52Q (130.325982 sec): 3 clusters Score: Raw -170746.132522 + Penalty 1801.598525 = -168944.533997 nChanged 11 SP:Iteration 53Q (130.370381 sec): 3 clusters Score: Raw -170747.818054 + Penalty 1801.598525 = -168946.219529 nChanged 7 SP:Iteration 54Q (130.414408 sec): 3 clusters Score: Raw -170748.469845 + Penalty 1801.598525 = -168946.871320 nChanged 2 SP:Iteration 55Q (130.458779 sec): 3 clusters Score: Raw -170748.600552 + Penalty 1801.598525 = -168947.002027 nChanged 0 SP:Iteration 56F (130.531895 sec): 3 clusters Score: Raw -170748.600552 + Penalty 1801.598525 = -168947.002027 nChanged 0 Score: Raw -1433650.262342 + Penalty 3291.244649 = -1430359.017692 Splitting cluster 1 changes total score from -1428961.758281 to -1430359.017692 So it's getting split into cluster 3. Trying to split cluster 2 (29115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (130.859014 sec): 2 clusters Score: Raw -1278128.729553 + Penalty 1079.295922 = -1277049.433630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (131.074781 sec): 3 clusters Score: Raw -1259686.906318 + Penalty 2158.591845 = -1257528.314473 nChanged 13625 SP:Iteration 1F (131.271413 sec): 3 clusters Score: Raw -1270053.351986 + Penalty 2158.591845 = -1267894.760142 nChanged 2915 SP:Iteration 2F (131.395207 sec): 3 clusters Score: Raw -1273523.463755 + Penalty 2158.591845 = -1271364.871911 nChanged 3157 SP:Iteration 3F (131.502444 sec): 3 clusters Score: Raw -1277307.025372 + Penalty 2158.591845 = -1275148.433528 nChanged 2833 SP:Iteration 4F (131.636219 sec): 3 clusters Score: Raw -1279941.246360 + Penalty 2158.591845 = -1277782.654515 nChanged 1970 SP:Iteration 5F (131.747765 sec): 3 clusters Score: Raw -1281338.271663 + Penalty 2158.591845 = -1279179.679818 nChanged 1334 SP:Iteration 6Q (131.971377 sec): 3 clusters Score: Raw -1282206.045673 + Penalty 2158.591845 = -1280047.453828 nChanged 946 SP:Iteration 7Q (132.193671 sec): 3 clusters Score: Raw -1282843.639197 + Penalty 2158.591845 = -1280685.047352 nChanged 737 SP:Iteration 8Q (132.401096 sec): 3 clusters Score: Raw -1283264.727690 + Penalty 2158.591845 = -1281106.135845 nChanged 535 SP:Iteration 9Q (132.526044 sec): 3 clusters Score: Raw -1283519.264409 + Penalty 2158.591845 = -1281360.672565 nChanged 487 SP:Iteration 10Q (132.645977 sec): 3 clusters Score: Raw -1283750.062710 + Penalty 2158.591845 = -1281591.470865 nChanged 438 SP:Iteration 11Q (132.763641 sec): 3 clusters Score: Raw -1283936.343266 + Penalty 2158.591845 = -1281777.751422 nChanged 376 SP:Iteration 12Q (132.890509 sec): 3 clusters Score: Raw -1284097.623717 + Penalty 2158.591845 = -1281939.031873 nChanged 398 SP:Iteration 13Q (133.042441 sec): 3 clusters Score: Raw -1284295.818806 + Penalty 2158.591845 = -1282137.226961 nChanged 433 SP:Iteration 14Q (133.178010 sec): 3 clusters Score: Raw -1284574.362897 + Penalty 2158.591845 = -1282415.771053 nChanged 445 SP:Iteration 15Q (133.313497 sec): 3 clusters Score: Raw -1284939.481227 + Penalty 2158.591845 = -1282780.889382 nChanged 405 SP:Iteration 16Q (133.448351 sec): 3 clusters Score: Raw -1285274.682308 + Penalty 2158.591845 = -1283116.090463 nChanged 359 SP:Iteration 17Q (133.662844 sec): 3 clusters Score: Raw -1285507.770179 + Penalty 2158.591845 = -1283349.178335 nChanged 304 SP:Iteration 18Q (133.869402 sec): 3 clusters Score: Raw -1285660.002894 + Penalty 2158.591845 = -1283501.411050 nChanged 251 SP:Iteration 19Q (134.012402 sec): 3 clusters Score: Raw -1285749.757518 + Penalty 2158.591845 = -1283591.165674 nChanged 214 SP:Iteration 20F (134.134717 sec): 3 clusters Score: Raw -1285818.629826 + Penalty 2158.591845 = -1283660.037981 nChanged 164 SP:Iteration 21Q (134.276072 sec): 3 clusters Score: Raw -1285863.704566 + Penalty 2158.591845 = -1283705.112722 nChanged 162 SP:Iteration 22Q (134.407970 sec): 3 clusters Score: Raw -1285899.244579 + Penalty 2158.591845 = -1283740.652734 nChanged 138 SP:Iteration 23Q (134.539694 sec): 3 clusters Score: Raw -1285924.423696 + Penalty 2158.591845 = -1283765.831851 nChanged 112 SP:Iteration 24Q (134.671692 sec): 3 clusters Score: Raw -1285942.115501 + Penalty 2158.591845 = -1283783.523656 nChanged 96 SP:Iteration 25Q (134.801760 sec): 3 clusters Score: Raw -1285957.152671 + Penalty 2158.591845 = -1283798.560826 nChanged 88 SP:Iteration 26Q (134.925971 sec): 3 clusters Score: Raw -1285968.092161 + Penalty 2158.591845 = -1283809.500316 nChanged 65 SP:Iteration 27Q (135.126335 sec): 3 clusters Score: Raw -1285974.837775 + Penalty 2158.591845 = -1283816.245931 nChanged 48 SP:Iteration 28Q (135.295569 sec): 3 clusters Score: Raw -1285979.581058 + Penalty 2158.591845 = -1283820.989214 nChanged 38 SP:Iteration 29Q (135.428191 sec): 3 clusters Score: Raw -1285982.865791 + Penalty 2158.591845 = -1283824.273946 nChanged 35 SP:Iteration 30Q (135.581842 sec): 3 clusters Score: Raw -1285986.250375 + Penalty 2158.591845 = -1283827.658530 nChanged 33 SP:Iteration 31Q (135.711950 sec): 3 clusters Score: Raw -1285988.482510 + Penalty 2158.591845 = -1283829.890665 nChanged 22 SP:Iteration 32Q (135.868111 sec): 3 clusters Score: Raw -1285989.793832 + Penalty 2158.591845 = -1283831.201987 nChanged 21 SP:Iteration 33Q (135.997410 sec): 3 clusters Score: Raw -1285991.032044 + Penalty 2158.591845 = -1283832.440199 nChanged 18 SP:Iteration 34Q (136.233739 sec): 3 clusters Score: Raw -1285992.018625 + Penalty 2158.591845 = -1283833.426780 nChanged 13 SP:Iteration 35Q (136.447185 sec): 3 clusters Score: Raw -1285992.948109 + Penalty 2158.591845 = -1283834.356265 nChanged 10 SP:Iteration 36Q (136.625298 sec): 3 clusters Score: Raw -1285993.419112 + Penalty 2158.591845 = -1283834.827268 nChanged 7 SP:Iteration 37Q (136.797287 sec): 3 clusters Score: Raw -1285993.699341 + Penalty 2158.591845 = -1283835.107497 nChanged 5 SP:Iteration 38Q (136.942533 sec): 3 clusters Score: Raw -1285993.969547 + Penalty 2158.591845 = -1283835.377702 nChanged 4 SP:Iteration 39Q (137.079452 sec): 3 clusters Score: Raw -1285994.135924 + Penalty 2158.591845 = -1283835.544079 nChanged 5 SP:Iteration 40F (137.199668 sec): 3 clusters Score: Raw -1285994.356838 + Penalty 2158.591845 = -1283835.764994 nChanged 4 SP:Iteration 41Q (137.311827 sec): 3 clusters Score: Raw -1285994.646346 + Penalty 2158.591845 = -1283836.054502 nChanged 6 SP:Iteration 42Q (137.431646 sec): 3 clusters Score: Raw -1285994.886037 + Penalty 2158.591845 = -1283836.294192 nChanged 8 SP:Iteration 43Q (137.617792 sec): 3 clusters Score: Raw -1285995.112276 + Penalty 2158.591845 = -1283836.520431 nChanged 6 SP:Iteration 44Q (137.817608 sec): 3 clusters Score: Raw -1285995.284456 + Penalty 2158.591845 = -1283836.692612 nChanged 2 SP:Iteration 45Q (137.936253 sec): 3 clusters Score: Raw -1285995.331970 + Penalty 2158.591845 = -1283836.740125 nChanged 3 SP:Iteration 46Q (138.049687 sec): 3 clusters Score: Raw -1285995.428093 + Penalty 2158.591845 = -1283836.836249 nChanged 1 SP:Iteration 47Q (138.169831 sec): 3 clusters Score: Raw -1285995.448980 + Penalty 2158.591845 = -1283836.857135 nChanged 2 SP:Iteration 48Q (138.282848 sec): 3 clusters Score: Raw -1285995.487211 + Penalty 2158.591845 = -1283836.895366 nChanged 0 SP:Iteration 49F (138.400242 sec): 3 clusters Score: Raw -1285995.487211 + Penalty 2158.591845 = -1283836.895366 nChanged 0 Score: Raw -1441517.020000 + Penalty 4388.326199 = -1437128.693801 Splitting cluster 2 changes total score from -1428961.758281 to -1437128.693801 So it's getting split into cluster 4. Iteration 20F (138.889148 sec): 5 clusters Score: Raw -1442877.485802 + Penalty 4388.326199 = -1438489.159603 nChanged 689 Iteration 21Q (139.216884 sec): 5 clusters Score: Raw -1443397.344267 + Penalty 4388.326199 = -1439009.018069 nChanged 325 Iteration 22Q (139.451800 sec): 5 clusters Score: Raw -1443539.565220 + Penalty 4388.326199 = -1439151.239021 nChanged 238 Iteration 23Q (139.624493 sec): 5 clusters Score: Raw -1443623.248872 + Penalty 4388.326199 = -1439234.922673 nChanged 186 Iteration 24Q (139.835957 sec): 5 clusters Score: Raw -1443688.303779 + Penalty 4388.326199 = -1439299.977580 nChanged 171 Iteration 25Q (140.026498 sec): 5 clusters Score: Raw -1443747.120938 + Penalty 4388.326199 = -1439358.794739 nChanged 173 Iteration 26Q (140.248723 sec): 5 clusters Score: Raw -1443814.803788 + Penalty 4388.326199 = -1439426.477589 nChanged 150 Iteration 27Q (140.452406 sec): 5 clusters Score: Raw -1443893.849875 + Penalty 4388.326199 = -1439505.523676 nChanged 172 Iteration 28Q (140.833264 sec): 5 clusters Score: Raw -1444009.205390 + Penalty 4388.326199 = -1439620.879191 nChanged 208 Iteration 29Q (141.108102 sec): 5 clusters Score: Raw -1444152.358661 + Penalty 4388.326199 = -1439764.032462 nChanged 236 Iteration 30Q (141.306484 sec): 5 clusters Score: Raw -1444362.252648 + Penalty 4388.326199 = -1439973.926449 nChanged 241 Iteration 31Q (141.527635 sec): 5 clusters Score: Raw -1444615.966750 + Penalty 4388.326199 = -1440227.640551 nChanged 307 Iteration 32Q (141.722609 sec): 5 clusters Score: Raw -1444966.915596 + Penalty 4388.326199 = -1440578.589397 nChanged 334 Iteration 33Q (141.938507 sec): 5 clusters Score: Raw -1445410.614550 + Penalty 4388.326199 = -1441022.288351 nChanged 337 Iteration 34Q (142.300796 sec): 5 clusters Score: Raw -1445862.911360 + Penalty 4388.326199 = -1441474.585161 nChanged 402 Iteration 35Q (142.488015 sec): 5 clusters Score: Raw -1446317.924187 + Penalty 4388.326199 = -1441929.597988 nChanged 395 Iteration 36Q (142.678389 sec): 5 clusters Score: Raw -1446849.852213 + Penalty 4388.326199 = -1442461.526014 nChanged 414 Iteration 37Q (142.880769 sec): 5 clusters Score: Raw -1447609.045204 + Penalty 4388.326199 = -1443220.719006 nChanged 503 Iteration 38Q (143.298035 sec): 5 clusters Score: Raw -1448620.145432 + Penalty 4388.326199 = -1444231.819233 nChanged 472 Iteration 39Q (143.689579 sec): 5 clusters Score: Raw -1449159.026714 + Penalty 4388.326199 = -1444770.700515 nChanged 331 Iteration 40F (144.070876 sec): 5 clusters Score: Raw -1449700.034390 + Penalty 4388.326199 = -1445311.708191 nChanged 614 Iteration 41Q (144.268728 sec): 5 clusters Score: Raw -1450206.361825 + Penalty 4388.326199 = -1445818.035626 nChanged 603 Iteration 42Q (144.482979 sec): 5 clusters Score: Raw -1450584.395904 + Penalty 4388.326199 = -1446196.069705 nChanged 469 Iteration 43Q (144.679123 sec): 5 clusters Score: Raw -1450796.994584 + Penalty 4388.326199 = -1446408.668385 nChanged 324 Iteration 44Q (144.909001 sec): 5 clusters Score: Raw -1450897.400629 + Penalty 4388.326199 = -1446509.074431 nChanged 232 Iteration 45Q (145.319160 sec): 5 clusters Score: Raw -1450947.780297 + Penalty 4388.326199 = -1446559.454098 nChanged 150 Iteration 46Q (145.504424 sec): 5 clusters Score: Raw -1450969.148331 + Penalty 4388.326199 = -1446580.822132 nChanged 103 Iteration 47Q (145.749386 sec): 5 clusters Score: Raw -1450981.369202 + Penalty 4388.326199 = -1446593.043003 nChanged 65 Iteration 48Q (145.977182 sec): 5 clusters Score: Raw -1450987.632517 + Penalty 4388.326199 = -1446599.306318 nChanged 58 Iteration 49Q (146.348491 sec): 5 clusters Score: Raw -1450993.141634 + Penalty 4388.326199 = -1446604.815435 nChanged 52 Iteration 50Q (146.672977 sec): 5 clusters Score: Raw -1450997.715274 + Penalty 4388.326199 = -1446609.389076 nChanged 32 Iteration 51Q (146.931623 sec): 5 clusters Score: Raw -1450999.750270 + Penalty 4388.326199 = -1446611.424071 nChanged 21 Iteration 52Q (147.134989 sec): 5 clusters Score: Raw -1451001.196061 + Penalty 4388.326199 = -1446612.869862 nChanged 24 Iteration 53Q (147.348604 sec): 5 clusters Score: Raw -1451002.767661 + Penalty 4388.326199 = -1446614.441462 nChanged 23 Iteration 54Q (147.553843 sec): 5 clusters Score: Raw -1451004.046330 + Penalty 4388.326199 = -1446615.720131 nChanged 16 Iteration 55Q (147.750320 sec): 5 clusters Score: Raw -1451004.759523 + Penalty 4388.326199 = -1446616.433324 nChanged 7 Iteration 56Q (148.142129 sec): 5 clusters Score: Raw -1451005.139302 + Penalty 4388.326199 = -1446616.813103 nChanged 6 Iteration 57Q (148.510157 sec): 5 clusters Score: Raw -1451005.336671 + Penalty 4388.326199 = -1446617.010472 nChanged 4 Iteration 58Q (148.711187 sec): 5 clusters Score: Raw -1451005.497324 + Penalty 4388.326199 = -1446617.171125 nChanged 4 Writing temp clu file Because OldScore, -1446617.010472, is greater than current (better) Score,-1446617.171125 Compute initial score before splitting: Score: Raw -1451005.497324 + Penalty 4388.326199 = -1446617.171125 Trying to split cluster 1 (5516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (148.848812 sec): 2 clusters Score: Raw -245225.804293 + Penalty 904.617865 = -244321.186428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (148.903502 sec): 3 clusters Score: Raw -242287.868897 + Penalty 1809.235730 = -240478.633166 nChanged 2404 SP:Iteration 1F (148.981013 sec): 3 clusters Score: Raw -244633.526127 + Penalty 1809.235730 = -242824.290397 nChanged 729 SP:Iteration 2F (149.026456 sec): 3 clusters Score: Raw -245520.835060 + Penalty 1809.235730 = -243711.599330 nChanged 518 SP:Iteration 3F (149.071832 sec): 3 clusters Score: Raw -245995.251158 + Penalty 1809.235730 = -244186.015428 nChanged 330 SP:Iteration 4F (149.117389 sec): 3 clusters Score: Raw -246224.719578 + Penalty 1809.235730 = -244415.483848 nChanged 182 SP:Iteration 5Q (149.163291 sec): 3 clusters Score: Raw -246339.646056 + Penalty 1809.235730 = -244530.410326 nChanged 149 SP:Iteration 6Q (149.209766 sec): 3 clusters Score: Raw -246444.750081 + Penalty 1809.235730 = -244635.514351 nChanged 117 SP:Iteration 7Q (149.261036 sec): 3 clusters Score: Raw -246523.505853 + Penalty 1809.235730 = -244714.270123 nChanged 92 SP:Iteration 8Q (149.315542 sec): 3 clusters Score: Raw -246583.112318 + Penalty 1809.235730 = -244773.876587 nChanged 74 SP:Iteration 9Q (149.373746 sec): 3 clusters Score: Raw -246641.334448 + Penalty 1809.235730 = -244832.098718 nChanged 77 SP:Iteration 10Q (149.431695 sec): 3 clusters Score: Raw -246708.382686 + Penalty 1809.235730 = -244899.146955 nChanged 65 SP:Iteration 11Q (149.485837 sec): 3 clusters Score: Raw -246773.473275 + Penalty 1809.235730 = -244964.237545 nChanged 56 SP:Iteration 12Q (149.607901 sec): 3 clusters Score: Raw -246830.155597 + Penalty 1809.235730 = -245020.919867 nChanged 42 SP:Iteration 13Q (149.653027 sec): 3 clusters Score: Raw -246863.468405 + Penalty 1809.235730 = -245054.232675 nChanged 29 SP:Iteration 14Q (149.698170 sec): 3 clusters Score: Raw -246880.036956 + Penalty 1809.235730 = -245070.801226 nChanged 20 SP:Iteration 15Q (149.743140 sec): 3 clusters Score: Raw -246892.740669 + Penalty 1809.235730 = -245083.504938 nChanged 22 SP:Iteration 16Q (149.787904 sec): 3 clusters Score: Raw -246906.105637 + Penalty 1809.235730 = -245096.869907 nChanged 17 SP:Iteration 17Q (149.833590 sec): 3 clusters Score: Raw -246914.777383 + Penalty 1809.235730 = -245105.541653 nChanged 20 SP:Iteration 18Q (149.879788 sec): 3 clusters Score: Raw -246924.781949 + Penalty 1809.235730 = -245115.546219 nChanged 19 SP:Iteration 19Q (149.925843 sec): 3 clusters Score: Raw -246934.766967 + Penalty 1809.235730 = -245125.531237 nChanged 14 SP:Iteration 20F (149.972886 sec): 3 clusters Score: Raw -246940.482956 + Penalty 1809.235730 = -245131.247225 nChanged 12 SP:Iteration 21Q (150.017830 sec): 3 clusters Score: Raw -246943.462248 + Penalty 1809.235730 = -245134.226517 nChanged 7 SP:Iteration 22Q (150.061983 sec): 3 clusters Score: Raw -246946.068313 + Penalty 1809.235730 = -245136.832583 nChanged 4 SP:Iteration 23Q (150.106194 sec): 3 clusters Score: Raw -246947.378669 + Penalty 1809.235730 = -245138.142939 nChanged 2 SP:Iteration 24Q (150.150408 sec): 3 clusters Score: Raw -246948.474096 + Penalty 1809.235730 = -245139.238365 nChanged 3 SP:Iteration 25Q (150.194606 sec): 3 clusters Score: Raw -246948.901446 + Penalty 1809.235730 = -245139.665716 nChanged 2 SP:Iteration 26Q (150.238758 sec): 3 clusters Score: Raw -246949.868518 + Penalty 1809.235730 = -245140.632787 nChanged 4 SP:Iteration 27Q (150.282781 sec): 3 clusters Score: Raw -246950.582249 + Penalty 1809.235730 = -245141.346518 nChanged 1 SP:Iteration 28Q (150.326830 sec): 3 clusters Score: Raw -246950.898826 + Penalty 1809.235730 = -245141.663096 nChanged 0 SP:Iteration 29F (150.400166 sec): 3 clusters Score: Raw -246950.898826 + Penalty 1809.235730 = -245141.663096 nChanged 0 Score: Raw -1452730.753714 + Penalty 5485.407749 = -1447245.345965 Splitting cluster 1 changes total score from -1446617.171125 to -1447245.345965 So it's getting split into cluster 5. Trying to split cluster 2 (18660 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (150.864892 sec): 2 clusters Score: Raw -853614.691651 + Penalty 1032.584435 = -852582.107216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (150.967083 sec): 3 clusters Score: Raw -842296.509016 + Penalty 2065.168870 = -840231.340146 nChanged 8550 SP:Iteration 1F (151.050531 sec): 3 clusters Score: Raw -848685.274763 + Penalty 2065.168870 = -846620.105893 nChanged 1777 SP:Iteration 2F (151.157275 sec): 3 clusters Score: Raw -851238.240044 + Penalty 2065.168870 = -849173.071174 nChanged 2102 SP:Iteration 3F (151.249168 sec): 3 clusters Score: Raw -855036.208038 + Penalty 2065.168870 = -852971.039168 nChanged 2170 SP:Iteration 4F (151.340717 sec): 3 clusters Score: Raw -858217.053904 + Penalty 2065.168870 = -856151.885034 nChanged 1399 SP:Iteration 5F (151.447198 sec): 3 clusters Score: Raw -859804.202672 + Penalty 2065.168870 = -857739.033802 nChanged 852 SP:Iteration 6Q (151.612111 sec): 3 clusters Score: Raw -860982.283549 + Penalty 2065.168870 = -858917.114679 nChanged 504 SP:Iteration 7Q (151.733110 sec): 3 clusters Score: Raw -861810.420882 + Penalty 2065.168870 = -859745.252012 nChanged 365 SP:Iteration 8Q (151.815791 sec): 3 clusters Score: Raw -862315.497098 + Penalty 2065.168870 = -860250.328228 nChanged 243 SP:Iteration 9Q (151.896235 sec): 3 clusters Score: Raw -862570.372647 + Penalty 2065.168870 = -860505.203778 nChanged 173 SP:Iteration 10Q (151.983895 sec): 3 clusters Score: Raw -862701.044129 + Penalty 2065.168870 = -860635.875260 nChanged 123 SP:Iteration 11Q (152.088980 sec): 3 clusters Score: Raw -862772.335192 + Penalty 2065.168870 = -860707.166322 nChanged 104 SP:Iteration 12Q (152.175232 sec): 3 clusters Score: Raw -862827.073364 + Penalty 2065.168870 = -860761.904494 nChanged 84 SP:Iteration 13Q (152.252267 sec): 3 clusters Score: Raw -862862.288349 + Penalty 2065.168870 = -860797.119479 nChanged 60 SP:Iteration 14Q (152.349376 sec): 3 clusters Score: Raw -862880.553325 + Penalty 2065.168870 = -860815.384455 nChanged 39 SP:Iteration 15Q (152.443548 sec): 3 clusters Score: Raw -862887.156510 + Penalty 2065.168870 = -860821.987641 nChanged 17 SP:Iteration 16Q (152.523888 sec): 3 clusters Score: Raw -862889.123381 + Penalty 2065.168870 = -860823.954511 nChanged 8 SP:Iteration 17Q (152.609616 sec): 3 clusters Score: Raw -862889.662338 + Penalty 2065.168870 = -860824.493468 nChanged 4 SP:Iteration 18Q (152.695680 sec): 3 clusters Score: Raw -862889.853266 + Penalty 2065.168870 = -860824.684397 nChanged 3 SP:Iteration 19Q (152.780102 sec): 3 clusters Score: Raw -862889.956919 + Penalty 2065.168870 = -860824.788050 nChanged 1 SP:Iteration 20F (152.872728 sec): 3 clusters Score: Raw -862890.846017 + Penalty 2065.168870 = -860825.677147 nChanged 1 SP:Iteration 21Q (152.958473 sec): 3 clusters Score: Raw -862891.063479 + Penalty 2065.168870 = -860825.894610 nChanged 1 SP:Iteration 22Q (153.048555 sec): 3 clusters Score: Raw -862891.121986 + Penalty 2065.168870 = -860825.953116 nChanged 1 SP:Iteration 23Q (153.133523 sec): 3 clusters Score: Raw -862891.196512 + Penalty 2065.168870 = -860826.027643 nChanged 1 SP:Iteration 24Q (153.210614 sec): 3 clusters Score: Raw -862891.236910 + Penalty 2065.168870 = -860826.068041 nChanged 2 SP:Iteration 25Q (153.301538 sec): 3 clusters Score: Raw -862891.407568 + Penalty 2065.168870 = -860826.238699 nChanged 2 SP:Iteration 26Q (153.392264 sec): 3 clusters Score: Raw -862891.551536 + Penalty 2065.168870 = -860826.382666 nChanged 1 SP:Iteration 27Q (153.474553 sec): 3 clusters Score: Raw -862891.599701 + Penalty 2065.168870 = -860826.430832 nChanged 0 SP:Iteration 28F (153.635245 sec): 3 clusters Score: Raw -862891.599701 + Penalty 2065.168870 = -860826.430832 nChanged 0 Score: Raw -1462007.661764 + Penalty 6582.489298 = -1455425.172466 Splitting cluster 2 changes total score from -1446617.171125 to -1455425.172466 So it's getting split into cluster 6. Trying to split cluster 3 (4120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.037538 sec): 2 clusters Score: Raw -125949.302389 + Penalty 873.978886 = -125075.323503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.085574 sec): 3 clusters Score: Raw -124074.241389 + Penalty 1747.957773 = -122326.283616 nChanged 1720 SP:Iteration 1F (154.130903 sec): 3 clusters Score: Raw -126197.174926 + Penalty 1747.957773 = -124449.217153 nChanged 497 SP:Iteration 2F (154.176483 sec): 3 clusters Score: Raw -126841.543493 + Penalty 1747.957773 = -125093.585720 nChanged 303 SP:Iteration 3F (154.222241 sec): 3 clusters Score: Raw -127159.404113 + Penalty 1747.957773 = -125411.446340 nChanged 225 SP:Iteration 4F (154.263779 sec): 3 clusters Score: Raw -127373.978764 + Penalty 1747.957773 = -125626.020991 nChanged 182 SP:Iteration 5Q (154.385745 sec): 3 clusters Score: Raw -127576.423807 + Penalty 1747.957773 = -125828.466034 nChanged 148 SP:Iteration 6Q (154.457972 sec): 3 clusters Score: Raw -127735.808484 + Penalty 1747.957773 = -125987.850711 nChanged 138 SP:Iteration 7Q (154.497947 sec): 3 clusters Score: Raw -127872.151264 + Penalty 1747.957773 = -126124.193492 nChanged 122 SP:Iteration 8Q (154.541317 sec): 3 clusters Score: Raw -127949.377439 + Penalty 1747.957773 = -126201.419666 nChanged 107 SP:Iteration 9Q (154.585506 sec): 3 clusters Score: Raw -128009.313531 + Penalty 1747.957773 = -126261.355758 nChanged 74 SP:Iteration 10Q (154.623797 sec): 3 clusters Score: Raw -128051.099608 + Penalty 1747.957773 = -126303.141835 nChanged 56 SP:Iteration 11Q (154.662163 sec): 3 clusters Score: Raw -128085.299286 + Penalty 1747.957773 = -126337.341513 nChanged 32 SP:Iteration 12Q (154.700448 sec): 3 clusters Score: Raw -128100.441332 + Penalty 1747.957773 = -126352.483559 nChanged 33 SP:Iteration 13Q (154.738617 sec): 3 clusters Score: Raw -128111.479938 + Penalty 1747.957773 = -126363.522165 nChanged 31 SP:Iteration 14Q (154.777123 sec): 3 clusters Score: Raw -128118.909686 + Penalty 1747.957773 = -126370.951914 nChanged 15 SP:Iteration 15Q (154.869511 sec): 3 clusters Score: Raw -128123.140580 + Penalty 1747.957773 = -126375.182807 nChanged 22 SP:Iteration 16Q (154.966120 sec): 3 clusters Score: Raw -128130.558354 + Penalty 1747.957773 = -126382.600581 nChanged 20 SP:Iteration 17Q (155.089394 sec): 3 clusters Score: Raw -128136.461986 + Penalty 1747.957773 = -126388.504213 nChanged 16 SP:Iteration 18Q (155.128786 sec): 3 clusters Score: Raw -128142.807392 + Penalty 1747.957773 = -126394.849620 nChanged 16 SP:Iteration 19Q (155.167070 sec): 3 clusters Score: Raw -128155.233167 + Penalty 1747.957773 = -126407.275394 nChanged 15 SP:Iteration 20F (155.205275 sec): 3 clusters Score: Raw -128187.513470 + Penalty 1747.957773 = -126439.555697 nChanged 23 SP:Iteration 21Q (155.243536 sec): 3 clusters Score: Raw -128219.260560 + Penalty 1747.957773 = -126471.302787 nChanged 29 SP:Iteration 22Q (155.281650 sec): 3 clusters Score: Raw -128238.700380 + Penalty 1747.957773 = -126490.742607 nChanged 34 SP:Iteration 23Q (155.416759 sec): 3 clusters Score: Raw -128270.063829 + Penalty 1747.957773 = -126522.106056 nChanged 33 SP:Iteration 24Q (155.575122 sec): 3 clusters Score: Raw -128285.691276 + Penalty 1747.957773 = -126537.733503 nChanged 33 SP:Iteration 25Q (155.710607 sec): 3 clusters Score: Raw -128297.968785 + Penalty 1747.957773 = -126550.011013 nChanged 22 SP:Iteration 26Q (155.781267 sec): 3 clusters Score: Raw -128308.746291 + Penalty 1747.957773 = -126560.788518 nChanged 16 SP:Iteration 27Q (155.820705 sec): 3 clusters Score: Raw -128314.350962 + Penalty 1747.957773 = -126566.393189 nChanged 9 SP:Iteration 28Q (155.860286 sec): 3 clusters Score: Raw -128317.556708 + Penalty 1747.957773 = -126569.598935 nChanged 11 SP:Iteration 29Q (155.899041 sec): 3 clusters Score: Raw -128326.288957 + Penalty 1747.957773 = -126578.331184 nChanged 8 SP:Iteration 30Q (155.937749 sec): 3 clusters Score: Raw -128331.345162 + Penalty 1747.957773 = -126583.387389 nChanged 12 SP:Iteration 31Q (155.976615 sec): 3 clusters Score: Raw -128334.321116 + Penalty 1747.957773 = -126586.363343 nChanged 11 SP:Iteration 32Q (156.015301 sec): 3 clusters Score: Raw -128337.006939 + Penalty 1747.957773 = -126589.049166 nChanged 10 SP:Iteration 33Q (156.054083 sec): 3 clusters Score: Raw -128341.241200 + Penalty 1747.957773 = -126593.283427 nChanged 9 SP:Iteration 34Q (156.092291 sec): 3 clusters Score: Raw -128343.324385 + Penalty 1747.957773 = -126595.366612 nChanged 10 SP:Iteration 35Q (156.130623 sec): 3 clusters Score: Raw -128346.082431 + Penalty 1747.957773 = -126598.124658 nChanged 11 SP:Iteration 36Q (156.168968 sec): 3 clusters Score: Raw -128350.420162 + Penalty 1747.957773 = -126602.462389 nChanged 12 SP:Iteration 37Q (156.269394 sec): 3 clusters Score: Raw -128357.726517 + Penalty 1747.957773 = -126609.768744 nChanged 11 SP:Iteration 38Q (156.362955 sec): 3 clusters Score: Raw -128364.560911 + Penalty 1747.957773 = -126616.603138 nChanged 17 SP:Iteration 39Q (156.404786 sec): 3 clusters Score: Raw -128369.836360 + Penalty 1747.957773 = -126621.878587 nChanged 7 SP:Iteration 40F (156.447369 sec): 3 clusters Score: Raw -128371.243349 + Penalty 1747.957773 = -126623.285576 nChanged 3 SP:Iteration 41Q (156.489552 sec): 3 clusters Score: Raw -128372.789651 + Penalty 1747.957773 = -126624.831878 nChanged 7 SP:Iteration 42Q (156.528310 sec): 3 clusters Score: Raw -128373.676501 + Penalty 1747.957773 = -126625.718728 nChanged 6 SP:Iteration 43Q (156.567692 sec): 3 clusters Score: Raw -128374.440678 + Penalty 1747.957773 = -126626.482905 nChanged 4 SP:Iteration 44Q (156.606464 sec): 3 clusters Score: Raw -128375.031274 + Penalty 1747.957773 = -126627.073501 nChanged 1 SP:Iteration 45Q (156.645656 sec): 3 clusters Score: Raw -128375.244396 + Penalty 1747.957773 = -126627.286623 nChanged 1 SP:Iteration 46Q (156.684567 sec): 3 clusters Score: Raw -128375.318295 + Penalty 1747.957773 = -126627.360522 nChanged 0 SP:Iteration 47F (156.722591 sec): 3 clusters Score: Raw -128375.318295 + Penalty 1747.957773 = -126627.360522 nChanged 0 Score: Raw -1464433.677670 + Penalty 7679.570848 = -1456754.106822 Splitting cluster 3 changes total score from -1446617.171125 to -1456754.106822 So it's getting split into cluster 7. Trying to split cluster 4 (6149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.157693 sec): 2 clusters Score: Raw -267435.072659 + Penalty 916.024698 = -266519.047961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.214563 sec): 3 clusters Score: Raw -264007.551002 + Penalty 1832.049397 = -262175.501605 nChanged 2599 SP:Iteration 1F (157.263024 sec): 3 clusters Score: Raw -265747.576317 + Penalty 1832.049397 = -263915.526920 nChanged 521 SP:Iteration 2F (157.307968 sec): 3 clusters Score: Raw -266129.413282 + Penalty 1832.049397 = -264297.363885 nChanged 455 SP:Iteration 3F (157.352640 sec): 3 clusters Score: Raw -266543.903050 + Penalty 1832.049397 = -264711.853653 nChanged 446 SP:Iteration 4F (157.397520 sec): 3 clusters Score: Raw -266997.155958 + Penalty 1832.049397 = -265165.106562 nChanged 394 SP:Iteration 5F (157.447205 sec): 3 clusters Score: Raw -267431.940464 + Penalty 1832.049397 = -265599.891067 nChanged 373 SP:Iteration 6F (157.496075 sec): 3 clusters Score: Raw -267846.953277 + Penalty 1832.049397 = -266014.903881 nChanged 322 SP:Iteration 7F (157.544899 sec): 3 clusters Score: Raw -268159.029518 + Penalty 1832.049397 = -266326.980121 nChanged 298 SP:Iteration 8Q (157.594389 sec): 3 clusters Score: Raw -268480.907394 + Penalty 1832.049397 = -266648.857997 nChanged 282 SP:Iteration 9Q (157.640657 sec): 3 clusters Score: Raw -268821.851639 + Penalty 1832.049397 = -266989.802242 nChanged 264 SP:Iteration 10Q (157.686726 sec): 3 clusters Score: Raw -269111.346186 + Penalty 1832.049397 = -267279.296790 nChanged 198 SP:Iteration 11Q (157.732448 sec): 3 clusters Score: Raw -269307.929244 + Penalty 1832.049397 = -267475.879848 nChanged 169 SP:Iteration 12Q (157.780188 sec): 3 clusters Score: Raw -269481.264124 + Penalty 1832.049397 = -267649.214727 nChanged 138 SP:Iteration 13Q (157.828380 sec): 3 clusters Score: Raw -269641.368237 + Penalty 1832.049397 = -267809.318840 nChanged 109 SP:Iteration 14Q (157.876373 sec): 3 clusters Score: Raw -269793.901704 + Penalty 1832.049397 = -267961.852308 nChanged 95 SP:Iteration 15Q (157.924164 sec): 3 clusters Score: Raw -269937.662739 + Penalty 1832.049397 = -268105.613343 nChanged 71 SP:Iteration 16Q (157.969162 sec): 3 clusters Score: Raw -270003.206200 + Penalty 1832.049397 = -268171.156804 nChanged 61 SP:Iteration 17Q (158.087673 sec): 3 clusters Score: Raw -270037.042457 + Penalty 1832.049397 = -268204.993061 nChanged 35 SP:Iteration 18Q (158.146133 sec): 3 clusters Score: Raw -270052.181611 + Penalty 1832.049397 = -268220.132215 nChanged 28 SP:Iteration 19Q (158.204673 sec): 3 clusters Score: Raw -270063.895071 + Penalty 1832.049397 = -268231.845674 nChanged 29 SP:Iteration 20F (158.253083 sec): 3 clusters Score: Raw -270086.634929 + Penalty 1832.049397 = -268254.585533 nChanged 29 SP:Iteration 21Q (158.297223 sec): 3 clusters Score: Raw -270099.158966 + Penalty 1832.049397 = -268267.109569 nChanged 22 SP:Iteration 22Q (158.341406 sec): 3 clusters Score: Raw -270110.698081 + Penalty 1832.049397 = -268278.648684 nChanged 26 SP:Iteration 23Q (158.385495 sec): 3 clusters Score: Raw -270127.223874 + Penalty 1832.049397 = -268295.174478 nChanged 33 SP:Iteration 24Q (158.429349 sec): 3 clusters Score: Raw -270158.510852 + Penalty 1832.049397 = -268326.461455 nChanged 39 SP:Iteration 25Q (158.477444 sec): 3 clusters Score: Raw -270200.534710 + Penalty 1832.049397 = -268368.485314 nChanged 43 SP:Iteration 26Q (158.525633 sec): 3 clusters Score: Raw -270258.741508 + Penalty 1832.049397 = -268426.692111 nChanged 51 SP:Iteration 27Q (158.572634 sec): 3 clusters Score: Raw -270349.336528 + Penalty 1832.049397 = -268517.287132 nChanged 58 SP:Iteration 28Q (158.616865 sec): 3 clusters Score: Raw -270442.856266 + Penalty 1832.049397 = -268610.806869 nChanged 59 SP:Iteration 29Q (158.661458 sec): 3 clusters Score: Raw -270532.201835 + Penalty 1832.049397 = -268700.152439 nChanged 45 SP:Iteration 30Q (158.705943 sec): 3 clusters Score: Raw -270585.968218 + Penalty 1832.049397 = -268753.918821 nChanged 34 SP:Iteration 31Q (158.751560 sec): 3 clusters Score: Raw -270606.606694 + Penalty 1832.049397 = -268774.557297 nChanged 22 SP:Iteration 32Q (158.798072 sec): 3 clusters Score: Raw -270621.168403 + Penalty 1832.049397 = -268789.119006 nChanged 14 SP:Iteration 33Q (158.849235 sec): 3 clusters Score: Raw -270631.728346 + Penalty 1832.049397 = -268799.678949 nChanged 8 SP:Iteration 34Q (158.895758 sec): 3 clusters Score: Raw -270633.634369 + Penalty 1832.049397 = -268801.584972 nChanged 4 SP:Iteration 35Q (158.941234 sec): 3 clusters Score: Raw -270634.234442 + Penalty 1832.049397 = -268802.185046 nChanged 1 SP:Iteration 36Q (158.986899 sec): 3 clusters Score: Raw -270634.398077 + Penalty 1832.049397 = -268802.348680 nChanged 3 SP:Iteration 37Q (159.032314 sec): 3 clusters Score: Raw -270634.642419 + Penalty 1832.049397 = -268802.593022 nChanged 1 SP:Iteration 38Q (159.077967 sec): 3 clusters Score: Raw -270636.259368 + Penalty 1832.049397 = -268804.209971 nChanged 1 SP:Iteration 39Q (159.123036 sec): 3 clusters Score: Raw -270636.593448 + Penalty 1832.049397 = -268804.544052 nChanged 2 SP:Iteration 40F (159.170636 sec): 3 clusters Score: Raw -270652.604944 + Penalty 1832.049397 = -268820.555547 nChanged 7 SP:Iteration 41Q (159.216357 sec): 3 clusters Score: Raw -270656.944710 + Penalty 1832.049397 = -268824.895313 nChanged 6 SP:Iteration 42Q (159.262206 sec): 3 clusters Score: Raw -270658.370418 + Penalty 1832.049397 = -268826.321021 nChanged 2 SP:Iteration 43Q (159.307456 sec): 3 clusters Score: Raw -270658.557789 + Penalty 1832.049397 = -268826.508392 nChanged 0 SP:Iteration 44F (159.354574 sec): 3 clusters Score: Raw -270658.557789 + Penalty 1832.049397 = -268826.508392 nChanged 0 Score: Raw -1467657.162800 + Penalty 8776.652398 = -1458880.510402 Splitting cluster 4 changes total score from -1446617.171125 to -1458880.510402 So it's getting split into cluster 8. Iteration 59Q (160.321585 sec): 9 clusters Score: Raw -1469266.139805 + Penalty 8776.652398 = -1460489.487408 nChanged 1454 Iteration 60F (160.689383 sec): 9 clusters Score: Raw -1470194.607447 + Penalty 8776.652398 = -1461417.955049 nChanged 807 Iteration 61Q (160.969278 sec): 9 clusters Score: Raw -1470569.134125 + Penalty 8776.652398 = -1461792.481727 nChanged 465 Iteration 62Q (161.234690 sec): 9 clusters Score: Raw -1470768.278271 + Penalty 8776.652398 = -1461991.625874 nChanged 397 Iteration 63Q (161.495832 sec): 9 clusters Score: Raw -1470939.750614 + Penalty 8776.652398 = -1462163.098216 nChanged 359 Iteration 64Q (161.756825 sec): 9 clusters Score: Raw -1471101.154324 + Penalty 8776.652398 = -1462324.501926 nChanged 333 Iteration 65Q (162.018978 sec): 9 clusters Score: Raw -1471242.855829 + Penalty 8776.652398 = -1462466.203431 nChanged 303 Iteration 66Q (162.352645 sec): 9 clusters Score: Raw -1471362.548358 + Penalty 8776.652398 = -1462585.895960 nChanged 295 Iteration 67Q (162.675129 sec): 9 clusters Score: Raw -1471479.363401 + Penalty 8776.652398 = -1462702.711003 nChanged 285 Iteration 68Q (162.961712 sec): 9 clusters Score: Raw -1471572.959640 + Penalty 8776.652398 = -1462796.307243 nChanged 275 Iteration 69Q (163.254260 sec): 9 clusters Score: Raw -1471667.107451 + Penalty 8776.652398 = -1462890.455053 nChanged 261 Iteration 70Q (163.586995 sec): 9 clusters Score: Raw -1471755.598433 + Penalty 8776.652398 = -1462978.946036 nChanged 261 Iteration 71Q (163.911423 sec): 9 clusters Score: Raw -1471846.436556 + Penalty 8776.652398 = -1463069.784159 nChanged 252 Iteration 72Q (164.202656 sec): 9 clusters Score: Raw -1471928.643638 + Penalty 8776.652398 = -1463151.991241 nChanged 243 Iteration 73Q (164.492100 sec): 9 clusters Score: Raw -1472009.753672 + Penalty 8776.652398 = -1463233.101274 nChanged 234 Iteration 74Q (164.748315 sec): 9 clusters Score: Raw -1472086.595478 + Penalty 8776.652398 = -1463309.943080 nChanged 189 Iteration 75Q (165.006384 sec): 9 clusters Score: Raw -1472144.009438 + Penalty 8776.652398 = -1463367.357040 nChanged 166 Iteration 76Q (165.291588 sec): 9 clusters Score: Raw -1472194.326017 + Penalty 8776.652398 = -1463417.673620 nChanged 152 Iteration 77Q (165.546976 sec): 9 clusters Score: Raw -1472259.254299 + Penalty 8776.652398 = -1463482.601901 nChanged 126 Iteration 78Q (165.801286 sec): 9 clusters Score: Raw -1472329.849780 + Penalty 8776.652398 = -1463553.197382 nChanged 128 Iteration 79Q (166.087914 sec): 9 clusters Score: Raw -1472391.422820 + Penalty 8776.652398 = -1463614.770422 nChanged 98 Iteration 80F (166.524421 sec): 9 clusters Score: Raw -1472553.357170 + Penalty 8776.652398 = -1463776.704772 nChanged 156 Iteration 81Q (166.797019 sec): 9 clusters Score: Raw -1472669.720543 + Penalty 8776.652398 = -1463893.068146 nChanged 169 Iteration 82Q (167.059097 sec): 9 clusters Score: Raw -1472758.506310 + Penalty 8776.652398 = -1463981.853912 nChanged 156 Iteration 83Q (167.342713 sec): 9 clusters Score: Raw -1472822.533773 + Penalty 8776.652398 = -1464045.881375 nChanged 116 Iteration 84Q (167.608323 sec): 9 clusters Score: Raw -1472853.785134 + Penalty 8776.652398 = -1464077.132736 nChanged 98 Iteration 85Q (167.865225 sec): 9 clusters Score: Raw -1472875.778280 + Penalty 8776.652398 = -1464099.125882 nChanged 94 Iteration 86Q (168.121107 sec): 9 clusters Score: Raw -1472896.418566 + Penalty 8776.652398 = -1464119.766168 nChanged 88 Iteration 87Q (168.378231 sec): 9 clusters Score: Raw -1472912.412661 + Penalty 8776.652398 = -1464135.760263 nChanged 74 Iteration 88Q (168.634601 sec): 9 clusters Score: Raw -1472923.803613 + Penalty 8776.652398 = -1464147.151215 nChanged 51 Iteration 89Q (168.894380 sec): 9 clusters Score: Raw -1472930.228462 + Penalty 8776.652398 = -1464153.576064 nChanged 56 Iteration 90Q (169.150376 sec): 9 clusters Score: Raw -1472936.895051 + Penalty 8776.652398 = -1464160.242654 nChanged 58 Iteration 91Q (169.481562 sec): 9 clusters Score: Raw -1472944.154908 + Penalty 8776.652398 = -1464167.502510 nChanged 56 Iteration 92Q (169.822176 sec): 9 clusters Score: Raw -1472950.547267 + Penalty 8776.652398 = -1464173.894869 nChanged 52 Iteration 93Q (170.108114 sec): 9 clusters Score: Raw -1472958.194490 + Penalty 8776.652398 = -1464181.542092 nChanged 55 Iteration 94Q (170.393484 sec): 9 clusters Score: Raw -1472965.975771 + Penalty 8776.652398 = -1464189.323373 nChanged 53 Iteration 95Q (170.655244 sec): 9 clusters Score: Raw -1472974.033913 + Penalty 8776.652398 = -1464197.381515 nChanged 47 Iteration 96Q (171.292948 sec): 9 clusters Score: Raw -1472983.963585 + Penalty 8776.652398 = -1464207.311187 nChanged 53 Iteration 97Q (171.575357 sec): 9 clusters Score: Raw -1472996.332527 + Penalty 8776.652398 = -1464219.680129 nChanged 55 Iteration 98Q (171.897513 sec): 9 clusters Score: Raw -1473008.454010 + Penalty 8776.652398 = -1464231.801612 nChanged 67 Writing temp clu file Because OldScore, -1464219.680129, is greater than current (better) Score,-1464231.801612 Compute initial score before splitting: Score: Raw -1473008.454010 + Penalty 8776.652398 = -1464231.801612 Trying to split cluster 1 (991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.948218 sec): 2 clusters Score: Raw -44895.412981 + Penalty 724.365026 = -44171.047955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.961008 sec): 3 clusters Score: Raw -44514.373332 + Penalty 1448.730052 = -43065.643280 nChanged 329 SP:Iteration 1F (171.973096 sec): 3 clusters Score: Raw -44778.309086 + Penalty 1448.730052 = -43329.579034 nChanged 84 SP:Iteration 2F (171.985173 sec): 3 clusters Score: Raw -44866.281123 + Penalty 1448.730052 = -43417.551070 nChanged 54 SP:Iteration 3F (171.997482 sec): 3 clusters Score: Raw -44919.069049 + Penalty 1448.730052 = -43470.338997 nChanged 39 SP:Iteration 4Q (172.011617 sec): 3 clusters Score: Raw -44961.294995 + Penalty 1448.730052 = -43512.564942 nChanged 35 SP:Iteration 5Q (172.025831 sec): 3 clusters Score: Raw -45010.144157 + Penalty 1448.730052 = -43561.414105 nChanged 33 SP:Iteration 6Q (172.039671 sec): 3 clusters Score: Raw -45050.214411 + Penalty 1448.730052 = -43601.484359 nChanged 31 SP:Iteration 7Q (172.053418 sec): 3 clusters Score: Raw -45091.751186 + Penalty 1448.730052 = -43643.021134 nChanged 22 SP:Iteration 8Q (172.067189 sec): 3 clusters Score: Raw -45120.798847 + Penalty 1448.730052 = -43672.068795 nChanged 29 SP:Iteration 9Q (172.080821 sec): 3 clusters Score: Raw -45162.029123 + Penalty 1448.730052 = -43713.299070 nChanged 21 SP:Iteration 10Q (172.094437 sec): 3 clusters Score: Raw -45193.982638 + Penalty 1448.730052 = -43745.252586 nChanged 21 SP:Iteration 11Q (172.107949 sec): 3 clusters Score: Raw -45225.072509 + Penalty 1448.730052 = -43776.342457 nChanged 23 SP:Iteration 12Q (172.121544 sec): 3 clusters Score: Raw -45260.535640 + Penalty 1448.730052 = -43811.805587 nChanged 20 SP:Iteration 13Q (172.222068 sec): 3 clusters Score: Raw -45285.605146 + Penalty 1448.730052 = -43836.875094 nChanged 16 SP:Iteration 14Q (172.312685 sec): 3 clusters Score: Raw -45302.992066 + Penalty 1448.730052 = -43854.262014 nChanged 11 SP:Iteration 15Q (172.324536 sec): 3 clusters Score: Raw -45317.308238 + Penalty 1448.730052 = -43868.578186 nChanged 12 SP:Iteration 16Q (172.336222 sec): 3 clusters Score: Raw -45334.571521 + Penalty 1448.730052 = -43885.841469 nChanged 11 SP:Iteration 17Q (172.347844 sec): 3 clusters Score: Raw -45345.675416 + Penalty 1448.730052 = -43896.945363 nChanged 9 SP:Iteration 18Q (172.359429 sec): 3 clusters Score: Raw -45356.222622 + Penalty 1448.730052 = -43907.492570 nChanged 6 SP:Iteration 19Q (172.371133 sec): 3 clusters Score: Raw -45366.323994 + Penalty 1448.730052 = -43917.593942 nChanged 7 SP:Iteration 20F (172.382796 sec): 3 clusters Score: Raw -45381.823800 + Penalty 1448.730052 = -43933.093747 nChanged 12 SP:Iteration 21Q (172.394231 sec): 3 clusters Score: Raw -45397.591532 + Penalty 1448.730052 = -43948.861480 nChanged 5 SP:Iteration 22Q (172.405755 sec): 3 clusters Score: Raw -45404.451433 + Penalty 1448.730052 = -43955.721381 nChanged 4 SP:Iteration 23Q (172.521036 sec): 3 clusters Score: Raw -45408.877863 + Penalty 1448.730052 = -43960.147811 nChanged 3 SP:Iteration 24Q (172.622395 sec): 3 clusters Score: Raw -45413.086708 + Penalty 1448.730052 = -43964.356656 nChanged 4 SP:Iteration 25Q (172.657516 sec): 3 clusters Score: Raw -45418.707860 + Penalty 1448.730052 = -43969.977808 nChanged 3 SP:Iteration 26Q (172.669171 sec): 3 clusters Score: Raw -45420.739798 + Penalty 1448.730052 = -43972.009745 nChanged 3 SP:Iteration 27Q (172.680656 sec): 3 clusters Score: Raw -45422.467406 + Penalty 1448.730052 = -43973.737353 nChanged 2 SP:Iteration 28Q (172.692119 sec): 3 clusters Score: Raw -45423.378893 + Penalty 1448.730052 = -43974.648841 nChanged 2 SP:Iteration 29Q (172.703553 sec): 3 clusters Score: Raw -45423.970350 + Penalty 1448.730052 = -43975.240298 nChanged 2 SP:Iteration 30Q (172.714992 sec): 3 clusters Score: Raw -45425.593597 + Penalty 1448.730052 = -43976.863544 nChanged 1 SP:Iteration 31Q (172.726582 sec): 3 clusters Score: Raw -45426.284845 + Penalty 1448.730052 = -43977.554793 nChanged 1 SP:Iteration 32Q (172.737969 sec): 3 clusters Score: Raw -45426.861523 + Penalty 1448.730052 = -43978.131471 nChanged 0 SP:Iteration 33F (172.749580 sec): 3 clusters Score: Raw -45426.861523 + Penalty 1448.730052 = -43978.131471 nChanged 0 Trying to split cluster 2 (7727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (172.803259 sec): 2 clusters Score: Raw -351177.021322 + Penalty 940.009977 = -350237.011345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (172.865171 sec): 3 clusters Score: Raw -346670.724292 + Penalty 1880.019953 = -344790.704339 nChanged 3449 SP:Iteration 1F (172.927041 sec): 3 clusters Score: Raw -348822.835686 + Penalty 1880.019953 = -346942.815733 nChanged 557 SP:Iteration 2F (172.977085 sec): 3 clusters Score: Raw -349167.122198 + Penalty 1880.019953 = -347287.102245 nChanged 522 SP:Iteration 3F (173.026870 sec): 3 clusters Score: Raw -349566.406775 + Penalty 1880.019953 = -347686.386822 nChanged 518 SP:Iteration 4F (173.077843 sec): 3 clusters Score: Raw -350046.139583 + Penalty 1880.019953 = -348166.119629 nChanged 562 SP:Iteration 5F (173.133959 sec): 3 clusters Score: Raw -350626.422154 + Penalty 1880.019953 = -348746.402201 nChanged 488 SP:Iteration 6F (173.190954 sec): 3 clusters Score: Raw -351119.151442 + Penalty 1880.019953 = -349239.131489 nChanged 360 SP:Iteration 7Q (173.247960 sec): 3 clusters Score: Raw -351535.110308 + Penalty 1880.019953 = -349655.090355 nChanged 271 SP:Iteration 8Q (173.301139 sec): 3 clusters Score: Raw -351882.635840 + Penalty 1880.019953 = -350002.615886 nChanged 214 SP:Iteration 9Q (173.353586 sec): 3 clusters Score: Raw -352214.225290 + Penalty 1880.019953 = -350334.205336 nChanged 179 SP:Iteration 10Q (173.405276 sec): 3 clusters Score: Raw -352492.098348 + Penalty 1880.019953 = -350612.078395 nChanged 148 SP:Iteration 11Q (173.458266 sec): 3 clusters Score: Raw -352826.504148 + Penalty 1880.019953 = -350946.484195 nChanged 113 SP:Iteration 12Q (173.510659 sec): 3 clusters Score: Raw -353263.767079 + Penalty 1880.019953 = -351383.747126 nChanged 93 SP:Iteration 13Q (173.562124 sec): 3 clusters Score: Raw -353561.171880 + Penalty 1880.019953 = -351681.151927 nChanged 43 SP:Iteration 14Q (173.611956 sec): 3 clusters Score: Raw -353633.785158 + Penalty 1880.019953 = -351753.765205 nChanged 12 SP:Iteration 15Q (173.660651 sec): 3 clusters Score: Raw -353637.269027 + Penalty 1880.019953 = -351757.249074 nChanged 2 SP:Iteration 16Q (173.726032 sec): 3 clusters Score: Raw -353637.575881 + Penalty 1880.019953 = -351757.555928 nChanged 1 SP:Iteration 17Q (173.777846 sec): 3 clusters Score: Raw -353637.653526 + Penalty 1880.019953 = -351757.633573 nChanged 0 SP:Iteration 18F (173.834558 sec): 3 clusters Score: Raw -353638.242723 + Penalty 1880.019953 = -351758.222770 nChanged 1 SP:Iteration 19Q (173.886811 sec): 3 clusters Score: Raw -353638.413573 + Penalty 1880.019953 = -351758.393620 nChanged 0 SP:Iteration 20F (173.996317 sec): 3 clusters Score: Raw -353638.413573 + Penalty 1880.019953 = -351758.393620 nChanged 0 Score: Raw -1475480.815996 + Penalty 9873.733947 = -1465607.082049 Splitting cluster 2 changes total score from -1464231.801612 to -1465607.082049 So it's getting split into cluster 9. Trying to split cluster 3 (2411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.459117 sec): 2 clusters Score: Raw -84568.515806 + Penalty 817.718672 = -83750.797134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.483975 sec): 3 clusters Score: Raw -83386.413843 + Penalty 1635.437344 = -81750.976498 nChanged 968 SP:Iteration 1F (174.508594 sec): 3 clusters Score: Raw -84175.743964 + Penalty 1635.437344 = -82540.306619 nChanged 231 SP:Iteration 2F (174.533256 sec): 3 clusters Score: Raw -84487.084147 + Penalty 1635.437344 = -82851.646802 nChanged 198 SP:Iteration 3F (174.557999 sec): 3 clusters Score: Raw -84748.038644 + Penalty 1635.437344 = -83112.601300 nChanged 162 SP:Iteration 4F (174.582449 sec): 3 clusters Score: Raw -84916.472633 + Penalty 1635.437344 = -83281.035288 nChanged 108 SP:Iteration 5Q (174.607517 sec): 3 clusters Score: Raw -85006.993596 + Penalty 1635.437344 = -83371.556251 nChanged 77 SP:Iteration 6Q (174.631388 sec): 3 clusters Score: Raw -85058.386070 + Penalty 1635.437344 = -83422.948726 nChanged 40 SP:Iteration 7Q (174.655252 sec): 3 clusters Score: Raw -85091.215442 + Penalty 1635.437344 = -83455.778098 nChanged 33 SP:Iteration 8Q (174.678843 sec): 3 clusters Score: Raw -85111.174903 + Penalty 1635.437344 = -83475.737559 nChanged 20 SP:Iteration 9Q (174.702599 sec): 3 clusters Score: Raw -85120.793408 + Penalty 1635.437344 = -83485.356063 nChanged 21 SP:Iteration 10Q (174.726161 sec): 3 clusters Score: Raw -85132.550833 + Penalty 1635.437344 = -83497.113488 nChanged 22 SP:Iteration 11Q (174.749921 sec): 3 clusters Score: Raw -85148.642665 + Penalty 1635.437344 = -83513.205320 nChanged 23 SP:Iteration 12Q (174.773539 sec): 3 clusters Score: Raw -85160.242350 + Penalty 1635.437344 = -83524.805006 nChanged 15 SP:Iteration 13Q (174.797094 sec): 3 clusters Score: Raw -85168.226047 + Penalty 1635.437344 = -83532.788703 nChanged 10 SP:Iteration 14Q (174.820725 sec): 3 clusters Score: Raw -85172.834319 + Penalty 1635.437344 = -83537.396975 nChanged 7 SP:Iteration 15Q (174.844334 sec): 3 clusters Score: Raw -85175.131931 + Penalty 1635.437344 = -83539.694587 nChanged 5 SP:Iteration 16Q (174.868005 sec): 3 clusters Score: Raw -85176.764891 + Penalty 1635.437344 = -83541.327547 nChanged 9 SP:Iteration 17Q (174.891794 sec): 3 clusters Score: Raw -85180.082340 + Penalty 1635.437344 = -83544.644996 nChanged 8 SP:Iteration 18Q (174.915384 sec): 3 clusters Score: Raw -85182.376464 + Penalty 1635.437344 = -83546.939119 nChanged 5 SP:Iteration 19Q (174.939045 sec): 3 clusters Score: Raw -85184.314249 + Penalty 1635.437344 = -83548.876904 nChanged 4 SP:Iteration 20F (174.962418 sec): 3 clusters Score: Raw -85185.558756 + Penalty 1635.437344 = -83550.121411 nChanged 3 SP:Iteration 21Q (174.985809 sec): 3 clusters Score: Raw -85186.401441 + Penalty 1635.437344 = -83550.964097 nChanged 2 SP:Iteration 22Q (175.009596 sec): 3 clusters Score: Raw -85186.803007 + Penalty 1635.437344 = -83551.365663 nChanged 2 SP:Iteration 23Q (175.033182 sec): 3 clusters Score: Raw -85187.016296 + Penalty 1635.437344 = -83551.578951 nChanged 1 SP:Iteration 24Q (175.056680 sec): 3 clusters Score: Raw -85187.204541 + Penalty 1635.437344 = -83551.767197 nChanged 1 SP:Iteration 25Q (175.080327 sec): 3 clusters Score: Raw -85187.327619 + Penalty 1635.437344 = -83551.890275 nChanged 2 SP:Iteration 26Q (175.103903 sec): 3 clusters Score: Raw -85187.805375 + Penalty 1635.437344 = -83552.368031 nChanged 0 SP:Iteration 27F (175.207044 sec): 3 clusters Score: Raw -85187.805375 + Penalty 1635.437344 = -83552.368031 nChanged 0 Trying to split cluster 4 (1317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.267700 sec): 2 clusters Score: Raw -53807.714168 + Penalty 754.226729 = -53053.487439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.368446 sec): 3 clusters Score: Raw -53213.003811 + Penalty 1508.453457 = -51704.550354 nChanged 497 SP:Iteration 1F (175.485387 sec): 3 clusters Score: Raw -53619.850840 + Penalty 1508.453457 = -52111.397383 nChanged 152 SP:Iteration 2F (175.599753 sec): 3 clusters Score: Raw -53815.694296 + Penalty 1508.453457 = -52307.240838 nChanged 108 SP:Iteration 3F (175.712704 sec): 3 clusters Score: Raw -53966.797830 + Penalty 1508.453457 = -52458.344373 nChanged 90 SP:Iteration 4F (175.826312 sec): 3 clusters Score: Raw -54047.507768 + Penalty 1508.453457 = -52539.054310 nChanged 57 SP:Iteration 5Q (175.941265 sec): 3 clusters Score: Raw -54097.345159 + Penalty 1508.453457 = -52588.891702 nChanged 43 SP:Iteration 6Q (175.956858 sec): 3 clusters Score: Raw -54133.981351 + Penalty 1508.453457 = -52625.527894 nChanged 36 SP:Iteration 7Q (175.971623 sec): 3 clusters Score: Raw -54170.570857 + Penalty 1508.453457 = -52662.117400 nChanged 25 SP:Iteration 8Q (175.986386 sec): 3 clusters Score: Raw -54190.266099 + Penalty 1508.453457 = -52681.812641 nChanged 22 SP:Iteration 9Q (176.001475 sec): 3 clusters Score: Raw -54210.376378 + Penalty 1508.453457 = -52701.922920 nChanged 17 SP:Iteration 10Q (176.017220 sec): 3 clusters Score: Raw -54221.324093 + Penalty 1508.453457 = -52712.870636 nChanged 13 SP:Iteration 11Q (176.032841 sec): 3 clusters Score: Raw -54229.923459 + Penalty 1508.453457 = -52721.470002 nChanged 10 SP:Iteration 12Q (176.048501 sec): 3 clusters Score: Raw -54235.803024 + Penalty 1508.453457 = -52727.349566 nChanged 7 SP:Iteration 13Q (176.064331 sec): 3 clusters Score: Raw -54240.913432 + Penalty 1508.453457 = -52732.459975 nChanged 6 SP:Iteration 14Q (176.078983 sec): 3 clusters Score: Raw -54244.243954 + Penalty 1508.453457 = -52735.790496 nChanged 6 SP:Iteration 15Q (176.093594 sec): 3 clusters Score: Raw -54247.820243 + Penalty 1508.453457 = -52739.366785 nChanged 4 SP:Iteration 16Q (176.108145 sec): 3 clusters Score: Raw -54249.903608 + Penalty 1508.453457 = -52741.450151 nChanged 3 SP:Iteration 17Q (176.122833 sec): 3 clusters Score: Raw -54251.800033 + Penalty 1508.453457 = -52743.346576 nChanged 3 SP:Iteration 18Q (176.137374 sec): 3 clusters Score: Raw -54254.999645 + Penalty 1508.453457 = -52746.546188 nChanged 3 SP:Iteration 19Q (176.151998 sec): 3 clusters Score: Raw -54256.257109 + Penalty 1508.453457 = -52747.803651 nChanged 1 SP:Iteration 20F (176.166450 sec): 3 clusters Score: Raw -54257.117799 + Penalty 1508.453457 = -52748.664342 nChanged 2 SP:Iteration 21Q (176.181008 sec): 3 clusters Score: Raw -54258.698298 + Penalty 1508.453457 = -52750.244841 nChanged 2 SP:Iteration 22Q (176.195637 sec): 3 clusters Score: Raw -54259.620007 + Penalty 1508.453457 = -52751.166550 nChanged 2 SP:Iteration 23Q (176.210610 sec): 3 clusters Score: Raw -54261.477059 + Penalty 1508.453457 = -52753.023602 nChanged 3 SP:Iteration 24Q (176.225258 sec): 3 clusters Score: Raw -54262.968551 + Penalty 1508.453457 = -52754.515093 nChanged 3 SP:Iteration 25Q (176.239809 sec): 3 clusters Score: Raw -54264.095948 + Penalty 1508.453457 = -52755.642491 nChanged 1 SP:Iteration 26Q (176.254608 sec): 3 clusters Score: Raw -54264.235792 + Penalty 1508.453457 = -52755.782334 nChanged 2 SP:Iteration 27Q (176.269256 sec): 3 clusters Score: Raw -54266.116295 + Penalty 1508.453457 = -52757.662837 nChanged 3 SP:Iteration 28Q (176.283792 sec): 3 clusters Score: Raw -54268.546821 + Penalty 1508.453457 = -52760.093364 nChanged 1 SP:Iteration 29Q (176.298339 sec): 3 clusters Score: Raw -54268.759802 + Penalty 1508.453457 = -52760.306345 nChanged 0 SP:Iteration 30F (176.414416 sec): 3 clusters Score: Raw -54268.759802 + Penalty 1508.453457 = -52760.306345 nChanged 0 Trying to split cluster 5 (5668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (176.460969 sec): 2 clusters Score: Raw -261046.596464 + Penalty 907.472118 = -260139.124346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (176.516918 sec): 3 clusters Score: Raw -257862.029418 + Penalty 1814.944236 = -256047.085182 nChanged 2435 SP:Iteration 1F (176.576224 sec): 3 clusters Score: Raw -259276.507428 + Penalty 1814.944236 = -257461.563191 nChanged 409 SP:Iteration 2F (176.636834 sec): 3 clusters Score: Raw -259557.778672 + Penalty 1814.944236 = -257742.834436 nChanged 399 SP:Iteration 3F (176.688139 sec): 3 clusters Score: Raw -259954.300610 + Penalty 1814.944236 = -258139.356374 nChanged 468 SP:Iteration 4F (176.732304 sec): 3 clusters Score: Raw -260585.321341 + Penalty 1814.944236 = -258770.377105 nChanged 499 SP:Iteration 5F (176.776909 sec): 3 clusters Score: Raw -261229.060532 + Penalty 1814.944236 = -259414.116296 nChanged 448 SP:Iteration 6F (176.821121 sec): 3 clusters Score: Raw -261814.969172 + Penalty 1814.944236 = -260000.024936 nChanged 368 SP:Iteration 7F (176.865846 sec): 3 clusters Score: Raw -262365.225657 + Penalty 1814.944236 = -260550.281421 nChanged 288 SP:Iteration 8F (176.911804 sec): 3 clusters Score: Raw -262727.149377 + Penalty 1814.944236 = -260912.205141 nChanged 185 SP:Iteration 9Q (176.957469 sec): 3 clusters Score: Raw -262906.364961 + Penalty 1814.944236 = -261091.420724 nChanged 131 SP:Iteration 10Q (177.002851 sec): 3 clusters Score: Raw -263008.261335 + Penalty 1814.944236 = -261193.317099 nChanged 102 SP:Iteration 11Q (177.048374 sec): 3 clusters Score: Raw -263057.507740 + Penalty 1814.944236 = -261242.563504 nChanged 68 SP:Iteration 12Q (177.094447 sec): 3 clusters Score: Raw -263080.367011 + Penalty 1814.944236 = -261265.422775 nChanged 48 SP:Iteration 13Q (177.140207 sec): 3 clusters Score: Raw -263094.648324 + Penalty 1814.944236 = -261279.704088 nChanged 43 SP:Iteration 14Q (177.186133 sec): 3 clusters Score: Raw -263106.082385 + Penalty 1814.944236 = -261291.138148 nChanged 37 SP:Iteration 15Q (177.231862 sec): 3 clusters Score: Raw -263116.539906 + Penalty 1814.944236 = -261301.595670 nChanged 43 SP:Iteration 16Q (177.277039 sec): 3 clusters Score: Raw -263133.474183 + Penalty 1814.944236 = -261318.529947 nChanged 44 SP:Iteration 17Q (177.322186 sec): 3 clusters Score: Raw -263148.868494 + Penalty 1814.944236 = -261333.924258 nChanged 35 SP:Iteration 18Q (177.367565 sec): 3 clusters Score: Raw -263160.115163 + Penalty 1814.944236 = -261345.170927 nChanged 28 SP:Iteration 19Q (177.413096 sec): 3 clusters Score: Raw -263168.536905 + Penalty 1814.944236 = -261353.592669 nChanged 20 SP:Iteration 20F (177.459177 sec): 3 clusters Score: Raw -263174.438249 + Penalty 1814.944236 = -261359.494013 nChanged 22 SP:Iteration 21Q (177.504595 sec): 3 clusters Score: Raw -263179.347201 + Penalty 1814.944236 = -261364.402965 nChanged 18 SP:Iteration 22Q (177.550208 sec): 3 clusters Score: Raw -263184.613919 + Penalty 1814.944236 = -261369.669682 nChanged 17 SP:Iteration 23Q (177.596309 sec): 3 clusters Score: Raw -263188.666414 + Penalty 1814.944236 = -261373.722178 nChanged 15 SP:Iteration 24Q (177.642128 sec): 3 clusters Score: Raw -263190.959646 + Penalty 1814.944236 = -261376.015410 nChanged 7 SP:Iteration 25Q (177.687804 sec): 3 clusters Score: Raw -263191.803464 + Penalty 1814.944236 = -261376.859228 nChanged 8 SP:Iteration 26Q (177.733590 sec): 3 clusters Score: Raw -263192.542481 + Penalty 1814.944236 = -261377.598245 nChanged 3 SP:Iteration 27Q (177.783408 sec): 3 clusters Score: Raw -263192.775991 + Penalty 1814.944236 = -261377.831755 nChanged 4 SP:Iteration 28Q (177.829243 sec): 3 clusters Score: Raw -263193.376141 + Penalty 1814.944236 = -261378.431904 nChanged 7 SP:Iteration 29Q (177.942984 sec): 3 clusters Score: Raw -263194.413190 + Penalty 1814.944236 = -261379.468954 nChanged 3 SP:Iteration 30Q (178.030145 sec): 3 clusters Score: Raw -263194.848460 + Penalty 1814.944236 = -261379.904223 nChanged 3 SP:Iteration 31Q (178.090702 sec): 3 clusters Score: Raw -263195.286285 + Penalty 1814.944236 = -261380.342048 nChanged 2 SP:Iteration 32Q (178.141381 sec): 3 clusters Score: Raw -263195.395365 + Penalty 1814.944236 = -261380.451129 nChanged 1 SP:Iteration 33Q (178.214448 sec): 3 clusters Score: Raw -263195.478663 + Penalty 1814.944236 = -261380.534427 nChanged 1 SP:Iteration 34Q (178.259251 sec): 3 clusters Score: Raw -263195.816485 + Penalty 1814.944236 = -261380.872249 nChanged 0 SP:Iteration 35F (178.305178 sec): 3 clusters Score: Raw -263195.816485 + Penalty 1814.944236 = -261380.872249 nChanged 0 Score: Raw -1477630.036018 + Penalty 10970.815497 = -1466659.220520 Splitting cluster 5 changes total score from -1464231.801612 to -1466659.220520 So it's getting split into cluster 10. Trying to split cluster 6 (11375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.905531 sec): 2 clusters Score: Raw -540400.651989 + Penalty 980.613191 = -539420.038799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (179.010950 sec): 3 clusters Score: Raw -533594.620042 + Penalty 1961.226381 = -531633.393661 nChanged 5165 SP:Iteration 1F (179.098829 sec): 3 clusters Score: Raw -536737.526924 + Penalty 1961.226381 = -534776.300543 nChanged 876 SP:Iteration 2F (179.157759 sec): 3 clusters Score: Raw -537371.703482 + Penalty 1961.226381 = -535410.477101 nChanged 875 SP:Iteration 3F (179.217137 sec): 3 clusters Score: Raw -538078.148762 + Penalty 1961.226381 = -536116.922381 nChanged 779 SP:Iteration 4F (179.284043 sec): 3 clusters Score: Raw -538726.634986 + Penalty 1961.226381 = -536765.408605 nChanged 707 SP:Iteration 5F (179.353624 sec): 3 clusters Score: Raw -539280.365106 + Penalty 1961.226381 = -537319.138725 nChanged 569 SP:Iteration 6F (179.421705 sec): 3 clusters Score: Raw -539701.738159 + Penalty 1961.226381 = -537740.511777 nChanged 440 SP:Iteration 7Q (179.489165 sec): 3 clusters Score: Raw -540088.359981 + Penalty 1961.226381 = -538127.133600 nChanged 488 SP:Iteration 8Q (179.555953 sec): 3 clusters Score: Raw -540669.658872 + Penalty 1961.226381 = -538708.432491 nChanged 610 SP:Iteration 9F (179.623410 sec): 3 clusters Score: Raw -541741.220685 + Penalty 1961.226381 = -539779.994304 nChanged 916 SP:Iteration 10F (179.691726 sec): 3 clusters Score: Raw -543485.699023 + Penalty 1961.226381 = -541524.472642 nChanged 1043 SP:Iteration 11F (179.763657 sec): 3 clusters Score: Raw -545062.446527 + Penalty 1961.226381 = -543101.220146 nChanged 696 SP:Iteration 12F (179.835402 sec): 3 clusters Score: Raw -546026.435254 + Penalty 1961.226381 = -544065.208873 nChanged 304 SP:Iteration 13Q (179.905205 sec): 3 clusters Score: Raw -546350.990295 + Penalty 1961.226381 = -544389.763914 nChanged 113 SP:Iteration 14Q (179.972205 sec): 3 clusters Score: Raw -546420.762310 + Penalty 1961.226381 = -544459.535929 nChanged 63 SP:Iteration 15Q (180.035576 sec): 3 clusters Score: Raw -546449.315704 + Penalty 1961.226381 = -544488.089323 nChanged 46 SP:Iteration 16Q (180.099875 sec): 3 clusters Score: Raw -546466.144626 + Penalty 1961.226381 = -544504.918245 nChanged 24 SP:Iteration 17Q (180.164080 sec): 3 clusters Score: Raw -546470.801152 + Penalty 1961.226381 = -544509.574771 nChanged 13 SP:Iteration 18Q (180.228193 sec): 3 clusters Score: Raw -546472.497193 + Penalty 1961.226381 = -544511.270812 nChanged 7 SP:Iteration 19Q (180.292626 sec): 3 clusters Score: Raw -546473.302901 + Penalty 1961.226381 = -544512.076519 nChanged 5 SP:Iteration 20F (180.365268 sec): 3 clusters Score: Raw -546473.806067 + Penalty 1961.226381 = -544512.579685 nChanged 4 SP:Iteration 21Q (180.523522 sec): 3 clusters Score: Raw -546474.234380 + Penalty 1961.226381 = -544513.007999 nChanged 2 SP:Iteration 22Q (180.594586 sec): 3 clusters Score: Raw -546474.389106 + Penalty 1961.226381 = -544513.162725 nChanged 0 SP:Iteration 23F (180.658855 sec): 3 clusters Score: Raw -546474.389106 + Penalty 1961.226381 = -544513.162725 nChanged 0 Score: Raw -1483703.773134 + Penalty 12067.897047 = -1471635.876087 Splitting cluster 6 changes total score from -1464231.801612 to -1471635.876087 So it's getting split into cluster 11. Trying to split cluster 7 (1426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.194135 sec): 2 clusters Score: Raw -38519.480266 + Penalty 762.576003 = -37756.904263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.211577 sec): 3 clusters Score: Raw -37934.871659 + Penalty 1525.152006 = -36409.719653 nChanged 520 SP:Iteration 1F (181.227967 sec): 3 clusters Score: Raw -38517.934251 + Penalty 1525.152006 = -36992.782245 nChanged 158 SP:Iteration 2F (181.244585 sec): 3 clusters Score: Raw -38726.734208 + Penalty 1525.152006 = -37201.582201 nChanged 105 SP:Iteration 3F (181.276796 sec): 3 clusters Score: Raw -38858.589727 + Penalty 1525.152006 = -37333.437720 nChanged 79 SP:Iteration 4F (181.291324 sec): 3 clusters Score: Raw -38971.815551 + Penalty 1525.152006 = -37446.663545 nChanged 56 SP:Iteration 5Q (181.309518 sec): 3 clusters Score: Raw -39062.123441 + Penalty 1525.152006 = -37536.971434 nChanged 42 SP:Iteration 6Q (181.324957 sec): 3 clusters Score: Raw -39145.735327 + Penalty 1525.152006 = -37620.583320 nChanged 38 SP:Iteration 7Q (181.340321 sec): 3 clusters Score: Raw -39196.277351 + Penalty 1525.152006 = -37671.125345 nChanged 17 SP:Iteration 8Q (181.355606 sec): 3 clusters Score: Raw -39215.303621 + Penalty 1525.152006 = -37690.151614 nChanged 15 SP:Iteration 9Q (181.370808 sec): 3 clusters Score: Raw -39231.857586 + Penalty 1525.152006 = -37706.705580 nChanged 13 SP:Iteration 10Q (181.386164 sec): 3 clusters Score: Raw -39241.980603 + Penalty 1525.152006 = -37716.828596 nChanged 13 SP:Iteration 11Q (181.401449 sec): 3 clusters Score: Raw -39249.101581 + Penalty 1525.152006 = -37723.949575 nChanged 10 SP:Iteration 12Q (181.416711 sec): 3 clusters Score: Raw -39254.382600 + Penalty 1525.152006 = -37729.230593 nChanged 7 SP:Iteration 13Q (181.431978 sec): 3 clusters Score: Raw -39258.205110 + Penalty 1525.152006 = -37733.053104 nChanged 3 SP:Iteration 14Q (181.447275 sec): 3 clusters Score: Raw -39260.388280 + Penalty 1525.152006 = -37735.236274 nChanged 5 SP:Iteration 15Q (181.462532 sec): 3 clusters Score: Raw -39262.500976 + Penalty 1525.152006 = -37737.348970 nChanged 1 SP:Iteration 16Q (181.477765 sec): 3 clusters Score: Raw -39263.066072 + Penalty 1525.152006 = -37737.914066 nChanged 1 SP:Iteration 17Q (181.495757 sec): 3 clusters Score: Raw -39263.262626 + Penalty 1525.152006 = -37738.110619 nChanged 1 SP:Iteration 18Q (181.511044 sec): 3 clusters Score: Raw -39263.307801 + Penalty 1525.152006 = -37738.155795 nChanged 0 SP:Iteration 19F (181.526210 sec): 3 clusters Score: Raw -39263.307801 + Penalty 1525.152006 = -37738.155795 nChanged 0 Trying to split cluster 8 (3544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (181.565199 sec): 2 clusters Score: Raw -160058.822992 + Penalty 858.166188 = -159200.656804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (181.601665 sec): 3 clusters Score: Raw -158241.145295 + Penalty 1716.332375 = -156524.812920 nChanged 1456 SP:Iteration 1F (181.636310 sec): 3 clusters Score: Raw -159127.701772 + Penalty 1716.332375 = -157411.369396 nChanged 269 SP:Iteration 2F (181.775008 sec): 3 clusters Score: Raw -159287.416171 + Penalty 1716.332375 = -157571.083796 nChanged 204 SP:Iteration 3F (181.891644 sec): 3 clusters Score: Raw -159412.003544 + Penalty 1716.332375 = -157695.671168 nChanged 188 SP:Iteration 4F (181.991027 sec): 3 clusters Score: Raw -159546.178505 + Penalty 1716.332375 = -157829.846130 nChanged 161 SP:Iteration 5Q (182.112448 sec): 3 clusters Score: Raw -159654.511169 + Penalty 1716.332375 = -157938.178793 nChanged 145 SP:Iteration 6Q (182.144938 sec): 3 clusters Score: Raw -159746.304435 + Penalty 1716.332375 = -158029.972060 nChanged 131 SP:Iteration 7Q (182.178539 sec): 3 clusters Score: Raw -159837.504484 + Penalty 1716.332375 = -158121.172109 nChanged 128 SP:Iteration 8Q (182.212398 sec): 3 clusters Score: Raw -159922.421667 + Penalty 1716.332375 = -158206.089292 nChanged 125 SP:Iteration 9Q (182.245911 sec): 3 clusters Score: Raw -160018.827303 + Penalty 1716.332375 = -158302.494927 nChanged 123 SP:Iteration 10Q (182.279736 sec): 3 clusters Score: Raw -160103.487020 + Penalty 1716.332375 = -158387.154645 nChanged 104 SP:Iteration 11Q (182.313294 sec): 3 clusters Score: Raw -160170.620525 + Penalty 1716.332375 = -158454.288149 nChanged 109 SP:Iteration 12Q (182.346970 sec): 3 clusters Score: Raw -160235.792434 + Penalty 1716.332375 = -158519.460058 nChanged 96 SP:Iteration 13Q (182.380339 sec): 3 clusters Score: Raw -160276.753821 + Penalty 1716.332375 = -158560.421446 nChanged 52 SP:Iteration 14Q (182.413803 sec): 3 clusters Score: Raw -160298.241269 + Penalty 1716.332375 = -158581.908893 nChanged 54 SP:Iteration 15Q (182.447393 sec): 3 clusters Score: Raw -160315.035542 + Penalty 1716.332375 = -158598.703166 nChanged 31 SP:Iteration 16Q (182.480746 sec): 3 clusters Score: Raw -160323.957534 + Penalty 1716.332375 = -158607.625159 nChanged 21 SP:Iteration 17Q (182.513961 sec): 3 clusters Score: Raw -160328.034216 + Penalty 1716.332375 = -158611.701841 nChanged 14 SP:Iteration 18Q (182.547302 sec): 3 clusters Score: Raw -160330.767918 + Penalty 1716.332375 = -158614.435543 nChanged 15 SP:Iteration 19Q (182.580658 sec): 3 clusters Score: Raw -160333.704885 + Penalty 1716.332375 = -158617.372510 nChanged 12 SP:Iteration 20F (182.613404 sec): 3 clusters Score: Raw -160336.606657 + Penalty 1716.332375 = -158620.274282 nChanged 11 SP:Iteration 21Q (182.646899 sec): 3 clusters Score: Raw -160338.775054 + Penalty 1716.332375 = -158622.442679 nChanged 9 SP:Iteration 22Q (182.680311 sec): 3 clusters Score: Raw -160339.815972 + Penalty 1716.332375 = -158623.483596 nChanged 5 SP:Iteration 23Q (182.713649 sec): 3 clusters Score: Raw -160340.505951 + Penalty 1716.332375 = -158624.173575 nChanged 5 SP:Iteration 24Q (182.746886 sec): 3 clusters Score: Raw -160341.302989 + Penalty 1716.332375 = -158624.970614 nChanged 5 SP:Iteration 25Q (182.780217 sec): 3 clusters Score: Raw -160342.269034 + Penalty 1716.332375 = -158625.936658 nChanged 2 SP:Iteration 26Q (182.813542 sec): 3 clusters Score: Raw -160342.473988 + Penalty 1716.332375 = -158626.141613 nChanged 0 SP:Iteration 27F (182.846383 sec): 3 clusters Score: Raw -160342.473988 + Penalty 1716.332375 = -158626.141613 nChanged 0 Iteration 99Q (183.322965 sec): 12 clusters Score: Raw -1484870.705202 + Penalty 12067.897047 = -1472802.808155 nChanged 1359 Iteration 100F (183.920024 sec): 12 clusters Score: Raw -1485999.701243 + Penalty 12067.897047 = -1473931.804196 nChanged 848 Iteration 101Q (184.240207 sec): 12 clusters Score: Raw -1486788.488784 + Penalty 12067.897047 = -1474720.591737 nChanged 555 Iteration 102Q (184.625975 sec): 12 clusters Score: Raw -1487249.339188 + Penalty 12067.897047 = -1475181.442141 nChanged 334 Iteration 103Q (185.015651 sec): 12 clusters Score: Raw -1487409.871061 + Penalty 12067.897047 = -1475341.974014 nChanged 208 Iteration 104Q (185.328192 sec): 12 clusters Score: Raw -1487475.023871 + Penalty 12067.897047 = -1475407.126824 nChanged 120 Iteration 105Q (185.636933 sec): 12 clusters Score: Raw -1487509.930462 + Penalty 12067.897047 = -1475442.033415 nChanged 86 Iteration 106Q (186.061741 sec): 12 clusters Score: Raw -1487534.922722 + Penalty 12067.897047 = -1475467.025675 nChanged 74 Iteration 107Q (186.443051 sec): 12 clusters Score: Raw -1487558.545811 + Penalty 12067.897047 = -1475490.648764 nChanged 49 Iteration 108Q (186.751666 sec): 12 clusters Score: Raw -1487572.159455 + Penalty 12067.897047 = -1475504.262408 nChanged 47 Iteration 109Q (187.132408 sec): 12 clusters Score: Raw -1487583.081664 + Penalty 12067.897047 = -1475515.184617 nChanged 23 Iteration 110Q (187.443395 sec): 12 clusters Score: Raw -1487586.917401 + Penalty 12067.897047 = -1475519.020354 nChanged 21 Iteration 111Q (187.751826 sec): 12 clusters Score: Raw -1487591.346502 + Penalty 12067.897047 = -1475523.449455 nChanged 18 Iteration 112Q (188.131120 sec): 12 clusters Score: Raw -1487593.948348 + Penalty 12067.897047 = -1475526.051301 nChanged 13 Iteration 113Q (188.437393 sec): 12 clusters Score: Raw -1487596.159174 + Penalty 12067.897047 = -1475528.262127 nChanged 8 Iteration 114Q (188.816742 sec): 12 clusters Score: Raw -1487597.515537 + Penalty 12067.897047 = -1475529.618490 nChanged 7 Iteration 115Q (189.123249 sec): 12 clusters Score: Raw -1487599.570680 + Penalty 12067.897047 = -1475531.673633 nChanged 7 Iteration 116Q (189.432148 sec): 12 clusters Score: Raw -1487600.960406 + Penalty 12067.897047 = -1475533.063359 nChanged 4 Iteration 117Q (189.811600 sec): 12 clusters Score: Raw -1487601.543867 + Penalty 12067.897047 = -1475533.646820 nChanged 3 Iteration 118Q (190.135114 sec): 12 clusters Score: Raw -1487602.082504 + Penalty 12067.897047 = -1475534.185458 nChanged 3 Iteration 119Q (190.476963 sec): 12 clusters Score: Raw -1487602.781896 + Penalty 12067.897047 = -1475534.884850 nChanged 3 Iteration 120F (191.074672 sec): 12 clusters Score: Raw -1487603.062907 + Penalty 12067.897047 = -1475535.165860 nChanged 2 Iteration 121Q (191.385069 sec): 12 clusters Score: Raw -1487603.149437 + Penalty 12067.897047 = -1475535.252390 nChanged 1 Iteration 122Q (191.764032 sec): 12 clusters Score: Raw -1487603.224602 + Penalty 12067.897047 = -1475535.327555 nChanged 0 Iteration 123F (192.253596 sec): 12 clusters Score: Raw -1487603.224602 + Penalty 12067.897047 = -1475535.327555 nChanged 0 Compute initial score before splitting: Score: Raw -1487603.224602 + Penalty 12067.897047 = -1475535.327555 Trying to split cluster 1 (965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.286962 sec): 2 clusters Score: Raw -43636.342606 + Penalty 721.573451 = -42914.769155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.297051 sec): 3 clusters Score: Raw -43265.861984 + Penalty 1443.146901 = -41822.715083 nChanged 335 SP:Iteration 1F (192.306587 sec): 3 clusters Score: Raw -43536.129519 + Penalty 1443.146901 = -42092.982617 nChanged 89 SP:Iteration 2F (192.317930 sec): 3 clusters Score: Raw -43637.462748 + Penalty 1443.146901 = -42194.315847 nChanged 48 SP:Iteration 3Q (192.329491 sec): 3 clusters Score: Raw -43698.358539 + Penalty 1443.146901 = -42255.211637 nChanged 52 SP:Iteration 4F (192.340788 sec): 3 clusters Score: Raw -43767.508459 + Penalty 1443.146901 = -42324.361558 nChanged 35 SP:Iteration 5Q (192.352177 sec): 3 clusters Score: Raw -43811.565392 + Penalty 1443.146901 = -42368.418491 nChanged 28 SP:Iteration 6Q (192.363636 sec): 3 clusters Score: Raw -43840.987346 + Penalty 1443.146901 = -42397.840445 nChanged 18 SP:Iteration 7Q (192.373267 sec): 3 clusters Score: Raw -43856.185436 + Penalty 1443.146901 = -42413.038534 nChanged 15 SP:Iteration 8Q (192.382903 sec): 3 clusters Score: Raw -43875.056474 + Penalty 1443.146901 = -42431.909573 nChanged 16 SP:Iteration 9Q (192.392483 sec): 3 clusters Score: Raw -43888.841708 + Penalty 1443.146901 = -42445.694807 nChanged 11 SP:Iteration 10Q (192.402089 sec): 3 clusters Score: Raw -43896.186848 + Penalty 1443.146901 = -42453.039947 nChanged 6 SP:Iteration 11Q (192.411666 sec): 3 clusters Score: Raw -43901.816809 + Penalty 1443.146901 = -42458.669908 nChanged 5 SP:Iteration 12Q (192.528043 sec): 3 clusters Score: Raw -43906.343160 + Penalty 1443.146901 = -42463.196258 nChanged 4 SP:Iteration 13Q (192.535735 sec): 3 clusters Score: Raw -43909.454134 + Penalty 1443.146901 = -42466.307232 nChanged 5 SP:Iteration 14Q (192.545191 sec): 3 clusters Score: Raw -43914.678640 + Penalty 1443.146901 = -42471.531739 nChanged 5 SP:Iteration 15Q (192.554762 sec): 3 clusters Score: Raw -43917.928290 + Penalty 1443.146901 = -42474.781388 nChanged 4 SP:Iteration 16Q (192.564237 sec): 3 clusters Score: Raw -43923.522014 + Penalty 1443.146901 = -42480.375113 nChanged 2 SP:Iteration 17Q (192.573654 sec): 3 clusters Score: Raw -43929.109529 + Penalty 1443.146901 = -42485.962627 nChanged 6 SP:Iteration 18Q (192.583066 sec): 3 clusters Score: Raw -43935.605705 + Penalty 1443.146901 = -42492.458804 nChanged 7 SP:Iteration 19Q (192.592606 sec): 3 clusters Score: Raw -43942.767571 + Penalty 1443.146901 = -42499.620669 nChanged 7 SP:Iteration 20F (192.601822 sec): 3 clusters Score: Raw -43946.544590 + Penalty 1443.146901 = -42503.397689 nChanged 5 SP:Iteration 21Q (192.611127 sec): 3 clusters Score: Raw -43949.877203 + Penalty 1443.146901 = -42506.730302 nChanged 3 SP:Iteration 22Q (192.620464 sec): 3 clusters Score: Raw -43951.857613 + Penalty 1443.146901 = -42508.710712 nChanged 1 SP:Iteration 23Q (192.629735 sec): 3 clusters Score: Raw -43952.085294 + Penalty 1443.146901 = -42508.938393 nChanged 0 SP:Iteration 24F (192.638905 sec): 3 clusters Score: Raw -43952.085294 + Penalty 1443.146901 = -42508.938393 nChanged 0 Trying to split cluster 2 (1570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.670269 sec): 2 clusters Score: Raw -73992.187601 + Penalty 772.677244 = -73219.510357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.684648 sec): 3 clusters Score: Raw -73297.231041 + Penalty 1545.354489 = -71751.876552 nChanged 603 SP:Iteration 1F (192.698097 sec): 3 clusters Score: Raw -73734.301306 + Penalty 1545.354489 = -72188.946817 nChanged 154 SP:Iteration 2F (192.711331 sec): 3 clusters Score: Raw -73883.755937 + Penalty 1545.354489 = -72338.401448 nChanged 106 SP:Iteration 3F (192.724672 sec): 3 clusters Score: Raw -73986.631607 + Penalty 1545.354489 = -72441.277118 nChanged 71 SP:Iteration 4Q (192.738590 sec): 3 clusters Score: Raw -74047.613132 + Penalty 1545.354489 = -72502.258643 nChanged 49 SP:Iteration 5Q (192.752179 sec): 3 clusters Score: Raw -74086.376932 + Penalty 1545.354489 = -72541.022443 nChanged 41 SP:Iteration 6Q (192.765650 sec): 3 clusters Score: Raw -74120.816516 + Penalty 1545.354489 = -72575.462028 nChanged 27 SP:Iteration 7Q (192.779104 sec): 3 clusters Score: Raw -74138.587953 + Penalty 1545.354489 = -72593.233464 nChanged 17 SP:Iteration 8Q (192.792491 sec): 3 clusters Score: Raw -74152.351306 + Penalty 1545.354489 = -72606.996817 nChanged 17 SP:Iteration 9Q (192.805949 sec): 3 clusters Score: Raw -74166.414985 + Penalty 1545.354489 = -72621.060497 nChanged 15 SP:Iteration 10Q (192.819429 sec): 3 clusters Score: Raw -74174.127113 + Penalty 1545.354489 = -72628.772624 nChanged 6 SP:Iteration 11Q (192.832852 sec): 3 clusters Score: Raw -74176.155518 + Penalty 1545.354489 = -72630.801029 nChanged 4 SP:Iteration 12Q (192.846266 sec): 3 clusters Score: Raw -74178.144941 + Penalty 1545.354489 = -72632.790452 nChanged 4 SP:Iteration 13Q (192.859653 sec): 3 clusters Score: Raw -74179.308872 + Penalty 1545.354489 = -72633.954383 nChanged 2 SP:Iteration 14Q (192.873080 sec): 3 clusters Score: Raw -74179.806905 + Penalty 1545.354489 = -72634.452416 nChanged 0 SP:Iteration 15F (192.887195 sec): 3 clusters Score: Raw -74179.806905 + Penalty 1545.354489 = -72634.452416 nChanged 0 Trying to split cluster 3 (2401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.920988 sec): 2 clusters Score: Raw -84271.579128 + Penalty 817.282263 = -83454.296865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.994590 sec): 3 clusters Score: Raw -83109.998791 + Penalty 1634.564525 = -81475.434266 nChanged 898 SP:Iteration 1F (193.019388 sec): 3 clusters Score: Raw -83705.600537 + Penalty 1634.564525 = -82071.036012 nChanged 226 SP:Iteration 2F (193.044819 sec): 3 clusters Score: Raw -83965.920982 + Penalty 1634.564525 = -82331.356457 nChanged 220 SP:Iteration 3F (193.069344 sec): 3 clusters Score: Raw -84281.179008 + Penalty 1634.564525 = -82646.614482 nChanged 182 SP:Iteration 4F (193.091489 sec): 3 clusters Score: Raw -84546.143899 + Penalty 1634.564525 = -82911.579374 nChanged 160 SP:Iteration 5F (193.113577 sec): 3 clusters Score: Raw -84701.507023 + Penalty 1634.564525 = -83066.942497 nChanged 112 SP:Iteration 6Q (193.136160 sec): 3 clusters Score: Raw -84784.919140 + Penalty 1634.564525 = -83150.354615 nChanged 70 SP:Iteration 7Q (193.158820 sec): 3 clusters Score: Raw -84830.034839 + Penalty 1634.564525 = -83195.470314 nChanged 45 SP:Iteration 8Q (193.181003 sec): 3 clusters Score: Raw -84852.252660 + Penalty 1634.564525 = -83217.688134 nChanged 25 SP:Iteration 9Q (193.203310 sec): 3 clusters Score: Raw -84864.548732 + Penalty 1634.564525 = -83229.984207 nChanged 15 SP:Iteration 10Q (193.225563 sec): 3 clusters Score: Raw -84871.253025 + Penalty 1634.564525 = -83236.688500 nChanged 11 SP:Iteration 11Q (193.247759 sec): 3 clusters Score: Raw -84873.727104 + Penalty 1634.564525 = -83239.162579 nChanged 13 SP:Iteration 12Q (193.270266 sec): 3 clusters Score: Raw -84878.734600 + Penalty 1634.564525 = -83244.170075 nChanged 8 SP:Iteration 13Q (193.292535 sec): 3 clusters Score: Raw -84881.808202 + Penalty 1634.564525 = -83247.243677 nChanged 9 SP:Iteration 14Q (193.314726 sec): 3 clusters Score: Raw -84885.463881 + Penalty 1634.564525 = -83250.899356 nChanged 6 SP:Iteration 15Q (193.336929 sec): 3 clusters Score: Raw -84887.725653 + Penalty 1634.564525 = -83253.161128 nChanged 6 SP:Iteration 16Q (193.364087 sec): 3 clusters Score: Raw -84890.062692 + Penalty 1634.564525 = -83255.498167 nChanged 9 SP:Iteration 17Q (193.386310 sec): 3 clusters Score: Raw -84892.570065 + Penalty 1634.564525 = -83258.005540 nChanged 6 SP:Iteration 18Q (193.408496 sec): 3 clusters Score: Raw -84894.321042 + Penalty 1634.564525 = -83259.756517 nChanged 4 SP:Iteration 19Q (193.430628 sec): 3 clusters Score: Raw -84895.762600 + Penalty 1634.564525 = -83261.198075 nChanged 8 SP:Iteration 20F (193.452695 sec): 3 clusters Score: Raw -84899.669525 + Penalty 1634.564525 = -83265.104999 nChanged 14 SP:Iteration 21Q (193.474939 sec): 3 clusters Score: Raw -84906.560063 + Penalty 1634.564525 = -83271.995538 nChanged 11 SP:Iteration 22Q (193.497089 sec): 3 clusters Score: Raw -84914.202814 + Penalty 1634.564525 = -83279.638289 nChanged 17 SP:Iteration 23Q (193.519329 sec): 3 clusters Score: Raw -84924.078021 + Penalty 1634.564525 = -83289.513496 nChanged 20 SP:Iteration 24Q (193.541645 sec): 3 clusters Score: Raw -84939.216950 + Penalty 1634.564525 = -83304.652424 nChanged 19 SP:Iteration 25Q (193.563759 sec): 3 clusters Score: Raw -84949.303022 + Penalty 1634.564525 = -83314.738496 nChanged 13 SP:Iteration 26Q (193.586079 sec): 3 clusters Score: Raw -84953.974365 + Penalty 1634.564525 = -83319.409839 nChanged 3 SP:Iteration 27Q (193.629884 sec): 3 clusters Score: Raw -84954.881750 + Penalty 1634.564525 = -83320.317225 nChanged 7 SP:Iteration 28Q (193.714650 sec): 3 clusters Score: Raw -84957.554760 + Penalty 1634.564525 = -83322.990235 nChanged 6 SP:Iteration 29Q (193.813710 sec): 3 clusters Score: Raw -84961.500767 + Penalty 1634.564525 = -83326.936242 nChanged 8 SP:Iteration 30Q (193.900049 sec): 3 clusters Score: Raw -84963.672870 + Penalty 1634.564525 = -83329.108345 nChanged 5 SP:Iteration 31Q (193.977013 sec): 3 clusters Score: Raw -84967.929602 + Penalty 1634.564525 = -83333.365076 nChanged 7 SP:Iteration 32Q (194.084859 sec): 3 clusters Score: Raw -84970.685633 + Penalty 1634.564525 = -83336.121108 nChanged 2 SP:Iteration 33Q (194.165662 sec): 3 clusters Score: Raw -84971.185105 + Penalty 1634.564525 = -83336.620579 nChanged 2 SP:Iteration 34Q (194.272547 sec): 3 clusters Score: Raw -84971.591890 + Penalty 1634.564525 = -83337.027364 nChanged 1 SP:Iteration 35Q (194.385273 sec): 3 clusters Score: Raw -84971.933876 + Penalty 1634.564525 = -83337.369351 nChanged 3 SP:Iteration 36Q (194.498582 sec): 3 clusters Score: Raw -84972.988452 + Penalty 1634.564525 = -83338.423927 nChanged 4 SP:Iteration 37Q (194.641528 sec): 3 clusters Score: Raw -84973.852712 + Penalty 1634.564525 = -83339.288187 nChanged 0 SP:Iteration 38F (194.698716 sec): 3 clusters Score: Raw -84973.852712 + Penalty 1634.564525 = -83339.288187 nChanged 0 Trying to split cluster 4 (1302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.730456 sec): 2 clusters Score: Raw -52651.600946 + Penalty 753.023966 = -51898.576980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.744692 sec): 3 clusters Score: Raw -52106.981388 + Penalty 1506.047933 = -50600.933455 nChanged 445 SP:Iteration 1F (194.758334 sec): 3 clusters Score: Raw -52483.601348 + Penalty 1506.047933 = -50977.553415 nChanged 117 SP:Iteration 2F (194.771788 sec): 3 clusters Score: Raw -52629.121954 + Penalty 1506.047933 = -51123.074022 nChanged 95 SP:Iteration 3F (194.785152 sec): 3 clusters Score: Raw -52743.464774 + Penalty 1506.047933 = -51237.416841 nChanged 67 SP:Iteration 4F (194.798541 sec): 3 clusters Score: Raw -52822.589273 + Penalty 1506.047933 = -51316.541340 nChanged 58 SP:Iteration 5Q (194.812107 sec): 3 clusters Score: Raw -52873.145844 + Penalty 1506.047933 = -51367.097911 nChanged 40 SP:Iteration 6Q (194.825812 sec): 3 clusters Score: Raw -52913.156653 + Penalty 1506.047933 = -51407.108720 nChanged 40 SP:Iteration 7Q (194.839491 sec): 3 clusters Score: Raw -52943.657471 + Penalty 1506.047933 = -51437.609538 nChanged 34 SP:Iteration 8Q (194.853134 sec): 3 clusters Score: Raw -52975.837937 + Penalty 1506.047933 = -51469.790004 nChanged 26 SP:Iteration 9Q (194.866848 sec): 3 clusters Score: Raw -52995.369339 + Penalty 1506.047933 = -51489.321406 nChanged 18 SP:Iteration 10Q (194.880325 sec): 3 clusters Score: Raw -53007.568753 + Penalty 1506.047933 = -51501.520820 nChanged 11 SP:Iteration 11Q (194.893929 sec): 3 clusters Score: Raw -53017.082970 + Penalty 1506.047933 = -51511.035037 nChanged 13 SP:Iteration 12Q (194.907498 sec): 3 clusters Score: Raw -53023.928746 + Penalty 1506.047933 = -51517.880813 nChanged 9 SP:Iteration 13Q (194.921082 sec): 3 clusters Score: Raw -53029.712809 + Penalty 1506.047933 = -51523.664876 nChanged 4 SP:Iteration 14Q (194.934632 sec): 3 clusters Score: Raw -53033.719375 + Penalty 1506.047933 = -51527.671443 nChanged 5 SP:Iteration 15Q (194.948245 sec): 3 clusters Score: Raw -53038.212871 + Penalty 1506.047933 = -51532.164938 nChanged 4 SP:Iteration 16Q (194.961807 sec): 3 clusters Score: Raw -53039.932836 + Penalty 1506.047933 = -51533.884903 nChanged 1 SP:Iteration 17Q (194.975344 sec): 3 clusters Score: Raw -53040.117746 + Penalty 1506.047933 = -51534.069813 nChanged 1 SP:Iteration 18Q (194.988885 sec): 3 clusters Score: Raw -53040.527987 + Penalty 1506.047933 = -51534.480055 nChanged 5 SP:Iteration 19Q (195.002412 sec): 3 clusters Score: Raw -53042.534019 + Penalty 1506.047933 = -51536.486086 nChanged 4 SP:Iteration 20F (195.015711 sec): 3 clusters Score: Raw -53044.443409 + Penalty 1506.047933 = -51538.395476 nChanged 7 SP:Iteration 21Q (195.029165 sec): 3 clusters Score: Raw -53049.381645 + Penalty 1506.047933 = -51543.333713 nChanged 8 SP:Iteration 22Q (195.042547 sec): 3 clusters Score: Raw -53055.033624 + Penalty 1506.047933 = -51548.985691 nChanged 6 SP:Iteration 23Q (195.157266 sec): 3 clusters Score: Raw -53056.934024 + Penalty 1506.047933 = -51550.886092 nChanged 4 SP:Iteration 24Q (195.231367 sec): 3 clusters Score: Raw -53058.716157 + Penalty 1506.047933 = -51552.668224 nChanged 5 SP:Iteration 25Q (195.248661 sec): 3 clusters Score: Raw -53060.567138 + Penalty 1506.047933 = -51554.519205 nChanged 7 SP:Iteration 26Q (195.260000 sec): 3 clusters Score: Raw -53063.133874 + Penalty 1506.047933 = -51557.085941 nChanged 7 SP:Iteration 27Q (195.271288 sec): 3 clusters Score: Raw -53065.382233 + Penalty 1506.047933 = -51559.334300 nChanged 5 SP:Iteration 28Q (195.282616 sec): 3 clusters Score: Raw -53066.559015 + Penalty 1506.047933 = -51560.511083 nChanged 1 SP:Iteration 29Q (195.293878 sec): 3 clusters Score: Raw -53066.843110 + Penalty 1506.047933 = -51560.795177 nChanged 1 SP:Iteration 30Q (195.305140 sec): 3 clusters Score: Raw -53066.981240 + Penalty 1506.047933 = -51560.933307 nChanged 3 SP:Iteration 31Q (195.316606 sec): 3 clusters Score: Raw -53067.405722 + Penalty 1506.047933 = -51561.357789 nChanged 2 SP:Iteration 32Q (195.343054 sec): 3 clusters Score: Raw -53067.728598 + Penalty 1506.047933 = -51561.680665 nChanged 2 SP:Iteration 33Q (195.354443 sec): 3 clusters Score: Raw -53067.981242 + Penalty 1506.047933 = -51561.933310 nChanged 1 SP:Iteration 34Q (195.365774 sec): 3 clusters Score: Raw -53068.030431 + Penalty 1506.047933 = -51561.982498 nChanged 0 SP:Iteration 35F (195.377141 sec): 3 clusters Score: Raw -53068.030431 + Penalty 1506.047933 = -51561.982498 nChanged 0 Trying to split cluster 5 (2845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (195.411783 sec): 2 clusters Score: Raw -133851.929733 + Penalty 835.098426 = -133016.831307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (195.434452 sec): 3 clusters Score: Raw -132432.220475 + Penalty 1670.196853 = -130762.023622 nChanged 1120 SP:Iteration 1F (195.455821 sec): 3 clusters Score: Raw -133144.929461 + Penalty 1670.196853 = -131474.732608 nChanged 224 SP:Iteration 2F (195.477123 sec): 3 clusters Score: Raw -133303.523469 + Penalty 1670.196853 = -131633.326616 nChanged 174 SP:Iteration 3F (195.498410 sec): 3 clusters Score: Raw -133425.494327 + Penalty 1670.196853 = -131755.297475 nChanged 162 SP:Iteration 4F (195.519652 sec): 3 clusters Score: Raw -133568.863169 + Penalty 1670.196853 = -131898.666316 nChanged 168 SP:Iteration 5F (195.541590 sec): 3 clusters Score: Raw -133716.844935 + Penalty 1670.196853 = -132046.648082 nChanged 152 SP:Iteration 6F (195.563703 sec): 3 clusters Score: Raw -133848.147960 + Penalty 1670.196853 = -132177.951107 nChanged 135 SP:Iteration 7Q (195.586361 sec): 3 clusters Score: Raw -133981.890908 + Penalty 1670.196853 = -132311.694055 nChanged 132 SP:Iteration 8Q (195.610242 sec): 3 clusters Score: Raw -134148.032229 + Penalty 1670.196853 = -132477.835376 nChanged 130 SP:Iteration 9Q (195.633744 sec): 3 clusters Score: Raw -134330.301445 + Penalty 1670.196853 = -132660.104592 nChanged 81 SP:Iteration 10Q (195.655968 sec): 3 clusters Score: Raw -134392.343879 + Penalty 1670.196853 = -132722.147026 nChanged 43 SP:Iteration 11Q (195.678298 sec): 3 clusters Score: Raw -134416.197550 + Penalty 1670.196853 = -132746.000697 nChanged 30 SP:Iteration 12Q (195.796850 sec): 3 clusters Score: Raw -134425.189916 + Penalty 1670.196853 = -132754.993063 nChanged 16 SP:Iteration 13Q (195.910253 sec): 3 clusters Score: Raw -134430.483395 + Penalty 1670.196853 = -132760.286542 nChanged 17 SP:Iteration 14Q (195.943032 sec): 3 clusters Score: Raw -134436.414904 + Penalty 1670.196853 = -132766.218051 nChanged 19 SP:Iteration 15Q (195.969537 sec): 3 clusters Score: Raw -134443.627230 + Penalty 1670.196853 = -132773.430377 nChanged 15 SP:Iteration 16Q (195.995909 sec): 3 clusters Score: Raw -134448.063768 + Penalty 1670.196853 = -132777.866915 nChanged 6 SP:Iteration 17Q (196.103445 sec): 3 clusters Score: Raw -134449.730766 + Penalty 1670.196853 = -132779.533914 nChanged 8 SP:Iteration 18Q (196.204860 sec): 3 clusters Score: Raw -134452.163800 + Penalty 1670.196853 = -132781.966947 nChanged 5 SP:Iteration 19Q (196.230511 sec): 3 clusters Score: Raw -134452.955056 + Penalty 1670.196853 = -132782.758203 nChanged 4 SP:Iteration 20F (196.256460 sec): 3 clusters Score: Raw -134453.981476 + Penalty 1670.196853 = -132783.784623 nChanged 6 SP:Iteration 21Q (196.287346 sec): 3 clusters Score: Raw -134455.915403 + Penalty 1670.196853 = -132785.718550 nChanged 5 SP:Iteration 22Q (196.317502 sec): 3 clusters Score: Raw -134457.317257 + Penalty 1670.196853 = -132787.120405 nChanged 4 SP:Iteration 23Q (196.347555 sec): 3 clusters Score: Raw -134458.174934 + Penalty 1670.196853 = -132787.978081 nChanged 4 SP:Iteration 24Q (196.377594 sec): 3 clusters Score: Raw -134458.859543 + Penalty 1670.196853 = -132788.662690 nChanged 3 SP:Iteration 25Q (196.403143 sec): 3 clusters Score: Raw -134459.481076 + Penalty 1670.196853 = -132789.284223 nChanged 2 SP:Iteration 26Q (196.428598 sec): 3 clusters Score: Raw -134460.155691 + Penalty 1670.196853 = -132789.958838 nChanged 5 SP:Iteration 27Q (196.454202 sec): 3 clusters Score: Raw -134461.723135 + Penalty 1670.196853 = -132791.526282 nChanged 3 SP:Iteration 28Q (196.479837 sec): 3 clusters Score: Raw -134462.423617 + Penalty 1670.196853 = -132792.226764 nChanged 1 SP:Iteration 29Q (196.505435 sec): 3 clusters Score: Raw -134462.628980 + Penalty 1670.196853 = -132792.432127 nChanged 2 SP:Iteration 30Q (196.530958 sec): 3 clusters Score: Raw -134463.259489 + Penalty 1670.196853 = -132793.062637 nChanged 0 SP:Iteration 31F (196.556374 sec): 3 clusters Score: Raw -134463.259489 + Penalty 1670.196853 = -132793.062637 nChanged 0 Trying to split cluster 6 (6843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (196.601833 sec): 2 clusters Score: Raw -337384.367153 + Penalty 927.253059 = -336457.114095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (196.658108 sec): 3 clusters Score: Raw -333494.006407 + Penalty 1854.506117 = -331639.500289 nChanged 2960 SP:Iteration 1F (196.718980 sec): 3 clusters Score: Raw -335164.891605 + Penalty 1854.506117 = -333310.385488 nChanged 477 SP:Iteration 2F (196.833814 sec): 3 clusters Score: Raw -335418.648302 + Penalty 1854.506117 = -333564.142184 nChanged 414 SP:Iteration 3F (196.962898 sec): 3 clusters Score: Raw -335618.220421 + Penalty 1854.506117 = -333763.714303 nChanged 351 SP:Iteration 4F (197.008495 sec): 3 clusters Score: Raw -335793.511465 + Penalty 1854.506117 = -333939.005348 nChanged 319 SP:Iteration 5Q (197.054730 sec): 3 clusters Score: Raw -335954.368716 + Penalty 1854.506117 = -334099.862599 nChanged 287 SP:Iteration 6Q (197.100853 sec): 3 clusters Score: Raw -336094.562200 + Penalty 1854.506117 = -334240.056082 nChanged 281 SP:Iteration 7Q (197.148587 sec): 3 clusters Score: Raw -336241.348476 + Penalty 1854.506117 = -334386.842359 nChanged 280 SP:Iteration 8Q (197.201896 sec): 3 clusters Score: Raw -336387.945722 + Penalty 1854.506117 = -334533.439605 nChanged 264 SP:Iteration 9Q (197.255388 sec): 3 clusters Score: Raw -336540.892097 + Penalty 1854.506117 = -334686.385980 nChanged 253 SP:Iteration 10Q (197.308637 sec): 3 clusters Score: Raw -336694.815494 + Penalty 1854.506117 = -334840.309376 nChanged 213 SP:Iteration 11Q (197.356285 sec): 3 clusters Score: Raw -336815.809103 + Penalty 1854.506117 = -334961.302985 nChanged 186 SP:Iteration 12Q (197.402394 sec): 3 clusters Score: Raw -336906.991168 + Penalty 1854.506117 = -335052.485051 nChanged 139 SP:Iteration 13Q (197.448267 sec): 3 clusters Score: Raw -336966.300278 + Penalty 1854.506117 = -335111.794160 nChanged 103 SP:Iteration 14Q (197.494087 sec): 3 clusters Score: Raw -337006.186254 + Penalty 1854.506117 = -335151.680137 nChanged 95 SP:Iteration 15Q (197.601314 sec): 3 clusters Score: Raw -337045.221134 + Penalty 1854.506117 = -335190.715016 nChanged 93 SP:Iteration 16Q (197.672851 sec): 3 clusters Score: Raw -337081.986093 + Penalty 1854.506117 = -335227.479975 nChanged 78 SP:Iteration 17Q (197.720858 sec): 3 clusters Score: Raw -337107.450708 + Penalty 1854.506117 = -335252.944590 nChanged 74 SP:Iteration 18Q (197.770634 sec): 3 clusters Score: Raw -337133.787882 + Penalty 1854.506117 = -335279.281765 nChanged 68 SP:Iteration 19Q (197.822875 sec): 3 clusters Score: Raw -337159.012656 + Penalty 1854.506117 = -335304.506538 nChanged 69 SP:Iteration 20F (197.983811 sec): 3 clusters Score: Raw -337181.877061 + Penalty 1854.506117 = -335327.370944 nChanged 53 SP:Iteration 21Q (198.066240 sec): 3 clusters Score: Raw -337196.742468 + Penalty 1854.506117 = -335342.236350 nChanged 47 SP:Iteration 22Q (198.165523 sec): 3 clusters Score: Raw -337209.567615 + Penalty 1854.506117 = -335355.061498 nChanged 40 SP:Iteration 23Q (198.216826 sec): 3 clusters Score: Raw -337220.385083 + Penalty 1854.506117 = -335365.878966 nChanged 44 SP:Iteration 24Q (198.269065 sec): 3 clusters Score: Raw -337236.335699 + Penalty 1854.506117 = -335381.829582 nChanged 46 SP:Iteration 25Q (198.314827 sec): 3 clusters Score: Raw -337247.614030 + Penalty 1854.506117 = -335393.107913 nChanged 36 SP:Iteration 26Q (198.358872 sec): 3 clusters Score: Raw -337257.999294 + Penalty 1854.506117 = -335403.493176 nChanged 33 SP:Iteration 27Q (198.402821 sec): 3 clusters Score: Raw -337265.515380 + Penalty 1854.506117 = -335411.009263 nChanged 37 SP:Iteration 28Q (198.448504 sec): 3 clusters Score: Raw -337274.261724 + Penalty 1854.506117 = -335419.755607 nChanged 35 SP:Iteration 29Q (198.500816 sec): 3 clusters Score: Raw -337281.984474 + Penalty 1854.506117 = -335427.478357 nChanged 33 SP:Iteration 30Q (198.553171 sec): 3 clusters Score: Raw -337288.092399 + Penalty 1854.506117 = -335433.586282 nChanged 32 SP:Iteration 31Q (198.605479 sec): 3 clusters Score: Raw -337293.835796 + Penalty 1854.506117 = -335439.329679 nChanged 23 SP:Iteration 32Q (198.654276 sec): 3 clusters Score: Raw -337297.522985 + Penalty 1854.506117 = -335443.016868 nChanged 18 SP:Iteration 33Q (198.699006 sec): 3 clusters Score: Raw -337301.491580 + Penalty 1854.506117 = -335446.985463 nChanged 15 SP:Iteration 34Q (198.794781 sec): 3 clusters Score: Raw -337303.840639 + Penalty 1854.506117 = -335449.334522 nChanged 13 SP:Iteration 35Q (198.841469 sec): 3 clusters Score: Raw -337306.225419 + Penalty 1854.506117 = -335451.719301 nChanged 14 SP:Iteration 36Q (198.890343 sec): 3 clusters Score: Raw -337310.008302 + Penalty 1854.506117 = -335455.502184 nChanged 15 SP:Iteration 37Q (198.940094 sec): 3 clusters Score: Raw -337313.354520 + Penalty 1854.506117 = -335458.848403 nChanged 14 SP:Iteration 38Q (198.988521 sec): 3 clusters Score: Raw -337317.415465 + Penalty 1854.506117 = -335462.909347 nChanged 20 SP:Iteration 39Q (199.034966 sec): 3 clusters Score: Raw -337322.449678 + Penalty 1854.506117 = -335467.943561 nChanged 25 SP:Iteration 40F (199.081430 sec): 3 clusters Score: Raw -337329.728135 + Penalty 1854.506117 = -335475.222017 nChanged 23 SP:Iteration 41Q (199.127187 sec): 3 clusters Score: Raw -337336.195643 + Penalty 1854.506117 = -335481.689525 nChanged 32 SP:Iteration 42Q (199.176671 sec): 3 clusters Score: Raw -337344.775469 + Penalty 1854.506117 = -335490.269352 nChanged 25 SP:Iteration 43Q (199.226743 sec): 3 clusters Score: Raw -337352.043931 + Penalty 1854.506117 = -335497.537813 nChanged 31 SP:Iteration 44Q (199.276449 sec): 3 clusters Score: Raw -337359.910765 + Penalty 1854.506117 = -335505.404647 nChanged 26 SP:Iteration 45Q (199.325353 sec): 3 clusters Score: Raw -337366.534845 + Penalty 1854.506117 = -335512.028728 nChanged 31 SP:Iteration 46Q (199.371066 sec): 3 clusters Score: Raw -337375.253967 + Penalty 1854.506117 = -335520.747850 nChanged 26 SP:Iteration 47Q (199.445263 sec): 3 clusters Score: Raw -337382.236855 + Penalty 1854.506117 = -335527.730738 nChanged 29 SP:Iteration 48Q (199.505099 sec): 3 clusters Score: Raw -337392.087449 + Penalty 1854.506117 = -335537.581332 nChanged 26 SP:Iteration 49Q (199.564873 sec): 3 clusters Score: Raw -337400.242788 + Penalty 1854.506117 = -335545.736671 nChanged 28 SP:Iteration 50Q (199.624386 sec): 3 clusters Score: Raw -337408.945386 + Penalty 1854.506117 = -335554.439268 nChanged 24 SP:Iteration 51Q (199.668915 sec): 3 clusters Score: Raw -337417.683668 + Penalty 1854.506117 = -335563.177550 nChanged 22 SP:Iteration 52Q (199.777644 sec): 3 clusters Score: Raw -337424.929822 + Penalty 1854.506117 = -335570.423705 nChanged 27 SP:Iteration 53Q (199.822314 sec): 3 clusters Score: Raw -337434.510380 + Penalty 1854.506117 = -335580.004262 nChanged 26 SP:Iteration 54Q (199.868234 sec): 3 clusters Score: Raw -337441.422601 + Penalty 1854.506117 = -335586.916484 nChanged 30 SP:Iteration 55Q (199.914063 sec): 3 clusters Score: Raw -337450.113733 + Penalty 1854.506117 = -335595.607615 nChanged 28 SP:Iteration 56Q (199.960868 sec): 3 clusters Score: Raw -337460.374636 + Penalty 1854.506117 = -335605.868519 nChanged 30 SP:Iteration 57Q (200.011273 sec): 3 clusters Score: Raw -337472.073984 + Penalty 1854.506117 = -335617.567867 nChanged 31 SP:Iteration 58Q (200.061282 sec): 3 clusters Score: Raw -337484.147753 + Penalty 1854.506117 = -335629.641635 nChanged 31 SP:Iteration 59Q (200.111143 sec): 3 clusters Score: Raw -337494.030626 + Penalty 1854.506117 = -335639.524508 nChanged 24 SP:Iteration 60F (200.160422 sec): 3 clusters Score: Raw -337501.217544 + Penalty 1854.506117 = -335646.711427 nChanged 28 SP:Iteration 61Q (200.204941 sec): 3 clusters Score: Raw -337509.958750 + Penalty 1854.506117 = -335655.452633 nChanged 21 SP:Iteration 62Q (200.249256 sec): 3 clusters Score: Raw -337515.806587 + Penalty 1854.506117 = -335661.300470 nChanged 14 SP:Iteration 63Q (200.294058 sec): 3 clusters Score: Raw -337520.653545 + Penalty 1854.506117 = -335666.147427 nChanged 11 SP:Iteration 64Q (200.343078 sec): 3 clusters Score: Raw -337524.354152 + Penalty 1854.506117 = -335669.848035 nChanged 12 SP:Iteration 65Q (200.392085 sec): 3 clusters Score: Raw -337528.320681 + Penalty 1854.506117 = -335673.814564 nChanged 9 SP:Iteration 66Q (200.440984 sec): 3 clusters Score: Raw -337530.454589 + Penalty 1854.506117 = -335675.948471 nChanged 12 SP:Iteration 67Q (200.489842 sec): 3 clusters Score: Raw -337533.412296 + Penalty 1854.506117 = -335678.906179 nChanged 4 SP:Iteration 68Q (200.537969 sec): 3 clusters Score: Raw -337534.290135 + Penalty 1854.506117 = -335679.784018 nChanged 5 SP:Iteration 69Q (200.582586 sec): 3 clusters Score: Raw -337535.726789 + Penalty 1854.506117 = -335681.220671 nChanged 4 SP:Iteration 70Q (200.627478 sec): 3 clusters Score: Raw -337536.526393 + Penalty 1854.506117 = -335682.020276 nChanged 2 SP:Iteration 71Q (200.673828 sec): 3 clusters Score: Raw -337536.854682 + Penalty 1854.506117 = -335682.348565 nChanged 4 SP:Iteration 72Q (200.721331 sec): 3 clusters Score: Raw -337537.580077 + Penalty 1854.506117 = -335683.073960 nChanged 3 SP:Iteration 73Q (200.768726 sec): 3 clusters Score: Raw -337538.807999 + Penalty 1854.506117 = -335684.301882 nChanged 3 SP:Iteration 74Q (200.816393 sec): 3 clusters Score: Raw -337539.822076 + Penalty 1854.506117 = -335685.315959 nChanged 3 SP:Iteration 75Q (200.863982 sec): 3 clusters Score: Raw -337540.628540 + Penalty 1854.506117 = -335686.122423 nChanged 3 SP:Iteration 76Q (200.911505 sec): 3 clusters Score: Raw -337541.427482 + Penalty 1854.506117 = -335686.921364 nChanged 2 SP:Iteration 77Q (200.959346 sec): 3 clusters Score: Raw -337541.735917 + Penalty 1854.506117 = -335687.229799 nChanged 3 SP:Iteration 78Q (201.006917 sec): 3 clusters Score: Raw -337542.315085 + Penalty 1854.506117 = -335687.808968 nChanged 4 SP:Iteration 79Q (201.118627 sec): 3 clusters Score: Raw -337543.282489 + Penalty 1854.506117 = -335688.776372 nChanged 8 SP:Iteration 80F (201.189199 sec): 3 clusters Score: Raw -337546.045466 + Penalty 1854.506117 = -335691.539348 nChanged 9 SP:Iteration 81Q (201.245509 sec): 3 clusters Score: Raw -337548.682473 + Penalty 1854.506117 = -335694.176356 nChanged 8 SP:Iteration 82Q (201.304927 sec): 3 clusters Score: Raw -337550.185912 + Penalty 1854.506117 = -335695.679794 nChanged 13 SP:Iteration 83Q (201.351085 sec): 3 clusters Score: Raw -337556.365236 + Penalty 1854.506117 = -335701.859118 nChanged 11 SP:Iteration 84Q (201.395910 sec): 3 clusters Score: Raw -337560.260776 + Penalty 1854.506117 = -335705.754659 nChanged 9 SP:Iteration 85Q (201.441724 sec): 3 clusters Score: Raw -337565.321810 + Penalty 1854.506117 = -335710.815693 nChanged 12 SP:Iteration 86Q (201.486889 sec): 3 clusters Score: Raw -337570.377351 + Penalty 1854.506117 = -335715.871234 nChanged 14 SP:Iteration 87Q (201.532710 sec): 3 clusters Score: Raw -337574.823282 + Penalty 1854.506117 = -335720.317165 nChanged 11 SP:Iteration 88Q (201.584848 sec): 3 clusters Score: Raw -337580.045117 + Penalty 1854.506117 = -335725.539000 nChanged 11 SP:Iteration 89Q (201.636856 sec): 3 clusters Score: Raw -337585.641231 + Penalty 1854.506117 = -335731.135113 nChanged 12 SP:Iteration 90Q (201.685129 sec): 3 clusters Score: Raw -337591.387579 + Penalty 1854.506117 = -335736.881461 nChanged 11 SP:Iteration 91Q (201.731402 sec): 3 clusters Score: Raw -337597.999306 + Penalty 1854.506117 = -335743.493189 nChanged 13 SP:Iteration 92Q (201.777626 sec): 3 clusters Score: Raw -337605.349600 + Penalty 1854.506117 = -335750.843483 nChanged 7 SP:Iteration 93Q (201.823797 sec): 3 clusters Score: Raw -337609.017839 + Penalty 1854.506117 = -335754.511721 nChanged 7 SP:Iteration 94Q (201.869790 sec): 3 clusters Score: Raw -337613.466196 + Penalty 1854.506117 = -335758.960079 nChanged 11 SP:Iteration 95Q (201.919453 sec): 3 clusters Score: Raw -337617.321601 + Penalty 1854.506117 = -335762.815483 nChanged 6 SP:Iteration 96Q (201.969106 sec): 3 clusters Score: Raw -337619.503281 + Penalty 1854.506117 = -335764.997163 nChanged 7 SP:Iteration 97Q (202.017362 sec): 3 clusters Score: Raw -337622.227272 + Penalty 1854.506117 = -335767.721155 nChanged 3 SP:Iteration 98Q (202.063623 sec): 3 clusters Score: Raw -337623.834552 + Penalty 1854.506117 = -335769.328435 nChanged 6 SP:Iteration 99Q (202.109439 sec): 3 clusters Score: Raw -337626.343739 + Penalty 1854.506117 = -335771.837622 nChanged 10 SP:Iteration 100F (202.190228 sec): 3 clusters Score: Raw -337632.150176 + Penalty 1854.506117 = -335777.644059 nChanged 11 SP:Iteration 101Q (202.240132 sec): 3 clusters Score: Raw -337641.054988 + Penalty 1854.506117 = -335786.548871 nChanged 14 SP:Iteration 102Q (202.289660 sec): 3 clusters Score: Raw -337649.959066 + Penalty 1854.506117 = -335795.452949 nChanged 5 SP:Iteration 103Q (202.338760 sec): 3 clusters Score: Raw -337651.252527 + Penalty 1854.506117 = -335796.746410 nChanged 2 SP:Iteration 104Q (202.385540 sec): 3 clusters Score: Raw -337651.721713 + Penalty 1854.506117 = -335797.215596 nChanged 0 SP:Iteration 105F (202.435399 sec): 3 clusters Score: Raw -337651.721713 + Penalty 1854.506117 = -335797.215596 nChanged 0 Trying to split cluster 7 (1410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.472128 sec): 2 clusters Score: Raw -38050.112825 + Penalty 761.391223 = -37288.721602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.489555 sec): 3 clusters Score: Raw -37532.021437 + Penalty 1522.782447 = -36009.238990 nChanged 537 SP:Iteration 1F (202.506166 sec): 3 clusters Score: Raw -38221.771816 + Penalty 1522.782447 = -36698.989370 nChanged 165 SP:Iteration 2F (202.522564 sec): 3 clusters Score: Raw -38427.202416 + Penalty 1522.782447 = -36904.419969 nChanged 78 SP:Iteration 3F (202.678123 sec): 3 clusters Score: Raw -38514.379173 + Penalty 1522.782447 = -36991.596727 nChanged 46 SP:Iteration 4Q (202.765313 sec): 3 clusters Score: Raw -38542.265149 + Penalty 1522.782447 = -37019.482703 nChanged 20 SP:Iteration 5Q (202.863217 sec): 3 clusters Score: Raw -38556.573500 + Penalty 1522.782447 = -37033.791053 nChanged 12 SP:Iteration 6Q (202.995092 sec): 3 clusters Score: Raw -38569.538857 + Penalty 1522.782447 = -37046.756411 nChanged 7 SP:Iteration 7Q (203.062130 sec): 3 clusters Score: Raw -38581.285198 + Penalty 1522.782447 = -37058.502752 nChanged 11 SP:Iteration 8Q (203.078757 sec): 3 clusters Score: Raw -38585.035114 + Penalty 1522.782447 = -37062.252668 nChanged 6 SP:Iteration 9Q (203.095687 sec): 3 clusters Score: Raw -38588.203366 + Penalty 1522.782447 = -37065.420919 nChanged 8 SP:Iteration 10Q (203.112621 sec): 3 clusters Score: Raw -38592.300104 + Penalty 1522.782447 = -37069.517657 nChanged 4 SP:Iteration 11Q (203.131559 sec): 3 clusters Score: Raw -38594.830466 + Penalty 1522.782447 = -37072.048020 nChanged 8 SP:Iteration 12Q (203.150388 sec): 3 clusters Score: Raw -38600.108679 + Penalty 1522.782447 = -37077.326233 nChanged 9 SP:Iteration 13Q (203.169061 sec): 3 clusters Score: Raw -38605.777932 + Penalty 1522.782447 = -37082.995485 nChanged 7 SP:Iteration 14Q (203.187815 sec): 3 clusters Score: Raw -38609.908864 + Penalty 1522.782447 = -37087.126418 nChanged 8 SP:Iteration 15Q (203.210109 sec): 3 clusters Score: Raw -38614.089103 + Penalty 1522.782447 = -37091.306656 nChanged 6 SP:Iteration 16Q (203.229166 sec): 3 clusters Score: Raw -38618.929633 + Penalty 1522.782447 = -37096.147187 nChanged 5 SP:Iteration 17Q (203.247949 sec): 3 clusters Score: Raw -38620.612540 + Penalty 1522.782447 = -37097.830093 nChanged 4 SP:Iteration 18Q (203.266647 sec): 3 clusters Score: Raw -38623.416064 + Penalty 1522.782447 = -37100.633618 nChanged 4 SP:Iteration 19Q (203.285227 sec): 3 clusters Score: Raw -38625.928722 + Penalty 1522.782447 = -37103.146276 nChanged 2 SP:Iteration 20F (203.303615 sec): 3 clusters Score: Raw -38626.536747 + Penalty 1522.782447 = -37103.754300 nChanged 0 Trying to split cluster 8 (3134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (203.346203 sec): 2 clusters Score: Raw -141400.207481 + Penalty 845.256869 = -140554.950612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (203.379344 sec): 3 clusters Score: Raw -139760.286191 + Penalty 1690.513739 = -138069.772452 nChanged 1261 SP:Iteration 1F (203.410287 sec): 3 clusters Score: Raw -140489.795975 + Penalty 1690.513739 = -138799.282236 nChanged 266 SP:Iteration 2F (203.440927 sec): 3 clusters Score: Raw -140658.241618 + Penalty 1690.513739 = -138967.727879 nChanged 175 SP:Iteration 3F (203.473116 sec): 3 clusters Score: Raw -140789.516809 + Penalty 1690.513739 = -139099.003070 nChanged 170 SP:Iteration 4F (203.505281 sec): 3 clusters Score: Raw -140912.162375 + Penalty 1690.513739 = -139221.648637 nChanged 161 SP:Iteration 5F (203.537343 sec): 3 clusters Score: Raw -141019.457240 + Penalty 1690.513739 = -139328.943501 nChanged 133 SP:Iteration 6Q (203.569766 sec): 3 clusters Score: Raw -141099.181017 + Penalty 1690.513739 = -139408.667278 nChanged 112 SP:Iteration 7Q (203.602208 sec): 3 clusters Score: Raw -141161.889842 + Penalty 1690.513739 = -139471.376104 nChanged 84 SP:Iteration 8Q (203.634760 sec): 3 clusters Score: Raw -141208.329011 + Penalty 1690.513739 = -139517.815272 nChanged 84 SP:Iteration 9Q (203.665932 sec): 3 clusters Score: Raw -141251.971730 + Penalty 1690.513739 = -139561.457991 nChanged 61 SP:Iteration 10Q (203.697095 sec): 3 clusters Score: Raw -141278.331578 + Penalty 1690.513739 = -139587.817839 nChanged 57 SP:Iteration 11Q (203.727811 sec): 3 clusters Score: Raw -141305.949502 + Penalty 1690.513739 = -139615.435764 nChanged 60 SP:Iteration 12Q (203.861466 sec): 3 clusters Score: Raw -141334.507011 + Penalty 1690.513739 = -139643.993272 nChanged 63 SP:Iteration 13Q (203.925455 sec): 3 clusters Score: Raw -141368.563568 + Penalty 1690.513739 = -139678.049829 nChanged 49 SP:Iteration 14Q (203.955978 sec): 3 clusters Score: Raw -141398.484870 + Penalty 1690.513739 = -139707.971131 nChanged 45 SP:Iteration 15Q (203.986530 sec): 3 clusters Score: Raw -141418.624605 + Penalty 1690.513739 = -139728.110866 nChanged 30 SP:Iteration 16Q (204.016818 sec): 3 clusters Score: Raw -141431.550833 + Penalty 1690.513739 = -139741.037094 nChanged 20 SP:Iteration 17Q (204.047187 sec): 3 clusters Score: Raw -141437.290871 + Penalty 1690.513739 = -139746.777132 nChanged 20 SP:Iteration 18Q (204.077396 sec): 3 clusters Score: Raw -141447.541346 + Penalty 1690.513739 = -139757.027608 nChanged 26 SP:Iteration 19Q (204.108099 sec): 3 clusters Score: Raw -141460.327691 + Penalty 1690.513739 = -139769.813952 nChanged 34 SP:Iteration 20F (204.137863 sec): 3 clusters Score: Raw -141473.717241 + Penalty 1690.513739 = -139783.203503 nChanged 36 SP:Iteration 21Q (204.168181 sec): 3 clusters Score: Raw -141489.847853 + Penalty 1690.513739 = -139799.334114 nChanged 30 SP:Iteration 22Q (204.198244 sec): 3 clusters Score: Raw -141503.940649 + Penalty 1690.513739 = -139813.426911 nChanged 38 SP:Iteration 23Q (204.228394 sec): 3 clusters Score: Raw -141518.465783 + Penalty 1690.513739 = -139827.952045 nChanged 34 SP:Iteration 24Q (204.258455 sec): 3 clusters Score: Raw -141533.330618 + Penalty 1690.513739 = -139842.816879 nChanged 39 SP:Iteration 25Q (204.288616 sec): 3 clusters Score: Raw -141552.639232 + Penalty 1690.513739 = -139862.125493 nChanged 42 SP:Iteration 26Q (204.318927 sec): 3 clusters Score: Raw -141573.481961 + Penalty 1690.513739 = -139882.968222 nChanged 38 SP:Iteration 27Q (204.349050 sec): 3 clusters Score: Raw -141589.545571 + Penalty 1690.513739 = -139899.031833 nChanged 30 SP:Iteration 28Q (204.379470 sec): 3 clusters Score: Raw -141599.467355 + Penalty 1690.513739 = -139908.953616 nChanged 31 SP:Iteration 29Q (204.409601 sec): 3 clusters Score: Raw -141610.993231 + Penalty 1690.513739 = -139920.479492 nChanged 36 SP:Iteration 30Q (204.440811 sec): 3 clusters Score: Raw -141624.626908 + Penalty 1690.513739 = -139934.113169 nChanged 29 SP:Iteration 31Q (204.470902 sec): 3 clusters Score: Raw -141635.699812 + Penalty 1690.513739 = -139945.186073 nChanged 26 SP:Iteration 32Q (204.500997 sec): 3 clusters Score: Raw -141644.666766 + Penalty 1690.513739 = -139954.153027 nChanged 23 SP:Iteration 33Q (204.531209 sec): 3 clusters Score: Raw -141651.966932 + Penalty 1690.513739 = -139961.453194 nChanged 13 SP:Iteration 34Q (204.561366 sec): 3 clusters Score: Raw -141656.313884 + Penalty 1690.513739 = -139965.800146 nChanged 16 SP:Iteration 35Q (204.591395 sec): 3 clusters Score: Raw -141660.492836 + Penalty 1690.513739 = -139969.979097 nChanged 13 SP:Iteration 36Q (204.621405 sec): 3 clusters Score: Raw -141663.010535 + Penalty 1690.513739 = -139972.496796 nChanged 6 SP:Iteration 37Q (204.651391 sec): 3 clusters Score: Raw -141664.620107 + Penalty 1690.513739 = -139974.106368 nChanged 8 SP:Iteration 38Q (204.681366 sec): 3 clusters Score: Raw -141667.289245 + Penalty 1690.513739 = -139976.775506 nChanged 9 SP:Iteration 39Q (204.711302 sec): 3 clusters Score: Raw -141669.342329 + Penalty 1690.513739 = -139978.828590 nChanged 12 SP:Iteration 40F (204.740883 sec): 3 clusters Score: Raw -141672.801325 + Penalty 1690.513739 = -139982.287586 nChanged 11 SP:Iteration 41Q (204.771121 sec): 3 clusters Score: Raw -141674.403117 + Penalty 1690.513739 = -139983.889378 nChanged 6 SP:Iteration 42Q (204.801212 sec): 3 clusters Score: Raw -141676.187901 + Penalty 1690.513739 = -139985.674163 nChanged 5 SP:Iteration 43Q (204.831378 sec): 3 clusters Score: Raw -141677.712057 + Penalty 1690.513739 = -139987.198318 nChanged 8 SP:Iteration 44Q (204.940480 sec): 3 clusters Score: Raw -141679.072134 + Penalty 1690.513739 = -139988.558396 nChanged 6 SP:Iteration 45Q (204.970549 sec): 3 clusters Score: Raw -141680.016704 + Penalty 1690.513739 = -139989.502966 nChanged 3 SP:Iteration 46Q (205.001706 sec): 3 clusters Score: Raw -141680.938867 + Penalty 1690.513739 = -139990.425128 nChanged 1 SP:Iteration 47Q (205.032842 sec): 3 clusters Score: Raw -141681.132097 + Penalty 1690.513739 = -139990.618358 nChanged 2 SP:Iteration 48Q (205.063967 sec): 3 clusters Score: Raw -141681.401032 + Penalty 1690.513739 = -139990.887293 nChanged 1 SP:Iteration 49Q (205.096076 sec): 3 clusters Score: Raw -141681.472325 + Penalty 1690.513739 = -139990.958586 nChanged 2 SP:Iteration 50Q (205.153094 sec): 3 clusters Score: Raw -141681.724152 + Penalty 1690.513739 = -139991.210414 nChanged 2 SP:Iteration 51Q (205.183774 sec): 3 clusters Score: Raw -141682.462909 + Penalty 1690.513739 = -139991.949170 nChanged 2 SP:Iteration 52Q (205.221062 sec): 3 clusters Score: Raw -141682.741410 + Penalty 1690.513739 = -139992.227671 nChanged 0 SP:Iteration 53F (205.250835 sec): 3 clusters Score: Raw -141682.741410 + Penalty 1690.513739 = -139992.227671 nChanged 0 Trying to split cluster 9 (6212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (205.296377 sec): 2 clusters Score: Raw -286931.959448 + Penalty 917.095009 = -286014.864439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (205.343149 sec): 3 clusters Score: Raw -283486.599368 + Penalty 1834.190019 = -281652.409350 nChanged 2637 SP:Iteration 1F (205.403718 sec): 3 clusters Score: Raw -285026.799759 + Penalty 1834.190019 = -283192.609740 nChanged 448 SP:Iteration 2F (205.465750 sec): 3 clusters Score: Raw -285321.363725 + Penalty 1834.190019 = -283487.173706 nChanged 398 SP:Iteration 3F (205.527539 sec): 3 clusters Score: Raw -285591.290491 + Penalty 1834.190019 = -283757.100472 nChanged 327 SP:Iteration 4F (205.576217 sec): 3 clusters Score: Raw -285861.278644 + Penalty 1834.190019 = -284027.088626 nChanged 346 SP:Iteration 5F (205.621080 sec): 3 clusters Score: Raw -286160.858380 + Penalty 1834.190019 = -284326.668361 nChanged 304 SP:Iteration 6Q (205.667524 sec): 3 clusters Score: Raw -286418.925027 + Penalty 1834.190019 = -284584.735008 nChanged 255 SP:Iteration 7Q (205.713594 sec): 3 clusters Score: Raw -286616.017963 + Penalty 1834.190019 = -284781.827945 nChanged 195 SP:Iteration 8Q (205.759935 sec): 3 clusters Score: Raw -286747.836402 + Penalty 1834.190019 = -284913.646383 nChanged 161 SP:Iteration 9Q (205.810155 sec): 3 clusters Score: Raw -286834.586185 + Penalty 1834.190019 = -285000.396166 nChanged 128 SP:Iteration 10Q (205.859954 sec): 3 clusters Score: Raw -286894.365322 + Penalty 1834.190019 = -285060.175303 nChanged 93 SP:Iteration 11Q (205.907512 sec): 3 clusters Score: Raw -286946.196500 + Penalty 1834.190019 = -285112.006481 nChanged 82 SP:Iteration 12Q (205.953405 sec): 3 clusters Score: Raw -286981.875817 + Penalty 1834.190019 = -285147.685798 nChanged 75 SP:Iteration 13Q (205.999127 sec): 3 clusters Score: Raw -287011.643781 + Penalty 1834.190019 = -285177.453762 nChanged 66 SP:Iteration 14Q (206.044902 sec): 3 clusters Score: Raw -287042.352570 + Penalty 1834.190019 = -285208.162551 nChanged 56 SP:Iteration 15Q (206.092916 sec): 3 clusters Score: Raw -287071.946954 + Penalty 1834.190019 = -285237.756935 nChanged 54 SP:Iteration 16Q (206.140724 sec): 3 clusters Score: Raw -287101.894608 + Penalty 1834.190019 = -285267.704589 nChanged 59 SP:Iteration 17Q (206.188655 sec): 3 clusters Score: Raw -287134.330936 + Penalty 1834.190019 = -285300.140917 nChanged 47 SP:Iteration 18Q (206.236216 sec): 3 clusters Score: Raw -287157.287349 + Penalty 1834.190019 = -285323.097330 nChanged 43 SP:Iteration 19Q (206.281254 sec): 3 clusters Score: Raw -287174.260568 + Penalty 1834.190019 = -285340.070549 nChanged 35 SP:Iteration 20F (206.457102 sec): 3 clusters Score: Raw -287187.933528 + Penalty 1834.190019 = -285353.743510 nChanged 36 SP:Iteration 21Q (206.483899 sec): 3 clusters Score: Raw -287199.909340 + Penalty 1834.190019 = -285365.719322 nChanged 26 SP:Iteration 22Q (206.536552 sec): 3 clusters Score: Raw -287207.955876 + Penalty 1834.190019 = -285373.765857 nChanged 26 SP:Iteration 23Q (206.584146 sec): 3 clusters Score: Raw -287219.291540 + Penalty 1834.190019 = -285385.101521 nChanged 33 SP:Iteration 24Q (206.631817 sec): 3 clusters Score: Raw -287233.281118 + Penalty 1834.190019 = -285399.091099 nChanged 32 SP:Iteration 25Q (206.678929 sec): 3 clusters Score: Raw -287244.571472 + Penalty 1834.190019 = -285410.381453 nChanged 36 SP:Iteration 26Q (206.724700 sec): 3 clusters Score: Raw -287259.369312 + Penalty 1834.190019 = -285425.179294 nChanged 36 SP:Iteration 27Q (206.769442 sec): 3 clusters Score: Raw -287268.631629 + Penalty 1834.190019 = -285434.441611 nChanged 16 SP:Iteration 28Q (206.813492 sec): 3 clusters Score: Raw -287272.005214 + Penalty 1834.190019 = -285437.815195 nChanged 8 SP:Iteration 29Q (206.857984 sec): 3 clusters Score: Raw -287273.312708 + Penalty 1834.190019 = -285439.122689 nChanged 6 SP:Iteration 30Q (206.987246 sec): 3 clusters Score: Raw -287274.288336 + Penalty 1834.190019 = -285440.098318 nChanged 7 SP:Iteration 31Q (207.100126 sec): 3 clusters Score: Raw -287275.952705 + Penalty 1834.190019 = -285441.762686 nChanged 12 SP:Iteration 32Q (207.215150 sec): 3 clusters Score: Raw -287279.342307 + Penalty 1834.190019 = -285445.152288 nChanged 15 SP:Iteration 33Q (207.300311 sec): 3 clusters Score: Raw -287282.694384 + Penalty 1834.190019 = -285448.504365 nChanged 14 SP:Iteration 34Q (207.344754 sec): 3 clusters Score: Raw -287286.584725 + Penalty 1834.190019 = -285452.394706 nChanged 12 SP:Iteration 35Q (207.389348 sec): 3 clusters Score: Raw -287291.575608 + Penalty 1834.190019 = -285457.385590 nChanged 24 SP:Iteration 36Q (207.434144 sec): 3 clusters Score: Raw -287299.838881 + Penalty 1834.190019 = -285465.648862 nChanged 21 SP:Iteration 37Q (207.478700 sec): 3 clusters Score: Raw -287304.654718 + Penalty 1834.190019 = -285470.464699 nChanged 16 SP:Iteration 38Q (207.523287 sec): 3 clusters Score: Raw -287308.812493 + Penalty 1834.190019 = -285474.622475 nChanged 12 SP:Iteration 39Q (207.571237 sec): 3 clusters Score: Raw -287311.402545 + Penalty 1834.190019 = -285477.212526 nChanged 13 SP:Iteration 40F (207.622106 sec): 3 clusters Score: Raw -287314.597320 + Penalty 1834.190019 = -285480.407301 nChanged 13 SP:Iteration 41Q (207.669937 sec): 3 clusters Score: Raw -287317.369333 + Penalty 1834.190019 = -285483.179314 nChanged 8 SP:Iteration 42Q (207.717366 sec): 3 clusters Score: Raw -287319.346703 + Penalty 1834.190019 = -285485.156684 nChanged 4 SP:Iteration 43Q (207.762053 sec): 3 clusters Score: Raw -287320.188289 + Penalty 1834.190019 = -285485.998270 nChanged 2 SP:Iteration 44Q (207.806349 sec): 3 clusters Score: Raw -287320.701636 + Penalty 1834.190019 = -285486.511617 nChanged 2 SP:Iteration 45Q (207.850753 sec): 3 clusters Score: Raw -287321.127560 + Penalty 1834.190019 = -285486.937541 nChanged 1 SP:Iteration 46Q (207.896271 sec): 3 clusters Score: Raw -287321.589059 + Penalty 1834.190019 = -285487.399040 nChanged 3 SP:Iteration 47Q (207.943139 sec): 3 clusters Score: Raw -287322.327015 + Penalty 1834.190019 = -285488.136996 nChanged 2 SP:Iteration 48Q (207.990055 sec): 3 clusters Score: Raw -287322.617165 + Penalty 1834.190019 = -285488.427147 nChanged 0 SP:Iteration 49F (208.038828 sec): 3 clusters Score: Raw -287322.617165 + Penalty 1834.190019 = -285488.427147 nChanged 0 Trying to split cluster 10 (4030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (208.080502 sec): 2 clusters Score: Raw -193618.422600 + Penalty 871.659774 = -192746.762826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (208.228534 sec): 3 clusters Score: Raw -191469.930614 + Penalty 1743.319548 = -189726.611067 nChanged 1653 SP:Iteration 1F (208.262105 sec): 3 clusters Score: Raw -192473.624713 + Penalty 1743.319548 = -190730.305165 nChanged 381 SP:Iteration 2F (208.305309 sec): 3 clusters Score: Raw -192759.770770 + Penalty 1743.319548 = -191016.451222 nChanged 323 SP:Iteration 3F (208.344503 sec): 3 clusters Score: Raw -193020.206121 + Penalty 1743.319548 = -191276.886574 nChanged 296 SP:Iteration 4F (208.382223 sec): 3 clusters Score: Raw -193257.859987 + Penalty 1743.319548 = -191514.540440 nChanged 251 SP:Iteration 5F (208.419902 sec): 3 clusters Score: Raw -193449.581715 + Penalty 1743.319548 = -191706.262168 nChanged 218 SP:Iteration 6F (208.457529 sec): 3 clusters Score: Raw -193609.578590 + Penalty 1743.319548 = -191866.259042 nChanged 172 SP:Iteration 7Q (208.500187 sec): 3 clusters Score: Raw -193731.128574 + Penalty 1743.319548 = -191987.809027 nChanged 134 SP:Iteration 8Q (208.538902 sec): 3 clusters Score: Raw -193836.689301 + Penalty 1743.319548 = -192093.369753 nChanged 117 SP:Iteration 9Q (208.577053 sec): 3 clusters Score: Raw -193910.987970 + Penalty 1743.319548 = -192167.668422 nChanged 106 SP:Iteration 10Q (208.632871 sec): 3 clusters Score: Raw -193973.885413 + Penalty 1743.319548 = -192230.565865 nChanged 95 SP:Iteration 11Q (208.670907 sec): 3 clusters Score: Raw -194022.902936 + Penalty 1743.319548 = -192279.583389 nChanged 74 SP:Iteration 12Q (208.708954 sec): 3 clusters Score: Raw -194060.644734 + Penalty 1743.319548 = -192317.325186 nChanged 53 SP:Iteration 13Q (208.746840 sec): 3 clusters Score: Raw -194085.369635 + Penalty 1743.319548 = -192342.050088 nChanged 50 SP:Iteration 14Q (208.784775 sec): 3 clusters Score: Raw -194108.950547 + Penalty 1743.319548 = -192365.631000 nChanged 38 SP:Iteration 15Q (208.822465 sec): 3 clusters Score: Raw -194129.822990 + Penalty 1743.319548 = -192386.503443 nChanged 34 SP:Iteration 16Q (208.860233 sec): 3 clusters Score: Raw -194147.626702 + Penalty 1743.319548 = -192404.307154 nChanged 31 SP:Iteration 17Q (208.897843 sec): 3 clusters Score: Raw -194166.662324 + Penalty 1743.319548 = -192423.342776 nChanged 26 SP:Iteration 18Q (208.935311 sec): 3 clusters Score: Raw -194181.431898 + Penalty 1743.319548 = -192438.112350 nChanged 32 SP:Iteration 19Q (209.000695 sec): 3 clusters Score: Raw -194204.961048 + Penalty 1743.319548 = -192461.641500 nChanged 44 SP:Iteration 20F (209.038575 sec): 3 clusters Score: Raw -194235.926172 + Penalty 1743.319548 = -192492.606624 nChanged 31 SP:Iteration 21Q (209.076376 sec): 3 clusters Score: Raw -194256.750751 + Penalty 1743.319548 = -192513.431204 nChanged 27 SP:Iteration 22Q (209.114108 sec): 3 clusters Score: Raw -194280.531525 + Penalty 1743.319548 = -192537.211977 nChanged 37 SP:Iteration 23Q (209.151382 sec): 3 clusters Score: Raw -194305.642460 + Penalty 1743.319548 = -192562.322913 nChanged 29 SP:Iteration 24Q (209.188426 sec): 3 clusters Score: Raw -194321.128847 + Penalty 1743.319548 = -192577.809299 nChanged 30 SP:Iteration 25Q (209.225422 sec): 3 clusters Score: Raw -194339.885680 + Penalty 1743.319548 = -192596.566132 nChanged 22 SP:Iteration 26Q (209.262186 sec): 3 clusters Score: Raw -194349.211021 + Penalty 1743.319548 = -192605.891474 nChanged 17 SP:Iteration 27Q (209.299240 sec): 3 clusters Score: Raw -194357.794538 + Penalty 1743.319548 = -192614.474991 nChanged 16 SP:Iteration 28Q (209.335864 sec): 3 clusters Score: Raw -194365.143674 + Penalty 1743.319548 = -192621.824127 nChanged 11 SP:Iteration 29Q (209.372462 sec): 3 clusters Score: Raw -194368.392920 + Penalty 1743.319548 = -192625.073373 nChanged 10 SP:Iteration 30Q (209.409037 sec): 3 clusters Score: Raw -194370.268323 + Penalty 1743.319548 = -192626.948775 nChanged 6 SP:Iteration 31Q (209.510367 sec): 3 clusters Score: Raw -194371.733787 + Penalty 1743.319548 = -192628.414240 nChanged 8 SP:Iteration 32Q (209.574581 sec): 3 clusters Score: Raw -194374.196427 + Penalty 1743.319548 = -192630.876879 nChanged 9 SP:Iteration 33Q (209.611046 sec): 3 clusters Score: Raw -194376.580292 + Penalty 1743.319548 = -192633.260744 nChanged 7 SP:Iteration 34Q (209.647343 sec): 3 clusters Score: Raw -194377.983634 + Penalty 1743.319548 = -192634.664086 nChanged 4 SP:Iteration 35Q (209.683623 sec): 3 clusters Score: Raw -194378.550518 + Penalty 1743.319548 = -192635.230971 nChanged 4 SP:Iteration 36Q (209.720088 sec): 3 clusters Score: Raw -194379.105310 + Penalty 1743.319548 = -192635.785763 nChanged 5 SP:Iteration 37Q (209.756363 sec): 3 clusters Score: Raw -194380.082713 + Penalty 1743.319548 = -192636.763166 nChanged 0 SP:Iteration 38F (209.854581 sec): 3 clusters Score: Raw -194380.082713 + Penalty 1743.319548 = -192636.763166 nChanged 0 Trying to split cluster 11 (3747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.917260 sec): 2 clusters Score: Raw -178789.133427 + Penalty 864.014634 = -177925.118793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.048470 sec): 3 clusters Score: Raw -176779.402460 + Penalty 1728.029268 = -175051.373192 nChanged 1541 SP:Iteration 1F (210.114228 sec): 3 clusters Score: Raw -177570.942246 + Penalty 1728.029268 = -175842.912978 nChanged 282 SP:Iteration 2F (210.151906 sec): 3 clusters Score: Raw -177722.302203 + Penalty 1728.029268 = -175994.272935 nChanged 221 SP:Iteration 3F (210.267747 sec): 3 clusters Score: Raw -177867.714186 + Penalty 1728.029268 = -176139.684918 nChanged 192 SP:Iteration 4F (210.383647 sec): 3 clusters Score: Raw -177983.903429 + Penalty 1728.029268 = -176255.874162 nChanged 171 SP:Iteration 5Q (210.419977 sec): 3 clusters Score: Raw -178072.864704 + Penalty 1728.029268 = -176344.835436 nChanged 138 SP:Iteration 6Q (210.456002 sec): 3 clusters Score: Raw -178139.892038 + Penalty 1728.029268 = -176411.862771 nChanged 118 SP:Iteration 7Q (210.492124 sec): 3 clusters Score: Raw -178193.561090 + Penalty 1728.029268 = -176465.531823 nChanged 104 SP:Iteration 8Q (210.528190 sec): 3 clusters Score: Raw -178236.732241 + Penalty 1728.029268 = -176508.702973 nChanged 95 SP:Iteration 9Q (210.564323 sec): 3 clusters Score: Raw -178289.335016 + Penalty 1728.029268 = -176561.305749 nChanged 102 SP:Iteration 10Q (210.600309 sec): 3 clusters Score: Raw -178341.829042 + Penalty 1728.029268 = -176613.799775 nChanged 93 SP:Iteration 11Q (210.636268 sec): 3 clusters Score: Raw -178386.945310 + Penalty 1728.029268 = -176658.916042 nChanged 72 SP:Iteration 12Q (210.672175 sec): 3 clusters Score: Raw -178414.331800 + Penalty 1728.029268 = -176686.302532 nChanged 56 SP:Iteration 13Q (210.708299 sec): 3 clusters Score: Raw -178436.974001 + Penalty 1728.029268 = -176708.944734 nChanged 48 SP:Iteration 14Q (210.744182 sec): 3 clusters Score: Raw -178461.629709 + Penalty 1728.029268 = -176733.600441 nChanged 62 SP:Iteration 15Q (210.779896 sec): 3 clusters Score: Raw -178490.860310 + Penalty 1728.029268 = -176762.831042 nChanged 72 SP:Iteration 16Q (210.815529 sec): 3 clusters Score: Raw -178524.767597 + Penalty 1728.029268 = -176796.738330 nChanged 61 SP:Iteration 17Q (210.851166 sec): 3 clusters Score: Raw -178541.599395 + Penalty 1728.029268 = -176813.570127 nChanged 44 SP:Iteration 18Q (210.886891 sec): 3 clusters Score: Raw -178551.797509 + Penalty 1728.029268 = -176823.768241 nChanged 26 SP:Iteration 19Q (210.922597 sec): 3 clusters Score: Raw -178557.970593 + Penalty 1728.029268 = -176829.941325 nChanged 19 SP:Iteration 20F (210.957919 sec): 3 clusters Score: Raw -178562.034668 + Penalty 1728.029268 = -176834.005400 nChanged 16 SP:Iteration 21Q (210.993542 sec): 3 clusters Score: Raw -178566.047454 + Penalty 1728.029268 = -176838.018186 nChanged 19 SP:Iteration 22Q (211.103799 sec): 3 clusters Score: Raw -178572.610158 + Penalty 1728.029268 = -176844.580890 nChanged 23 SP:Iteration 23Q (211.144297 sec): 3 clusters Score: Raw -178579.904337 + Penalty 1728.029268 = -176851.875069 nChanged 23 SP:Iteration 24Q (211.185751 sec): 3 clusters Score: Raw -178586.739114 + Penalty 1728.029268 = -176858.709846 nChanged 24 SP:Iteration 25Q (211.222195 sec): 3 clusters Score: Raw -178591.996544 + Penalty 1728.029268 = -176863.967276 nChanged 27 SP:Iteration 26Q (211.257868 sec): 3 clusters Score: Raw -178599.832983 + Penalty 1728.029268 = -176871.803715 nChanged 25 SP:Iteration 27Q (211.293351 sec): 3 clusters Score: Raw -178606.732227 + Penalty 1728.029268 = -176878.702959 nChanged 24 SP:Iteration 28Q (211.328950 sec): 3 clusters Score: Raw -178613.953415 + Penalty 1728.029268 = -176885.924147 nChanged 19 SP:Iteration 29Q (211.365839 sec): 3 clusters Score: Raw -178617.921357 + Penalty 1728.029268 = -176889.892089 nChanged 16 SP:Iteration 30Q (211.401319 sec): 3 clusters Score: Raw -178621.982002 + Penalty 1728.029268 = -176893.952734 nChanged 26 SP:Iteration 31Q (211.436855 sec): 3 clusters Score: Raw -178629.198698 + Penalty 1728.029268 = -176901.169430 nChanged 26 SP:Iteration 32Q (211.472034 sec): 3 clusters Score: Raw -178637.887477 + Penalty 1728.029268 = -176909.858210 nChanged 31 SP:Iteration 33Q (211.507201 sec): 3 clusters Score: Raw -178649.315916 + Penalty 1728.029268 = -176921.286649 nChanged 26 SP:Iteration 34Q (211.542285 sec): 3 clusters Score: Raw -178657.924694 + Penalty 1728.029268 = -176929.895427 nChanged 28 SP:Iteration 35Q (211.577340 sec): 3 clusters Score: Raw -178665.660789 + Penalty 1728.029268 = -176937.631521 nChanged 23 SP:Iteration 36Q (211.616309 sec): 3 clusters Score: Raw -178672.941641 + Penalty 1728.029268 = -176944.912373 nChanged 25 SP:Iteration 37Q (211.651514 sec): 3 clusters Score: Raw -178680.478085 + Penalty 1728.029268 = -176952.448817 nChanged 28 SP:Iteration 38Q (211.686538 sec): 3 clusters Score: Raw -178689.767989 + Penalty 1728.029268 = -176961.738721 nChanged 19 SP:Iteration 39Q (211.749482 sec): 3 clusters Score: Raw -178695.243845 + Penalty 1728.029268 = -176967.214577 nChanged 16 SP:Iteration 40F (211.867575 sec): 3 clusters Score: Raw -178699.314759 + Penalty 1728.029268 = -176971.285491 nChanged 20 SP:Iteration 41Q (211.903522 sec): 3 clusters Score: Raw -178704.843736 + Penalty 1728.029268 = -176976.814468 nChanged 16 SP:Iteration 42Q (211.939395 sec): 3 clusters Score: Raw -178708.259738 + Penalty 1728.029268 = -176980.230471 nChanged 16 SP:Iteration 43Q (211.974260 sec): 3 clusters Score: Raw -178712.706106 + Penalty 1728.029268 = -176984.676838 nChanged 13 SP:Iteration 44Q (212.009135 sec): 3 clusters Score: Raw -178716.344324 + Penalty 1728.029268 = -176988.315057 nChanged 10 SP:Iteration 45Q (212.043772 sec): 3 clusters Score: Raw -178718.779636 + Penalty 1728.029268 = -176990.750368 nChanged 5 SP:Iteration 46Q (212.078777 sec): 3 clusters Score: Raw -178720.657460 + Penalty 1728.029268 = -176992.628192 nChanged 6 SP:Iteration 47Q (212.115118 sec): 3 clusters Score: Raw -178722.420119 + Penalty 1728.029268 = -176994.390851 nChanged 6 SP:Iteration 48Q (212.150040 sec): 3 clusters Score: Raw -178724.150084 + Penalty 1728.029268 = -176996.120816 nChanged 11 SP:Iteration 49Q (212.184717 sec): 3 clusters Score: Raw -178727.939724 + Penalty 1728.029268 = -176999.910456 nChanged 17 SP:Iteration 50Q (212.219838 sec): 3 clusters Score: Raw -178733.718895 + Penalty 1728.029268 = -177005.689627 nChanged 18 SP:Iteration 51Q (212.254650 sec): 3 clusters Score: Raw -178740.173315 + Penalty 1728.029268 = -177012.144047 nChanged 15 SP:Iteration 52Q (212.289273 sec): 3 clusters Score: Raw -178744.028811 + Penalty 1728.029268 = -177015.999543 nChanged 10 SP:Iteration 53Q (212.323897 sec): 3 clusters Score: Raw -178749.627080 + Penalty 1728.029268 = -177021.597812 nChanged 18 SP:Iteration 54Q (212.442482 sec): 3 clusters Score: Raw -178758.191588 + Penalty 1728.029268 = -177030.162320 nChanged 18 SP:Iteration 55Q (212.519180 sec): 3 clusters Score: Raw -178766.206405 + Penalty 1728.029268 = -177038.177137 nChanged 14 SP:Iteration 56Q (212.557818 sec): 3 clusters Score: Raw -178772.924190 + Penalty 1728.029268 = -177044.894922 nChanged 14 SP:Iteration 57Q (212.596433 sec): 3 clusters Score: Raw -178780.122680 + Penalty 1728.029268 = -177052.093412 nChanged 16 SP:Iteration 58Q (212.635648 sec): 3 clusters Score: Raw -178786.992130 + Penalty 1728.029268 = -177058.962863 nChanged 13 SP:Iteration 59Q (212.672587 sec): 3 clusters Score: Raw -178792.655691 + Penalty 1728.029268 = -177064.626423 nChanged 9 SP:Iteration 60F (212.707637 sec): 3 clusters Score: Raw -178795.981443 + Penalty 1728.029268 = -177067.952175 nChanged 10 SP:Iteration 61Q (212.742465 sec): 3 clusters Score: Raw -178800.043538 + Penalty 1728.029268 = -177072.014270 nChanged 7 SP:Iteration 62Q (212.777162 sec): 3 clusters Score: Raw -178803.761130 + Penalty 1728.029268 = -177075.731862 nChanged 14 SP:Iteration 63Q (212.812417 sec): 3 clusters Score: Raw -178808.314816 + Penalty 1728.029268 = -177080.285548 nChanged 12 SP:Iteration 64Q (212.846768 sec): 3 clusters Score: Raw -178812.347437 + Penalty 1728.029268 = -177084.318169 nChanged 13 SP:Iteration 65Q (212.880989 sec): 3 clusters Score: Raw -178818.274925 + Penalty 1728.029268 = -177090.245657 nChanged 8 SP:Iteration 66Q (212.915349 sec): 3 clusters Score: Raw -178822.057784 + Penalty 1728.029268 = -177094.028516 nChanged 8 SP:Iteration 67Q (212.949961 sec): 3 clusters Score: Raw -178826.021513 + Penalty 1728.029268 = -177097.992245 nChanged 7 SP:Iteration 68Q (212.987517 sec): 3 clusters Score: Raw -178829.135044 + Penalty 1728.029268 = -177101.105776 nChanged 8 SP:Iteration 69Q (213.022038 sec): 3 clusters Score: Raw -178832.364735 + Penalty 1728.029268 = -177104.335468 nChanged 4 SP:Iteration 70Q (213.056333 sec): 3 clusters Score: Raw -178833.492603 + Penalty 1728.029268 = -177105.463335 nChanged 4 SP:Iteration 71Q (213.090574 sec): 3 clusters Score: Raw -178834.130442 + Penalty 1728.029268 = -177106.101174 nChanged 1 SP:Iteration 72Q (213.125039 sec): 3 clusters Score: Raw -178834.452657 + Penalty 1728.029268 = -177106.423389 nChanged 0 SP:Iteration 73F (213.160066 sec): 3 clusters Score: Raw -178834.452657 + Penalty 1728.029268 = -177106.423389 nChanged 0 Time taken for this iteration:89.020819 seconds. 3->12 Clusters: Score -1475535.327555, best is -1476509.221545 Starting from 4 clusters... ------ Clustering full data set of 34489 points ------ SP: Assigned 4 initial classes randomly. Iteration 0F (213.348054 sec): 4 clusters Score: Raw -1339899.990539 + Penalty 3291.244649 = -1336608.745890 nChanged 22743 Iteration 1F (213.562366 sec): 4 clusters Score: Raw -1411296.208879 + Penalty 3291.244649 = -1408004.964230 nChanged 7778 Iteration 2F (213.747748 sec): 4 clusters Score: Raw -1429907.617221 + Penalty 3291.244649 = -1426616.372571 nChanged 2650 Iteration 3F (213.954662 sec): 4 clusters Score: Raw -1434153.851580 + Penalty 3291.244649 = -1430862.606930 nChanged 1229 Iteration 4Q (214.117654 sec): 4 clusters Score: Raw -1435924.881249 + Penalty 3291.244649 = -1432633.636600 nChanged 839 Iteration 5Q (214.301256 sec): 4 clusters Score: Raw -1436732.911874 + Penalty 3291.244649 = -1433441.667224 nChanged 664 Iteration 6Q (214.482056 sec): 4 clusters Score: Raw -1437415.982624 + Penalty 3291.244649 = -1434124.737975 nChanged 588 Iteration 7Q (214.632672 sec): 4 clusters Score: Raw -1438115.103916 + Penalty 3291.244649 = -1434823.859267 nChanged 652 Iteration 8Q (214.824028 sec): 4 clusters Score: Raw -1438843.111688 + Penalty 3291.244649 = -1435551.867039 nChanged 725 Iteration 9Q (214.989101 sec): 4 clusters Score: Raw -1439540.011093 + Penalty 3291.244649 = -1436248.766444 nChanged 757 Iteration 10Q (215.227738 sec): 4 clusters Score: Raw -1440139.449432 + Penalty 3291.244649 = -1436848.204783 nChanged 714 Iteration 11Q (215.415755 sec): 4 clusters Score: Raw -1440656.172650 + Penalty 3291.244649 = -1437364.928001 nChanged 625 Iteration 12Q (215.576707 sec): 4 clusters Score: Raw -1440994.022263 + Penalty 3291.244649 = -1437702.777614 nChanged 431 Iteration 13Q (215.752383 sec): 4 clusters Score: Raw -1441149.322668 + Penalty 3291.244649 = -1437858.078019 nChanged 331 Iteration 14Q (215.955194 sec): 4 clusters Score: Raw -1441239.194984 + Penalty 3291.244649 = -1437947.950335 nChanged 248 Iteration 15Q (216.187880 sec): 4 clusters Score: Raw -1441295.923365 + Penalty 3291.244649 = -1438004.678716 nChanged 208 Iteration 16Q (216.377055 sec): 4 clusters Score: Raw -1441335.884022 + Penalty 3291.244649 = -1438044.639373 nChanged 174 Iteration 17Q (216.544552 sec): 4 clusters Score: Raw -1441365.998668 + Penalty 3291.244649 = -1438074.754019 nChanged 140 Iteration 18Q (216.724063 sec): 4 clusters Score: Raw -1441387.900755 + Penalty 3291.244649 = -1438096.656106 nChanged 140 Iteration 19Q (216.869303 sec): 4 clusters Score: Raw -1441409.620323 + Penalty 3291.244649 = -1438118.375673 nChanged 126 Writing temp clu file Because OldScore, -1438096.656106, is greater than current (better) Score,-1438118.375673 Compute initial score before splitting: Score: Raw -1441409.620323 + Penalty 3291.244649 = -1438118.375673 Trying to split cluster 1 (7390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (216.986544 sec): 2 clusters Score: Raw -324962.720363 + Penalty 935.327716 = -324027.392647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (217.169065 sec): 3 clusters Score: Raw -320837.124008 + Penalty 1870.655433 = -318966.468575 nChanged 3250 SP:Iteration 1F (217.216721 sec): 3 clusters Score: Raw -323590.667919 + Penalty 1870.655433 = -321720.012486 nChanged 822 SP:Iteration 2F (217.269730 sec): 3 clusters Score: Raw -324887.128752 + Penalty 1870.655433 = -323016.473319 nChanged 740 SP:Iteration 3F (217.321873 sec): 3 clusters Score: Raw -325655.128885 + Penalty 1870.655433 = -323784.473452 nChanged 542 SP:Iteration 4F (217.374111 sec): 3 clusters Score: Raw -326126.611771 + Penalty 1870.655433 = -324255.956338 nChanged 375 SP:Iteration 5F (217.489825 sec): 3 clusters Score: Raw -326445.026169 + Penalty 1870.655433 = -324574.370736 nChanged 244 SP:Iteration 6Q (217.543451 sec): 3 clusters Score: Raw -326621.778598 + Penalty 1870.655433 = -324751.123165 nChanged 175 SP:Iteration 7Q (217.596912 sec): 3 clusters Score: Raw -326702.815890 + Penalty 1870.655433 = -324832.160457 nChanged 112 SP:Iteration 8Q (217.648558 sec): 3 clusters Score: Raw -326749.070956 + Penalty 1870.655433 = -324878.415523 nChanged 81 SP:Iteration 9Q (217.699322 sec): 3 clusters Score: Raw -326775.491817 + Penalty 1870.655433 = -324904.836384 nChanged 64 SP:Iteration 10Q (217.750046 sec): 3 clusters Score: Raw -326793.844026 + Penalty 1870.655433 = -324923.188593 nChanged 51 SP:Iteration 11Q (217.808561 sec): 3 clusters Score: Raw -326809.119123 + Penalty 1870.655433 = -324938.463690 nChanged 40 SP:Iteration 12Q (217.861977 sec): 3 clusters Score: Raw -326820.151151 + Penalty 1870.655433 = -324949.495718 nChanged 29 SP:Iteration 13Q (217.998631 sec): 3 clusters Score: Raw -326831.232765 + Penalty 1870.655433 = -324960.577332 nChanged 29 SP:Iteration 14Q (218.137944 sec): 3 clusters Score: Raw -326836.587572 + Penalty 1870.655433 = -324965.932139 nChanged 17 SP:Iteration 15Q (218.267687 sec): 3 clusters Score: Raw -326839.992259 + Penalty 1870.655433 = -324969.336826 nChanged 10 SP:Iteration 16Q (218.398668 sec): 3 clusters Score: Raw -326842.633847 + Penalty 1870.655433 = -324971.978414 nChanged 15 SP:Iteration 17Q (218.527325 sec): 3 clusters Score: Raw -326845.298525 + Penalty 1870.655433 = -324974.643092 nChanged 11 SP:Iteration 18Q (218.671937 sec): 3 clusters Score: Raw -326847.014342 + Penalty 1870.655433 = -324976.358909 nChanged 11 SP:Iteration 19Q (218.807206 sec): 3 clusters Score: Raw -326849.293702 + Penalty 1870.655433 = -324978.638269 nChanged 15 SP:Iteration 20F (218.916500 sec): 3 clusters Score: Raw -326852.248918 + Penalty 1870.655433 = -324981.593485 nChanged 17 SP:Iteration 21Q (218.967873 sec): 3 clusters Score: Raw -326856.296497 + Penalty 1870.655433 = -324985.641064 nChanged 16 SP:Iteration 22Q (219.019132 sec): 3 clusters Score: Raw -326858.568080 + Penalty 1870.655433 = -324987.912647 nChanged 10 SP:Iteration 23Q (219.070526 sec): 3 clusters Score: Raw -326859.332761 + Penalty 1870.655433 = -324988.677328 nChanged 7 SP:Iteration 24Q (219.121593 sec): 3 clusters Score: Raw -326860.151273 + Penalty 1870.655433 = -324989.495840 nChanged 6 SP:Iteration 25Q (219.172290 sec): 3 clusters Score: Raw -326860.651637 + Penalty 1870.655433 = -324989.996204 nChanged 3 SP:Iteration 26Q (219.224530 sec): 3 clusters Score: Raw -326860.800216 + Penalty 1870.655433 = -324990.144783 nChanged 1 SP:Iteration 27Q (219.278883 sec): 3 clusters Score: Raw -326860.853507 + Penalty 1870.655433 = -324990.198074 nChanged 0 SP:Iteration 28F (219.333107 sec): 3 clusters Score: Raw -326860.853507 + Penalty 1870.655433 = -324990.198074 nChanged 0 Score: Raw -1443318.820548 + Penalty 4388.326199 = -1438930.494349 Splitting cluster 1 changes total score from -1438118.375673 to -1438930.494349 So it's getting split into cluster 4. Trying to split cluster 2 (22442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.713635 sec): 2 clusters Score: Raw -1003939.474381 + Penalty 1051.962396 = -1002887.511986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.962868 sec): 3 clusters Score: Raw -990199.846350 + Penalty 2103.924791 = -988095.921559 nChanged 10426 SP:Iteration 1F (220.153419 sec): 3 clusters Score: Raw -1001596.883062 + Penalty 2103.924791 = -999492.958271 nChanged 3191 SP:Iteration 2F (220.289757 sec): 3 clusters Score: Raw -1006058.688525 + Penalty 2103.924791 = -1003954.763734 nChanged 2236 SP:Iteration 3F (220.417247 sec): 3 clusters Score: Raw -1008162.135994 + Penalty 2103.924791 = -1006058.211202 nChanged 1243 SP:Iteration 4F (220.561922 sec): 3 clusters Score: Raw -1009224.970453 + Penalty 2103.924791 = -1007121.045661 nChanged 771 SP:Iteration 5Q (220.672134 sec): 3 clusters Score: Raw -1009873.124544 + Penalty 2103.924791 = -1007769.199753 nChanged 568 SP:Iteration 6Q (220.780953 sec): 3 clusters Score: Raw -1010241.954375 + Penalty 2103.924791 = -1008138.029583 nChanged 419 SP:Iteration 7Q (220.889579 sec): 3 clusters Score: Raw -1010453.184940 + Penalty 2103.924791 = -1008349.260148 nChanged 339 SP:Iteration 8Q (220.996492 sec): 3 clusters Score: Raw -1010594.244951 + Penalty 2103.924791 = -1008490.320159 nChanged 269 SP:Iteration 9Q (221.107196 sec): 3 clusters Score: Raw -1010705.723699 + Penalty 2103.924791 = -1008601.798908 nChanged 276 SP:Iteration 10Q (221.225870 sec): 3 clusters Score: Raw -1010820.092569 + Penalty 2103.924791 = -1008716.167777 nChanged 260 SP:Iteration 11Q (221.334519 sec): 3 clusters Score: Raw -1010943.784412 + Penalty 2103.924791 = -1008839.859620 nChanged 293 SP:Iteration 12Q (221.539552 sec): 3 clusters Score: Raw -1011096.415919 + Penalty 2103.924791 = -1008992.491128 nChanged 284 SP:Iteration 13Q (221.720847 sec): 3 clusters Score: Raw -1011268.854986 + Penalty 2103.924791 = -1009164.930195 nChanged 297 SP:Iteration 14Q (221.892671 sec): 3 clusters Score: Raw -1011439.904544 + Penalty 2103.924791 = -1009335.979753 nChanged 323 SP:Iteration 15Q (221.998380 sec): 3 clusters Score: Raw -1011646.068927 + Penalty 2103.924791 = -1009542.144136 nChanged 350 SP:Iteration 16Q (222.105004 sec): 3 clusters Score: Raw -1011920.552906 + Penalty 2103.924791 = -1009816.628115 nChanged 404 SP:Iteration 17Q (222.214618 sec): 3 clusters Score: Raw -1012283.853649 + Penalty 2103.924791 = -1010179.928857 nChanged 414 SP:Iteration 18Q (222.374214 sec): 3 clusters Score: Raw -1012719.386364 + Penalty 2103.924791 = -1010615.461573 nChanged 437 SP:Iteration 19Q (222.469120 sec): 3 clusters Score: Raw -1013299.824382 + Penalty 2103.924791 = -1011195.899590 nChanged 457 SP:Iteration 20F (222.579421 sec): 3 clusters Score: Raw -1014015.567539 + Penalty 2103.924791 = -1011911.642748 nChanged 471 SP:Iteration 21Q (222.703135 sec): 3 clusters Score: Raw -1014653.426461 + Penalty 2103.924791 = -1012549.501670 nChanged 391 SP:Iteration 22Q (222.811458 sec): 3 clusters Score: Raw -1014935.494909 + Penalty 2103.924791 = -1012831.570117 nChanged 238 SP:Iteration 23Q (223.017609 sec): 3 clusters Score: Raw -1015019.658181 + Penalty 2103.924791 = -1012915.733390 nChanged 133 SP:Iteration 24Q (223.170304 sec): 3 clusters Score: Raw -1015046.700441 + Penalty 2103.924791 = -1012942.775650 nChanged 70 SP:Iteration 25Q (223.295506 sec): 3 clusters Score: Raw -1015057.869258 + Penalty 2103.924791 = -1012953.944466 nChanged 55 SP:Iteration 26Q (223.396803 sec): 3 clusters Score: Raw -1015067.539745 + Penalty 2103.924791 = -1012963.614954 nChanged 48 SP:Iteration 27Q (223.499316 sec): 3 clusters Score: Raw -1015076.007780 + Penalty 2103.924791 = -1012972.082988 nChanged 35 SP:Iteration 28Q (223.601939 sec): 3 clusters Score: Raw -1015080.774415 + Penalty 2103.924791 = -1012976.849624 nChanged 28 SP:Iteration 29Q (223.711418 sec): 3 clusters Score: Raw -1015083.652428 + Penalty 2103.924791 = -1012979.727637 nChanged 24 SP:Iteration 30Q (223.820990 sec): 3 clusters Score: Raw -1015086.266907 + Penalty 2103.924791 = -1012982.342116 nChanged 18 SP:Iteration 31Q (223.918530 sec): 3 clusters Score: Raw -1015087.399391 + Penalty 2103.924791 = -1012983.474600 nChanged 11 SP:Iteration 32Q (224.021240 sec): 3 clusters Score: Raw -1015088.332399 + Penalty 2103.924791 = -1012984.407607 nChanged 11 SP:Iteration 33Q (224.136880 sec): 3 clusters Score: Raw -1015089.084424 + Penalty 2103.924791 = -1012985.159633 nChanged 7 SP:Iteration 34Q (224.238435 sec): 3 clusters Score: Raw -1015089.544210 + Penalty 2103.924791 = -1012985.619419 nChanged 6 SP:Iteration 35Q (224.358432 sec): 3 clusters Score: Raw -1015089.783840 + Penalty 2103.924791 = -1012985.859049 nChanged 4 SP:Iteration 36Q (224.542259 sec): 3 clusters Score: Raw -1015089.969160 + Penalty 2103.924791 = -1012986.044369 nChanged 3 SP:Iteration 37Q (224.713371 sec): 3 clusters Score: Raw -1015090.064968 + Penalty 2103.924791 = -1012986.140176 nChanged 2 SP:Iteration 38Q (224.882066 sec): 3 clusters Score: Raw -1015090.221062 + Penalty 2103.924791 = -1012986.296271 nChanged 3 SP:Iteration 39Q (224.971211 sec): 3 clusters Score: Raw -1015090.591134 + Penalty 2103.924791 = -1012986.666343 nChanged 2 SP:Iteration 40F (225.061769 sec): 3 clusters Score: Raw -1015090.698384 + Penalty 2103.924791 = -1012986.773592 nChanged 2 SP:Iteration 41Q (225.179374 sec): 3 clusters Score: Raw -1015090.804902 + Penalty 2103.924791 = -1012986.880110 nChanged 4 SP:Iteration 42Q (225.281526 sec): 3 clusters Score: Raw -1015091.011549 + Penalty 2103.924791 = -1012987.086757 nChanged 2 SP:Iteration 43Q (225.381149 sec): 3 clusters Score: Raw -1015091.080341 + Penalty 2103.924791 = -1012987.155550 nChanged 1 SP:Iteration 44Q (225.481396 sec): 3 clusters Score: Raw -1015091.131509 + Penalty 2103.924791 = -1012987.206718 nChanged 0 SP:Iteration 45F (225.584061 sec): 3 clusters Score: Raw -1015091.131509 + Penalty 2103.924791 = -1012987.206718 nChanged 0 Score: Raw -1454470.477675 + Penalty 5485.407749 = -1448985.069927 Splitting cluster 2 changes total score from -1438118.375673 to -1448985.069927 So it's getting split into cluster 5. Trying to split cluster 3 (4605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.987581 sec): 2 clusters Score: Raw -143153.367470 + Penalty 885.664285 = -142267.703186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (226.148129 sec): 3 clusters Score: Raw -140772.323518 + Penalty 1771.328569 = -139000.994949 nChanged 1972 SP:Iteration 1F (226.200418 sec): 3 clusters Score: Raw -143279.703006 + Penalty 1771.328569 = -141508.374437 nChanged 763 SP:Iteration 2F (226.249978 sec): 3 clusters Score: Raw -144821.665269 + Penalty 1771.328569 = -143050.336700 nChanged 479 SP:Iteration 3F (226.291940 sec): 3 clusters Score: Raw -145628.058872 + Penalty 1771.328569 = -143856.730303 nChanged 249 SP:Iteration 4F (226.334292 sec): 3 clusters Score: Raw -145997.120736 + Penalty 1771.328569 = -144225.792166 nChanged 169 SP:Iteration 5Q (226.377063 sec): 3 clusters Score: Raw -146191.615426 + Penalty 1771.328569 = -144420.286857 nChanged 123 SP:Iteration 6Q (226.419758 sec): 3 clusters Score: Raw -146300.545605 + Penalty 1771.328569 = -144529.217035 nChanged 99 SP:Iteration 7Q (226.462285 sec): 3 clusters Score: Raw -146382.640651 + Penalty 1771.328569 = -144611.312082 nChanged 74 SP:Iteration 8Q (226.504841 sec): 3 clusters Score: Raw -146442.026210 + Penalty 1771.328569 = -144670.697640 nChanged 62 SP:Iteration 9Q (226.547260 sec): 3 clusters Score: Raw -146481.367117 + Penalty 1771.328569 = -144710.038547 nChanged 34 SP:Iteration 10Q (226.589478 sec): 3 clusters Score: Raw -146501.695344 + Penalty 1771.328569 = -144730.366775 nChanged 34 SP:Iteration 11Q (226.631567 sec): 3 clusters Score: Raw -146516.519980 + Penalty 1771.328569 = -144745.191411 nChanged 30 SP:Iteration 12Q (226.673331 sec): 3 clusters Score: Raw -146526.208414 + Penalty 1771.328569 = -144754.879845 nChanged 28 SP:Iteration 13Q (226.715414 sec): 3 clusters Score: Raw -146533.792971 + Penalty 1771.328569 = -144762.464402 nChanged 12 SP:Iteration 14Q (226.757340 sec): 3 clusters Score: Raw -146535.551298 + Penalty 1771.328569 = -144764.222729 nChanged 4 SP:Iteration 15Q (226.799099 sec): 3 clusters Score: Raw -146536.071569 + Penalty 1771.328569 = -144764.743000 nChanged 1 SP:Iteration 16Q (226.853838 sec): 3 clusters Score: Raw -146536.138876 + Penalty 1771.328569 = -144764.810307 nChanged 0 SP:Iteration 17F (226.895955 sec): 3 clusters Score: Raw -146536.138876 + Penalty 1771.328569 = -144764.810307 nChanged 0 Score: Raw -1457853.249081 + Penalty 6582.489298 = -1451270.759783 Splitting cluster 3 changes total score from -1438118.375673 to -1451270.759783 So it's getting split into cluster 6. Iteration 20F (227.717896 sec): 7 clusters Score: Raw -1459638.843130 + Penalty 6582.489298 = -1453056.353832 nChanged 1512 Iteration 21Q (228.037226 sec): 7 clusters Score: Raw -1460391.493851 + Penalty 6582.489298 = -1453809.004553 nChanged 630 Iteration 22Q (228.285826 sec): 7 clusters Score: Raw -1460683.286786 + Penalty 6582.489298 = -1454100.797488 nChanged 474 Iteration 23Q (228.572827 sec): 7 clusters Score: Raw -1460878.854394 + Penalty 6582.489298 = -1454296.365095 nChanged 407 Iteration 24Q (228.814589 sec): 7 clusters Score: Raw -1461039.706267 + Penalty 6582.489298 = -1454457.216969 nChanged 369 Iteration 25Q (229.354355 sec): 7 clusters Score: Raw -1461178.048109 + Penalty 6582.489298 = -1454595.558811 nChanged 337 Iteration 26Q (229.789583 sec): 7 clusters Score: Raw -1461310.904630 + Penalty 6582.489298 = -1454728.415332 nChanged 315 Iteration 27Q (230.008391 sec): 7 clusters Score: Raw -1461442.267948 + Penalty 6582.489298 = -1454859.778650 nChanged 327 Iteration 28Q (230.224667 sec): 7 clusters Score: Raw -1461587.989076 + Penalty 6582.489298 = -1455005.499778 nChanged 317 Iteration 29Q (230.481211 sec): 7 clusters Score: Raw -1461749.778231 + Penalty 6582.489298 = -1455167.288932 nChanged 308 Iteration 30Q (230.762514 sec): 7 clusters Score: Raw -1461924.685916 + Penalty 6582.489298 = -1455342.196618 nChanged 297 Iteration 31Q (231.271732 sec): 7 clusters Score: Raw -1462167.171314 + Penalty 6582.489298 = -1455584.682015 nChanged 323 Iteration 32Q (231.567953 sec): 7 clusters Score: Raw -1462398.371063 + Penalty 6582.489298 = -1455815.881764 nChanged 294 Iteration 33Q (231.807512 sec): 7 clusters Score: Raw -1462551.457878 + Penalty 6582.489298 = -1455968.968580 nChanged 270 Iteration 34Q (232.089266 sec): 7 clusters Score: Raw -1462664.741440 + Penalty 6582.489298 = -1456082.252142 nChanged 270 Iteration 35Q (232.372558 sec): 7 clusters Score: Raw -1462781.022952 + Penalty 6582.489298 = -1456198.533653 nChanged 241 Iteration 36Q (232.856531 sec): 7 clusters Score: Raw -1462879.039098 + Penalty 6582.489298 = -1456296.549800 nChanged 220 Iteration 37Q (233.072774 sec): 7 clusters Score: Raw -1462947.027867 + Penalty 6582.489298 = -1456364.538568 nChanged 202 Iteration 38Q (233.318996 sec): 7 clusters Score: Raw -1463007.830002 + Penalty 6582.489298 = -1456425.340704 nChanged 185 Iteration 39Q (233.559457 sec): 7 clusters Score: Raw -1463050.424134 + Penalty 6582.489298 = -1456467.934836 nChanged 156 Iteration 40F (233.870754 sec): 7 clusters Score: Raw -1463085.214684 + Penalty 6582.489298 = -1456502.725386 nChanged 143 Iteration 41Q (234.380488 sec): 7 clusters Score: Raw -1463110.236460 + Penalty 6582.489298 = -1456527.747162 nChanged 138 Iteration 42Q (234.711559 sec): 7 clusters Score: Raw -1463139.775801 + Penalty 6582.489298 = -1456557.286503 nChanged 139 Iteration 43Q (234.964857 sec): 7 clusters Score: Raw -1463181.129075 + Penalty 6582.489298 = -1456598.639777 nChanged 157 Iteration 44Q (235.296875 sec): 7 clusters Score: Raw -1463241.614474 + Penalty 6582.489298 = -1456659.125176 nChanged 195 Iteration 45Q (235.517775 sec): 7 clusters Score: Raw -1463328.651725 + Penalty 6582.489298 = -1456746.162427 nChanged 243 Iteration 46Q (235.735182 sec): 7 clusters Score: Raw -1463447.090175 + Penalty 6582.489298 = -1456864.600876 nChanged 269 Iteration 47Q (235.978957 sec): 7 clusters Score: Raw -1463604.350624 + Penalty 6582.489298 = -1457021.861325 nChanged 323 Iteration 48Q (236.220815 sec): 7 clusters Score: Raw -1463832.787997 + Penalty 6582.489298 = -1457250.298698 nChanged 384 Iteration 49Q (236.528987 sec): 7 clusters Score: Raw -1464159.405286 + Penalty 6582.489298 = -1457576.915988 nChanged 429 Iteration 50Q (236.771998 sec): 7 clusters Score: Raw -1464665.413487 + Penalty 6582.489298 = -1458082.924189 nChanged 506 Iteration 51Q (237.108591 sec): 7 clusters Score: Raw -1465442.785915 + Penalty 6582.489298 = -1458860.296617 nChanged 551 Iteration 52Q (237.350169 sec): 7 clusters Score: Raw -1466285.489212 + Penalty 6582.489298 = -1459702.999914 nChanged 580 Iteration 53Q (237.632669 sec): 7 clusters Score: Raw -1466946.830404 + Penalty 6582.489298 = -1460364.341106 nChanged 495 Iteration 54Q (237.947801 sec): 7 clusters Score: Raw -1467378.543889 + Penalty 6582.489298 = -1460796.054591 nChanged 388 Iteration 55Q (238.173478 sec): 7 clusters Score: Raw -1467618.479927 + Penalty 6582.489298 = -1461035.990628 nChanged 323 Iteration 56Q (238.411996 sec): 7 clusters Score: Raw -1467794.815405 + Penalty 6582.489298 = -1461212.326106 nChanged 312 Iteration 57Q (238.650775 sec): 7 clusters Score: Raw -1467959.505330 + Penalty 6582.489298 = -1461377.016032 nChanged 262 Iteration 58Q (238.996527 sec): 7 clusters Score: Raw -1468088.203546 + Penalty 6582.489298 = -1461505.714247 nChanged 236 Writing temp clu file Because OldScore, -1461377.016032, is greater than current (better) Score,-1461505.714247 Compute initial score before splitting: Score: Raw -1468088.203546 + Penalty 6582.489298 = -1461505.714247 Trying to split cluster 1 (3855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (239.102948 sec): 2 clusters Score: Raw -172395.997697 + Penalty 866.998260 = -171528.999437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (239.212644 sec): 3 clusters Score: Raw -170333.621387 + Penalty 1733.996520 = -168599.624867 nChanged 1635 SP:Iteration 1F (239.336542 sec): 3 clusters Score: Raw -171465.923937 + Penalty 1733.996520 = -169731.927417 nChanged 362 SP:Iteration 2F (239.455466 sec): 3 clusters Score: Raw -172081.871671 + Penalty 1733.996520 = -170347.875151 nChanged 452 SP:Iteration 3F (239.573623 sec): 3 clusters Score: Raw -172911.004082 + Penalty 1733.996520 = -171177.007562 nChanged 421 SP:Iteration 4F (239.608655 sec): 3 clusters Score: Raw -173457.557521 + Penalty 1733.996520 = -171723.561001 nChanged 227 SP:Iteration 5F (239.645206 sec): 3 clusters Score: Raw -173708.905682 + Penalty 1733.996520 = -171974.909162 nChanged 132 SP:Iteration 6Q (239.681869 sec): 3 clusters Score: Raw -173871.668037 + Penalty 1733.996520 = -172137.671517 nChanged 78 SP:Iteration 7Q (239.718192 sec): 3 clusters Score: Raw -173952.775931 + Penalty 1733.996520 = -172218.779410 nChanged 46 SP:Iteration 8Q (239.754311 sec): 3 clusters Score: Raw -173993.720125 + Penalty 1733.996520 = -172259.723605 nChanged 36 SP:Iteration 9Q (239.790409 sec): 3 clusters Score: Raw -174028.148570 + Penalty 1733.996520 = -172294.152050 nChanged 26 SP:Iteration 10Q (239.826875 sec): 3 clusters Score: Raw -174051.851747 + Penalty 1733.996520 = -172317.855227 nChanged 22 SP:Iteration 11Q (239.862857 sec): 3 clusters Score: Raw -174071.954274 + Penalty 1733.996520 = -172337.957754 nChanged 27 SP:Iteration 12Q (239.898754 sec): 3 clusters Score: Raw -174101.784679 + Penalty 1733.996520 = -172367.788159 nChanged 22 SP:Iteration 13Q (239.934430 sec): 3 clusters Score: Raw -174128.022446 + Penalty 1733.996520 = -172394.025926 nChanged 22 SP:Iteration 14Q (239.969903 sec): 3 clusters Score: Raw -174151.099758 + Penalty 1733.996520 = -172417.103238 nChanged 17 SP:Iteration 15Q (240.005112 sec): 3 clusters Score: Raw -174163.797747 + Penalty 1733.996520 = -172429.801226 nChanged 8 SP:Iteration 16Q (240.040013 sec): 3 clusters Score: Raw -174170.130690 + Penalty 1733.996520 = -172436.134170 nChanged 5 SP:Iteration 17Q (240.074955 sec): 3 clusters Score: Raw -174174.601065 + Penalty 1733.996520 = -172440.604544 nChanged 6 SP:Iteration 18Q (240.110053 sec): 3 clusters Score: Raw -174178.602102 + Penalty 1733.996520 = -172444.605582 nChanged 5 SP:Iteration 19Q (240.145065 sec): 3 clusters Score: Raw -174181.742457 + Penalty 1733.996520 = -172447.745936 nChanged 3 SP:Iteration 20F (240.181642 sec): 3 clusters Score: Raw -174183.947019 + Penalty 1733.996520 = -172449.950499 nChanged 3 SP:Iteration 21Q (240.216207 sec): 3 clusters Score: Raw -174186.750022 + Penalty 1733.996520 = -172452.753502 nChanged 6 SP:Iteration 22Q (240.252802 sec): 3 clusters Score: Raw -174190.743668 + Penalty 1733.996520 = -172456.747148 nChanged 4 SP:Iteration 23Q (240.287504 sec): 3 clusters Score: Raw -174193.701544 + Penalty 1733.996520 = -172459.705024 nChanged 2 SP:Iteration 24Q (240.322414 sec): 3 clusters Score: Raw -174195.042020 + Penalty 1733.996520 = -172461.045500 nChanged 0 SP:Iteration 25F (240.358825 sec): 3 clusters Score: Raw -174195.042020 + Penalty 1733.996520 = -172461.045500 nChanged 0 Score: Raw -1469948.834909 + Penalty 7679.570848 = -1462269.264061 Splitting cluster 1 changes total score from -1461505.714247 to -1462269.264061 So it's getting split into cluster 7. Trying to split cluster 2 (11952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (240.813180 sec): 2 clusters Score: Raw -565506.000571 + Penalty 985.808660 = -564520.191911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (240.898347 sec): 3 clusters Score: Raw -558397.584019 + Penalty 1971.617321 = -556425.966698 nChanged 5389 SP:Iteration 1F (240.973470 sec): 3 clusters Score: Raw -561860.848397 + Penalty 1971.617321 = -559889.231076 nChanged 982 SP:Iteration 2F (241.108200 sec): 3 clusters Score: Raw -562553.063594 + Penalty 1971.617321 = -560581.446273 nChanged 979 SP:Iteration 3F (241.175961 sec): 3 clusters Score: Raw -563251.471348 + Penalty 1971.617321 = -561279.854027 nChanged 849 SP:Iteration 4F (241.321718 sec): 3 clusters Score: Raw -563756.005403 + Penalty 1971.617321 = -561784.388082 nChanged 623 SP:Iteration 5F (241.400938 sec): 3 clusters Score: Raw -564071.803570 + Penalty 1971.617321 = -562100.186249 nChanged 454 SP:Iteration 6Q (241.483429 sec): 3 clusters Score: Raw -564276.791288 + Penalty 1971.617321 = -562305.173967 nChanged 359 SP:Iteration 7Q (241.553781 sec): 3 clusters Score: Raw -564424.151084 + Penalty 1971.617321 = -562452.533763 nChanged 311 SP:Iteration 8Q (241.621316 sec): 3 clusters Score: Raw -564563.238264 + Penalty 1971.617321 = -562591.620944 nChanged 292 SP:Iteration 9Q (241.691909 sec): 3 clusters Score: Raw -564701.341666 + Penalty 1971.617321 = -562729.724346 nChanged 286 SP:Iteration 10Q (241.817819 sec): 3 clusters Score: Raw -564856.538659 + Penalty 1971.617321 = -562884.921339 nChanged 292 SP:Iteration 11Q (241.889731 sec): 3 clusters Score: Raw -565015.337831 + Penalty 1971.617321 = -563043.720510 nChanged 226 SP:Iteration 12Q (241.961528 sec): 3 clusters Score: Raw -565123.093628 + Penalty 1971.617321 = -563151.476308 nChanged 205 SP:Iteration 13Q (242.033143 sec): 3 clusters Score: Raw -565225.457563 + Penalty 1971.617321 = -563253.840243 nChanged 176 SP:Iteration 14Q (242.104725 sec): 3 clusters Score: Raw -565340.238321 + Penalty 1971.617321 = -563368.621001 nChanged 159 SP:Iteration 15Q (242.176141 sec): 3 clusters Score: Raw -565470.331167 + Penalty 1971.617321 = -563498.713846 nChanged 132 SP:Iteration 16Q (242.248392 sec): 3 clusters Score: Raw -565592.226640 + Penalty 1971.617321 = -563620.609319 nChanged 118 SP:Iteration 17Q (242.395097 sec): 3 clusters Score: Raw -565752.999126 + Penalty 1971.617321 = -563781.381806 nChanged 153 SP:Iteration 18Q (242.508147 sec): 3 clusters Score: Raw -565944.216075 + Penalty 1971.617321 = -563972.598754 nChanged 200 SP:Iteration 19Q (242.570243 sec): 3 clusters Score: Raw -566168.759449 + Penalty 1971.617321 = -564197.142129 nChanged 240 SP:Iteration 20F (242.637354 sec): 3 clusters Score: Raw -566404.977161 + Penalty 1971.617321 = -564433.359841 nChanged 296 SP:Iteration 21Q (242.708364 sec): 3 clusters Score: Raw -566629.036051 + Penalty 1971.617321 = -564657.418731 nChanged 386 SP:Iteration 22Q (242.778643 sec): 3 clusters Score: Raw -566922.882352 + Penalty 1971.617321 = -564951.265032 nChanged 439 SP:Iteration 23Q (242.849605 sec): 3 clusters Score: Raw -567333.819537 + Penalty 1971.617321 = -565362.202217 nChanged 597 SP:Iteration 24Q (242.926181 sec): 3 clusters Score: Raw -567953.302536 + Penalty 1971.617321 = -565981.685215 nChanged 659 SP:Iteration 25F (243.002912 sec): 3 clusters Score: Raw -568627.955416 + Penalty 1971.617321 = -566656.338095 nChanged 644 SP:Iteration 26F (243.070664 sec): 3 clusters Score: Raw -569223.258005 + Penalty 1971.617321 = -567251.640685 nChanged 517 SP:Iteration 27Q (243.136847 sec): 3 clusters Score: Raw -569637.113433 + Penalty 1971.617321 = -567665.496112 nChanged 424 SP:Iteration 28Q (243.206278 sec): 3 clusters Score: Raw -569957.131903 + Penalty 1971.617321 = -567985.514583 nChanged 336 SP:Iteration 29Q (243.275950 sec): 3 clusters Score: Raw -570208.410346 + Penalty 1971.617321 = -568236.793026 nChanged 273 SP:Iteration 30Q (243.345649 sec): 3 clusters Score: Raw -570389.598921 + Penalty 1971.617321 = -568417.981601 nChanged 210 SP:Iteration 31Q (243.415566 sec): 3 clusters Score: Raw -570538.225114 + Penalty 1971.617321 = -568566.607794 nChanged 198 SP:Iteration 32Q (243.484639 sec): 3 clusters Score: Raw -570688.300996 + Penalty 1971.617321 = -568716.683676 nChanged 163 SP:Iteration 33Q (243.554159 sec): 3 clusters Score: Raw -570811.535041 + Penalty 1971.617321 = -568839.917720 nChanged 144 SP:Iteration 34Q (243.623446 sec): 3 clusters Score: Raw -570917.730825 + Penalty 1971.617321 = -568946.113504 nChanged 102 SP:Iteration 35Q (243.756407 sec): 3 clusters Score: Raw -570993.412141 + Penalty 1971.617321 = -569021.794821 nChanged 72 SP:Iteration 36Q (243.854626 sec): 3 clusters Score: Raw -571047.482521 + Penalty 1971.617321 = -569075.865200 nChanged 62 SP:Iteration 37Q (243.937517 sec): 3 clusters Score: Raw -571083.010357 + Penalty 1971.617321 = -569111.393036 nChanged 45 SP:Iteration 38Q (243.998420 sec): 3 clusters Score: Raw -571105.418286 + Penalty 1971.617321 = -569133.800966 nChanged 31 SP:Iteration 39Q (244.061943 sec): 3 clusters Score: Raw -571117.141945 + Penalty 1971.617321 = -569145.524624 nChanged 15 SP:Iteration 40F (244.137627 sec): 3 clusters Score: Raw -571201.622217 + Penalty 1971.617321 = -569230.004897 nChanged 57 SP:Iteration 41Q (244.211999 sec): 3 clusters Score: Raw -571249.737649 + Penalty 1971.617321 = -569278.120328 nChanged 31 SP:Iteration 42Q (244.277412 sec): 3 clusters Score: Raw -571260.740768 + Penalty 1971.617321 = -569289.123447 nChanged 19 SP:Iteration 43Q (244.342947 sec): 3 clusters Score: Raw -571264.842275 + Penalty 1971.617321 = -569293.224954 nChanged 12 SP:Iteration 44Q (244.410392 sec): 3 clusters Score: Raw -571267.650135 + Penalty 1971.617321 = -569296.032814 nChanged 11 SP:Iteration 45Q (244.477995 sec): 3 clusters Score: Raw -571269.930652 + Penalty 1971.617321 = -569298.313332 nChanged 8 SP:Iteration 46Q (244.545674 sec): 3 clusters Score: Raw -571271.279341 + Penalty 1971.617321 = -569299.662020 nChanged 4 SP:Iteration 47Q (244.638381 sec): 3 clusters Score: Raw -571271.624774 + Penalty 1971.617321 = -569300.007454 nChanged 2 SP:Iteration 48Q (244.705851 sec): 3 clusters Score: Raw -571271.779812 + Penalty 1971.617321 = -569300.162492 nChanged 1 SP:Iteration 49Q (244.773169 sec): 3 clusters Score: Raw -571271.832699 + Penalty 1971.617321 = -569300.215379 nChanged 1 SP:Iteration 50Q (244.840540 sec): 3 clusters Score: Raw -571271.937679 + Penalty 1971.617321 = -569300.320358 nChanged 1 SP:Iteration 51Q (244.908420 sec): 3 clusters Score: Raw -571271.964113 + Penalty 1971.617321 = -569300.346793 nChanged 0 SP:Iteration 52F (244.980145 sec): 3 clusters Score: Raw -571271.964113 + Penalty 1971.617321 = -569300.346793 nChanged 0 Score: Raw -1475714.798451 + Penalty 8776.652398 = -1466938.146054 Splitting cluster 2 changes total score from -1461505.714247 to -1466938.146054 So it's getting split into cluster 8. Trying to split cluster 3 (3678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (245.555964 sec): 2 clusters Score: Raw -157977.994697 + Penalty 862.063063 = -157115.931635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (245.592842 sec): 3 clusters Score: Raw -155995.964777 + Penalty 1724.126125 = -154271.838652 nChanged 1536 SP:Iteration 1F (245.631570 sec): 3 clusters Score: Raw -157071.920600 + Penalty 1724.126125 = -155347.794475 nChanged 417 SP:Iteration 2F (245.668298 sec): 3 clusters Score: Raw -157621.344056 + Penalty 1724.126125 = -155897.217931 nChanged 398 SP:Iteration 3F (245.703329 sec): 3 clusters Score: Raw -158319.289579 + Penalty 1724.126125 = -156595.163454 nChanged 349 SP:Iteration 4F (245.738230 sec): 3 clusters Score: Raw -158878.951958 + Penalty 1724.126125 = -157154.825833 nChanged 274 SP:Iteration 5F (245.772837 sec): 3 clusters Score: Raw -159284.492902 + Penalty 1724.126125 = -157560.366777 nChanged 213 SP:Iteration 6F (245.807620 sec): 3 clusters Score: Raw -159614.358001 + Penalty 1724.126125 = -157890.231876 nChanged 144 SP:Iteration 7Q (245.842632 sec): 3 clusters Score: Raw -159852.055503 + Penalty 1724.126125 = -158127.929378 nChanged 86 SP:Iteration 8Q (245.877586 sec): 3 clusters Score: Raw -159968.498934 + Penalty 1724.126125 = -158244.372809 nChanged 46 SP:Iteration 9Q (245.911853 sec): 3 clusters Score: Raw -160015.263736 + Penalty 1724.126125 = -158291.137611 nChanged 25 SP:Iteration 10Q (245.946028 sec): 3 clusters Score: Raw -160029.945976 + Penalty 1724.126125 = -158305.819851 nChanged 12 SP:Iteration 11Q (246.045742 sec): 3 clusters Score: Raw -160033.700364 + Penalty 1724.126125 = -158309.574239 nChanged 4 SP:Iteration 12Q (246.136876 sec): 3 clusters Score: Raw -160034.562064 + Penalty 1724.126125 = -158310.435939 nChanged 1 SP:Iteration 13Q (246.171392 sec): 3 clusters Score: Raw -160034.728997 + Penalty 1724.126125 = -158310.602872 nChanged 0 SP:Iteration 14F (246.206493 sec): 3 clusters Score: Raw -160034.728997 + Penalty 1724.126125 = -158310.602872 nChanged 0 Score: Raw -1477771.532751 + Penalty 9873.733947 = -1467897.798804 Splitting cluster 3 changes total score from -1461505.714247 to -1467897.798804 So it's getting split into cluster 9. Trying to split cluster 4 (4537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (246.716830 sec): 2 clusters Score: Raw -212570.507117 + Penalty 884.102234 = -211686.404883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (246.758965 sec): 3 clusters Score: Raw -210095.587375 + Penalty 1768.204469 = -208327.382906 nChanged 1920 SP:Iteration 1F (246.800834 sec): 3 clusters Score: Raw -211262.818375 + Penalty 1768.204469 = -209494.613906 nChanged 376 SP:Iteration 2F (246.842850 sec): 3 clusters Score: Raw -211580.466190 + Penalty 1768.204469 = -209812.261721 nChanged 388 SP:Iteration 3F (246.887051 sec): 3 clusters Score: Raw -212025.556648 + Penalty 1768.204469 = -210257.352180 nChanged 401 SP:Iteration 4F (246.931140 sec): 3 clusters Score: Raw -212614.325112 + Penalty 1768.204469 = -210846.120643 nChanged 374 SP:Iteration 5F (246.975024 sec): 3 clusters Score: Raw -213150.263688 + Penalty 1768.204469 = -211382.059219 nChanged 299 SP:Iteration 6F (247.016387 sec): 3 clusters Score: Raw -213510.571334 + Penalty 1768.204469 = -211742.366865 nChanged 204 SP:Iteration 7Q (247.057578 sec): 3 clusters Score: Raw -213675.334851 + Penalty 1768.204469 = -211907.130382 nChanged 122 SP:Iteration 8Q (247.098331 sec): 3 clusters Score: Raw -213743.762054 + Penalty 1768.204469 = -211975.557585 nChanged 77 SP:Iteration 9Q (247.139188 sec): 3 clusters Score: Raw -213775.847499 + Penalty 1768.204469 = -212007.643030 nChanged 57 SP:Iteration 10Q (247.179908 sec): 3 clusters Score: Raw -213794.333571 + Penalty 1768.204469 = -212026.129103 nChanged 40 SP:Iteration 11Q (247.220579 sec): 3 clusters Score: Raw -213804.681684 + Penalty 1768.204469 = -212036.477215 nChanged 19 SP:Iteration 12Q (247.261397 sec): 3 clusters Score: Raw -213808.109441 + Penalty 1768.204469 = -212039.904972 nChanged 14 SP:Iteration 13Q (247.301940 sec): 3 clusters Score: Raw -213810.454309 + Penalty 1768.204469 = -212042.249840 nChanged 11 SP:Iteration 14Q (247.342588 sec): 3 clusters Score: Raw -213812.890965 + Penalty 1768.204469 = -212044.686497 nChanged 9 SP:Iteration 15Q (247.383344 sec): 3 clusters Score: Raw -213814.687122 + Penalty 1768.204469 = -212046.482654 nChanged 8 SP:Iteration 16Q (247.423966 sec): 3 clusters Score: Raw -213815.985228 + Penalty 1768.204469 = -212047.780760 nChanged 6 SP:Iteration 17Q (247.464527 sec): 3 clusters Score: Raw -213816.602829 + Penalty 1768.204469 = -212048.398360 nChanged 2 SP:Iteration 18Q (247.505153 sec): 3 clusters Score: Raw -213816.716903 + Penalty 1768.204469 = -212048.512435 nChanged 0 SP:Iteration 19F (247.546230 sec): 3 clusters Score: Raw -213816.716903 + Penalty 1768.204469 = -212048.512435 nChanged 0 Score: Raw -1479017.742538 + Penalty 10970.815497 = -1468046.927040 Splitting cluster 4 changes total score from -1461505.714247 to -1468046.927040 So it's getting split into cluster 10. Trying to split cluster 5 (6695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (248.150022 sec): 2 clusters Score: Raw -304967.901221 + Penalty 924.957207 = -304042.944014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (248.216911 sec): 3 clusters Score: Raw -301133.154606 + Penalty 1849.914414 = -299283.240191 nChanged 2889 SP:Iteration 1F (248.360383 sec): 3 clusters Score: Raw -302741.200047 + Penalty 1849.914414 = -300891.285632 nChanged 506 SP:Iteration 2F (248.415709 sec): 3 clusters Score: Raw -303081.890496 + Penalty 1849.914414 = -301231.976082 nChanged 526 SP:Iteration 3F (248.471085 sec): 3 clusters Score: Raw -303493.126905 + Penalty 1849.914414 = -301643.212491 nChanged 521 SP:Iteration 4F (248.520705 sec): 3 clusters Score: Raw -303961.058604 + Penalty 1849.914414 = -302111.144190 nChanged 521 SP:Iteration 5F (248.567618 sec): 3 clusters Score: Raw -304373.458193 + Penalty 1849.914414 = -302523.543779 nChanged 419 SP:Iteration 6F (248.614761 sec): 3 clusters Score: Raw -304655.062990 + Penalty 1849.914414 = -302805.148575 nChanged 297 SP:Iteration 7Q (248.663222 sec): 3 clusters Score: Raw -304833.931388 + Penalty 1849.914414 = -302984.016974 nChanged 217 SP:Iteration 8Q (248.712277 sec): 3 clusters Score: Raw -304946.707158 + Penalty 1849.914414 = -303096.792743 nChanged 158 SP:Iteration 9Q (248.768352 sec): 3 clusters Score: Raw -305018.515154 + Penalty 1849.914414 = -303168.600740 nChanged 125 SP:Iteration 10Q (248.822525 sec): 3 clusters Score: Raw -305083.687326 + Penalty 1849.914414 = -303233.772912 nChanged 110 SP:Iteration 11Q (248.871687 sec): 3 clusters Score: Raw -305128.832856 + Penalty 1849.914414 = -303278.918442 nChanged 83 SP:Iteration 12Q (248.920604 sec): 3 clusters Score: Raw -305168.205277 + Penalty 1849.914414 = -303318.290863 nChanged 69 SP:Iteration 13Q (248.969629 sec): 3 clusters Score: Raw -305192.042228 + Penalty 1849.914414 = -303342.127814 nChanged 61 SP:Iteration 14Q (249.019470 sec): 3 clusters Score: Raw -305208.184868 + Penalty 1849.914414 = -303358.270454 nChanged 37 SP:Iteration 15Q (249.070826 sec): 3 clusters Score: Raw -305218.681706 + Penalty 1849.914414 = -303368.767292 nChanged 29 SP:Iteration 16Q (249.122122 sec): 3 clusters Score: Raw -305226.246691 + Penalty 1849.914414 = -303376.332277 nChanged 23 SP:Iteration 17Q (249.173496 sec): 3 clusters Score: Raw -305231.158355 + Penalty 1849.914414 = -303381.243941 nChanged 24 SP:Iteration 18Q (249.225021 sec): 3 clusters Score: Raw -305235.059143 + Penalty 1849.914414 = -303385.144728 nChanged 21 SP:Iteration 19Q (249.276561 sec): 3 clusters Score: Raw -305238.183726 + Penalty 1849.914414 = -303388.269312 nChanged 17 SP:Iteration 20F (249.326974 sec): 3 clusters Score: Raw -305240.861723 + Penalty 1849.914414 = -303390.947309 nChanged 12 SP:Iteration 21Q (249.376625 sec): 3 clusters Score: Raw -305243.331492 + Penalty 1849.914414 = -303393.417078 nChanged 15 SP:Iteration 22Q (249.425412 sec): 3 clusters Score: Raw -305246.447092 + Penalty 1849.914414 = -303396.532677 nChanged 15 SP:Iteration 23Q (249.474395 sec): 3 clusters Score: Raw -305248.997336 + Penalty 1849.914414 = -303399.082922 nChanged 12 SP:Iteration 24Q (249.523284 sec): 3 clusters Score: Raw -305251.895834 + Penalty 1849.914414 = -303401.981420 nChanged 18 SP:Iteration 25Q (249.572458 sec): 3 clusters Score: Raw -305255.341060 + Penalty 1849.914414 = -303405.426645 nChanged 10 SP:Iteration 26Q (249.624825 sec): 3 clusters Score: Raw -305257.234031 + Penalty 1849.914414 = -303407.319617 nChanged 5 SP:Iteration 27Q (249.677434 sec): 3 clusters Score: Raw -305258.617255 + Penalty 1849.914414 = -303408.702841 nChanged 5 SP:Iteration 28Q (249.727133 sec): 3 clusters Score: Raw -305259.676893 + Penalty 1849.914414 = -303409.762479 nChanged 9 SP:Iteration 29Q (249.775983 sec): 3 clusters Score: Raw -305261.259518 + Penalty 1849.914414 = -303411.345104 nChanged 10 SP:Iteration 30Q (249.824925 sec): 3 clusters Score: Raw -305262.852510 + Penalty 1849.914414 = -303412.938096 nChanged 9 SP:Iteration 31Q (249.990076 sec): 3 clusters Score: Raw -305264.683753 + Penalty 1849.914414 = -303414.769339 nChanged 12 SP:Iteration 32Q (250.101757 sec): 3 clusters Score: Raw -305267.512951 + Penalty 1849.914414 = -303417.598537 nChanged 13 SP:Iteration 33Q (250.200425 sec): 3 clusters Score: Raw -305271.408482 + Penalty 1849.914414 = -303421.494067 nChanged 16 SP:Iteration 34Q (250.256667 sec): 3 clusters Score: Raw -305275.058241 + Penalty 1849.914414 = -303425.143827 nChanged 16 SP:Iteration 35Q (250.321908 sec): 3 clusters Score: Raw -305277.713401 + Penalty 1849.914414 = -303427.798987 nChanged 12 SP:Iteration 36Q (250.370890 sec): 3 clusters Score: Raw -305279.738840 + Penalty 1849.914414 = -303429.824426 nChanged 15 SP:Iteration 37Q (250.420051 sec): 3 clusters Score: Raw -305282.753444 + Penalty 1849.914414 = -303432.839030 nChanged 16 SP:Iteration 38Q (250.469160 sec): 3 clusters Score: Raw -305285.553722 + Penalty 1849.914414 = -303435.639308 nChanged 14 SP:Iteration 39Q (250.519488 sec): 3 clusters Score: Raw -305288.457724 + Penalty 1849.914414 = -303438.543310 nChanged 14 SP:Iteration 40F (250.569877 sec): 3 clusters Score: Raw -305290.438440 + Penalty 1849.914414 = -303440.524026 nChanged 9 SP:Iteration 41Q (250.619735 sec): 3 clusters Score: Raw -305291.596345 + Penalty 1849.914414 = -303441.681931 nChanged 10 SP:Iteration 42Q (250.670699 sec): 3 clusters Score: Raw -305293.583886 + Penalty 1849.914414 = -303443.669472 nChanged 10 SP:Iteration 43Q (250.721977 sec): 3 clusters Score: Raw -305294.803432 + Penalty 1849.914414 = -303444.889017 nChanged 9 SP:Iteration 44Q (250.773109 sec): 3 clusters Score: Raw -305296.099476 + Penalty 1849.914414 = -303446.185062 nChanged 6 SP:Iteration 45Q (250.824032 sec): 3 clusters Score: Raw -305296.791313 + Penalty 1849.914414 = -303446.876899 nChanged 3 SP:Iteration 46Q (250.873619 sec): 3 clusters Score: Raw -305297.027474 + Penalty 1849.914414 = -303447.113060 nChanged 1 SP:Iteration 47Q (250.922866 sec): 3 clusters Score: Raw -305297.325133 + Penalty 1849.914414 = -303447.410719 nChanged 2 SP:Iteration 48Q (250.972133 sec): 3 clusters Score: Raw -305297.678616 + Penalty 1849.914414 = -303447.764202 nChanged 2 SP:Iteration 49Q (251.021674 sec): 3 clusters Score: Raw -305298.162026 + Penalty 1849.914414 = -303448.247612 nChanged 6 SP:Iteration 50Q (251.072799 sec): 3 clusters Score: Raw -305298.972699 + Penalty 1849.914414 = -303449.058284 nChanged 7 SP:Iteration 51Q (251.123992 sec): 3 clusters Score: Raw -305299.551276 + Penalty 1849.914414 = -303449.636862 nChanged 3 SP:Iteration 52Q (251.174725 sec): 3 clusters Score: Raw -305299.826436 + Penalty 1849.914414 = -303449.912022 nChanged 1 SP:Iteration 53Q (251.228038 sec): 3 clusters Score: Raw -305300.156434 + Penalty 1849.914414 = -303450.242020 nChanged 4 SP:Iteration 54Q (251.280313 sec): 3 clusters Score: Raw -305301.143437 + Penalty 1849.914414 = -303451.229023 nChanged 3 SP:Iteration 55Q (251.332763 sec): 3 clusters Score: Raw -305302.233765 + Penalty 1849.914414 = -303452.319350 nChanged 4 SP:Iteration 56Q (251.383272 sec): 3 clusters Score: Raw -305303.189543 + Penalty 1849.914414 = -303453.275128 nChanged 4 SP:Iteration 57Q (251.432110 sec): 3 clusters Score: Raw -305303.834715 + Penalty 1849.914414 = -303453.920301 nChanged 11 SP:Iteration 58Q (251.563390 sec): 3 clusters Score: Raw -305306.378519 + Penalty 1849.914414 = -303456.464105 nChanged 11 SP:Iteration 59Q (251.696302 sec): 3 clusters Score: Raw -305308.813936 + Penalty 1849.914414 = -303458.899522 nChanged 8 SP:Iteration 60F (251.750059 sec): 3 clusters Score: Raw -305310.875293 + Penalty 1849.914414 = -303460.960879 nChanged 10 SP:Iteration 61Q (251.802110 sec): 3 clusters Score: Raw -305313.704155 + Penalty 1849.914414 = -303463.789741 nChanged 11 SP:Iteration 62Q (251.854361 sec): 3 clusters Score: Raw -305316.390092 + Penalty 1849.914414 = -303466.475678 nChanged 10 SP:Iteration 63Q (251.903944 sec): 3 clusters Score: Raw -305319.117927 + Penalty 1849.914414 = -303469.203512 nChanged 11 SP:Iteration 64Q (252.015763 sec): 3 clusters Score: Raw -305321.334904 + Penalty 1849.914414 = -303471.420489 nChanged 10 SP:Iteration 65Q (252.075245 sec): 3 clusters Score: Raw -305323.594306 + Penalty 1849.914414 = -303473.679892 nChanged 13 SP:Iteration 66Q (252.134534 sec): 3 clusters Score: Raw -305326.743642 + Penalty 1849.914414 = -303476.829228 nChanged 19 SP:Iteration 67Q (252.187271 sec): 3 clusters Score: Raw -305334.931274 + Penalty 1849.914414 = -303485.016860 nChanged 28 SP:Iteration 68Q (252.235264 sec): 3 clusters Score: Raw -305344.712229 + Penalty 1849.914414 = -303494.797815 nChanged 24 SP:Iteration 69Q (252.283089 sec): 3 clusters Score: Raw -305355.919069 + Penalty 1849.914414 = -303506.004655 nChanged 25 SP:Iteration 70Q (252.331904 sec): 3 clusters Score: Raw -305367.810638 + Penalty 1849.914414 = -303517.896224 nChanged 29 SP:Iteration 71Q (252.383894 sec): 3 clusters Score: Raw -305381.738757 + Penalty 1849.914414 = -303531.824343 nChanged 42 SP:Iteration 72Q (252.436218 sec): 3 clusters Score: Raw -305407.738115 + Penalty 1849.914414 = -303557.823701 nChanged 40 SP:Iteration 73Q (252.488363 sec): 3 clusters Score: Raw -305425.811320 + Penalty 1849.914414 = -303575.896906 nChanged 33 SP:Iteration 74Q (252.539587 sec): 3 clusters Score: Raw -305436.468735 + Penalty 1849.914414 = -303586.554321 nChanged 31 SP:Iteration 75Q (252.590996 sec): 3 clusters Score: Raw -305445.841722 + Penalty 1849.914414 = -303595.927308 nChanged 32 SP:Iteration 76Q (252.642021 sec): 3 clusters Score: Raw -305457.279787 + Penalty 1849.914414 = -303607.365373 nChanged 31 SP:Iteration 77Q (252.692078 sec): 3 clusters Score: Raw -305467.694904 + Penalty 1849.914414 = -303617.780490 nChanged 24 SP:Iteration 78Q (252.740878 sec): 3 clusters Score: Raw -305473.483435 + Penalty 1849.914414 = -303623.569021 nChanged 16 SP:Iteration 79Q (252.789689 sec): 3 clusters Score: Raw -305476.847486 + Penalty 1849.914414 = -303626.933072 nChanged 14 SP:Iteration 80F (252.838264 sec): 3 clusters Score: Raw -305481.140892 + Penalty 1849.914414 = -303631.226478 nChanged 14 SP:Iteration 81Q (252.890161 sec): 3 clusters Score: Raw -305486.454508 + Penalty 1849.914414 = -303636.540094 nChanged 20 SP:Iteration 82Q (252.942299 sec): 3 clusters Score: Raw -305491.763295 + Penalty 1849.914414 = -303641.848881 nChanged 18 SP:Iteration 83Q (252.994379 sec): 3 clusters Score: Raw -305496.569058 + Penalty 1849.914414 = -303646.654643 nChanged 12 SP:Iteration 84Q (253.043976 sec): 3 clusters Score: Raw -305498.756361 + Penalty 1849.914414 = -303648.841947 nChanged 9 SP:Iteration 85Q (253.092152 sec): 3 clusters Score: Raw -305499.715111 + Penalty 1849.914414 = -303649.800696 nChanged 7 SP:Iteration 86Q (253.140710 sec): 3 clusters Score: Raw -305500.555691 + Penalty 1849.914414 = -303650.641277 nChanged 5 SP:Iteration 87Q (253.189038 sec): 3 clusters Score: Raw -305501.773007 + Penalty 1849.914414 = -303651.858593 nChanged 6 SP:Iteration 88Q (253.237861 sec): 3 clusters Score: Raw -305502.770968 + Penalty 1849.914414 = -303652.856554 nChanged 4 SP:Iteration 89Q (253.289806 sec): 3 clusters Score: Raw -305503.247770 + Penalty 1849.914414 = -303653.333356 nChanged 5 SP:Iteration 90Q (253.341957 sec): 3 clusters Score: Raw -305503.788862 + Penalty 1849.914414 = -303653.874448 nChanged 2 SP:Iteration 91Q (253.391061 sec): 3 clusters Score: Raw -305504.074743 + Penalty 1849.914414 = -303654.160328 nChanged 1 SP:Iteration 92Q (253.439496 sec): 3 clusters Score: Raw -305504.116359 + Penalty 1849.914414 = -303654.201945 nChanged 1 SP:Iteration 93Q (253.508462 sec): 3 clusters Score: Raw -305504.229233 + Penalty 1849.914414 = -303654.314819 nChanged 2 SP:Iteration 94Q (253.558925 sec): 3 clusters Score: Raw -305504.409538 + Penalty 1849.914414 = -303654.495124 nChanged 2 SP:Iteration 95Q (253.634730 sec): 3 clusters Score: Raw -305504.727474 + Penalty 1849.914414 = -303654.813060 nChanged 1 SP:Iteration 96Q (253.758018 sec): 3 clusters Score: Raw -305504.787443 + Penalty 1849.914414 = -303654.873028 nChanged 0 SP:Iteration 97F (253.814618 sec): 3 clusters Score: Raw -305504.787443 + Penalty 1849.914414 = -303654.873028 nChanged 0 Trying to split cluster 6 (3731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.854926 sec): 2 clusters Score: Raw -112822.590139 + Penalty 863.565315 = -111959.024824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.891835 sec): 3 clusters Score: Raw -110903.400236 + Penalty 1727.130630 = -109176.269606 nChanged 1558 SP:Iteration 1F (253.926522 sec): 3 clusters Score: Raw -112869.368924 + Penalty 1727.130630 = -111142.238293 nChanged 578 SP:Iteration 2F (253.964593 sec): 3 clusters Score: Raw -113962.268240 + Penalty 1727.130630 = -112235.137610 nChanged 364 SP:Iteration 3F (254.002247 sec): 3 clusters Score: Raw -114468.673234 + Penalty 1727.130630 = -112741.542604 nChanged 172 SP:Iteration 4Q (254.132914 sec): 3 clusters Score: Raw -114637.048212 + Penalty 1727.130630 = -112909.917582 nChanged 94 SP:Iteration 5Q (254.182942 sec): 3 clusters Score: Raw -114717.980874 + Penalty 1727.130630 = -112990.850243 nChanged 60 SP:Iteration 6Q (254.217985 sec): 3 clusters Score: Raw -114748.766761 + Penalty 1727.130630 = -113021.636131 nChanged 34 SP:Iteration 7Q (254.252915 sec): 3 clusters Score: Raw -114772.330989 + Penalty 1727.130630 = -113045.200358 nChanged 26 SP:Iteration 8Q (254.287858 sec): 3 clusters Score: Raw -114786.100617 + Penalty 1727.130630 = -113058.969987 nChanged 23 SP:Iteration 9Q (254.322916 sec): 3 clusters Score: Raw -114798.767662 + Penalty 1727.130630 = -113071.637031 nChanged 27 SP:Iteration 10Q (254.357774 sec): 3 clusters Score: Raw -114811.146783 + Penalty 1727.130630 = -113084.016152 nChanged 24 SP:Iteration 11Q (254.392663 sec): 3 clusters Score: Raw -114823.255940 + Penalty 1727.130630 = -113096.125309 nChanged 18 SP:Iteration 12Q (254.427633 sec): 3 clusters Score: Raw -114842.182028 + Penalty 1727.130630 = -113115.051398 nChanged 19 SP:Iteration 13Q (254.462475 sec): 3 clusters Score: Raw -114855.429818 + Penalty 1727.130630 = -113128.299188 nChanged 26 SP:Iteration 14Q (254.497335 sec): 3 clusters Score: Raw -114869.955042 + Penalty 1727.130630 = -113142.824411 nChanged 30 SP:Iteration 15Q (254.532111 sec): 3 clusters Score: Raw -114888.078915 + Penalty 1727.130630 = -113160.948285 nChanged 31 SP:Iteration 16Q (254.567208 sec): 3 clusters Score: Raw -114904.612284 + Penalty 1727.130630 = -113177.481653 nChanged 26 SP:Iteration 17Q (254.602057 sec): 3 clusters Score: Raw -114913.603034 + Penalty 1727.130630 = -113186.472404 nChanged 21 SP:Iteration 18Q (254.637022 sec): 3 clusters Score: Raw -114922.480447 + Penalty 1727.130630 = -113195.349816 nChanged 15 SP:Iteration 19Q (254.671913 sec): 3 clusters Score: Raw -114927.207955 + Penalty 1727.130630 = -113200.077324 nChanged 11 SP:Iteration 20F (254.706530 sec): 3 clusters Score: Raw -114945.688454 + Penalty 1727.130630 = -113218.557824 nChanged 27 SP:Iteration 21Q (254.741561 sec): 3 clusters Score: Raw -114962.206717 + Penalty 1727.130630 = -113235.076087 nChanged 22 SP:Iteration 22Q (254.823081 sec): 3 clusters Score: Raw -114970.916349 + Penalty 1727.130630 = -113243.785718 nChanged 20 SP:Iteration 23Q (254.860976 sec): 3 clusters Score: Raw -114981.704256 + Penalty 1727.130630 = -113254.573625 nChanged 28 SP:Iteration 24Q (254.895052 sec): 3 clusters Score: Raw -114998.231639 + Penalty 1727.130630 = -113271.101009 nChanged 25 SP:Iteration 25Q (254.930373 sec): 3 clusters Score: Raw -115009.514201 + Penalty 1727.130630 = -113282.383570 nChanged 25 SP:Iteration 26Q (254.965334 sec): 3 clusters Score: Raw -115019.892238 + Penalty 1727.130630 = -113292.761608 nChanged 16 SP:Iteration 27Q (255.000324 sec): 3 clusters Score: Raw -115027.560271 + Penalty 1727.130630 = -113300.429641 nChanged 15 SP:Iteration 28Q (255.109421 sec): 3 clusters Score: Raw -115034.441284 + Penalty 1727.130630 = -113307.310654 nChanged 12 SP:Iteration 29Q (255.148315 sec): 3 clusters Score: Raw -115036.695411 + Penalty 1727.130630 = -113309.564781 nChanged 7 SP:Iteration 30Q (255.188202 sec): 3 clusters Score: Raw -115038.674775 + Penalty 1727.130630 = -113311.544145 nChanged 7 SP:Iteration 31Q (255.224434 sec): 3 clusters Score: Raw -115040.378662 + Penalty 1727.130630 = -113313.248031 nChanged 2 SP:Iteration 32Q (255.259384 sec): 3 clusters Score: Raw -115040.800767 + Penalty 1727.130630 = -113313.670137 nChanged 1 SP:Iteration 33Q (255.294197 sec): 3 clusters Score: Raw -115040.956511 + Penalty 1727.130630 = -113313.825880 nChanged 1 SP:Iteration 34Q (255.329257 sec): 3 clusters Score: Raw -115041.043852 + Penalty 1727.130630 = -113313.913221 nChanged 0 SP:Iteration 35F (255.363920 sec): 3 clusters Score: Raw -115041.043852 + Penalty 1727.130630 = -113313.913221 nChanged 0 Score: Raw -1481236.196250 + Penalty 12067.897047 = -1469168.299203 Splitting cluster 6 changes total score from -1461505.714247 to -1469168.299203 So it's getting split into cluster 11. Iteration 59Q (256.411192 sec): 12 clusters Score: Raw -1482660.827936 + Penalty 12067.897047 = -1470592.930889 nChanged 1444 Iteration 60F (256.927170 sec): 12 clusters Score: Raw -1483625.419134 + Penalty 12067.897047 = -1471557.522088 nChanged 712 Iteration 61Q (257.245876 sec): 12 clusters Score: Raw -1484022.408124 + Penalty 12067.897047 = -1471954.511077 nChanged 451 Iteration 62Q (257.732292 sec): 12 clusters Score: Raw -1484270.606078 + Penalty 12067.897047 = -1472202.709031 nChanged 347 Iteration 63Q (258.143142 sec): 12 clusters Score: Raw -1484512.774018 + Penalty 12067.897047 = -1472444.876971 nChanged 351 Iteration 64Q (258.524775 sec): 12 clusters Score: Raw -1484782.358784 + Penalty 12067.897047 = -1472714.461737 nChanged 356 Iteration 65Q (258.892138 sec): 12 clusters Score: Raw -1485064.507511 + Penalty 12067.897047 = -1472996.610464 nChanged 364 Iteration 66Q (259.232342 sec): 12 clusters Score: Raw -1485383.914648 + Penalty 12067.897047 = -1473316.017601 nChanged 372 Iteration 67Q (259.544134 sec): 12 clusters Score: Raw -1485665.307538 + Penalty 12067.897047 = -1473597.410491 nChanged 335 Iteration 68Q (259.952821 sec): 12 clusters Score: Raw -1485873.015769 + Penalty 12067.897047 = -1473805.118722 nChanged 271 Iteration 69Q (260.265706 sec): 12 clusters Score: Raw -1486020.312125 + Penalty 12067.897047 = -1473952.415078 nChanged 212 Iteration 70Q (260.773360 sec): 12 clusters Score: Raw -1486128.165979 + Penalty 12067.897047 = -1474060.268932 nChanged 169 Iteration 71Q (261.154352 sec): 12 clusters Score: Raw -1486207.850738 + Penalty 12067.897047 = -1474139.953692 nChanged 152 Iteration 72Q (261.481486 sec): 12 clusters Score: Raw -1486267.543260 + Penalty 12067.897047 = -1474199.646213 nChanged 105 Iteration 73Q (261.854874 sec): 12 clusters Score: Raw -1486304.678527 + Penalty 12067.897047 = -1474236.781480 nChanged 64 Iteration 74Q (262.160339 sec): 12 clusters Score: Raw -1486325.114173 + Penalty 12067.897047 = -1474257.217127 nChanged 42 Iteration 75Q (262.537431 sec): 12 clusters Score: Raw -1486334.509122 + Penalty 12067.897047 = -1474266.612075 nChanged 30 Iteration 76Q (262.983134 sec): 12 clusters Score: Raw -1486340.579326 + Penalty 12067.897047 = -1474272.682279 nChanged 23 Iteration 77Q (263.295666 sec): 12 clusters Score: Raw -1486344.536334 + Penalty 12067.897047 = -1474276.639287 nChanged 17 Iteration 78Q (263.701039 sec): 12 clusters Score: Raw -1486347.140161 + Penalty 12067.897047 = -1474279.243114 nChanged 14 Iteration 79Q (264.363008 sec): 12 clusters Score: Raw -1486348.793676 + Penalty 12067.897047 = -1474280.896629 nChanged 6 Iteration 80F (264.916315 sec): 12 clusters Score: Raw -1486384.854444 + Penalty 12067.897047 = -1474316.957397 nChanged 47 Iteration 81Q (265.347606 sec): 12 clusters Score: Raw -1486395.749221 + Penalty 12067.897047 = -1474327.852174 nChanged 30 Iteration 82Q (265.655937 sec): 12 clusters Score: Raw -1486399.898683 + Penalty 12067.897047 = -1474332.001637 nChanged 15 Iteration 83Q (266.032618 sec): 12 clusters Score: Raw -1486402.465589 + Penalty 12067.897047 = -1474334.568542 nChanged 21 Iteration 84Q (266.438360 sec): 12 clusters Score: Raw -1486405.788271 + Penalty 12067.897047 = -1474337.891224 nChanged 14 Iteration 85Q (266.942057 sec): 12 clusters Score: Raw -1486408.247983 + Penalty 12067.897047 = -1474340.350936 nChanged 15 Iteration 86Q (267.275782 sec): 12 clusters Score: Raw -1486410.250493 + Penalty 12067.897047 = -1474342.353446 nChanged 13 Iteration 87Q (267.622276 sec): 12 clusters Score: Raw -1486412.143546 + Penalty 12067.897047 = -1474344.246499 nChanged 5 Iteration 88Q (267.930647 sec): 12 clusters Score: Raw -1486412.763185 + Penalty 12067.897047 = -1474344.866138 nChanged 2 Iteration 89Q (268.309751 sec): 12 clusters Score: Raw -1486413.160843 + Penalty 12067.897047 = -1474345.263797 nChanged 4 Iteration 90Q (268.621456 sec): 12 clusters Score: Raw -1486413.646777 + Penalty 12067.897047 = -1474345.749730 nChanged 4 Iteration 91Q (268.938686 sec): 12 clusters Score: Raw -1486414.509463 + Penalty 12067.897047 = -1474346.612416 nChanged 6 Iteration 92Q (269.317242 sec): 12 clusters Score: Raw -1486415.175502 + Penalty 12067.897047 = -1474347.278455 nChanged 3 Iteration 93Q (269.626285 sec): 12 clusters Score: Raw -1486415.532477 + Penalty 12067.897047 = -1474347.635430 nChanged 3 Iteration 94Q (270.000606 sec): 12 clusters Score: Raw -1486416.093556 + Penalty 12067.897047 = -1474348.196510 nChanged 5 Iteration 95Q (270.313849 sec): 12 clusters Score: Raw -1486417.256139 + Penalty 12067.897047 = -1474349.359092 nChanged 3 Iteration 96Q (270.692813 sec): 12 clusters Score: Raw -1486417.991652 + Penalty 12067.897047 = -1474350.094605 nChanged 5 Iteration 97Q (271.026022 sec): 12 clusters Score: Raw -1486419.533024 + Penalty 12067.897047 = -1474351.635977 nChanged 5 Iteration 98Q (271.368955 sec): 12 clusters Score: Raw -1486420.920441 + Penalty 12067.897047 = -1474353.023394 nChanged 7 Writing temp clu file Because OldScore, -1474351.635977, is greater than current (better) Score,-1474353.023394 Compute initial score before splitting: Score: Raw -1486420.920441 + Penalty 12067.897047 = -1474353.023394 Trying to split cluster 1 (3181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (271.427174 sec): 2 clusters Score: Raw -147011.448756 + Penalty 846.819844 = -146164.628912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (271.601599 sec): 3 clusters Score: Raw -145332.017274 + Penalty 1693.639687 = -143638.377587 nChanged 1331 SP:Iteration 1F (271.638750 sec): 3 clusters Score: Raw -146139.179039 + Penalty 1693.639687 = -144445.539352 nChanged 267 SP:Iteration 2F (271.691258 sec): 3 clusters Score: Raw -146330.320323 + Penalty 1693.639687 = -144636.680636 nChanged 215 SP:Iteration 3F (271.716140 sec): 3 clusters Score: Raw -146508.413039 + Penalty 1693.639687 = -144814.773352 nChanged 204 SP:Iteration 4F (271.741023 sec): 3 clusters Score: Raw -146691.353290 + Penalty 1693.639687 = -144997.713603 nChanged 195 SP:Iteration 5F (271.765822 sec): 3 clusters Score: Raw -146889.069329 + Penalty 1693.639687 = -145195.429642 nChanged 182 SP:Iteration 6F (271.790472 sec): 3 clusters Score: Raw -147062.732948 + Penalty 1693.639687 = -145369.093261 nChanged 152 SP:Iteration 7Q (271.815566 sec): 3 clusters Score: Raw -147182.994477 + Penalty 1693.639687 = -145489.354789 nChanged 115 SP:Iteration 8Q (271.840620 sec): 3 clusters Score: Raw -147270.238622 + Penalty 1693.639687 = -145576.598935 nChanged 98 SP:Iteration 9Q (271.865752 sec): 3 clusters Score: Raw -147327.898443 + Penalty 1693.639687 = -145634.258756 nChanged 58 SP:Iteration 10Q (271.890792 sec): 3 clusters Score: Raw -147358.927880 + Penalty 1693.639687 = -145665.288193 nChanged 41 SP:Iteration 11Q (271.999269 sec): 3 clusters Score: Raw -147380.149230 + Penalty 1693.639687 = -145686.509543 nChanged 41 SP:Iteration 12Q (272.030535 sec): 3 clusters Score: Raw -147408.445291 + Penalty 1693.639687 = -145714.805603 nChanged 37 SP:Iteration 13Q (272.055422 sec): 3 clusters Score: Raw -147427.553412 + Penalty 1693.639687 = -145733.913724 nChanged 34 SP:Iteration 14Q (272.079796 sec): 3 clusters Score: Raw -147443.261087 + Penalty 1693.639687 = -145749.621399 nChanged 30 SP:Iteration 15Q (272.104261 sec): 3 clusters Score: Raw -147456.130725 + Penalty 1693.639687 = -145762.491038 nChanged 21 SP:Iteration 16Q (272.128718 sec): 3 clusters Score: Raw -147465.074923 + Penalty 1693.639687 = -145771.435236 nChanged 25 SP:Iteration 17Q (272.153077 sec): 3 clusters Score: Raw -147473.020236 + Penalty 1693.639687 = -145779.380549 nChanged 17 SP:Iteration 18Q (272.214654 sec): 3 clusters Score: Raw -147477.138213 + Penalty 1693.639687 = -145783.498526 nChanged 6 SP:Iteration 19Q (272.238860 sec): 3 clusters Score: Raw -147478.747790 + Penalty 1693.639687 = -145785.108102 nChanged 8 SP:Iteration 20F (272.262665 sec): 3 clusters Score: Raw -147481.071569 + Penalty 1693.639687 = -145787.431882 nChanged 10 SP:Iteration 21Q (272.286706 sec): 3 clusters Score: Raw -147484.451644 + Penalty 1693.639687 = -145790.811956 nChanged 9 SP:Iteration 22Q (272.310589 sec): 3 clusters Score: Raw -147486.757577 + Penalty 1693.639687 = -145793.117890 nChanged 5 SP:Iteration 23Q (272.334593 sec): 3 clusters Score: Raw -147487.571074 + Penalty 1693.639687 = -145793.931386 nChanged 3 SP:Iteration 24Q (272.358627 sec): 3 clusters Score: Raw -147488.559396 + Penalty 1693.639687 = -145794.919709 nChanged 1 SP:Iteration 25Q (272.382317 sec): 3 clusters Score: Raw -147488.854058 + Penalty 1693.639687 = -145795.214371 nChanged 1 SP:Iteration 26Q (272.406336 sec): 3 clusters Score: Raw -147489.140591 + Penalty 1693.639687 = -145795.500903 nChanged 0 SP:Iteration 27F (272.430046 sec): 3 clusters Score: Raw -147489.140591 + Penalty 1693.639687 = -145795.500903 nChanged 0 Trying to split cluster 2 (3414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (272.464642 sec): 2 clusters Score: Raw -162952.528335 + Penalty 854.242190 = -162098.286145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (272.491056 sec): 3 clusters Score: Raw -161190.708455 + Penalty 1708.484380 = -159482.224076 nChanged 1417 SP:Iteration 1F (272.547070 sec): 3 clusters Score: Raw -161966.448068 + Penalty 1708.484380 = -160257.963688 nChanged 228 SP:Iteration 2F (272.572492 sec): 3 clusters Score: Raw -162080.968687 + Penalty 1708.484380 = -160372.484308 nChanged 175 SP:Iteration 3F (272.597793 sec): 3 clusters Score: Raw -162153.173509 + Penalty 1708.484380 = -160444.689129 nChanged 134 SP:Iteration 4Q (272.623797 sec): 3 clusters Score: Raw -162215.845043 + Penalty 1708.484380 = -160507.360663 nChanged 119 SP:Iteration 5Q (272.649715 sec): 3 clusters Score: Raw -162270.889590 + Penalty 1708.484380 = -160562.405211 nChanged 112 SP:Iteration 6Q (272.675624 sec): 3 clusters Score: Raw -162326.719658 + Penalty 1708.484380 = -160618.235279 nChanged 94 SP:Iteration 7Q (272.701534 sec): 3 clusters Score: Raw -162368.945373 + Penalty 1708.484380 = -160660.460993 nChanged 104 SP:Iteration 8Q (272.727278 sec): 3 clusters Score: Raw -162430.119147 + Penalty 1708.484380 = -160721.634767 nChanged 116 SP:Iteration 9Q (272.753128 sec): 3 clusters Score: Raw -162484.295003 + Penalty 1708.484380 = -160775.810624 nChanged 92 SP:Iteration 10Q (272.778154 sec): 3 clusters Score: Raw -162531.142180 + Penalty 1708.484380 = -160822.657800 nChanged 101 SP:Iteration 11Q (272.803052 sec): 3 clusters Score: Raw -162593.924841 + Penalty 1708.484380 = -160885.440462 nChanged 111 SP:Iteration 12Q (272.927204 sec): 3 clusters Score: Raw -162663.113006 + Penalty 1708.484380 = -160954.628627 nChanged 117 SP:Iteration 13Q (272.985391 sec): 3 clusters Score: Raw -162749.958916 + Penalty 1708.484380 = -161041.474536 nChanged 115 SP:Iteration 14Q (273.010612 sec): 3 clusters Score: Raw -162837.927145 + Penalty 1708.484380 = -161129.442766 nChanged 104 SP:Iteration 15Q (273.035556 sec): 3 clusters Score: Raw -162916.245835 + Penalty 1708.484380 = -161207.761456 nChanged 82 SP:Iteration 16Q (273.060497 sec): 3 clusters Score: Raw -162975.008719 + Penalty 1708.484380 = -161266.524339 nChanged 49 SP:Iteration 17Q (273.085228 sec): 3 clusters Score: Raw -163009.749444 + Penalty 1708.484380 = -161301.265064 nChanged 38 SP:Iteration 18Q (273.110304 sec): 3 clusters Score: Raw -163038.935315 + Penalty 1708.484380 = -161330.450936 nChanged 33 SP:Iteration 19Q (273.140480 sec): 3 clusters Score: Raw -163064.185811 + Penalty 1708.484380 = -161355.701431 nChanged 37 SP:Iteration 20F (273.170360 sec): 3 clusters Score: Raw -163093.627957 + Penalty 1708.484380 = -161385.143577 nChanged 22 SP:Iteration 21Q (273.200127 sec): 3 clusters Score: Raw -163110.025402 + Penalty 1708.484380 = -161401.541023 nChanged 20 SP:Iteration 22Q (273.230006 sec): 3 clusters Score: Raw -163121.645514 + Penalty 1708.484380 = -161413.161134 nChanged 14 SP:Iteration 23Q (273.259704 sec): 3 clusters Score: Raw -163132.463415 + Penalty 1708.484380 = -161423.979035 nChanged 8 SP:Iteration 24Q (273.289520 sec): 3 clusters Score: Raw -163137.952003 + Penalty 1708.484380 = -161429.467623 nChanged 4 SP:Iteration 25Q (273.316683 sec): 3 clusters Score: Raw -163140.687385 + Penalty 1708.484380 = -161432.203006 nChanged 4 SP:Iteration 26Q (273.340932 sec): 3 clusters Score: Raw -163144.863769 + Penalty 1708.484380 = -161436.379389 nChanged 5 SP:Iteration 27Q (273.365109 sec): 3 clusters Score: Raw -163150.777389 + Penalty 1708.484380 = -161442.293010 nChanged 4 SP:Iteration 28Q (273.389305 sec): 3 clusters Score: Raw -163154.530642 + Penalty 1708.484380 = -161446.046262 nChanged 1 SP:Iteration 29Q (273.413422 sec): 3 clusters Score: Raw -163154.702697 + Penalty 1708.484380 = -161446.218317 nChanged 1 SP:Iteration 30Q (273.437592 sec): 3 clusters Score: Raw -163155.664710 + Penalty 1708.484380 = -161447.180330 nChanged 1 SP:Iteration 31Q (273.461790 sec): 3 clusters Score: Raw -163156.027737 + Penalty 1708.484380 = -161447.543357 nChanged 0 SP:Iteration 32F (273.485975 sec): 3 clusters Score: Raw -163156.027737 + Penalty 1708.484380 = -161447.543357 nChanged 0 Trying to split cluster 3 (3085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (273.520096 sec): 2 clusters Score: Raw -139329.079268 + Penalty 843.602228 = -138485.477039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (273.544220 sec): 3 clusters Score: Raw -137729.031621 + Penalty 1687.204457 = -136041.827164 nChanged 1257 SP:Iteration 1F (273.566864 sec): 3 clusters Score: Raw -138442.719808 + Penalty 1687.204457 = -136755.515352 nChanged 258 SP:Iteration 2F (273.589517 sec): 3 clusters Score: Raw -138598.419341 + Penalty 1687.204457 = -136911.214885 nChanged 173 SP:Iteration 3F (273.612284 sec): 3 clusters Score: Raw -138699.672304 + Penalty 1687.204457 = -137012.467848 nChanged 142 SP:Iteration 4Q (273.635510 sec): 3 clusters Score: Raw -138785.599862 + Penalty 1687.204457 = -137098.395406 nChanged 134 SP:Iteration 5Q (273.659347 sec): 3 clusters Score: Raw -138855.731894 + Penalty 1687.204457 = -137168.527438 nChanged 98 SP:Iteration 6Q (273.683364 sec): 3 clusters Score: Raw -138902.270599 + Penalty 1687.204457 = -137215.066142 nChanged 84 SP:Iteration 7Q (273.707101 sec): 3 clusters Score: Raw -138944.901424 + Penalty 1687.204457 = -137257.696967 nChanged 75 SP:Iteration 8Q (273.736854 sec): 3 clusters Score: Raw -138988.143422 + Penalty 1687.204457 = -137300.938965 nChanged 77 SP:Iteration 9Q (273.842934 sec): 3 clusters Score: Raw -139033.456536 + Penalty 1687.204457 = -137346.252080 nChanged 68 SP:Iteration 10Q (273.879614 sec): 3 clusters Score: Raw -139076.192817 + Penalty 1687.204457 = -137388.988361 nChanged 85 SP:Iteration 11Q (273.908542 sec): 3 clusters Score: Raw -139119.175728 + Penalty 1687.204457 = -137431.971271 nChanged 79 SP:Iteration 12Q (273.936938 sec): 3 clusters Score: Raw -139159.129500 + Penalty 1687.204457 = -137471.925043 nChanged 65 SP:Iteration 13Q (273.965166 sec): 3 clusters Score: Raw -139195.921075 + Penalty 1687.204457 = -137508.716618 nChanged 62 SP:Iteration 14Q (273.993575 sec): 3 clusters Score: Raw -139228.826638 + Penalty 1687.204457 = -137541.622182 nChanged 53 SP:Iteration 15Q (274.021447 sec): 3 clusters Score: Raw -139263.680850 + Penalty 1687.204457 = -137576.476394 nChanged 55 SP:Iteration 16Q (274.049357 sec): 3 clusters Score: Raw -139295.707807 + Penalty 1687.204457 = -137608.503350 nChanged 37 SP:Iteration 17Q (274.077149 sec): 3 clusters Score: Raw -139311.579207 + Penalty 1687.204457 = -137624.374750 nChanged 35 SP:Iteration 18Q (274.104742 sec): 3 clusters Score: Raw -139323.908714 + Penalty 1687.204457 = -137636.704258 nChanged 22 SP:Iteration 19Q (274.132410 sec): 3 clusters Score: Raw -139332.618459 + Penalty 1687.204457 = -137645.414003 nChanged 18 SP:Iteration 20F (274.159611 sec): 3 clusters Score: Raw -139338.829263 + Penalty 1687.204457 = -137651.624806 nChanged 20 SP:Iteration 21Q (274.188661 sec): 3 clusters Score: Raw -139346.012419 + Penalty 1687.204457 = -137658.807962 nChanged 15 SP:Iteration 22Q (274.216497 sec): 3 clusters Score: Raw -139352.007861 + Penalty 1687.204457 = -137664.803405 nChanged 16 SP:Iteration 23Q (274.244070 sec): 3 clusters Score: Raw -139359.603374 + Penalty 1687.204457 = -137672.398917 nChanged 12 SP:Iteration 24Q (274.271675 sec): 3 clusters Score: Raw -139365.908607 + Penalty 1687.204457 = -137678.704150 nChanged 12 SP:Iteration 25Q (274.299182 sec): 3 clusters Score: Raw -139369.700480 + Penalty 1687.204457 = -137682.496024 nChanged 10 SP:Iteration 26Q (274.326688 sec): 3 clusters Score: Raw -139373.830155 + Penalty 1687.204457 = -137686.625699 nChanged 9 SP:Iteration 27Q (274.354230 sec): 3 clusters Score: Raw -139377.331793 + Penalty 1687.204457 = -137690.127337 nChanged 14 SP:Iteration 28Q (274.381285 sec): 3 clusters Score: Raw -139384.697207 + Penalty 1687.204457 = -137697.492751 nChanged 14 SP:Iteration 29Q (274.408914 sec): 3 clusters Score: Raw -139392.025866 + Penalty 1687.204457 = -137704.821410 nChanged 14 SP:Iteration 30Q (274.436535 sec): 3 clusters Score: Raw -139399.875909 + Penalty 1687.204457 = -137712.671452 nChanged 10 SP:Iteration 31Q (274.466392 sec): 3 clusters Score: Raw -139404.257888 + Penalty 1687.204457 = -137717.053432 nChanged 11 SP:Iteration 32Q (274.493913 sec): 3 clusters Score: Raw -139408.701735 + Penalty 1687.204457 = -137721.497278 nChanged 10 SP:Iteration 33Q (274.521392 sec): 3 clusters Score: Raw -139412.757881 + Penalty 1687.204457 = -137725.553424 nChanged 13 SP:Iteration 34Q (274.548334 sec): 3 clusters Score: Raw -139417.138463 + Penalty 1687.204457 = -137729.934006 nChanged 11 SP:Iteration 35Q (274.634027 sec): 3 clusters Score: Raw -139422.401214 + Penalty 1687.204457 = -137735.196757 nChanged 18 SP:Iteration 36Q (274.682991 sec): 3 clusters Score: Raw -139430.834205 + Penalty 1687.204457 = -137743.629748 nChanged 13 SP:Iteration 37Q (274.773824 sec): 3 clusters Score: Raw -139436.581269 + Penalty 1687.204457 = -137749.376813 nChanged 13 SP:Iteration 38Q (274.865944 sec): 3 clusters Score: Raw -139439.990187 + Penalty 1687.204457 = -137752.785731 nChanged 2 SP:Iteration 39Q (274.957166 sec): 3 clusters Score: Raw -139440.777795 + Penalty 1687.204457 = -137753.573339 nChanged 3 SP:Iteration 40F (274.996786 sec): 3 clusters Score: Raw -139442.061871 + Penalty 1687.204457 = -137754.857415 nChanged 4 SP:Iteration 41Q (275.102973 sec): 3 clusters Score: Raw -139443.763315 + Penalty 1687.204457 = -137756.558858 nChanged 6 SP:Iteration 42Q (275.132320 sec): 3 clusters Score: Raw -139445.567293 + Penalty 1687.204457 = -137758.362836 nChanged 6 SP:Iteration 43Q (275.161610 sec): 3 clusters Score: Raw -139446.855081 + Penalty 1687.204457 = -137759.650624 nChanged 3 SP:Iteration 44Q (275.191848 sec): 3 clusters Score: Raw -139447.501894 + Penalty 1687.204457 = -137760.297437 nChanged 3 SP:Iteration 45Q (275.220883 sec): 3 clusters Score: Raw -139448.457076 + Penalty 1687.204457 = -137761.252620 nChanged 2 SP:Iteration 46Q (275.249899 sec): 3 clusters Score: Raw -139449.451772 + Penalty 1687.204457 = -137762.247315 nChanged 7 SP:Iteration 47Q (275.277262 sec): 3 clusters Score: Raw -139453.033690 + Penalty 1687.204457 = -137765.829233 nChanged 9 SP:Iteration 48Q (275.304586 sec): 3 clusters Score: Raw -139457.667566 + Penalty 1687.204457 = -137770.463109 nChanged 13 SP:Iteration 49Q (275.333181 sec): 3 clusters Score: Raw -139461.142366 + Penalty 1687.204457 = -137773.937909 nChanged 9 SP:Iteration 50Q (275.361361 sec): 3 clusters Score: Raw -139464.902011 + Penalty 1687.204457 = -137777.697554 nChanged 9 SP:Iteration 51Q (275.389283 sec): 3 clusters Score: Raw -139467.097856 + Penalty 1687.204457 = -137779.893400 nChanged 6 SP:Iteration 52Q (275.416834 sec): 3 clusters Score: Raw -139469.416759 + Penalty 1687.204457 = -137782.212303 nChanged 5 SP:Iteration 53Q (275.459297 sec): 3 clusters Score: Raw -139470.699970 + Penalty 1687.204457 = -137783.495513 nChanged 3 SP:Iteration 54Q (275.486852 sec): 3 clusters Score: Raw -139471.462187 + Penalty 1687.204457 = -137784.257730 nChanged 2 SP:Iteration 55Q (275.514266 sec): 3 clusters Score: Raw -139471.768293 + Penalty 1687.204457 = -137784.563836 nChanged 0 SP:Iteration 56F (275.541544 sec): 3 clusters Score: Raw -139471.768293 + Penalty 1687.204457 = -137784.563836 nChanged 0 Trying to split cluster 4 (2812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (275.575068 sec): 2 clusters Score: Raw -138807.361109 + Penalty 833.873382 = -137973.487728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (275.601790 sec): 3 clusters Score: Raw -137435.649762 + Penalty 1667.746763 = -135767.902999 nChanged 1111 SP:Iteration 1F (275.627792 sec): 3 clusters Score: Raw -138223.694852 + Penalty 1667.746763 = -136555.948089 nChanged 253 SP:Iteration 2F (275.653612 sec): 3 clusters Score: Raw -138423.261657 + Penalty 1667.746763 = -136755.514893 nChanged 177 SP:Iteration 3F (275.678992 sec): 3 clusters Score: Raw -138532.501506 + Penalty 1667.746763 = -136864.754742 nChanged 120 SP:Iteration 4Q (275.705476 sec): 3 clusters Score: Raw -138604.925025 + Penalty 1667.746763 = -136937.178262 nChanged 82 SP:Iteration 5Q (275.731771 sec): 3 clusters Score: Raw -138646.701476 + Penalty 1667.746763 = -136978.954713 nChanged 66 SP:Iteration 6Q (275.758098 sec): 3 clusters Score: Raw -138680.904102 + Penalty 1667.746763 = -137013.157339 nChanged 61 SP:Iteration 7Q (275.784379 sec): 3 clusters Score: Raw -138698.897128 + Penalty 1667.746763 = -137031.150365 nChanged 30 SP:Iteration 8Q (275.810125 sec): 3 clusters Score: Raw -138710.038562 + Penalty 1667.746763 = -137042.291799 nChanged 22 SP:Iteration 9Q (275.835080 sec): 3 clusters Score: Raw -138715.465769 + Penalty 1667.746763 = -137047.719006 nChanged 18 SP:Iteration 10Q (275.860593 sec): 3 clusters Score: Raw -138720.557831 + Penalty 1667.746763 = -137052.811068 nChanged 21 SP:Iteration 11Q (275.886141 sec): 3 clusters Score: Raw -138725.241042 + Penalty 1667.746763 = -137057.494279 nChanged 14 SP:Iteration 12Q (275.911685 sec): 3 clusters Score: Raw -138728.388275 + Penalty 1667.746763 = -137060.641512 nChanged 14 SP:Iteration 13Q (275.937172 sec): 3 clusters Score: Raw -138732.311504 + Penalty 1667.746763 = -137064.564741 nChanged 11 SP:Iteration 14Q (276.042017 sec): 3 clusters Score: Raw -138735.541305 + Penalty 1667.746763 = -137067.794542 nChanged 10 SP:Iteration 15Q (276.138539 sec): 3 clusters Score: Raw -138737.916186 + Penalty 1667.746763 = -137070.169423 nChanged 11 SP:Iteration 16Q (276.164767 sec): 3 clusters Score: Raw -138740.549042 + Penalty 1667.746763 = -137072.802279 nChanged 9 SP:Iteration 17Q (276.190396 sec): 3 clusters Score: Raw -138742.051702 + Penalty 1667.746763 = -137074.304939 nChanged 7 SP:Iteration 18Q (276.218577 sec): 3 clusters Score: Raw -138743.376904 + Penalty 1667.746763 = -137075.630141 nChanged 10 SP:Iteration 19Q (276.247079 sec): 3 clusters Score: Raw -138745.873778 + Penalty 1667.746763 = -137078.127015 nChanged 6 SP:Iteration 20F (276.275167 sec): 3 clusters Score: Raw -138747.195014 + Penalty 1667.746763 = -137079.448250 nChanged 7 SP:Iteration 21Q (276.303547 sec): 3 clusters Score: Raw -138748.473438 + Penalty 1667.746763 = -137080.726675 nChanged 4 SP:Iteration 22Q (276.331827 sec): 3 clusters Score: Raw -138749.319278 + Penalty 1667.746763 = -137081.572515 nChanged 6 SP:Iteration 23Q (276.357333 sec): 3 clusters Score: Raw -138750.640634 + Penalty 1667.746763 = -137082.893871 nChanged 5 SP:Iteration 24Q (276.382847 sec): 3 clusters Score: Raw -138752.262908 + Penalty 1667.746763 = -137084.516145 nChanged 8 SP:Iteration 25Q (276.408257 sec): 3 clusters Score: Raw -138753.617302 + Penalty 1667.746763 = -137085.870539 nChanged 3 SP:Iteration 26Q (276.433823 sec): 3 clusters Score: Raw -138754.249230 + Penalty 1667.746763 = -137086.502467 nChanged 2 SP:Iteration 27Q (276.459516 sec): 3 clusters Score: Raw -138754.594665 + Penalty 1667.746763 = -137086.847902 nChanged 0 SP:Iteration 28F (276.484566 sec): 3 clusters Score: Raw -138754.594665 + Penalty 1667.746763 = -137086.847902 nChanged 0 Trying to split cluster 5 (6398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (276.528411 sec): 2 clusters Score: Raw -292904.397414 + Penalty 920.192776 = -291984.204638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (276.572233 sec): 3 clusters Score: Raw -289281.200953 + Penalty 1840.385551 = -287440.815402 nChanged 2759 SP:Iteration 1F (276.635631 sec): 3 clusters Score: Raw -290752.143627 + Penalty 1840.385551 = -288911.758075 nChanged 456 SP:Iteration 2F (276.698642 sec): 3 clusters Score: Raw -291058.618248 + Penalty 1840.385551 = -289218.232696 nChanged 460 SP:Iteration 3F (276.761091 sec): 3 clusters Score: Raw -291394.068357 + Penalty 1840.385551 = -289553.682806 nChanged 512 SP:Iteration 4F (276.808215 sec): 3 clusters Score: Raw -291827.741766 + Penalty 1840.385551 = -289987.356215 nChanged 515 SP:Iteration 5F (276.931068 sec): 3 clusters Score: Raw -292315.445740 + Penalty 1840.385551 = -290475.060189 nChanged 472 SP:Iteration 6F (277.036160 sec): 3 clusters Score: Raw -292709.789747 + Penalty 1840.385551 = -290869.404196 nChanged 364 SP:Iteration 7F (277.079886 sec): 3 clusters Score: Raw -292983.023009 + Penalty 1840.385551 = -291142.637457 nChanged 271 SP:Iteration 8Q (277.124519 sec): 3 clusters Score: Raw -293161.033548 + Penalty 1840.385551 = -291320.647997 nChanged 198 SP:Iteration 9Q (277.169582 sec): 3 clusters Score: Raw -293284.123010 + Penalty 1840.385551 = -291443.737459 nChanged 160 SP:Iteration 10Q (277.216320 sec): 3 clusters Score: Raw -293394.103779 + Penalty 1840.385551 = -291553.718228 nChanged 141 SP:Iteration 11Q (277.263078 sec): 3 clusters Score: Raw -293478.762676 + Penalty 1840.385551 = -291638.377124 nChanged 113 SP:Iteration 12Q (277.310702 sec): 3 clusters Score: Raw -293533.510872 + Penalty 1840.385551 = -291693.125320 nChanged 83 SP:Iteration 13Q (277.358770 sec): 3 clusters Score: Raw -293558.017523 + Penalty 1840.385551 = -291717.631972 nChanged 51 SP:Iteration 14Q (277.406032 sec): 3 clusters Score: Raw -293569.756449 + Penalty 1840.385551 = -291729.370898 nChanged 29 SP:Iteration 15Q (277.558347 sec): 3 clusters Score: Raw -293575.529150 + Penalty 1840.385551 = -291735.143599 nChanged 31 SP:Iteration 16Q (277.677412 sec): 3 clusters Score: Raw -293581.496527 + Penalty 1840.385551 = -291741.110976 nChanged 23 SP:Iteration 17Q (277.726072 sec): 3 clusters Score: Raw -293586.697620 + Penalty 1840.385551 = -291746.312068 nChanged 23 SP:Iteration 18Q (277.773727 sec): 3 clusters Score: Raw -293590.119724 + Penalty 1840.385551 = -291749.734172 nChanged 21 SP:Iteration 19Q (277.820478 sec): 3 clusters Score: Raw -293593.091672 + Penalty 1840.385551 = -291752.706121 nChanged 14 SP:Iteration 20F (277.866760 sec): 3 clusters Score: Raw -293595.779643 + Penalty 1840.385551 = -291755.394092 nChanged 18 SP:Iteration 21Q (277.916188 sec): 3 clusters Score: Raw -293599.073108 + Penalty 1840.385551 = -291758.687557 nChanged 10 SP:Iteration 22Q (278.080636 sec): 3 clusters Score: Raw -293601.185154 + Penalty 1840.385551 = -291760.799603 nChanged 10 SP:Iteration 23Q (278.204620 sec): 3 clusters Score: Raw -293602.879765 + Penalty 1840.385551 = -291762.494214 nChanged 13 SP:Iteration 24Q (278.256319 sec): 3 clusters Score: Raw -293605.173763 + Penalty 1840.385551 = -291764.788212 nChanged 13 SP:Iteration 25Q (278.306908 sec): 3 clusters Score: Raw -293606.799225 + Penalty 1840.385551 = -291766.413674 nChanged 9 SP:Iteration 26Q (278.359100 sec): 3 clusters Score: Raw -293607.694163 + Penalty 1840.385551 = -291767.308612 nChanged 3 SP:Iteration 27Q (278.410244 sec): 3 clusters Score: Raw -293608.291632 + Penalty 1840.385551 = -291767.906081 nChanged 2 SP:Iteration 28Q (278.461745 sec): 3 clusters Score: Raw -293608.496821 + Penalty 1840.385551 = -291768.111269 nChanged 2 SP:Iteration 29Q (278.513346 sec): 3 clusters Score: Raw -293608.680807 + Penalty 1840.385551 = -291768.295256 nChanged 0 SP:Iteration 30F (278.562236 sec): 3 clusters Score: Raw -293608.680807 + Penalty 1840.385551 = -291768.295256 nChanged 0 Trying to split cluster 6 (2307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.596490 sec): 2 clusters Score: Raw -81534.336629 + Penalty 813.088842 = -80721.247787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.619253 sec): 3 clusters Score: Raw -80412.637408 + Penalty 1626.177684 = -78786.459723 nChanged 890 SP:Iteration 1F (278.640467 sec): 3 clusters Score: Raw -81107.483466 + Penalty 1626.177684 = -79481.305782 nChanged 254 SP:Iteration 2F (278.661614 sec): 3 clusters Score: Raw -81399.397076 + Penalty 1626.177684 = -79773.219392 nChanged 188 SP:Iteration 3F (278.684862 sec): 3 clusters Score: Raw -81578.493860 + Penalty 1626.177684 = -79952.316176 nChanged 132 SP:Iteration 4F (278.708400 sec): 3 clusters Score: Raw -81684.128907 + Penalty 1626.177684 = -80057.951223 nChanged 90 SP:Iteration 5Q (278.731735 sec): 3 clusters Score: Raw -81750.035422 + Penalty 1626.177684 = -80123.857738 nChanged 65 SP:Iteration 6Q (278.755538 sec): 3 clusters Score: Raw -81795.066615 + Penalty 1626.177684 = -80168.888931 nChanged 73 SP:Iteration 7Q (278.778809 sec): 3 clusters Score: Raw -81851.405533 + Penalty 1626.177684 = -80225.227848 nChanged 68 SP:Iteration 8Q (278.802077 sec): 3 clusters Score: Raw -81904.012284 + Penalty 1626.177684 = -80277.834600 nChanged 54 SP:Iteration 9Q (278.825036 sec): 3 clusters Score: Raw -81939.531953 + Penalty 1626.177684 = -80313.354268 nChanged 47 SP:Iteration 10Q (278.867989 sec): 3 clusters Score: Raw -81972.071640 + Penalty 1626.177684 = -80345.893955 nChanged 40 SP:Iteration 11Q (278.889550 sec): 3 clusters Score: Raw -81997.988057 + Penalty 1626.177684 = -80371.810373 nChanged 32 SP:Iteration 12Q (278.910964 sec): 3 clusters Score: Raw -82013.825964 + Penalty 1626.177684 = -80387.648280 nChanged 21 SP:Iteration 13Q (278.932435 sec): 3 clusters Score: Raw -82020.879917 + Penalty 1626.177684 = -80394.702233 nChanged 13 SP:Iteration 14Q (279.043215 sec): 3 clusters Score: Raw -82025.139523 + Penalty 1626.177684 = -80398.961838 nChanged 8 SP:Iteration 15Q (279.077792 sec): 3 clusters Score: Raw -82028.931836 + Penalty 1626.177684 = -80402.754152 nChanged 10 SP:Iteration 16Q (279.103055 sec): 3 clusters Score: Raw -82032.800739 + Penalty 1626.177684 = -80406.623055 nChanged 13 SP:Iteration 17Q (279.128314 sec): 3 clusters Score: Raw -82036.972608 + Penalty 1626.177684 = -80410.794924 nChanged 9 SP:Iteration 18Q (279.153610 sec): 3 clusters Score: Raw -82038.824864 + Penalty 1626.177684 = -80412.647180 nChanged 4 SP:Iteration 19Q (279.178827 sec): 3 clusters Score: Raw -82040.165619 + Penalty 1626.177684 = -80413.987935 nChanged 7 SP:Iteration 20F (279.203486 sec): 3 clusters Score: Raw -82042.287450 + Penalty 1626.177684 = -80416.109766 nChanged 6 SP:Iteration 21Q (279.224955 sec): 3 clusters Score: Raw -82043.967848 + Penalty 1626.177684 = -80417.790164 nChanged 8 SP:Iteration 22Q (279.246344 sec): 3 clusters Score: Raw -82045.494156 + Penalty 1626.177684 = -80419.316471 nChanged 5 SP:Iteration 23Q (279.267926 sec): 3 clusters Score: Raw -82047.097822 + Penalty 1626.177684 = -80420.920137 nChanged 2 SP:Iteration 24Q (279.290578 sec): 3 clusters Score: Raw -82047.502581 + Penalty 1626.177684 = -80421.324897 nChanged 2 SP:Iteration 25Q (279.312002 sec): 3 clusters Score: Raw -82048.034820 + Penalty 1626.177684 = -80421.857136 nChanged 1 SP:Iteration 26Q (279.333496 sec): 3 clusters Score: Raw -82048.145017 + Penalty 1626.177684 = -80421.967333 nChanged 2 SP:Iteration 27Q (279.354862 sec): 3 clusters Score: Raw -82048.458248 + Penalty 1626.177684 = -80422.280564 nChanged 2 SP:Iteration 28Q (279.376285 sec): 3 clusters Score: Raw -82048.877268 + Penalty 1626.177684 = -80422.699584 nChanged 2 SP:Iteration 29Q (279.397849 sec): 3 clusters Score: Raw -82049.409074 + Penalty 1626.177684 = -80423.231390 nChanged 2 SP:Iteration 30Q (279.419272 sec): 3 clusters Score: Raw -82049.902577 + Penalty 1626.177684 = -80423.724893 nChanged 1 SP:Iteration 31Q (279.440610 sec): 3 clusters Score: Raw -82050.077961 + Penalty 1626.177684 = -80423.900277 nChanged 4 SP:Iteration 32Q (279.462131 sec): 3 clusters Score: Raw -82051.097535 + Penalty 1626.177684 = -80424.919851 nChanged 2 SP:Iteration 33Q (279.483532 sec): 3 clusters Score: Raw -82051.638464 + Penalty 1626.177684 = -80425.460780 nChanged 1 SP:Iteration 34Q (279.504852 sec): 3 clusters Score: Raw -82051.895513 + Penalty 1626.177684 = -80425.717829 nChanged 3 SP:Iteration 35Q (279.526362 sec): 3 clusters Score: Raw -82053.274191 + Penalty 1626.177684 = -80427.096507 nChanged 3 SP:Iteration 36Q (279.547803 sec): 3 clusters Score: Raw -82054.376333 + Penalty 1626.177684 = -80428.198649 nChanged 4 SP:Iteration 37Q (279.569065 sec): 3 clusters Score: Raw -82055.916578 + Penalty 1626.177684 = -80429.738894 nChanged 7 SP:Iteration 38Q (279.590573 sec): 3 clusters Score: Raw -82058.000406 + Penalty 1626.177684 = -80431.822721 nChanged 6 SP:Iteration 39Q (279.611957 sec): 3 clusters Score: Raw -82059.569980 + Penalty 1626.177684 = -80433.392296 nChanged 4 SP:Iteration 40F (279.633205 sec): 3 clusters Score: Raw -82060.333530 + Penalty 1626.177684 = -80434.155846 nChanged 4 SP:Iteration 41Q (279.654596 sec): 3 clusters Score: Raw -82061.359198 + Penalty 1626.177684 = -80435.181514 nChanged 5 SP:Iteration 42Q (279.675963 sec): 3 clusters Score: Raw -82063.729319 + Penalty 1626.177684 = -80437.551635 nChanged 7 SP:Iteration 43Q (279.697352 sec): 3 clusters Score: Raw -82066.473939 + Penalty 1626.177684 = -80440.296254 nChanged 10 SP:Iteration 44Q (279.718747 sec): 3 clusters Score: Raw -82072.662833 + Penalty 1626.177684 = -80446.485148 nChanged 12 SP:Iteration 45Q (279.740105 sec): 3 clusters Score: Raw -82076.840666 + Penalty 1626.177684 = -80450.662982 nChanged 8 SP:Iteration 46Q (279.842576 sec): 3 clusters Score: Raw -82080.321622 + Penalty 1626.177684 = -80454.143938 nChanged 4 SP:Iteration 47Q (279.958391 sec): 3 clusters Score: Raw -82082.473057 + Penalty 1626.177684 = -80456.295373 nChanged 8 SP:Iteration 48Q (280.069915 sec): 3 clusters Score: Raw -82085.772109 + Penalty 1626.177684 = -80459.594425 nChanged 9 SP:Iteration 49Q (280.162290 sec): 3 clusters Score: Raw -82090.824921 + Penalty 1626.177684 = -80464.647237 nChanged 7 SP:Iteration 50Q (280.184777 sec): 3 clusters Score: Raw -82094.168448 + Penalty 1626.177684 = -80467.990764 nChanged 7 SP:Iteration 51Q (280.206292 sec): 3 clusters Score: Raw -82096.143411 + Penalty 1626.177684 = -80469.965727 nChanged 4 SP:Iteration 52Q (280.228119 sec): 3 clusters Score: Raw -82097.591730 + Penalty 1626.177684 = -80471.414046 nChanged 2 SP:Iteration 53Q (280.252281 sec): 3 clusters Score: Raw -82098.580515 + Penalty 1626.177684 = -80472.402830 nChanged 2 SP:Iteration 54Q (280.276318 sec): 3 clusters Score: Raw -82099.350147 + Penalty 1626.177684 = -80473.172463 nChanged 2 SP:Iteration 55Q (280.300270 sec): 3 clusters Score: Raw -82099.886979 + Penalty 1626.177684 = -80473.709294 nChanged 1 SP:Iteration 56Q (280.321612 sec): 3 clusters Score: Raw -82100.306344 + Penalty 1626.177684 = -80474.128660 nChanged 1 SP:Iteration 57Q (280.342917 sec): 3 clusters Score: Raw -82100.630031 + Penalty 1626.177684 = -80474.452346 nChanged 0 SP:Iteration 58F (280.364301 sec): 3 clusters Score: Raw -82100.630031 + Penalty 1626.177684 = -80474.452346 nChanged 0 Trying to split cluster 7 (604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (280.393964 sec): 2 clusters Score: Raw -28087.521851 + Penalty 672.375291 = -27415.146561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (280.402172 sec): 3 clusters Score: Raw -27903.954988 + Penalty 1344.750582 = -26559.204406 nChanged 182 SP:Iteration 1F (280.410000 sec): 3 clusters Score: Raw -28092.032762 + Penalty 1344.750582 = -26747.282180 nChanged 44 SP:Iteration 2F (280.417853 sec): 3 clusters Score: Raw -28168.267874 + Penalty 1344.750582 = -26823.517292 nChanged 35 SP:Iteration 3F (280.425551 sec): 3 clusters Score: Raw -28225.457078 + Penalty 1344.750582 = -26880.706496 nChanged 20 SP:Iteration 4Q (280.433297 sec): 3 clusters Score: Raw -28265.139091 + Penalty 1344.750582 = -26920.388510 nChanged 19 SP:Iteration 5Q (280.441059 sec): 3 clusters Score: Raw -28295.762571 + Penalty 1344.750582 = -26951.011990 nChanged 16 SP:Iteration 6Q (280.448802 sec): 3 clusters Score: Raw -28315.814778 + Penalty 1344.750582 = -26971.064197 nChanged 12 SP:Iteration 7Q (280.456538 sec): 3 clusters Score: Raw -28335.411033 + Penalty 1344.750582 = -26990.660452 nChanged 7 SP:Iteration 8Q (280.464246 sec): 3 clusters Score: Raw -28346.762742 + Penalty 1344.750582 = -27002.012161 nChanged 8 SP:Iteration 9Q (280.472036 sec): 3 clusters Score: Raw -28359.402823 + Penalty 1344.750582 = -27014.652241 nChanged 8 SP:Iteration 10Q (280.479930 sec): 3 clusters Score: Raw -28375.201229 + Penalty 1344.750582 = -27030.450648 nChanged 5 SP:Iteration 11Q (280.487685 sec): 3 clusters Score: Raw -28378.000560 + Penalty 1344.750582 = -27033.249979 nChanged 2 SP:Iteration 12Q (280.495422 sec): 3 clusters Score: Raw -28380.358101 + Penalty 1344.750582 = -27035.607519 nChanged 2 SP:Iteration 13Q (280.503190 sec): 3 clusters Score: Raw -28383.823776 + Penalty 1344.750582 = -27039.073195 nChanged 2 SP:Iteration 14Q (280.510939 sec): 3 clusters Score: Raw -28384.736524 + Penalty 1344.750582 = -27039.985943 nChanged 0 SP:Iteration 15F (280.518675 sec): 3 clusters Score: Raw -28384.736524 + Penalty 1344.750582 = -27039.985943 nChanged 0 Trying to split cluster 8 (6872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (280.567656 sec): 2 clusters Score: Raw -338640.078453 + Penalty 927.697099 = -337712.381354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (280.745918 sec): 3 clusters Score: Raw -334688.161472 + Penalty 1855.394197 = -332832.767275 nChanged 3019 SP:Iteration 1F (280.778352 sec): 3 clusters Score: Raw -336483.190033 + Penalty 1855.394197 = -334627.795836 nChanged 502 SP:Iteration 2F (280.831746 sec): 3 clusters Score: Raw -336779.646041 + Penalty 1855.394197 = -334924.251843 nChanged 462 SP:Iteration 3F (280.880833 sec): 3 clusters Score: Raw -337078.867705 + Penalty 1855.394197 = -335223.473507 nChanged 410 SP:Iteration 4F (280.926874 sec): 3 clusters Score: Raw -337329.792709 + Penalty 1855.394197 = -335474.398512 nChanged 340 SP:Iteration 5Q (280.973749 sec): 3 clusters Score: Raw -337523.249988 + Penalty 1855.394197 = -335667.855790 nChanged 328 SP:Iteration 6Q (281.020975 sec): 3 clusters Score: Raw -337697.847229 + Penalty 1855.394197 = -335842.453032 nChanged 276 SP:Iteration 7Q (281.072266 sec): 3 clusters Score: Raw -337844.934304 + Penalty 1855.394197 = -335989.540107 nChanged 238 SP:Iteration 8Q (281.123721 sec): 3 clusters Score: Raw -337955.694902 + Penalty 1855.394197 = -336100.300705 nChanged 202 SP:Iteration 9Q (281.175521 sec): 3 clusters Score: Raw -338036.313164 + Penalty 1855.394197 = -336180.918967 nChanged 167 SP:Iteration 10Q (281.224169 sec): 3 clusters Score: Raw -338098.894774 + Penalty 1855.394197 = -336243.500576 nChanged 130 SP:Iteration 11Q (281.270918 sec): 3 clusters Score: Raw -338143.799430 + Penalty 1855.394197 = -336288.405232 nChanged 123 SP:Iteration 12Q (281.317067 sec): 3 clusters Score: Raw -338188.057294 + Penalty 1855.394197 = -336332.663097 nChanged 103 SP:Iteration 13Q (281.446702 sec): 3 clusters Score: Raw -338224.515546 + Penalty 1855.394197 = -336369.121349 nChanged 94 SP:Iteration 14Q (281.564080 sec): 3 clusters Score: Raw -338264.153376 + Penalty 1855.394197 = -336408.759179 nChanged 99 SP:Iteration 15Q (281.608893 sec): 3 clusters Score: Raw -338307.722276 + Penalty 1855.394197 = -336452.328078 nChanged 110 SP:Iteration 16Q (281.655097 sec): 3 clusters Score: Raw -338365.238433 + Penalty 1855.394197 = -336509.844236 nChanged 133 SP:Iteration 17Q (281.701613 sec): 3 clusters Score: Raw -338446.035054 + Penalty 1855.394197 = -336590.640856 nChanged 136 SP:Iteration 18Q (281.752523 sec): 3 clusters Score: Raw -338529.991294 + Penalty 1855.394197 = -336674.597096 nChanged 135 SP:Iteration 19Q (281.803760 sec): 3 clusters Score: Raw -338608.571744 + Penalty 1855.394197 = -336753.177547 nChanged 133 SP:Iteration 20F (281.854565 sec): 3 clusters Score: Raw -338691.943083 + Penalty 1855.394197 = -336836.548886 nChanged 131 SP:Iteration 21Q (281.910299 sec): 3 clusters Score: Raw -338783.338114 + Penalty 1855.394197 = -336927.943916 nChanged 120 SP:Iteration 22Q (281.957269 sec): 3 clusters Score: Raw -338860.039569 + Penalty 1855.394197 = -337004.645372 nChanged 105 SP:Iteration 23Q (282.004238 sec): 3 clusters Score: Raw -338940.752371 + Penalty 1855.394197 = -337085.358173 nChanged 83 SP:Iteration 24Q (282.052522 sec): 3 clusters Score: Raw -339000.406478 + Penalty 1855.394197 = -337145.012280 nChanged 72 SP:Iteration 25Q (282.103714 sec): 3 clusters Score: Raw -339049.032058 + Penalty 1855.394197 = -337193.637860 nChanged 54 SP:Iteration 26Q (282.154569 sec): 3 clusters Score: Raw -339073.064477 + Penalty 1855.394197 = -337217.670279 nChanged 41 SP:Iteration 27Q (282.205832 sec): 3 clusters Score: Raw -339085.304568 + Penalty 1855.394197 = -337229.910370 nChanged 28 SP:Iteration 28Q (282.254150 sec): 3 clusters Score: Raw -339090.854137 + Penalty 1855.394197 = -337235.459940 nChanged 18 SP:Iteration 29Q (282.301308 sec): 3 clusters Score: Raw -339093.203846 + Penalty 1855.394197 = -337237.809649 nChanged 12 SP:Iteration 30Q (282.348321 sec): 3 clusters Score: Raw -339094.915721 + Penalty 1855.394197 = -337239.521524 nChanged 10 SP:Iteration 31Q (282.395533 sec): 3 clusters Score: Raw -339096.347682 + Penalty 1855.394197 = -337240.953485 nChanged 8 SP:Iteration 32Q (282.543997 sec): 3 clusters Score: Raw -339097.723036 + Penalty 1855.394197 = -337242.328839 nChanged 12 SP:Iteration 33Q (282.586506 sec): 3 clusters Score: Raw -339099.277019 + Penalty 1855.394197 = -337243.882822 nChanged 10 SP:Iteration 34Q (282.633158 sec): 3 clusters Score: Raw -339101.098603 + Penalty 1855.394197 = -337245.704405 nChanged 11 SP:Iteration 35Q (282.679912 sec): 3 clusters Score: Raw -339103.034379 + Penalty 1855.394197 = -337247.640181 nChanged 9 SP:Iteration 36Q (282.726886 sec): 3 clusters Score: Raw -339104.418873 + Penalty 1855.394197 = -337249.024676 nChanged 7 SP:Iteration 37Q (282.781002 sec): 3 clusters Score: Raw -339105.570674 + Penalty 1855.394197 = -337250.176477 nChanged 8 SP:Iteration 38Q (282.835456 sec): 3 clusters Score: Raw -339106.729080 + Penalty 1855.394197 = -337251.334883 nChanged 6 SP:Iteration 39Q (282.993883 sec): 3 clusters Score: Raw -339107.458063 + Penalty 1855.394197 = -337252.063866 nChanged 4 SP:Iteration 40F (283.057176 sec): 3 clusters Score: Raw -339108.431070 + Penalty 1855.394197 = -337253.036872 nChanged 7 SP:Iteration 41Q (283.107714 sec): 3 clusters Score: Raw -339109.768127 + Penalty 1855.394197 = -337254.373930 nChanged 10 SP:Iteration 42Q (283.158216 sec): 3 clusters Score: Raw -339111.575101 + Penalty 1855.394197 = -337256.180904 nChanged 7 SP:Iteration 43Q (283.207149 sec): 3 clusters Score: Raw -339112.637520 + Penalty 1855.394197 = -337257.243322 nChanged 11 SP:Iteration 44Q (283.255770 sec): 3 clusters Score: Raw -339113.564246 + Penalty 1855.394197 = -337258.170049 nChanged 4 SP:Iteration 45Q (283.304392 sec): 3 clusters Score: Raw -339113.984825 + Penalty 1855.394197 = -337258.590628 nChanged 2 SP:Iteration 46Q (283.352717 sec): 3 clusters Score: Raw -339114.165072 + Penalty 1855.394197 = -337258.770875 nChanged 2 SP:Iteration 47Q (283.400878 sec): 3 clusters Score: Raw -339114.494357 + Penalty 1855.394197 = -337259.100159 nChanged 3 SP:Iteration 48Q (283.451102 sec): 3 clusters Score: Raw -339114.798781 + Penalty 1855.394197 = -337259.404583 nChanged 1 SP:Iteration 49Q (283.501530 sec): 3 clusters Score: Raw -339114.842759 + Penalty 1855.394197 = -337259.448561 nChanged 0 SP:Iteration 50F (283.551857 sec): 3 clusters Score: Raw -339114.842759 + Penalty 1855.394197 = -337259.448561 nChanged 0 Trying to split cluster 9 (1247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (283.612616 sec): 2 clusters Score: Raw -50853.628188 + Penalty 748.492074 = -50105.136114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (283.628816 sec): 3 clusters Score: Raw -50319.337732 + Penalty 1496.984149 = -48822.353584 nChanged 444 SP:Iteration 1F (283.644055 sec): 3 clusters Score: Raw -50711.132847 + Penalty 1496.984149 = -49214.148699 nChanged 122 SP:Iteration 2F (283.659209 sec): 3 clusters Score: Raw -50861.800593 + Penalty 1496.984149 = -49364.816445 nChanged 95 SP:Iteration 3F (283.674286 sec): 3 clusters Score: Raw -50979.149883 + Penalty 1496.984149 = -49482.165735 nChanged 79 SP:Iteration 4F (283.689584 sec): 3 clusters Score: Raw -51085.464661 + Penalty 1496.984149 = -49588.480512 nChanged 66 SP:Iteration 5F (283.704692 sec): 3 clusters Score: Raw -51161.958798 + Penalty 1496.984149 = -49664.974649 nChanged 38 SP:Iteration 6Q (283.719825 sec): 3 clusters Score: Raw -51194.723665 + Penalty 1496.984149 = -49697.739517 nChanged 24 SP:Iteration 7Q (283.734946 sec): 3 clusters Score: Raw -51218.025526 + Penalty 1496.984149 = -49721.041377 nChanged 18 SP:Iteration 8Q (283.750208 sec): 3 clusters Score: Raw -51233.973377 + Penalty 1496.984149 = -49736.989228 nChanged 19 SP:Iteration 9Q (283.765419 sec): 3 clusters Score: Raw -51248.840238 + Penalty 1496.984149 = -49751.856089 nChanged 14 SP:Iteration 10Q (283.780501 sec): 3 clusters Score: Raw -51254.348332 + Penalty 1496.984149 = -49757.364183 nChanged 9 SP:Iteration 11Q (283.905252 sec): 3 clusters Score: Raw -51257.930816 + Penalty 1496.984149 = -49760.946667 nChanged 6 SP:Iteration 12Q (283.985657 sec): 3 clusters Score: Raw -51259.595774 + Penalty 1496.984149 = -49762.611626 nChanged 3 SP:Iteration 13Q (283.999823 sec): 3 clusters Score: Raw -51260.808692 + Penalty 1496.984149 = -49763.824544 nChanged 0 SP:Iteration 14F (284.013709 sec): 3 clusters Score: Raw -51260.808692 + Penalty 1496.984149 = -49763.824544 nChanged 0 Trying to split cluster 10 (3013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (284.051127 sec): 2 clusters Score: Raw -141759.161081 + Penalty 841.122612 = -140918.038469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (284.082670 sec): 3 clusters Score: Raw -140237.802499 + Penalty 1682.245223 = -138555.557276 nChanged 1216 SP:Iteration 1F (284.111931 sec): 3 clusters Score: Raw -140987.292937 + Penalty 1682.245223 = -139305.047714 nChanged 267 SP:Iteration 2F (284.141442 sec): 3 clusters Score: Raw -141183.926109 + Penalty 1682.245223 = -139501.680886 nChanged 205 SP:Iteration 3F (284.170767 sec): 3 clusters Score: Raw -141333.141006 + Penalty 1682.245223 = -139650.895783 nChanged 160 SP:Iteration 4F (284.200025 sec): 3 clusters Score: Raw -141450.436171 + Penalty 1682.245223 = -139768.190948 nChanged 144 SP:Iteration 5Q (284.230181 sec): 3 clusters Score: Raw -141577.181582 + Penalty 1682.245223 = -139894.936359 nChanged 158 SP:Iteration 6F (284.259418 sec): 3 clusters Score: Raw -141771.176470 + Penalty 1682.245223 = -140088.931247 nChanged 172 SP:Iteration 7F (284.288556 sec): 3 clusters Score: Raw -141979.780482 + Penalty 1682.245223 = -140297.535259 nChanged 141 SP:Iteration 8Q (284.318236 sec): 3 clusters Score: Raw -142151.817956 + Penalty 1682.245223 = -140469.572733 nChanged 96 SP:Iteration 9Q (284.346953 sec): 3 clusters Score: Raw -142228.415242 + Penalty 1682.245223 = -140546.170019 nChanged 54 SP:Iteration 10Q (284.375523 sec): 3 clusters Score: Raw -142272.872030 + Penalty 1682.245223 = -140590.626807 nChanged 42 SP:Iteration 11Q (284.403875 sec): 3 clusters Score: Raw -142306.316166 + Penalty 1682.245223 = -140624.070942 nChanged 33 SP:Iteration 12Q (284.432287 sec): 3 clusters Score: Raw -142324.330941 + Penalty 1682.245223 = -140642.085718 nChanged 24 SP:Iteration 13Q (284.461685 sec): 3 clusters Score: Raw -142339.822275 + Penalty 1682.245223 = -140657.577051 nChanged 21 SP:Iteration 14Q (284.490190 sec): 3 clusters Score: Raw -142356.613589 + Penalty 1682.245223 = -140674.368366 nChanged 21 SP:Iteration 15Q (284.518636 sec): 3 clusters Score: Raw -142374.947582 + Penalty 1682.245223 = -140692.702359 nChanged 26 SP:Iteration 16Q (284.546878 sec): 3 clusters Score: Raw -142394.083543 + Penalty 1682.245223 = -140711.838320 nChanged 33 SP:Iteration 17Q (284.575943 sec): 3 clusters Score: Raw -142424.929306 + Penalty 1682.245223 = -140742.684083 nChanged 28 SP:Iteration 18Q (284.604184 sec): 3 clusters Score: Raw -142442.149075 + Penalty 1682.245223 = -140759.903852 nChanged 22 SP:Iteration 19Q (284.632305 sec): 3 clusters Score: Raw -142451.906810 + Penalty 1682.245223 = -140769.661587 nChanged 17 SP:Iteration 20F (284.660402 sec): 3 clusters Score: Raw -142462.029580 + Penalty 1682.245223 = -140779.784357 nChanged 18 SP:Iteration 21Q (284.688461 sec): 3 clusters Score: Raw -142473.538776 + Penalty 1682.245223 = -140791.293553 nChanged 15 SP:Iteration 22Q (284.716712 sec): 3 clusters Score: Raw -142481.744635 + Penalty 1682.245223 = -140799.499412 nChanged 11 SP:Iteration 23Q (284.745539 sec): 3 clusters Score: Raw -142485.701795 + Penalty 1682.245223 = -140803.456572 nChanged 9 SP:Iteration 24Q (284.773691 sec): 3 clusters Score: Raw -142487.517047 + Penalty 1682.245223 = -140805.271824 nChanged 7 SP:Iteration 25Q (284.801725 sec): 3 clusters Score: Raw -142489.842734 + Penalty 1682.245223 = -140807.597510 nChanged 2 SP:Iteration 26Q (284.902639 sec): 3 clusters Score: Raw -142490.586427 + Penalty 1682.245223 = -140808.341204 nChanged 2 SP:Iteration 27Q (284.993566 sec): 3 clusters Score: Raw -142490.846866 + Penalty 1682.245223 = -140808.601643 nChanged 0 SP:Iteration 28F (285.022298 sec): 3 clusters Score: Raw -142490.846866 + Penalty 1682.245223 = -140808.601643 nChanged 0 Trying to split cluster 11 (1525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (285.058492 sec): 2 clusters Score: Raw -41511.710384 + Penalty 769.623717 = -40742.086667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (285.127073 sec): 3 clusters Score: Raw -40927.852751 + Penalty 1539.247435 = -39388.605316 nChanged 586 SP:Iteration 1F (285.147826 sec): 3 clusters Score: Raw -41762.824020 + Penalty 1539.247435 = -40223.576585 nChanged 190 SP:Iteration 2F (285.168047 sec): 3 clusters Score: Raw -42132.047280 + Penalty 1539.247435 = -40592.799845 nChanged 109 SP:Iteration 3F (285.188304 sec): 3 clusters Score: Raw -42278.168103 + Penalty 1539.247435 = -40738.920668 nChanged 65 SP:Iteration 4Q (285.208732 sec): 3 clusters Score: Raw -42342.212859 + Penalty 1539.247435 = -40802.965424 nChanged 26 SP:Iteration 5Q (285.228782 sec): 3 clusters Score: Raw -42356.244145 + Penalty 1539.247435 = -40816.996710 nChanged 11 SP:Iteration 6Q (285.249008 sec): 3 clusters Score: Raw -42361.107510 + Penalty 1539.247435 = -40821.860075 nChanged 10 SP:Iteration 7Q (285.267666 sec): 3 clusters Score: Raw -42364.886843 + Penalty 1539.247435 = -40825.639409 nChanged 4 SP:Iteration 8Q (285.285557 sec): 3 clusters Score: Raw -42366.310478 + Penalty 1539.247435 = -40827.063043 nChanged 1 SP:Iteration 9Q (285.303253 sec): 3 clusters Score: Raw -42366.456559 + Penalty 1539.247435 = -40827.209125 nChanged 0 SP:Iteration 10F (285.320730 sec): 3 clusters Score: Raw -42366.456559 + Penalty 1539.247435 = -40827.209125 nChanged 0 Score: Raw -1487277.934672 + Penalty 13164.978597 = -1474112.956076 Splitting cluster 11 changes total score from -1474353.023394 to -1474112.956076 So it's not getting split. Iteration 99Q (286.292715 sec): 12 clusters Score: Raw -1486424.612223 + Penalty 12067.897047 = -1474356.715177 nChanged 11 Iteration 100F (286.809551 sec): 12 clusters Score: Raw -1486429.040373 + Penalty 12067.897047 = -1474361.143326 nChanged 18 Iteration 101Q (287.128475 sec): 12 clusters Score: Raw -1486435.170819 + Penalty 12067.897047 = -1474367.273772 nChanged 20 Iteration 102Q (287.506259 sec): 12 clusters Score: Raw -1486440.368530 + Penalty 12067.897047 = -1474372.471483 nChanged 13 Iteration 103Q (288.114040 sec): 12 clusters Score: Raw -1486444.008095 + Penalty 12067.897047 = -1474376.111049 nChanged 21 Iteration 104Q (288.436945 sec): 12 clusters Score: Raw -1486449.549927 + Penalty 12067.897047 = -1474381.652880 nChanged 15 Iteration 105Q (288.814395 sec): 12 clusters Score: Raw -1486453.599179 + Penalty 12067.897047 = -1474385.702132 nChanged 12 Iteration 106Q (289.125796 sec): 12 clusters Score: Raw -1486456.896916 + Penalty 12067.897047 = -1474388.999870 nChanged 12 Iteration 107Q (289.572316 sec): 12 clusters Score: Raw -1486459.158109 + Penalty 12067.897047 = -1474391.261062 nChanged 8 Iteration 108Q (289.948479 sec): 12 clusters Score: Raw -1486461.450225 + Penalty 12067.897047 = -1474393.553178 nChanged 9 Iteration 109Q (290.258090 sec): 12 clusters Score: Raw -1486464.235262 + Penalty 12067.897047 = -1474396.338215 nChanged 10 Iteration 110Q (290.641850 sec): 12 clusters Score: Raw -1486467.583934 + Penalty 12067.897047 = -1474399.686887 nChanged 11 Iteration 111Q (290.953858 sec): 12 clusters Score: Raw -1486469.549089 + Penalty 12067.897047 = -1474401.652043 nChanged 10 Iteration 112Q (291.281426 sec): 12 clusters Score: Raw -1486470.946855 + Penalty 12067.897047 = -1474403.049808 nChanged 5 Iteration 113Q (291.679738 sec): 12 clusters Score: Raw -1486471.811843 + Penalty 12067.897047 = -1474403.914796 nChanged 5 Iteration 114Q (292.056032 sec): 12 clusters Score: Raw -1486473.209601 + Penalty 12067.897047 = -1474405.312554 nChanged 9 Iteration 115Q (292.366459 sec): 12 clusters Score: Raw -1486476.002572 + Penalty 12067.897047 = -1474408.105525 nChanged 9 Iteration 116Q (292.676440 sec): 12 clusters Score: Raw -1486478.907344 + Penalty 12067.897047 = -1474411.010297 nChanged 13 Iteration 117Q (293.051334 sec): 12 clusters Score: Raw -1486480.878486 + Penalty 12067.897047 = -1474412.981439 nChanged 9 Iteration 118Q (293.368548 sec): 12 clusters Score: Raw -1486482.615219 + Penalty 12067.897047 = -1474414.718172 nChanged 11 Iteration 119Q (293.742565 sec): 12 clusters Score: Raw -1486485.158597 + Penalty 12067.897047 = -1474417.261550 nChanged 15 Iteration 120F (294.236606 sec): 12 clusters Score: Raw -1486489.051223 + Penalty 12067.897047 = -1474421.154176 nChanged 15 Iteration 121Q (294.546904 sec): 12 clusters Score: Raw -1486493.030632 + Penalty 12067.897047 = -1474425.133585 nChanged 14 Iteration 122Q (294.922564 sec): 12 clusters Score: Raw -1486496.273842 + Penalty 12067.897047 = -1474428.376795 nChanged 8 Iteration 123Q (295.231729 sec): 12 clusters Score: Raw -1486497.397343 + Penalty 12067.897047 = -1474429.500296 nChanged 5 Iteration 124Q (295.610941 sec): 12 clusters Score: Raw -1486498.198019 + Penalty 12067.897047 = -1474430.300973 nChanged 2 Iteration 125Q (295.957809 sec): 12 clusters Score: Raw -1486498.651471 + Penalty 12067.897047 = -1474430.754424 nChanged 0 Iteration 126F (296.491539 sec): 12 clusters Score: Raw -1486498.651471 + Penalty 12067.897047 = -1474430.754424 nChanged 0 Compute initial score before splitting: Score: Raw -1486498.651471 + Penalty 12067.897047 = -1474430.754424 Trying to split cluster 1 (3193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (296.528700 sec): 2 clusters Score: Raw -147648.783742 + Penalty 847.215200 = -146801.568542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (296.676028 sec): 3 clusters Score: Raw -145983.603305 + Penalty 1694.430400 = -144289.172905 nChanged 1282 SP:Iteration 1F (296.711466 sec): 3 clusters Score: Raw -146805.558362 + Penalty 1694.430400 = -145111.127962 nChanged 258 SP:Iteration 2F (296.748951 sec): 3 clusters Score: Raw -146995.152503 + Penalty 1694.430400 = -145300.722102 nChanged 214 SP:Iteration 3F (296.781317 sec): 3 clusters Score: Raw -147153.136716 + Penalty 1694.430400 = -145458.706316 nChanged 177 SP:Iteration 4F (296.805477 sec): 3 clusters Score: Raw -147280.569657 + Penalty 1694.430400 = -145586.139256 nChanged 151 SP:Iteration 5Q (296.830308 sec): 3 clusters Score: Raw -147381.295040 + Penalty 1694.430400 = -145686.864640 nChanged 117 SP:Iteration 6Q (296.855038 sec): 3 clusters Score: Raw -147457.031320 + Penalty 1694.430400 = -145762.600919 nChanged 106 SP:Iteration 7Q (296.879829 sec): 3 clusters Score: Raw -147518.665347 + Penalty 1694.430400 = -145824.234946 nChanged 88 SP:Iteration 8Q (296.904372 sec): 3 clusters Score: Raw -147584.918967 + Penalty 1694.430400 = -145890.488567 nChanged 76 SP:Iteration 9Q (296.928729 sec): 3 clusters Score: Raw -147634.107939 + Penalty 1694.430400 = -145939.677539 nChanged 76 SP:Iteration 10Q (296.953074 sec): 3 clusters Score: Raw -147682.096240 + Penalty 1694.430400 = -145987.665839 nChanged 49 SP:Iteration 11Q (296.977336 sec): 3 clusters Score: Raw -147709.312959 + Penalty 1694.430400 = -146014.882559 nChanged 35 SP:Iteration 12Q (297.001382 sec): 3 clusters Score: Raw -147723.634995 + Penalty 1694.430400 = -146029.204595 nChanged 29 SP:Iteration 13Q (297.025570 sec): 3 clusters Score: Raw -147732.557921 + Penalty 1694.430400 = -146038.127520 nChanged 23 SP:Iteration 14Q (297.049366 sec): 3 clusters Score: Raw -147742.563956 + Penalty 1694.430400 = -146048.133556 nChanged 26 SP:Iteration 15Q (297.150385 sec): 3 clusters Score: Raw -147756.936909 + Penalty 1694.430400 = -146062.506508 nChanged 27 SP:Iteration 16Q (297.190841 sec): 3 clusters Score: Raw -147766.734764 + Penalty 1694.430400 = -146072.304363 nChanged 19 SP:Iteration 17Q (297.218934 sec): 3 clusters Score: Raw -147773.695479 + Penalty 1694.430400 = -146079.265078 nChanged 23 SP:Iteration 18Q (297.246951 sec): 3 clusters Score: Raw -147780.946419 + Penalty 1694.430400 = -146086.516019 nChanged 12 SP:Iteration 19Q (297.274965 sec): 3 clusters Score: Raw -147786.730195 + Penalty 1694.430400 = -146092.299794 nChanged 15 SP:Iteration 20F (297.302817 sec): 3 clusters Score: Raw -147792.897954 + Penalty 1694.430400 = -146098.467553 nChanged 24 SP:Iteration 21Q (297.331105 sec): 3 clusters Score: Raw -147801.352683 + Penalty 1694.430400 = -146106.922283 nChanged 20 SP:Iteration 22Q (297.358851 sec): 3 clusters Score: Raw -147807.474201 + Penalty 1694.430400 = -146113.043800 nChanged 17 SP:Iteration 23Q (297.386598 sec): 3 clusters Score: Raw -147816.016507 + Penalty 1694.430400 = -146121.586106 nChanged 20 SP:Iteration 24Q (297.414398 sec): 3 clusters Score: Raw -147825.780844 + Penalty 1694.430400 = -146131.350444 nChanged 19 SP:Iteration 25Q (297.442111 sec): 3 clusters Score: Raw -147834.238279 + Penalty 1694.430400 = -146139.807879 nChanged 15 SP:Iteration 26Q (297.469867 sec): 3 clusters Score: Raw -147840.073837 + Penalty 1694.430400 = -146145.643436 nChanged 13 SP:Iteration 27Q (297.497543 sec): 3 clusters Score: Raw -147845.327425 + Penalty 1694.430400 = -146150.897025 nChanged 13 SP:Iteration 28Q (297.525356 sec): 3 clusters Score: Raw -147849.622777 + Penalty 1694.430400 = -146155.192377 nChanged 13 SP:Iteration 29Q (297.553259 sec): 3 clusters Score: Raw -147854.201964 + Penalty 1694.430400 = -146159.771564 nChanged 8 SP:Iteration 30Q (297.581004 sec): 3 clusters Score: Raw -147857.522141 + Penalty 1694.430400 = -146163.091740 nChanged 11 SP:Iteration 31Q (297.608739 sec): 3 clusters Score: Raw -147860.837451 + Penalty 1694.430400 = -146166.407051 nChanged 12 SP:Iteration 32Q (297.636433 sec): 3 clusters Score: Raw -147865.177344 + Penalty 1694.430400 = -146170.746944 nChanged 13 SP:Iteration 33Q (297.664158 sec): 3 clusters Score: Raw -147868.944919 + Penalty 1694.430400 = -146174.514519 nChanged 7 SP:Iteration 34Q (297.691847 sec): 3 clusters Score: Raw -147871.738283 + Penalty 1694.430400 = -146177.307883 nChanged 14 SP:Iteration 35Q (297.719742 sec): 3 clusters Score: Raw -147877.407332 + Penalty 1694.430400 = -146182.976932 nChanged 11 SP:Iteration 36Q (297.747569 sec): 3 clusters Score: Raw -147881.777098 + Penalty 1694.430400 = -146187.346697 nChanged 10 SP:Iteration 37Q (297.775516 sec): 3 clusters Score: Raw -147885.210577 + Penalty 1694.430400 = -146190.780177 nChanged 9 SP:Iteration 38Q (297.803349 sec): 3 clusters Score: Raw -147888.106357 + Penalty 1694.430400 = -146193.675957 nChanged 10 SP:Iteration 39Q (297.831073 sec): 3 clusters Score: Raw -147891.414715 + Penalty 1694.430400 = -146196.984315 nChanged 11 SP:Iteration 40F (297.858869 sec): 3 clusters Score: Raw -147895.557020 + Penalty 1694.430400 = -146201.126620 nChanged 9 SP:Iteration 41Q (297.925620 sec): 3 clusters Score: Raw -147897.985514 + Penalty 1694.430400 = -146203.555113 nChanged 10 SP:Iteration 42Q (297.953538 sec): 3 clusters Score: Raw -147900.030027 + Penalty 1694.430400 = -146205.599626 nChanged 5 SP:Iteration 43Q (297.981287 sec): 3 clusters Score: Raw -147901.120053 + Penalty 1694.430400 = -146206.689652 nChanged 8 SP:Iteration 44Q (298.009100 sec): 3 clusters Score: Raw -147903.898444 + Penalty 1694.430400 = -146209.468043 nChanged 14 SP:Iteration 45Q (298.036973 sec): 3 clusters Score: Raw -147906.910803 + Penalty 1694.430400 = -146212.480402 nChanged 11 SP:Iteration 46Q (298.064800 sec): 3 clusters Score: Raw -147910.485497 + Penalty 1694.430400 = -146216.055096 nChanged 13 SP:Iteration 47Q (298.151276 sec): 3 clusters Score: Raw -147916.121198 + Penalty 1694.430400 = -146221.690797 nChanged 13 SP:Iteration 48Q (298.243755 sec): 3 clusters Score: Raw -147923.414829 + Penalty 1694.430400 = -146228.984429 nChanged 12 SP:Iteration 49Q (298.314339 sec): 3 clusters Score: Raw -147927.553776 + Penalty 1694.430400 = -146233.123375 nChanged 10 SP:Iteration 50Q (298.337811 sec): 3 clusters Score: Raw -147932.000230 + Penalty 1694.430400 = -146237.569829 nChanged 12 SP:Iteration 51Q (298.361270 sec): 3 clusters Score: Raw -147935.088901 + Penalty 1694.430400 = -146240.658500 nChanged 11 SP:Iteration 52Q (298.384677 sec): 3 clusters Score: Raw -147938.197442 + Penalty 1694.430400 = -146243.767041 nChanged 14 SP:Iteration 53Q (298.407976 sec): 3 clusters Score: Raw -147942.423321 + Penalty 1694.430400 = -146247.992921 nChanged 11 SP:Iteration 54Q (298.431347 sec): 3 clusters Score: Raw -147945.704059 + Penalty 1694.430400 = -146251.273658 nChanged 16 SP:Iteration 55Q (298.454864 sec): 3 clusters Score: Raw -147950.808242 + Penalty 1694.430400 = -146256.377841 nChanged 10 SP:Iteration 56Q (298.478230 sec): 3 clusters Score: Raw -147953.978642 + Penalty 1694.430400 = -146259.548241 nChanged 15 SP:Iteration 57Q (298.501567 sec): 3 clusters Score: Raw -147959.003467 + Penalty 1694.430400 = -146264.573067 nChanged 17 SP:Iteration 58Q (298.525039 sec): 3 clusters Score: Raw -147963.009664 + Penalty 1694.430400 = -146268.579264 nChanged 9 SP:Iteration 59Q (298.548295 sec): 3 clusters Score: Raw -147965.532606 + Penalty 1694.430400 = -146271.102205 nChanged 11 SP:Iteration 60F (298.571506 sec): 3 clusters Score: Raw -147969.418490 + Penalty 1694.430400 = -146274.988090 nChanged 12 SP:Iteration 61Q (298.596973 sec): 3 clusters Score: Raw -147972.494952 + Penalty 1694.430400 = -146278.064552 nChanged 8 SP:Iteration 62Q (298.621196 sec): 3 clusters Score: Raw -147974.477802 + Penalty 1694.430400 = -146280.047401 nChanged 8 SP:Iteration 63Q (298.645671 sec): 3 clusters Score: Raw -147977.004766 + Penalty 1694.430400 = -146282.574366 nChanged 6 SP:Iteration 64Q (298.670095 sec): 3 clusters Score: Raw -147978.232295 + Penalty 1694.430400 = -146283.801894 nChanged 3 SP:Iteration 65Q (298.693563 sec): 3 clusters Score: Raw -147978.701418 + Penalty 1694.430400 = -146284.271018 nChanged 2 SP:Iteration 66Q (298.716941 sec): 3 clusters Score: Raw -147979.366700 + Penalty 1694.430400 = -146284.936299 nChanged 4 SP:Iteration 67Q (298.740498 sec): 3 clusters Score: Raw -147980.771460 + Penalty 1694.430400 = -146286.341059 nChanged 5 SP:Iteration 68Q (298.763868 sec): 3 clusters Score: Raw -147982.076430 + Penalty 1694.430400 = -146287.646030 nChanged 7 SP:Iteration 69Q (298.787251 sec): 3 clusters Score: Raw -147985.606132 + Penalty 1694.430400 = -146291.175731 nChanged 6 SP:Iteration 70Q (298.810634 sec): 3 clusters Score: Raw -147986.835924 + Penalty 1694.430400 = -146292.405523 nChanged 3 SP:Iteration 71Q (298.834211 sec): 3 clusters Score: Raw -147987.379637 + Penalty 1694.430400 = -146292.949236 nChanged 3 SP:Iteration 72Q (298.857596 sec): 3 clusters Score: Raw -147987.849661 + Penalty 1694.430400 = -146293.419261 nChanged 2 SP:Iteration 73Q (298.880889 sec): 3 clusters Score: Raw -147988.670978 + Penalty 1694.430400 = -146294.240578 nChanged 5 SP:Iteration 74Q (298.904295 sec): 3 clusters Score: Raw -147989.882493 + Penalty 1694.430400 = -146295.452093 nChanged 1 SP:Iteration 75Q (298.927662 sec): 3 clusters Score: Raw -147990.343891 + Penalty 1694.430400 = -146295.913490 nChanged 3 SP:Iteration 76Q (298.950974 sec): 3 clusters Score: Raw -147991.192404 + Penalty 1694.430400 = -146296.762003 nChanged 1 SP:Iteration 77Q (298.985116 sec): 3 clusters Score: Raw -147991.675815 + Penalty 1694.430400 = -146297.245414 nChanged 4 SP:Iteration 78Q (299.008769 sec): 3 clusters Score: Raw -147992.912140 + Penalty 1694.430400 = -146298.481740 nChanged 6 SP:Iteration 79Q (299.090573 sec): 3 clusters Score: Raw -147993.832299 + Penalty 1694.430400 = -146299.401899 nChanged 2 SP:Iteration 80F (299.118631 sec): 3 clusters Score: Raw -147994.268989 + Penalty 1694.430400 = -146299.838589 nChanged 2 SP:Iteration 81Q (299.146289 sec): 3 clusters Score: Raw -147994.748370 + Penalty 1694.430400 = -146300.317970 nChanged 2 SP:Iteration 82Q (299.178762 sec): 3 clusters Score: Raw -147995.662252 + Penalty 1694.430400 = -146301.231851 nChanged 3 SP:Iteration 83Q (299.211699 sec): 3 clusters Score: Raw -147996.222998 + Penalty 1694.430400 = -146301.792598 nChanged 4 SP:Iteration 84Q (299.244817 sec): 3 clusters Score: Raw -147997.060128 + Penalty 1694.430400 = -146302.629728 nChanged 2 SP:Iteration 85Q (299.277793 sec): 3 clusters Score: Raw -147997.324905 + Penalty 1694.430400 = -146302.894505 nChanged 1 SP:Iteration 86Q (299.310841 sec): 3 clusters Score: Raw -147997.473730 + Penalty 1694.430400 = -146303.043330 nChanged 1 SP:Iteration 87Q (299.343067 sec): 3 clusters Score: Raw -147997.653359 + Penalty 1694.430400 = -146303.222958 nChanged 0 SP:Iteration 88F (299.370639 sec): 3 clusters Score: Raw -147997.653359 + Penalty 1694.430400 = -146303.222958 nChanged 0 Trying to split cluster 2 (3408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (299.432110 sec): 2 clusters Score: Raw -162673.089554 + Penalty 854.057493 = -161819.032061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (299.542939 sec): 3 clusters Score: Raw -160883.288328 + Penalty 1708.114986 = -159175.173342 nChanged 1411 SP:Iteration 1F (299.568935 sec): 3 clusters Score: Raw -161704.719665 + Penalty 1708.114986 = -159996.604679 nChanged 285 SP:Iteration 2F (299.594425 sec): 3 clusters Score: Raw -161883.202852 + Penalty 1708.114986 = -160175.087865 nChanged 221 SP:Iteration 3F (299.620165 sec): 3 clusters Score: Raw -162021.818884 + Penalty 1708.114986 = -160313.703898 nChanged 201 SP:Iteration 4F (299.645257 sec): 3 clusters Score: Raw -162126.595814 + Penalty 1708.114986 = -160418.480828 nChanged 155 SP:Iteration 5Q (299.671632 sec): 3 clusters Score: Raw -162208.311578 + Penalty 1708.114986 = -160500.196592 nChanged 148 SP:Iteration 6Q (299.702068 sec): 3 clusters Score: Raw -162300.399686 + Penalty 1708.114986 = -160592.284699 nChanged 137 SP:Iteration 7Q (299.733038 sec): 3 clusters Score: Raw -162377.866422 + Penalty 1708.114986 = -160669.751436 nChanged 113 SP:Iteration 8Q (299.763942 sec): 3 clusters Score: Raw -162432.233423 + Penalty 1708.114986 = -160724.118436 nChanged 86 SP:Iteration 9Q (299.794853 sec): 3 clusters Score: Raw -162471.700275 + Penalty 1708.114986 = -160763.585289 nChanged 63 SP:Iteration 10Q (299.826001 sec): 3 clusters Score: Raw -162495.037652 + Penalty 1708.114986 = -160786.922666 nChanged 53 SP:Iteration 11Q (299.856952 sec): 3 clusters Score: Raw -162513.877459 + Penalty 1708.114986 = -160805.762473 nChanged 47 SP:Iteration 12Q (299.884922 sec): 3 clusters Score: Raw -162533.909710 + Penalty 1708.114986 = -160825.794723 nChanged 47 SP:Iteration 13Q (299.909907 sec): 3 clusters Score: Raw -162554.937124 + Penalty 1708.114986 = -160846.822138 nChanged 44 SP:Iteration 14Q (299.935181 sec): 3 clusters Score: Raw -162572.614893 + Penalty 1708.114986 = -160864.499906 nChanged 37 SP:Iteration 15Q (299.960326 sec): 3 clusters Score: Raw -162589.835900 + Penalty 1708.114986 = -160881.720913 nChanged 42 SP:Iteration 16Q (299.985490 sec): 3 clusters Score: Raw -162606.443266 + Penalty 1708.114986 = -160898.328280 nChanged 33 SP:Iteration 17Q (300.010761 sec): 3 clusters Score: Raw -162619.652953 + Penalty 1708.114986 = -160911.537966 nChanged 26 SP:Iteration 18Q (300.035760 sec): 3 clusters Score: Raw -162627.141225 + Penalty 1708.114986 = -160919.026238 nChanged 26 SP:Iteration 19Q (300.060999 sec): 3 clusters Score: Raw -162638.367033 + Penalty 1708.114986 = -160930.252046 nChanged 27 SP:Iteration 20F (300.166164 sec): 3 clusters Score: Raw -162651.322254 + Penalty 1708.114986 = -160943.207267 nChanged 27 SP:Iteration 21Q (300.191705 sec): 3 clusters Score: Raw -162663.640174 + Penalty 1708.114986 = -160955.525187 nChanged 28 SP:Iteration 22Q (300.218143 sec): 3 clusters Score: Raw -162674.263477 + Penalty 1708.114986 = -160966.148491 nChanged 23 SP:Iteration 23Q (300.244628 sec): 3 clusters Score: Raw -162685.091163 + Penalty 1708.114986 = -160976.976176 nChanged 21 SP:Iteration 24Q (300.271147 sec): 3 clusters Score: Raw -162693.989311 + Penalty 1708.114986 = -160985.874324 nChanged 13 SP:Iteration 25Q (300.297495 sec): 3 clusters Score: Raw -162699.252873 + Penalty 1708.114986 = -160991.137887 nChanged 13 SP:Iteration 26Q (300.329357 sec): 3 clusters Score: Raw -162702.931124 + Penalty 1708.114986 = -160994.816137 nChanged 14 SP:Iteration 27Q (300.355924 sec): 3 clusters Score: Raw -162707.255746 + Penalty 1708.114986 = -160999.140759 nChanged 11 SP:Iteration 28Q (300.382348 sec): 3 clusters Score: Raw -162711.428107 + Penalty 1708.114986 = -161003.313121 nChanged 17 SP:Iteration 29Q (300.407483 sec): 3 clusters Score: Raw -162717.299024 + Penalty 1708.114986 = -161009.184037 nChanged 14 SP:Iteration 30Q (300.432679 sec): 3 clusters Score: Raw -162723.130575 + Penalty 1708.114986 = -161015.015588 nChanged 10 SP:Iteration 31Q (300.457775 sec): 3 clusters Score: Raw -162727.369399 + Penalty 1708.114986 = -161019.254413 nChanged 10 SP:Iteration 32Q (300.482830 sec): 3 clusters Score: Raw -162731.069286 + Penalty 1708.114986 = -161022.954299 nChanged 12 SP:Iteration 33Q (300.507913 sec): 3 clusters Score: Raw -162736.650468 + Penalty 1708.114986 = -161028.535481 nChanged 13 SP:Iteration 34Q (300.533083 sec): 3 clusters Score: Raw -162742.930223 + Penalty 1708.114986 = -161034.815237 nChanged 12 SP:Iteration 35Q (300.558288 sec): 3 clusters Score: Raw -162747.139334 + Penalty 1708.114986 = -161039.024347 nChanged 13 SP:Iteration 36Q (300.583368 sec): 3 clusters Score: Raw -162754.492359 + Penalty 1708.114986 = -161046.377372 nChanged 18 SP:Iteration 37Q (300.608524 sec): 3 clusters Score: Raw -162766.088937 + Penalty 1708.114986 = -161057.973951 nChanged 18 SP:Iteration 38Q (300.633497 sec): 3 clusters Score: Raw -162780.722258 + Penalty 1708.114986 = -161072.607271 nChanged 27 SP:Iteration 39Q (300.658348 sec): 3 clusters Score: Raw -162795.503751 + Penalty 1708.114986 = -161087.388764 nChanged 22 SP:Iteration 40F (300.683065 sec): 3 clusters Score: Raw -162808.022301 + Penalty 1708.114986 = -161099.907315 nChanged 22 SP:Iteration 41Q (300.707953 sec): 3 clusters Score: Raw -162817.679709 + Penalty 1708.114986 = -161109.564722 nChanged 19 SP:Iteration 42Q (300.732793 sec): 3 clusters Score: Raw -162826.430398 + Penalty 1708.114986 = -161118.315411 nChanged 15 SP:Iteration 43Q (300.757533 sec): 3 clusters Score: Raw -162833.021462 + Penalty 1708.114986 = -161124.906475 nChanged 11 SP:Iteration 44Q (300.782346 sec): 3 clusters Score: Raw -162836.750538 + Penalty 1708.114986 = -161128.635551 nChanged 6 SP:Iteration 45Q (300.806965 sec): 3 clusters Score: Raw -162838.953873 + Penalty 1708.114986 = -161130.838887 nChanged 2 SP:Iteration 46Q (300.831514 sec): 3 clusters Score: Raw -162840.229702 + Penalty 1708.114986 = -161132.114716 nChanged 4 SP:Iteration 47Q (300.856111 sec): 3 clusters Score: Raw -162841.736715 + Penalty 1708.114986 = -161133.621729 nChanged 8 SP:Iteration 48Q (300.880493 sec): 3 clusters Score: Raw -162844.216731 + Penalty 1708.114986 = -161136.101745 nChanged 8 SP:Iteration 49Q (300.905092 sec): 3 clusters Score: Raw -162847.880205 + Penalty 1708.114986 = -161139.765219 nChanged 9 SP:Iteration 50Q (300.929901 sec): 3 clusters Score: Raw -162856.145925 + Penalty 1708.114986 = -161148.030939 nChanged 16 SP:Iteration 51Q (300.954634 sec): 3 clusters Score: Raw -162865.181599 + Penalty 1708.114986 = -161157.066612 nChanged 11 SP:Iteration 52Q (301.035021 sec): 3 clusters Score: Raw -162870.014366 + Penalty 1708.114986 = -161161.899380 nChanged 7 SP:Iteration 53Q (301.064389 sec): 3 clusters Score: Raw -162877.331816 + Penalty 1708.114986 = -161169.216829 nChanged 12 SP:Iteration 54Q (301.093597 sec): 3 clusters Score: Raw -162886.470835 + Penalty 1708.114986 = -161178.355848 nChanged 9 SP:Iteration 55Q (301.130055 sec): 3 clusters Score: Raw -162895.155037 + Penalty 1708.114986 = -161187.040051 nChanged 14 SP:Iteration 56Q (301.166548 sec): 3 clusters Score: Raw -162906.528691 + Penalty 1708.114986 = -161198.413704 nChanged 12 SP:Iteration 57Q (301.202837 sec): 3 clusters Score: Raw -162914.768617 + Penalty 1708.114986 = -161206.653631 nChanged 12 SP:Iteration 58Q (301.239184 sec): 3 clusters Score: Raw -162921.870807 + Penalty 1708.114986 = -161213.755820 nChanged 12 SP:Iteration 59Q (301.275331 sec): 3 clusters Score: Raw -162931.627196 + Penalty 1708.114986 = -161223.512209 nChanged 12 SP:Iteration 60F (301.307986 sec): 3 clusters Score: Raw -162939.737168 + Penalty 1708.114986 = -161231.622182 nChanged 14 SP:Iteration 61Q (301.336639 sec): 3 clusters Score: Raw -162950.862435 + Penalty 1708.114986 = -161242.747448 nChanged 17 SP:Iteration 62Q (301.365451 sec): 3 clusters Score: Raw -162967.880599 + Penalty 1708.114986 = -161259.765613 nChanged 14 SP:Iteration 63Q (301.394353 sec): 3 clusters Score: Raw -162985.765216 + Penalty 1708.114986 = -161277.650230 nChanged 19 SP:Iteration 64Q (301.422980 sec): 3 clusters Score: Raw -163005.204516 + Penalty 1708.114986 = -161297.089529 nChanged 21 SP:Iteration 65Q (301.451405 sec): 3 clusters Score: Raw -163025.406548 + Penalty 1708.114986 = -161317.291561 nChanged 19 SP:Iteration 66Q (301.479985 sec): 3 clusters Score: Raw -163045.844344 + Penalty 1708.114986 = -161337.729358 nChanged 22 SP:Iteration 67Q (301.508268 sec): 3 clusters Score: Raw -163073.840250 + Penalty 1708.114986 = -161365.725263 nChanged 25 SP:Iteration 68Q (301.536474 sec): 3 clusters Score: Raw -163104.541312 + Penalty 1708.114986 = -161396.426325 nChanged 22 SP:Iteration 69Q (301.564585 sec): 3 clusters Score: Raw -163139.116752 + Penalty 1708.114986 = -161431.001765 nChanged 24 SP:Iteration 70Q (301.593566 sec): 3 clusters Score: Raw -163169.813898 + Penalty 1708.114986 = -161461.698912 nChanged 24 SP:Iteration 71Q (301.621638 sec): 3 clusters Score: Raw -163199.745699 + Penalty 1708.114986 = -161491.630712 nChanged 20 SP:Iteration 72Q (301.649719 sec): 3 clusters Score: Raw -163228.757237 + Penalty 1708.114986 = -161520.642250 nChanged 13 SP:Iteration 73Q (301.677732 sec): 3 clusters Score: Raw -163250.029625 + Penalty 1708.114986 = -161541.914638 nChanged 16 SP:Iteration 74Q (301.705519 sec): 3 clusters Score: Raw -163268.887821 + Penalty 1708.114986 = -161560.772835 nChanged 9 SP:Iteration 75Q (301.733421 sec): 3 clusters Score: Raw -163279.416853 + Penalty 1708.114986 = -161571.301867 nChanged 5 SP:Iteration 76Q (301.784750 sec): 3 clusters Score: Raw -163282.785502 + Penalty 1708.114986 = -161574.670516 nChanged 2 SP:Iteration 77Q (301.812887 sec): 3 clusters Score: Raw -163283.731404 + Penalty 1708.114986 = -161575.616417 nChanged 0 SP:Iteration 78F (301.842261 sec): 3 clusters Score: Raw -163283.731404 + Penalty 1708.114986 = -161575.616417 nChanged 0 Trying to split cluster 3 (3090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (301.879512 sec): 2 clusters Score: Raw -139535.807614 + Penalty 843.772269 = -138692.035345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (301.908584 sec): 3 clusters Score: Raw -137927.633148 + Penalty 1687.544538 = -136240.088610 nChanged 1274 SP:Iteration 1F (301.935740 sec): 3 clusters Score: Raw -138726.642251 + Penalty 1687.544538 = -137039.097713 nChanged 234 SP:Iteration 2F (301.963041 sec): 3 clusters Score: Raw -138900.797741 + Penalty 1687.544538 = -137213.253204 nChanged 196 SP:Iteration 3F (302.065129 sec): 3 clusters Score: Raw -139060.927261 + Penalty 1687.544538 = -137373.382723 nChanged 185 SP:Iteration 4F (302.158574 sec): 3 clusters Score: Raw -139197.562154 + Penalty 1687.544538 = -137510.017616 nChanged 143 SP:Iteration 5Q (302.190394 sec): 3 clusters Score: Raw -139293.615141 + Penalty 1687.544538 = -137606.070604 nChanged 125 SP:Iteration 6Q (302.218166 sec): 3 clusters Score: Raw -139373.882869 + Penalty 1687.544538 = -137686.338331 nChanged 93 SP:Iteration 7Q (302.245812 sec): 3 clusters Score: Raw -139432.868256 + Penalty 1687.544538 = -137745.323718 nChanged 84 SP:Iteration 8Q (302.273634 sec): 3 clusters Score: Raw -139487.993869 + Penalty 1687.544538 = -137800.449331 nChanged 69 SP:Iteration 9Q (302.301229 sec): 3 clusters Score: Raw -139538.499913 + Penalty 1687.544538 = -137850.955375 nChanged 84 SP:Iteration 10Q (302.328939 sec): 3 clusters Score: Raw -139591.804538 + Penalty 1687.544538 = -137904.260001 nChanged 60 SP:Iteration 11Q (302.356548 sec): 3 clusters Score: Raw -139627.174606 + Penalty 1687.544538 = -137939.630068 nChanged 55 SP:Iteration 12Q (302.384707 sec): 3 clusters Score: Raw -139660.223390 + Penalty 1687.544538 = -137972.678853 nChanged 56 SP:Iteration 13Q (302.412320 sec): 3 clusters Score: Raw -139691.927250 + Penalty 1687.544538 = -138004.382712 nChanged 68 SP:Iteration 14Q (302.439919 sec): 3 clusters Score: Raw -139724.855189 + Penalty 1687.544538 = -138037.310651 nChanged 58 SP:Iteration 15Q (302.467496 sec): 3 clusters Score: Raw -139759.553052 + Penalty 1687.544538 = -138072.008515 nChanged 55 SP:Iteration 16Q (302.495020 sec): 3 clusters Score: Raw -139788.201904 + Penalty 1687.544538 = -138100.657366 nChanged 47 SP:Iteration 17Q (302.522639 sec): 3 clusters Score: Raw -139809.529026 + Penalty 1687.544538 = -138121.984489 nChanged 36 SP:Iteration 18Q (302.550136 sec): 3 clusters Score: Raw -139824.586503 + Penalty 1687.544538 = -138137.041966 nChanged 25 SP:Iteration 19Q (302.577706 sec): 3 clusters Score: Raw -139832.783736 + Penalty 1687.544538 = -138145.239198 nChanged 19 SP:Iteration 20F (302.604841 sec): 3 clusters Score: Raw -139838.807648 + Penalty 1687.544538 = -138151.263110 nChanged 13 SP:Iteration 21Q (302.632305 sec): 3 clusters Score: Raw -139842.317968 + Penalty 1687.544538 = -138154.773430 nChanged 12 SP:Iteration 22Q (302.659714 sec): 3 clusters Score: Raw -139845.161220 + Penalty 1687.544538 = -138157.616682 nChanged 11 SP:Iteration 23Q (302.687170 sec): 3 clusters Score: Raw -139847.324227 + Penalty 1687.544538 = -138159.779689 nChanged 11 SP:Iteration 24Q (302.714744 sec): 3 clusters Score: Raw -139850.660537 + Penalty 1687.544538 = -138163.115999 nChanged 13 SP:Iteration 25Q (302.742195 sec): 3 clusters Score: Raw -139854.024360 + Penalty 1687.544538 = -138166.479823 nChanged 10 SP:Iteration 26Q (302.769740 sec): 3 clusters Score: Raw -139855.597536 + Penalty 1687.544538 = -138168.052998 nChanged 7 SP:Iteration 27Q (302.797216 sec): 3 clusters Score: Raw -139857.177707 + Penalty 1687.544538 = -138169.633170 nChanged 7 SP:Iteration 28Q (302.824748 sec): 3 clusters Score: Raw -139859.168841 + Penalty 1687.544538 = -138171.624303 nChanged 10 SP:Iteration 29Q (302.852273 sec): 3 clusters Score: Raw -139861.921699 + Penalty 1687.544538 = -138174.377161 nChanged 7 SP:Iteration 30Q (302.879737 sec): 3 clusters Score: Raw -139863.084409 + Penalty 1687.544538 = -138175.539871 nChanged 6 SP:Iteration 31Q (302.907327 sec): 3 clusters Score: Raw -139864.410598 + Penalty 1687.544538 = -138176.866060 nChanged 6 SP:Iteration 32Q (302.934689 sec): 3 clusters Score: Raw -139865.088006 + Penalty 1687.544538 = -138177.543468 nChanged 5 SP:Iteration 33Q (302.962234 sec): 3 clusters Score: Raw -139866.014532 + Penalty 1687.544538 = -138178.469994 nChanged 4 SP:Iteration 34Q (303.074505 sec): 3 clusters Score: Raw -139867.199837 + Penalty 1687.544538 = -138179.655299 nChanged 3 SP:Iteration 35Q (303.184892 sec): 3 clusters Score: Raw -139868.223083 + Penalty 1687.544538 = -138180.678545 nChanged 5 SP:Iteration 36Q (303.295822 sec): 3 clusters Score: Raw -139869.962005 + Penalty 1687.544538 = -138182.417468 nChanged 6 SP:Iteration 37Q (303.406999 sec): 3 clusters Score: Raw -139871.565931 + Penalty 1687.544538 = -138184.021393 nChanged 8 SP:Iteration 38Q (303.521894 sec): 3 clusters Score: Raw -139873.360898 + Penalty 1687.544538 = -138185.816360 nChanged 5 SP:Iteration 39Q (303.635750 sec): 3 clusters Score: Raw -139874.705191 + Penalty 1687.544538 = -138187.160654 nChanged 1 SP:Iteration 40F (303.753054 sec): 3 clusters Score: Raw -139874.913673 + Penalty 1687.544538 = -138187.369135 nChanged 2 SP:Iteration 41Q (303.835051 sec): 3 clusters Score: Raw -139875.142595 + Penalty 1687.544538 = -138187.598057 nChanged 2 SP:Iteration 42Q (303.927087 sec): 3 clusters Score: Raw -139876.035477 + Penalty 1687.544538 = -138188.490939 nChanged 4 SP:Iteration 43Q (303.972358 sec): 3 clusters Score: Raw -139877.461174 + Penalty 1687.544538 = -138189.916636 nChanged 8 SP:Iteration 44Q (303.999887 sec): 3 clusters Score: Raw -139880.898831 + Penalty 1687.544538 = -138193.354294 nChanged 10 SP:Iteration 45Q (304.027437 sec): 3 clusters Score: Raw -139883.955224 + Penalty 1687.544538 = -138196.410686 nChanged 7 SP:Iteration 46Q (304.055027 sec): 3 clusters Score: Raw -139886.284355 + Penalty 1687.544538 = -138198.739818 nChanged 6 SP:Iteration 47Q (304.083875 sec): 3 clusters Score: Raw -139888.143037 + Penalty 1687.544538 = -138200.598500 nChanged 4 SP:Iteration 48Q (304.112003 sec): 3 clusters Score: Raw -139889.442197 + Penalty 1687.544538 = -138201.897659 nChanged 3 SP:Iteration 49Q (304.139508 sec): 3 clusters Score: Raw -139889.712518 + Penalty 1687.544538 = -138202.167980 nChanged 3 SP:Iteration 50Q (304.167089 sec): 3 clusters Score: Raw -139889.885691 + Penalty 1687.544538 = -138202.341153 nChanged 1 SP:Iteration 51Q (304.194603 sec): 3 clusters Score: Raw -139890.006903 + Penalty 1687.544538 = -138202.462365 nChanged 0 SP:Iteration 52F (304.221897 sec): 3 clusters Score: Raw -139890.006903 + Penalty 1687.544538 = -138202.462365 nChanged 0 Trying to split cluster 4 (2815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (304.255297 sec): 2 clusters Score: Raw -138939.164445 + Penalty 833.985342 = -138105.179103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (304.282203 sec): 3 clusters Score: Raw -137482.107251 + Penalty 1667.970684 = -135814.136567 nChanged 1123 SP:Iteration 1F (304.307432 sec): 3 clusters Score: Raw -138163.187296 + Penalty 1667.970684 = -136495.216613 nChanged 218 SP:Iteration 2F (304.332825 sec): 3 clusters Score: Raw -138302.967518 + Penalty 1667.970684 = -136634.996834 nChanged 180 SP:Iteration 3F (304.361833 sec): 3 clusters Score: Raw -138425.842832 + Penalty 1667.970684 = -136757.872149 nChanged 153 SP:Iteration 4F (304.387691 sec): 3 clusters Score: Raw -138517.270509 + Penalty 1667.970684 = -136849.299825 nChanged 128 SP:Iteration 5Q (304.414116 sec): 3 clusters Score: Raw -138604.711293 + Penalty 1667.970684 = -136936.740610 nChanged 106 SP:Iteration 6Q (304.440549 sec): 3 clusters Score: Raw -138669.271446 + Penalty 1667.970684 = -137001.300763 nChanged 98 SP:Iteration 7Q (304.467050 sec): 3 clusters Score: Raw -138729.172430 + Penalty 1667.970684 = -137061.201746 nChanged 86 SP:Iteration 8Q (304.493604 sec): 3 clusters Score: Raw -138787.693547 + Penalty 1667.970684 = -137119.722864 nChanged 75 SP:Iteration 9Q (304.520110 sec): 3 clusters Score: Raw -138830.363519 + Penalty 1667.970684 = -137162.392835 nChanged 61 SP:Iteration 10Q (304.545739 sec): 3 clusters Score: Raw -138863.853382 + Penalty 1667.970684 = -137195.882699 nChanged 43 SP:Iteration 11Q (304.655454 sec): 3 clusters Score: Raw -138887.413213 + Penalty 1667.970684 = -137219.442529 nChanged 41 SP:Iteration 12Q (304.733175 sec): 3 clusters Score: Raw -138908.634433 + Penalty 1667.970684 = -137240.663750 nChanged 35 SP:Iteration 13Q (304.759713 sec): 3 clusters Score: Raw -138925.080974 + Penalty 1667.970684 = -137257.110291 nChanged 30 SP:Iteration 14Q (304.785976 sec): 3 clusters Score: Raw -138939.406463 + Penalty 1667.970684 = -137271.435779 nChanged 27 SP:Iteration 15Q (304.812204 sec): 3 clusters Score: Raw -138952.740134 + Penalty 1667.970684 = -137284.769450 nChanged 26 SP:Iteration 16Q (304.838821 sec): 3 clusters Score: Raw -138966.425200 + Penalty 1667.970684 = -137298.454517 nChanged 28 SP:Iteration 17Q (304.864935 sec): 3 clusters Score: Raw -138982.444780 + Penalty 1667.970684 = -137314.474097 nChanged 21 SP:Iteration 18Q (304.890551 sec): 3 clusters Score: Raw -138992.427865 + Penalty 1667.970684 = -137324.457182 nChanged 13 SP:Iteration 19Q (304.916088 sec): 3 clusters Score: Raw -138997.756597 + Penalty 1667.970684 = -137329.785913 nChanged 7 SP:Iteration 20F (304.941414 sec): 3 clusters Score: Raw -139001.141263 + Penalty 1667.970684 = -137333.170580 nChanged 8 SP:Iteration 21Q (304.966893 sec): 3 clusters Score: Raw -139003.843881 + Penalty 1667.970684 = -137335.873197 nChanged 6 SP:Iteration 22Q (304.992928 sec): 3 clusters Score: Raw -139005.319172 + Penalty 1667.970684 = -137337.348489 nChanged 6 SP:Iteration 23Q (305.018695 sec): 3 clusters Score: Raw -139006.812446 + Penalty 1667.970684 = -137338.841762 nChanged 3 SP:Iteration 24Q (305.044148 sec): 3 clusters Score: Raw -139008.598103 + Penalty 1667.970684 = -137340.627419 nChanged 6 SP:Iteration 25Q (305.069774 sec): 3 clusters Score: Raw -139011.007713 + Penalty 1667.970684 = -137343.037029 nChanged 5 SP:Iteration 26Q (305.095298 sec): 3 clusters Score: Raw -139013.092163 + Penalty 1667.970684 = -137345.121479 nChanged 4 SP:Iteration 27Q (305.120848 sec): 3 clusters Score: Raw -139014.999668 + Penalty 1667.970684 = -137347.028985 nChanged 7 SP:Iteration 28Q (305.146425 sec): 3 clusters Score: Raw -139017.362320 + Penalty 1667.970684 = -137349.391637 nChanged 6 SP:Iteration 29Q (305.172263 sec): 3 clusters Score: Raw -139018.859574 + Penalty 1667.970684 = -137350.888891 nChanged 3 SP:Iteration 30Q (305.198111 sec): 3 clusters Score: Raw -139020.500747 + Penalty 1667.970684 = -137352.530064 nChanged 4 SP:Iteration 31Q (305.223630 sec): 3 clusters Score: Raw -139022.248387 + Penalty 1667.970684 = -137354.277703 nChanged 4 SP:Iteration 32Q (305.249058 sec): 3 clusters Score: Raw -139023.192845 + Penalty 1667.970684 = -137355.222161 nChanged 1 SP:Iteration 33Q (305.274557 sec): 3 clusters Score: Raw -139023.403414 + Penalty 1667.970684 = -137355.432730 nChanged 2 SP:Iteration 34Q (305.299852 sec): 3 clusters Score: Raw -139023.865011 + Penalty 1667.970684 = -137355.894328 nChanged 1 SP:Iteration 35Q (305.325388 sec): 3 clusters Score: Raw -139024.228073 + Penalty 1667.970684 = -137356.257390 nChanged 1 SP:Iteration 36Q (305.351247 sec): 3 clusters Score: Raw -139024.876273 + Penalty 1667.970684 = -137356.905590 nChanged 2 SP:Iteration 37Q (305.377575 sec): 3 clusters Score: Raw -139025.339598 + Penalty 1667.970684 = -137357.368914 nChanged 2 SP:Iteration 38Q (305.402960 sec): 3 clusters Score: Raw -139025.650197 + Penalty 1667.970684 = -137357.679513 nChanged 0 SP:Iteration 39F (305.428158 sec): 3 clusters Score: Raw -139025.650197 + Penalty 1667.970684 = -137357.679513 nChanged 0 Trying to split cluster 5 (6359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (305.471987 sec): 2 clusters Score: Raw -291334.344374 + Penalty 919.550773 = -290414.793601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (305.515774 sec): 3 clusters Score: Raw -287828.664128 + Penalty 1839.101546 = -285989.562582 nChanged 2735 SP:Iteration 1F (305.638888 sec): 3 clusters Score: Raw -289510.733304 + Penalty 1839.101546 = -287671.631757 nChanged 477 SP:Iteration 2F (305.751182 sec): 3 clusters Score: Raw -289838.044621 + Penalty 1839.101546 = -287998.943074 nChanged 429 SP:Iteration 3F (305.792983 sec): 3 clusters Score: Raw -290144.843489 + Penalty 1839.101546 = -288305.741943 nChanged 383 SP:Iteration 4F (305.921494 sec): 3 clusters Score: Raw -290412.464040 + Penalty 1839.101546 = -288573.362493 nChanged 345 SP:Iteration 5F (306.048358 sec): 3 clusters Score: Raw -290662.650677 + Penalty 1839.101546 = -288823.549130 nChanged 317 SP:Iteration 6Q (306.096254 sec): 3 clusters Score: Raw -290870.404090 + Penalty 1839.101546 = -289031.302543 nChanged 248 SP:Iteration 7Q (306.143246 sec): 3 clusters Score: Raw -291033.535428 + Penalty 1839.101546 = -289194.433881 nChanged 224 SP:Iteration 8Q (306.186550 sec): 3 clusters Score: Raw -291171.762466 + Penalty 1839.101546 = -289332.660919 nChanged 176 SP:Iteration 9Q (306.232521 sec): 3 clusters Score: Raw -291271.081814 + Penalty 1839.101546 = -289431.980267 nChanged 143 SP:Iteration 10Q (306.278236 sec): 3 clusters Score: Raw -291344.606521 + Penalty 1839.101546 = -289505.504974 nChanged 130 SP:Iteration 11Q (306.325065 sec): 3 clusters Score: Raw -291408.468489 + Penalty 1839.101546 = -289569.366943 nChanged 115 SP:Iteration 12Q (306.372369 sec): 3 clusters Score: Raw -291467.182133 + Penalty 1839.101546 = -289628.080587 nChanged 105 SP:Iteration 13Q (306.500570 sec): 3 clusters Score: Raw -291515.469764 + Penalty 1839.101546 = -289676.368218 nChanged 101 SP:Iteration 14Q (306.650627 sec): 3 clusters Score: Raw -291555.744507 + Penalty 1839.101546 = -289716.642961 nChanged 102 SP:Iteration 15Q (306.682659 sec): 3 clusters Score: Raw -291611.472610 + Penalty 1839.101546 = -289772.371064 nChanged 111 SP:Iteration 16Q (306.725451 sec): 3 clusters Score: Raw -291680.661165 + Penalty 1839.101546 = -289841.559618 nChanged 138 SP:Iteration 17Q (306.768393 sec): 3 clusters Score: Raw -291791.890503 + Penalty 1839.101546 = -289952.788956 nChanged 164 SP:Iteration 18Q (306.811075 sec): 3 clusters Score: Raw -291977.366538 + Penalty 1839.101546 = -290138.264992 nChanged 179 SP:Iteration 19Q (306.853424 sec): 3 clusters Score: Raw -292178.662572 + Penalty 1839.101546 = -290339.561026 nChanged 158 SP:Iteration 20F (306.895801 sec): 3 clusters Score: Raw -292313.369047 + Penalty 1839.101546 = -290474.267501 nChanged 134 SP:Iteration 21Q (306.941243 sec): 3 clusters Score: Raw -292428.738179 + Penalty 1839.101546 = -290589.636632 nChanged 117 SP:Iteration 22Q (306.980150 sec): 3 clusters Score: Raw -292554.337866 + Penalty 1839.101546 = -290715.236319 nChanged 88 SP:Iteration 23Q (307.021312 sec): 3 clusters Score: Raw -292662.066489 + Penalty 1839.101546 = -290822.964942 nChanged 82 SP:Iteration 24Q (307.062321 sec): 3 clusters Score: Raw -292818.274254 + Penalty 1839.101546 = -290979.172708 nChanged 71 SP:Iteration 25Q (307.102802 sec): 3 clusters Score: Raw -292986.941290 + Penalty 1839.101546 = -291147.839743 nChanged 71 SP:Iteration 26Q (307.143157 sec): 3 clusters Score: Raw -293186.934825 + Penalty 1839.101546 = -291347.833279 nChanged 69 SP:Iteration 27Q (307.183271 sec): 3 clusters Score: Raw -293409.010969 + Penalty 1839.101546 = -291569.909422 nChanged 46 SP:Iteration 28Q (307.223331 sec): 3 clusters Score: Raw -293563.202460 + Penalty 1839.101546 = -291724.100914 nChanged 19 SP:Iteration 29Q (307.262978 sec): 3 clusters Score: Raw -293625.992150 + Penalty 1839.101546 = -291786.890604 nChanged 10 SP:Iteration 30Q (307.302503 sec): 3 clusters Score: Raw -293633.022757 + Penalty 1839.101546 = -291793.921211 nChanged 4 SP:Iteration 31Q (307.342073 sec): 3 clusters Score: Raw -293633.560355 + Penalty 1839.101546 = -291794.458809 nChanged 0 SP:Iteration 32F (307.384556 sec): 3 clusters Score: Raw -293633.560355 + Penalty 1839.101546 = -291794.458809 nChanged 0 Score: Raw -1488797.867452 + Penalty 13164.978597 = -1475632.888856 Splitting cluster 5 changes total score from -1474430.754424 to -1475632.888856 So it's getting split into cluster 12. Trying to split cluster 6 (2168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.207495 sec): 2 clusters Score: Raw -77254.926322 + Penalty 806.563838 = -76448.362484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.229153 sec): 3 clusters Score: Raw -76189.851407 + Penalty 1613.127676 = -74576.723731 nChanged 827 SP:Iteration 1F (308.251147 sec): 3 clusters Score: Raw -76735.012025 + Penalty 1613.127676 = -75121.884349 nChanged 231 SP:Iteration 2F (308.273621 sec): 3 clusters Score: Raw -76939.900788 + Penalty 1613.127676 = -75326.773112 nChanged 162 SP:Iteration 3F (308.295610 sec): 3 clusters Score: Raw -77123.058400 + Penalty 1613.127676 = -75509.930724 nChanged 162 SP:Iteration 4F (308.317484 sec): 3 clusters Score: Raw -77303.754657 + Penalty 1613.127676 = -75690.626981 nChanged 129 SP:Iteration 5F (308.339298 sec): 3 clusters Score: Raw -77441.892250 + Penalty 1613.127676 = -75828.764574 nChanged 105 SP:Iteration 6Q (308.361445 sec): 3 clusters Score: Raw -77573.615467 + Penalty 1613.127676 = -75960.487791 nChanged 89 SP:Iteration 7Q (308.383575 sec): 3 clusters Score: Raw -77656.605945 + Penalty 1613.127676 = -76043.478268 nChanged 65 SP:Iteration 8Q (308.405453 sec): 3 clusters Score: Raw -77732.008927 + Penalty 1613.127676 = -76118.881251 nChanged 58 SP:Iteration 9Q (308.426006 sec): 3 clusters Score: Raw -77788.947670 + Penalty 1613.127676 = -76175.819993 nChanged 49 SP:Iteration 10Q (308.446413 sec): 3 clusters Score: Raw -77826.115665 + Penalty 1613.127676 = -76212.987989 nChanged 33 SP:Iteration 11Q (308.466704 sec): 3 clusters Score: Raw -77846.825671 + Penalty 1613.127676 = -76233.697995 nChanged 19 SP:Iteration 12Q (308.487060 sec): 3 clusters Score: Raw -77857.197092 + Penalty 1613.127676 = -76244.069416 nChanged 17 SP:Iteration 13Q (308.507399 sec): 3 clusters Score: Raw -77864.933761 + Penalty 1613.127676 = -76251.806085 nChanged 13 SP:Iteration 14Q (308.527698 sec): 3 clusters Score: Raw -77870.702992 + Penalty 1613.127676 = -76257.575316 nChanged 11 SP:Iteration 15Q (308.548035 sec): 3 clusters Score: Raw -77874.581862 + Penalty 1613.127676 = -76261.454186 nChanged 7 SP:Iteration 16Q (308.568336 sec): 3 clusters Score: Raw -77876.589658 + Penalty 1613.127676 = -76263.461982 nChanged 3 SP:Iteration 17Q (308.588601 sec): 3 clusters Score: Raw -77878.780096 + Penalty 1613.127676 = -76265.652420 nChanged 5 SP:Iteration 18Q (308.608818 sec): 3 clusters Score: Raw -77881.549794 + Penalty 1613.127676 = -76268.422118 nChanged 5 SP:Iteration 19Q (308.629233 sec): 3 clusters Score: Raw -77882.315260 + Penalty 1613.127676 = -76269.187584 nChanged 3 SP:Iteration 20F (308.649469 sec): 3 clusters Score: Raw -77883.156804 + Penalty 1613.127676 = -76270.029128 nChanged 1 SP:Iteration 21Q (308.669716 sec): 3 clusters Score: Raw -77883.379532 + Penalty 1613.127676 = -76270.251856 nChanged 0 SP:Iteration 22F (308.690014 sec): 3 clusters Score: Raw -77883.379532 + Penalty 1613.127676 = -76270.251856 nChanged 0 Trying to split cluster 7 (603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.719672 sec): 2 clusters Score: Raw -28048.437878 + Penalty 672.201306 = -27376.236573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.727851 sec): 3 clusters Score: Raw -27877.402019 + Penalty 1344.402611 = -26532.999408 nChanged 174 SP:Iteration 1F (308.735700 sec): 3 clusters Score: Raw -28064.935984 + Penalty 1344.402611 = -26720.533372 nChanged 42 SP:Iteration 2F (308.743472 sec): 3 clusters Score: Raw -28133.547162 + Penalty 1344.402611 = -26789.144551 nChanged 30 SP:Iteration 3Q (308.751260 sec): 3 clusters Score: Raw -28179.364943 + Penalty 1344.402611 = -26834.962332 nChanged 24 SP:Iteration 4Q (308.861460 sec): 3 clusters Score: Raw -28223.574488 + Penalty 1344.402611 = -26879.171877 nChanged 32 SP:Iteration 5F (308.947655 sec): 3 clusters Score: Raw -28263.561171 + Penalty 1344.402611 = -26919.158559 nChanged 17 SP:Iteration 6Q (309.059095 sec): 3 clusters Score: Raw -28281.062836 + Penalty 1344.402611 = -26936.660224 nChanged 12 SP:Iteration 7Q (309.152189 sec): 3 clusters Score: Raw -28294.223280 + Penalty 1344.402611 = -26949.820669 nChanged 9 SP:Iteration 8Q (309.260440 sec): 3 clusters Score: Raw -28305.658340 + Penalty 1344.402611 = -26961.255729 nChanged 3 SP:Iteration 9Q (309.370411 sec): 3 clusters Score: Raw -28308.376605 + Penalty 1344.402611 = -26963.973994 nChanged 2 SP:Iteration 10Q (309.483998 sec): 3 clusters Score: Raw -28309.880577 + Penalty 1344.402611 = -26965.477965 nChanged 1 SP:Iteration 11Q (309.596440 sec): 3 clusters Score: Raw -28310.387129 + Penalty 1344.402611 = -26965.984518 nChanged 1 SP:Iteration 12Q (309.699427 sec): 3 clusters Score: Raw -28311.386184 + Penalty 1344.402611 = -26966.983573 nChanged 2 SP:Iteration 13Q (309.810302 sec): 3 clusters Score: Raw -28313.060093 + Penalty 1344.402611 = -26968.657482 nChanged 1 SP:Iteration 14Q (309.900329 sec): 3 clusters Score: Raw -28316.227103 + Penalty 1344.402611 = -26971.824491 nChanged 1 SP:Iteration 15Q (310.010773 sec): 3 clusters Score: Raw -28316.921372 + Penalty 1344.402611 = -26972.518761 nChanged 0 SP:Iteration 16F (310.149777 sec): 3 clusters Score: Raw -28316.921372 + Penalty 1344.402611 = -26972.518761 nChanged 0 Trying to split cluster 8 (6872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (310.225159 sec): 2 clusters Score: Raw -338640.078453 + Penalty 927.697099 = -337712.381354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (310.361634 sec): 3 clusters Score: Raw -334716.435388 + Penalty 1855.394197 = -332861.041191 nChanged 2989 SP:Iteration 1F (310.468140 sec): 3 clusters Score: Raw -336510.529701 + Penalty 1855.394197 = -334655.135503 nChanged 480 SP:Iteration 2F (310.619320 sec): 3 clusters Score: Raw -336785.138043 + Penalty 1855.394197 = -334929.743846 nChanged 420 SP:Iteration 3F (310.737166 sec): 3 clusters Score: Raw -337001.783250 + Penalty 1855.394197 = -335146.389052 nChanged 377 SP:Iteration 4F (310.860960 sec): 3 clusters Score: Raw -337192.689071 + Penalty 1855.394197 = -335337.294874 nChanged 307 SP:Iteration 5Q (310.916508 sec): 3 clusters Score: Raw -337333.507127 + Penalty 1855.394197 = -335478.112930 nChanged 293 SP:Iteration 6Q (310.964266 sec): 3 clusters Score: Raw -337465.227012 + Penalty 1855.394197 = -335609.832815 nChanged 247 SP:Iteration 7Q (311.014507 sec): 3 clusters Score: Raw -337583.743623 + Penalty 1855.394197 = -335728.349426 nChanged 249 SP:Iteration 8Q (311.064701 sec): 3 clusters Score: Raw -337710.719188 + Penalty 1855.394197 = -335855.324991 nChanged 252 SP:Iteration 9Q (311.114993 sec): 3 clusters Score: Raw -337833.734412 + Penalty 1855.394197 = -335978.340215 nChanged 218 SP:Iteration 10Q (311.165298 sec): 3 clusters Score: Raw -337952.922213 + Penalty 1855.394197 = -336097.528016 nChanged 215 SP:Iteration 11Q (311.216540 sec): 3 clusters Score: Raw -338079.591791 + Penalty 1855.394197 = -336224.197594 nChanged 218 SP:Iteration 12Q (311.267778 sec): 3 clusters Score: Raw -338214.193970 + Penalty 1855.394197 = -336358.799773 nChanged 206 SP:Iteration 13Q (311.318898 sec): 3 clusters Score: Raw -338333.583702 + Penalty 1855.394197 = -336478.189505 nChanged 178 SP:Iteration 14Q (311.369860 sec): 3 clusters Score: Raw -338427.593348 + Penalty 1855.394197 = -336572.199151 nChanged 158 SP:Iteration 15Q (311.420225 sec): 3 clusters Score: Raw -338535.252774 + Penalty 1855.394197 = -336679.858577 nChanged 139 SP:Iteration 16Q (311.470549 sec): 3 clusters Score: Raw -338649.334885 + Penalty 1855.394197 = -336793.940688 nChanged 114 SP:Iteration 17Q (311.596223 sec): 3 clusters Score: Raw -338729.174970 + Penalty 1855.394197 = -336873.780773 nChanged 74 SP:Iteration 18Q (311.656906 sec): 3 clusters Score: Raw -338781.892086 + Penalty 1855.394197 = -336926.497889 nChanged 65 SP:Iteration 19Q (311.717307 sec): 3 clusters Score: Raw -338818.835503 + Penalty 1855.394197 = -336963.441305 nChanged 54 SP:Iteration 20F (311.779328 sec): 3 clusters Score: Raw -338847.564229 + Penalty 1855.394197 = -336992.170032 nChanged 51 SP:Iteration 21Q (311.825802 sec): 3 clusters Score: Raw -338875.793173 + Penalty 1855.394197 = -337020.398976 nChanged 46 SP:Iteration 22Q (311.871843 sec): 3 clusters Score: Raw -338900.173087 + Penalty 1855.394197 = -337044.778889 nChanged 39 SP:Iteration 23Q (311.917782 sec): 3 clusters Score: Raw -338919.620226 + Penalty 1855.394197 = -337064.226028 nChanged 32 SP:Iteration 24Q (312.046492 sec): 3 clusters Score: Raw -338929.929133 + Penalty 1855.394197 = -337074.534935 nChanged 16 SP:Iteration 25Q (312.178206 sec): 3 clusters Score: Raw -338935.749938 + Penalty 1855.394197 = -337080.355740 nChanged 14 SP:Iteration 26Q (312.317956 sec): 3 clusters Score: Raw -338941.674654 + Penalty 1855.394197 = -337086.280456 nChanged 14 SP:Iteration 27Q (312.446597 sec): 3 clusters Score: Raw -338946.286961 + Penalty 1855.394197 = -337090.892763 nChanged 10 SP:Iteration 28Q (312.580553 sec): 3 clusters Score: Raw -338950.396514 + Penalty 1855.394197 = -337095.002316 nChanged 10 SP:Iteration 29Q (312.711585 sec): 3 clusters Score: Raw -338956.187660 + Penalty 1855.394197 = -337100.793463 nChanged 15 SP:Iteration 30Q (312.812432 sec): 3 clusters Score: Raw -338961.996203 + Penalty 1855.394197 = -337106.602005 nChanged 13 SP:Iteration 31Q (312.955064 sec): 3 clusters Score: Raw -338965.481867 + Penalty 1855.394197 = -337110.087670 nChanged 9 SP:Iteration 32Q (313.070282 sec): 3 clusters Score: Raw -338968.058533 + Penalty 1855.394197 = -337112.664336 nChanged 6 SP:Iteration 33Q (313.120346 sec): 3 clusters Score: Raw -338970.341339 + Penalty 1855.394197 = -337114.947141 nChanged 5 SP:Iteration 34Q (313.169130 sec): 3 clusters Score: Raw -338971.745519 + Penalty 1855.394197 = -337116.351321 nChanged 3 SP:Iteration 35Q (313.216940 sec): 3 clusters Score: Raw -338972.872167 + Penalty 1855.394197 = -337117.477970 nChanged 5 SP:Iteration 36Q (313.264792 sec): 3 clusters Score: Raw -338974.593767 + Penalty 1855.394197 = -337119.199570 nChanged 6 SP:Iteration 37Q (313.315853 sec): 3 clusters Score: Raw -338977.563851 + Penalty 1855.394197 = -337122.169654 nChanged 8 SP:Iteration 38Q (313.369089 sec): 3 clusters Score: Raw -338981.625457 + Penalty 1855.394197 = -337126.231260 nChanged 6 SP:Iteration 39Q (313.485260 sec): 3 clusters Score: Raw -338984.314447 + Penalty 1855.394197 = -337128.920250 nChanged 9 SP:Iteration 40F (313.584068 sec): 3 clusters Score: Raw -338987.479336 + Penalty 1855.394197 = -337132.085139 nChanged 5 SP:Iteration 41Q (313.630250 sec): 3 clusters Score: Raw -338989.115328 + Penalty 1855.394197 = -337133.721131 nChanged 1 SP:Iteration 42Q (313.676715 sec): 3 clusters Score: Raw -338989.281234 + Penalty 1855.394197 = -337133.887037 nChanged 0 SP:Iteration 43F (313.725675 sec): 3 clusters Score: Raw -338989.281234 + Penalty 1855.394197 = -337133.887037 nChanged 0 Trying to split cluster 9 (1359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (313.790926 sec): 2 clusters Score: Raw -54715.629178 + Penalty 757.522963 = -53958.106214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (313.913899 sec): 3 clusters Score: Raw -54163.776505 + Penalty 1515.045927 = -52648.730578 nChanged 496 SP:Iteration 1F (314.019652 sec): 3 clusters Score: Raw -54483.430404 + Penalty 1515.045927 = -52968.384477 nChanged 110 SP:Iteration 2F (314.126314 sec): 3 clusters Score: Raw -54605.952648 + Penalty 1515.045927 = -53090.906721 nChanged 88 SP:Iteration 3F (314.240403 sec): 3 clusters Score: Raw -54701.915399 + Penalty 1515.045927 = -53186.869472 nChanged 65 SP:Iteration 4Q (314.333312 sec): 3 clusters Score: Raw -54767.294525 + Penalty 1515.045927 = -53252.248598 nChanged 49 SP:Iteration 5Q (314.419513 sec): 3 clusters Score: Raw -54809.807976 + Penalty 1515.045927 = -53294.762049 nChanged 43 SP:Iteration 6Q (314.434988 sec): 3 clusters Score: Raw -54840.391770 + Penalty 1515.045927 = -53325.345843 nChanged 23 SP:Iteration 7Q (314.450304 sec): 3 clusters Score: Raw -54866.362734 + Penalty 1515.045927 = -53351.316807 nChanged 30 SP:Iteration 8Q (314.465757 sec): 3 clusters Score: Raw -54888.157056 + Penalty 1515.045927 = -53373.111129 nChanged 20 SP:Iteration 9Q (314.481080 sec): 3 clusters Score: Raw -54909.636589 + Penalty 1515.045927 = -53394.590662 nChanged 20 SP:Iteration 10Q (314.496314 sec): 3 clusters Score: Raw -54920.056398 + Penalty 1515.045927 = -53405.010471 nChanged 17 SP:Iteration 11Q (314.511560 sec): 3 clusters Score: Raw -54928.588598 + Penalty 1515.045927 = -53413.542671 nChanged 16 SP:Iteration 12Q (314.526792 sec): 3 clusters Score: Raw -54936.360915 + Penalty 1515.045927 = -53421.314988 nChanged 15 SP:Iteration 13Q (314.541928 sec): 3 clusters Score: Raw -54948.586853 + Penalty 1515.045927 = -53433.540926 nChanged 19 SP:Iteration 14Q (314.557232 sec): 3 clusters Score: Raw -54961.110661 + Penalty 1515.045927 = -53446.064734 nChanged 13 SP:Iteration 15Q (314.572415 sec): 3 clusters Score: Raw -54971.101792 + Penalty 1515.045927 = -53456.055865 nChanged 7 SP:Iteration 16Q (314.587600 sec): 3 clusters Score: Raw -54975.283055 + Penalty 1515.045927 = -53460.237128 nChanged 8 SP:Iteration 17Q (314.602744 sec): 3 clusters Score: Raw -54981.077619 + Penalty 1515.045927 = -53466.031692 nChanged 6 SP:Iteration 18Q (314.618114 sec): 3 clusters Score: Raw -54984.319144 + Penalty 1515.045927 = -53469.273217 nChanged 4 SP:Iteration 19Q (314.633362 sec): 3 clusters Score: Raw -54987.739129 + Penalty 1515.045927 = -53472.693202 nChanged 7 SP:Iteration 20F (314.648323 sec): 3 clusters Score: Raw -54990.090567 + Penalty 1515.045927 = -53475.044640 nChanged 3 SP:Iteration 21Q (314.663504 sec): 3 clusters Score: Raw -54991.893231 + Penalty 1515.045927 = -53476.847304 nChanged 3 SP:Iteration 22Q (314.678964 sec): 3 clusters Score: Raw -54993.814497 + Penalty 1515.045927 = -53478.768570 nChanged 2 SP:Iteration 23Q (314.694149 sec): 3 clusters Score: Raw -54995.481708 + Penalty 1515.045927 = -53480.435782 nChanged 1 SP:Iteration 24Q (314.709279 sec): 3 clusters Score: Raw -54996.097672 + Penalty 1515.045927 = -53481.051745 nChanged 0 SP:Iteration 25F (314.724224 sec): 3 clusters Score: Raw -54996.097672 + Penalty 1515.045927 = -53481.051745 nChanged 0 Trying to split cluster 10 (3012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (314.761305 sec): 2 clusters Score: Raw -141719.561134 + Penalty 841.087757 = -140878.473377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (314.791397 sec): 3 clusters Score: Raw -140233.406382 + Penalty 1682.175514 = -138551.230869 nChanged 1217 SP:Iteration 1F (314.820226 sec): 3 clusters Score: Raw -141015.799218 + Penalty 1682.175514 = -139333.623704 nChanged 266 SP:Iteration 2F (314.849517 sec): 3 clusters Score: Raw -141275.637648 + Penalty 1682.175514 = -139593.462134 nChanged 242 SP:Iteration 3F (314.878737 sec): 3 clusters Score: Raw -141593.920332 + Penalty 1682.175514 = -139911.744818 nChanged 233 SP:Iteration 4F (314.907960 sec): 3 clusters Score: Raw -141899.507004 + Penalty 1682.175514 = -140217.331491 nChanged 187 SP:Iteration 5F (314.937012 sec): 3 clusters Score: Raw -142120.471243 + Penalty 1682.175514 = -140438.295729 nChanged 106 SP:Iteration 6Q (314.966855 sec): 3 clusters Score: Raw -142209.466892 + Penalty 1682.175514 = -140527.291378 nChanged 74 SP:Iteration 7Q (315.097017 sec): 3 clusters Score: Raw -142252.400183 + Penalty 1682.175514 = -140570.224669 nChanged 42 SP:Iteration 8Q (315.187381 sec): 3 clusters Score: Raw -142274.634386 + Penalty 1682.175514 = -140592.458873 nChanged 37 SP:Iteration 9Q (315.216256 sec): 3 clusters Score: Raw -142289.500952 + Penalty 1682.175514 = -140607.325439 nChanged 27 SP:Iteration 10Q (315.245087 sec): 3 clusters Score: Raw -142303.729081 + Penalty 1682.175514 = -140621.553567 nChanged 18 SP:Iteration 11Q (315.273822 sec): 3 clusters Score: Raw -142309.149441 + Penalty 1682.175514 = -140626.973927 nChanged 13 SP:Iteration 12Q (315.302632 sec): 3 clusters Score: Raw -142315.284231 + Penalty 1682.175514 = -140633.108717 nChanged 11 SP:Iteration 13Q (315.331168 sec): 3 clusters Score: Raw -142323.650200 + Penalty 1682.175514 = -140641.474687 nChanged 16 SP:Iteration 14Q (315.439760 sec): 3 clusters Score: Raw -142332.222097 + Penalty 1682.175514 = -140650.046583 nChanged 12 SP:Iteration 15Q (315.555659 sec): 3 clusters Score: Raw -142337.170457 + Penalty 1682.175514 = -140654.994943 nChanged 13 SP:Iteration 16Q (315.673823 sec): 3 clusters Score: Raw -142344.734038 + Penalty 1682.175514 = -140662.558524 nChanged 13 SP:Iteration 17Q (315.785625 sec): 3 clusters Score: Raw -142351.538850 + Penalty 1682.175514 = -140669.363336 nChanged 6 SP:Iteration 18Q (315.904333 sec): 3 clusters Score: Raw -142353.283441 + Penalty 1682.175514 = -140671.107928 nChanged 3 SP:Iteration 19Q (316.022349 sec): 3 clusters Score: Raw -142354.089440 + Penalty 1682.175514 = -140671.913926 nChanged 4 SP:Iteration 20F (316.140166 sec): 3 clusters Score: Raw -142355.585128 + Penalty 1682.175514 = -140673.409614 nChanged 5 SP:Iteration 21Q (316.250532 sec): 3 clusters Score: Raw -142356.939244 + Penalty 1682.175514 = -140674.763731 nChanged 5 SP:Iteration 22Q (316.279315 sec): 3 clusters Score: Raw -142358.197563 + Penalty 1682.175514 = -140676.022049 nChanged 4 SP:Iteration 23Q (316.307693 sec): 3 clusters Score: Raw -142359.424684 + Penalty 1682.175514 = -140677.249170 nChanged 8 SP:Iteration 24Q (316.336122 sec): 3 clusters Score: Raw -142366.072595 + Penalty 1682.175514 = -140683.897081 nChanged 15 SP:Iteration 25Q (316.364338 sec): 3 clusters Score: Raw -142377.270888 + Penalty 1682.175514 = -140695.095375 nChanged 16 SP:Iteration 26Q (316.392718 sec): 3 clusters Score: Raw -142384.849626 + Penalty 1682.175514 = -140702.674113 nChanged 12 SP:Iteration 27Q (316.420969 sec): 3 clusters Score: Raw -142392.469337 + Penalty 1682.175514 = -140710.293823 nChanged 20 SP:Iteration 28Q (316.449381 sec): 3 clusters Score: Raw -142408.374280 + Penalty 1682.175514 = -140726.198767 nChanged 12 SP:Iteration 29Q (316.477448 sec): 3 clusters Score: Raw -142418.336095 + Penalty 1682.175514 = -140736.160582 nChanged 11 SP:Iteration 30Q (316.505645 sec): 3 clusters Score: Raw -142423.671634 + Penalty 1682.175514 = -140741.496120 nChanged 10 SP:Iteration 31Q (316.533751 sec): 3 clusters Score: Raw -142428.359231 + Penalty 1682.175514 = -140746.183718 nChanged 9 SP:Iteration 32Q (316.561735 sec): 3 clusters Score: Raw -142432.483663 + Penalty 1682.175514 = -140750.308150 nChanged 7 SP:Iteration 33Q (316.589775 sec): 3 clusters Score: Raw -142435.419540 + Penalty 1682.175514 = -140753.244026 nChanged 5 SP:Iteration 34Q (316.617731 sec): 3 clusters Score: Raw -142437.050229 + Penalty 1682.175514 = -140754.874715 nChanged 2 SP:Iteration 35Q (316.645786 sec): 3 clusters Score: Raw -142437.731182 + Penalty 1682.175514 = -140755.555668 nChanged 4 SP:Iteration 36Q (316.673786 sec): 3 clusters Score: Raw -142438.389234 + Penalty 1682.175514 = -140756.213720 nChanged 2 SP:Iteration 37Q (316.701840 sec): 3 clusters Score: Raw -142438.931890 + Penalty 1682.175514 = -140756.756376 nChanged 2 SP:Iteration 38Q (316.729746 sec): 3 clusters Score: Raw -142439.577148 + Penalty 1682.175514 = -140757.401634 nChanged 2 SP:Iteration 39Q (316.880848 sec): 3 clusters Score: Raw -142440.945109 + Penalty 1682.175514 = -140758.769596 nChanged 2 SP:Iteration 40F (316.944217 sec): 3 clusters Score: Raw -142441.530549 + Penalty 1682.175514 = -140759.355035 nChanged 1 SP:Iteration 41Q (316.972666 sec): 3 clusters Score: Raw -142441.893497 + Penalty 1682.175514 = -140759.717984 nChanged 1 SP:Iteration 42Q (317.001152 sec): 3 clusters Score: Raw -142442.522233 + Penalty 1682.175514 = -140760.346719 nChanged 3 SP:Iteration 43Q (317.029408 sec): 3 clusters Score: Raw -142443.054880 + Penalty 1682.175514 = -140760.879366 nChanged 3 SP:Iteration 44Q (317.057581 sec): 3 clusters Score: Raw -142443.885986 + Penalty 1682.175514 = -140761.710472 nChanged 3 SP:Iteration 45Q (317.085924 sec): 3 clusters Score: Raw -142444.676684 + Penalty 1682.175514 = -140762.501170 nChanged 4 SP:Iteration 46Q (317.114117 sec): 3 clusters Score: Raw -142446.797591 + Penalty 1682.175514 = -140764.622078 nChanged 6 SP:Iteration 47Q (317.142352 sec): 3 clusters Score: Raw -142449.607333 + Penalty 1682.175514 = -140767.431820 nChanged 8 SP:Iteration 48Q (317.170297 sec): 3 clusters Score: Raw -142453.277417 + Penalty 1682.175514 = -140771.101904 nChanged 3 SP:Iteration 49Q (317.198219 sec): 3 clusters Score: Raw -142454.950983 + Penalty 1682.175514 = -140772.775469 nChanged 2 SP:Iteration 50Q (317.226177 sec): 3 clusters Score: Raw -142455.790107 + Penalty 1682.175514 = -140773.614593 nChanged 1 SP:Iteration 51Q (317.254085 sec): 3 clusters Score: Raw -142455.918099 + Penalty 1682.175514 = -140773.742586 nChanged 1 SP:Iteration 52Q (317.282062 sec): 3 clusters Score: Raw -142456.170786 + Penalty 1682.175514 = -140773.995273 nChanged 0 SP:Iteration 53F (317.310148 sec): 3 clusters Score: Raw -142456.170786 + Penalty 1682.175514 = -140773.995273 nChanged 0 Trying to split cluster 11 (1579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (317.343031 sec): 2 clusters Score: Raw -43073.048217 + Penalty 773.277436 = -42299.770780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (317.360669 sec): 3 clusters Score: Raw -42444.496939 + Penalty 1546.554873 = -40897.942066 nChanged 618 SP:Iteration 1F (317.377235 sec): 3 clusters Score: Raw -43111.527723 + Penalty 1546.554873 = -41564.972850 nChanged 211 SP:Iteration 2F (317.394024 sec): 3 clusters Score: Raw -43395.649168 + Penalty 1546.554873 = -41849.094295 nChanged 122 SP:Iteration 3F (317.410784 sec): 3 clusters Score: Raw -43594.223371 + Penalty 1546.554873 = -42047.668498 nChanged 98 SP:Iteration 4F (317.427538 sec): 3 clusters Score: Raw -43731.054683 + Penalty 1546.554873 = -42184.499810 nChanged 65 SP:Iteration 5Q (317.444506 sec): 3 clusters Score: Raw -43807.898211 + Penalty 1546.554873 = -42261.343338 nChanged 39 SP:Iteration 6Q (317.461110 sec): 3 clusters Score: Raw -43859.936524 + Penalty 1546.554873 = -42313.381651 nChanged 39 SP:Iteration 7Q (317.477916 sec): 3 clusters Score: Raw -43904.997611 + Penalty 1546.554873 = -42358.442738 nChanged 34 SP:Iteration 8Q (317.494725 sec): 3 clusters Score: Raw -43939.123452 + Penalty 1546.554873 = -42392.568579 nChanged 21 SP:Iteration 9Q (317.511445 sec): 3 clusters Score: Raw -43959.579537 + Penalty 1546.554873 = -42413.024664 nChanged 15 SP:Iteration 10Q (317.528150 sec): 3 clusters Score: Raw -43973.288817 + Penalty 1546.554873 = -42426.733944 nChanged 13 SP:Iteration 11Q (317.544769 sec): 3 clusters Score: Raw -43986.435819 + Penalty 1546.554873 = -42439.880946 nChanged 18 SP:Iteration 12Q (317.561320 sec): 3 clusters Score: Raw -44001.760064 + Penalty 1546.554873 = -42455.205191 nChanged 14 SP:Iteration 13Q (317.577934 sec): 3 clusters Score: Raw -44014.740727 + Penalty 1546.554873 = -42468.185854 nChanged 13 SP:Iteration 14Q (317.594342 sec): 3 clusters Score: Raw -44036.827848 + Penalty 1546.554873 = -42490.272975 nChanged 10 SP:Iteration 15Q (317.704380 sec): 3 clusters Score: Raw -44045.122616 + Penalty 1546.554873 = -42498.567743 nChanged 7 SP:Iteration 16Q (317.817467 sec): 3 clusters Score: Raw -44048.645510 + Penalty 1546.554873 = -42502.090637 nChanged 7 SP:Iteration 17Q (317.932331 sec): 3 clusters Score: Raw -44052.916418 + Penalty 1546.554873 = -42506.361545 nChanged 2 SP:Iteration 18Q (318.046289 sec): 3 clusters Score: Raw -44053.450840 + Penalty 1546.554873 = -42506.895967 nChanged 1 SP:Iteration 19Q (318.160099 sec): 3 clusters Score: Raw -44053.671913 + Penalty 1546.554873 = -42507.117040 nChanged 1 SP:Iteration 20F (318.176261 sec): 3 clusters Score: Raw -44053.786749 + Penalty 1546.554873 = -42507.231876 nChanged 0 Score: Raw -1489778.605985 + Penalty 14262.060146 = -1475516.545839 Splitting cluster 11 changes total score from -1474430.754424 to -1475516.545839 So it's getting split into cluster 13. Iteration 127F (319.358015 sec): 14 clusters Score: Raw -1490083.740585 + Penalty 14262.060146 = -1475821.680439 nChanged 345 Iteration 128Q (319.778043 sec): 14 clusters Score: Raw -1490280.868291 + Penalty 14262.060146 = -1476018.808145 nChanged 147 Iteration 129Q (320.126860 sec): 14 clusters Score: Raw -1490363.926018 + Penalty 14262.060146 = -1476101.865872 nChanged 106 Iteration 130Q (320.555072 sec): 14 clusters Score: Raw -1490409.350793 + Penalty 14262.060146 = -1476147.290646 nChanged 78 Iteration 131Q (321.309092 sec): 14 clusters Score: Raw -1490436.220716 + Penalty 14262.060146 = -1476174.160570 nChanged 60 Iteration 132Q (321.722999 sec): 14 clusters Score: Raw -1490457.288026 + Penalty 14262.060146 = -1476195.227880 nChanged 57 Iteration 133Q (322.091992 sec): 14 clusters Score: Raw -1490477.692259 + Penalty 14262.060146 = -1476215.632112 nChanged 55 Iteration 134Q (322.656209 sec): 14 clusters Score: Raw -1490494.808914 + Penalty 14262.060146 = -1476232.748768 nChanged 40 Iteration 135Q (323.077623 sec): 14 clusters Score: Raw -1490505.882107 + Penalty 14262.060146 = -1476243.821961 nChanged 43 Iteration 136Q (323.424320 sec): 14 clusters Score: Raw -1490520.847386 + Penalty 14262.060146 = -1476258.787240 nChanged 45 Iteration 137Q (323.824752 sec): 14 clusters Score: Raw -1490535.048375 + Penalty 14262.060146 = -1476272.988229 nChanged 61 Iteration 138Q (324.238480 sec): 14 clusters Score: Raw -1490554.209875 + Penalty 14262.060146 = -1476292.149729 nChanged 54 Writing temp clu file Because OldScore, -1476272.988229, is greater than current (better) Score,-1476292.149729 Compute initial score before splitting: Score: Raw -1490554.209875 + Penalty 14262.060146 = -1476292.149729 Trying to split cluster 1 (2998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (324.290682 sec): 2 clusters Score: Raw -138334.924076 + Penalty 840.598571 = -137494.325505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (324.321902 sec): 3 clusters Score: Raw -136778.522307 + Penalty 1681.197143 = -135097.325164 nChanged 1207 SP:Iteration 1F (324.356322 sec): 3 clusters Score: Raw -137499.649970 + Penalty 1681.197143 = -135818.452828 nChanged 257 SP:Iteration 2F (324.391698 sec): 3 clusters Score: Raw -137694.953425 + Penalty 1681.197143 = -136013.756283 nChanged 227 SP:Iteration 3F (324.420881 sec): 3 clusters Score: Raw -137879.900302 + Penalty 1681.197143 = -136198.703159 nChanged 193 SP:Iteration 4F (324.449785 sec): 3 clusters Score: Raw -138056.409103 + Penalty 1681.197143 = -136375.211961 nChanged 180 SP:Iteration 5F (324.478554 sec): 3 clusters Score: Raw -138202.364964 + Penalty 1681.197143 = -136521.167821 nChanged 158 SP:Iteration 6F (324.507195 sec): 3 clusters Score: Raw -138307.166036 + Penalty 1681.197143 = -136625.968894 nChanged 121 SP:Iteration 7Q (324.536766 sec): 3 clusters Score: Raw -138392.607607 + Penalty 1681.197143 = -136711.410465 nChanged 103 SP:Iteration 8Q (324.566282 sec): 3 clusters Score: Raw -138450.413368 + Penalty 1681.197143 = -136769.216225 nChanged 68 SP:Iteration 9Q (324.687193 sec): 3 clusters Score: Raw -138485.891037 + Penalty 1681.197143 = -136804.693894 nChanged 60 SP:Iteration 10Q (324.799244 sec): 3 clusters Score: Raw -138527.093656 + Penalty 1681.197143 = -136845.896513 nChanged 48 SP:Iteration 11Q (324.828730 sec): 3 clusters Score: Raw -138547.340033 + Penalty 1681.197143 = -136866.142891 nChanged 33 SP:Iteration 12Q (324.858138 sec): 3 clusters Score: Raw -138570.258609 + Penalty 1681.197143 = -136889.061467 nChanged 41 SP:Iteration 13Q (324.887477 sec): 3 clusters Score: Raw -138596.057623 + Penalty 1681.197143 = -136914.860480 nChanged 33 SP:Iteration 14Q (324.916830 sec): 3 clusters Score: Raw -138612.843296 + Penalty 1681.197143 = -136931.646153 nChanged 24 SP:Iteration 15Q (324.945555 sec): 3 clusters Score: Raw -138625.139997 + Penalty 1681.197143 = -136943.942855 nChanged 26 SP:Iteration 16Q (324.974349 sec): 3 clusters Score: Raw -138638.635107 + Penalty 1681.197143 = -136957.437965 nChanged 27 SP:Iteration 17Q (325.003235 sec): 3 clusters Score: Raw -138649.981290 + Penalty 1681.197143 = -136968.784147 nChanged 19 SP:Iteration 18Q (325.031970 sec): 3 clusters Score: Raw -138656.268586 + Penalty 1681.197143 = -136975.071443 nChanged 15 SP:Iteration 19Q (325.060793 sec): 3 clusters Score: Raw -138660.933759 + Penalty 1681.197143 = -136979.736617 nChanged 16 SP:Iteration 20F (325.089176 sec): 3 clusters Score: Raw -138665.630716 + Penalty 1681.197143 = -136984.433574 nChanged 10 SP:Iteration 21Q (325.117910 sec): 3 clusters Score: Raw -138669.569015 + Penalty 1681.197143 = -136988.371872 nChanged 9 SP:Iteration 22Q (325.146565 sec): 3 clusters Score: Raw -138672.264735 + Penalty 1681.197143 = -136991.067592 nChanged 10 SP:Iteration 23Q (325.175318 sec): 3 clusters Score: Raw -138677.515815 + Penalty 1681.197143 = -136996.318673 nChanged 13 SP:Iteration 24Q (325.203909 sec): 3 clusters Score: Raw -138682.336889 + Penalty 1681.197143 = -137001.139746 nChanged 10 SP:Iteration 25Q (325.232538 sec): 3 clusters Score: Raw -138685.765803 + Penalty 1681.197143 = -137004.568661 nChanged 7 SP:Iteration 26Q (325.261197 sec): 3 clusters Score: Raw -138688.507354 + Penalty 1681.197143 = -137007.310212 nChanged 10 SP:Iteration 27Q (325.289675 sec): 3 clusters Score: Raw -138692.747832 + Penalty 1681.197143 = -137011.550690 nChanged 8 SP:Iteration 28Q (325.318405 sec): 3 clusters Score: Raw -138694.655650 + Penalty 1681.197143 = -137013.458507 nChanged 7 SP:Iteration 29Q (325.347006 sec): 3 clusters Score: Raw -138696.907979 + Penalty 1681.197143 = -137015.710836 nChanged 7 SP:Iteration 30Q (325.375624 sec): 3 clusters Score: Raw -138699.615272 + Penalty 1681.197143 = -137018.418130 nChanged 8 SP:Iteration 31Q (325.404112 sec): 3 clusters Score: Raw -138702.033310 + Penalty 1681.197143 = -137020.836168 nChanged 8 SP:Iteration 32Q (325.432683 sec): 3 clusters Score: Raw -138703.736446 + Penalty 1681.197143 = -137022.539304 nChanged 4 SP:Iteration 33Q (325.461209 sec): 3 clusters Score: Raw -138705.007662 + Penalty 1681.197143 = -137023.810520 nChanged 5 SP:Iteration 34Q (325.489693 sec): 3 clusters Score: Raw -138706.574306 + Penalty 1681.197143 = -137025.377164 nChanged 8 SP:Iteration 35Q (325.518375 sec): 3 clusters Score: Raw -138709.454593 + Penalty 1681.197143 = -137028.257451 nChanged 5 SP:Iteration 36Q (325.546781 sec): 3 clusters Score: Raw -138711.150422 + Penalty 1681.197143 = -137029.953280 nChanged 4 SP:Iteration 37Q (325.575383 sec): 3 clusters Score: Raw -138712.324743 + Penalty 1681.197143 = -137031.127600 nChanged 5 SP:Iteration 38Q (325.603800 sec): 3 clusters Score: Raw -138713.315338 + Penalty 1681.197143 = -137032.118195 nChanged 1 SP:Iteration 39Q (325.632281 sec): 3 clusters Score: Raw -138713.622670 + Penalty 1681.197143 = -137032.425527 nChanged 1 SP:Iteration 40F (325.660598 sec): 3 clusters Score: Raw -138713.679829 + Penalty 1681.197143 = -137032.482687 nChanged 0 Trying to split cluster 2 (3290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (325.724386 sec): 2 clusters Score: Raw -157940.035295 + Penalty 850.357499 = -157089.677796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (325.816924 sec): 3 clusters Score: Raw -156242.510620 + Penalty 1700.714997 = -154541.795623 nChanged 1344 SP:Iteration 1F (325.848678 sec): 3 clusters Score: Raw -157022.473646 + Penalty 1700.714997 = -155321.758649 nChanged 260 SP:Iteration 2F (325.881858 sec): 3 clusters Score: Raw -157188.494642 + Penalty 1700.714997 = -155487.779645 nChanged 225 SP:Iteration 3F (325.913394 sec): 3 clusters Score: Raw -157326.827427 + Penalty 1700.714997 = -155626.112430 nChanged 193 SP:Iteration 4F (325.945144 sec): 3 clusters Score: Raw -157439.993051 + Penalty 1700.714997 = -155739.278054 nChanged 168 SP:Iteration 5F (325.976831 sec): 3 clusters Score: Raw -157537.248147 + Penalty 1700.714997 = -155836.533149 nChanged 122 SP:Iteration 6Q (326.009503 sec): 3 clusters Score: Raw -157601.045913 + Penalty 1700.714997 = -155900.330915 nChanged 104 SP:Iteration 7Q (326.041161 sec): 3 clusters Score: Raw -157660.313451 + Penalty 1700.714997 = -155959.598453 nChanged 96 SP:Iteration 8Q (326.093982 sec): 3 clusters Score: Raw -157706.361096 + Penalty 1700.714997 = -156005.646099 nChanged 70 SP:Iteration 9Q (326.146256 sec): 3 clusters Score: Raw -157740.379149 + Penalty 1700.714997 = -156039.664152 nChanged 65 SP:Iteration 10Q (326.177917 sec): 3 clusters Score: Raw -157773.313284 + Penalty 1700.714997 = -156072.598287 nChanged 58 SP:Iteration 11Q (326.209743 sec): 3 clusters Score: Raw -157802.330608 + Penalty 1700.714997 = -156101.615611 nChanged 54 SP:Iteration 12Q (326.241489 sec): 3 clusters Score: Raw -157834.633182 + Penalty 1700.714997 = -156133.918185 nChanged 54 SP:Iteration 13Q (326.273361 sec): 3 clusters Score: Raw -157865.705142 + Penalty 1700.714997 = -156164.990145 nChanged 47 SP:Iteration 14Q (326.305012 sec): 3 clusters Score: Raw -157894.872361 + Penalty 1700.714997 = -156194.157364 nChanged 45 SP:Iteration 15Q (326.336661 sec): 3 clusters Score: Raw -157920.139142 + Penalty 1700.714997 = -156219.424145 nChanged 45 SP:Iteration 16Q (326.368235 sec): 3 clusters Score: Raw -157949.596796 + Penalty 1700.714997 = -156248.881799 nChanged 39 SP:Iteration 17Q (326.401216 sec): 3 clusters Score: Raw -157974.916282 + Penalty 1700.714997 = -156274.201285 nChanged 27 SP:Iteration 18Q (326.432637 sec): 3 clusters Score: Raw -157992.349346 + Penalty 1700.714997 = -156291.634349 nChanged 19 SP:Iteration 19Q (326.464164 sec): 3 clusters Score: Raw -158004.054504 + Penalty 1700.714997 = -156303.339507 nChanged 20 SP:Iteration 20F (326.495353 sec): 3 clusters Score: Raw -158018.226002 + Penalty 1700.714997 = -156317.511005 nChanged 20 SP:Iteration 21Q (326.526775 sec): 3 clusters Score: Raw -158027.888354 + Penalty 1700.714997 = -156327.173357 nChanged 11 SP:Iteration 22Q (326.558101 sec): 3 clusters Score: Raw -158032.793886 + Penalty 1700.714997 = -156332.078889 nChanged 8 SP:Iteration 23Q (326.589375 sec): 3 clusters Score: Raw -158036.206327 + Penalty 1700.714997 = -156335.491330 nChanged 7 SP:Iteration 24Q (326.620737 sec): 3 clusters Score: Raw -158039.037921 + Penalty 1700.714997 = -156338.322924 nChanged 4 SP:Iteration 25Q (326.652186 sec): 3 clusters Score: Raw -158040.609932 + Penalty 1700.714997 = -156339.894935 nChanged 4 SP:Iteration 26Q (326.683417 sec): 3 clusters Score: Raw -158043.675409 + Penalty 1700.714997 = -156342.960412 nChanged 4 SP:Iteration 27Q (326.714637 sec): 3 clusters Score: Raw -158046.285283 + Penalty 1700.714997 = -156345.570285 nChanged 7 SP:Iteration 28Q (326.745903 sec): 3 clusters Score: Raw -158051.301456 + Penalty 1700.714997 = -156350.586459 nChanged 6 SP:Iteration 29Q (326.777327 sec): 3 clusters Score: Raw -158054.563619 + Penalty 1700.714997 = -156353.848622 nChanged 9 SP:Iteration 30Q (326.897884 sec): 3 clusters Score: Raw -158060.148118 + Penalty 1700.714997 = -156359.433121 nChanged 4 SP:Iteration 31Q (326.973608 sec): 3 clusters Score: Raw -158061.973347 + Penalty 1700.714997 = -156361.258350 nChanged 2 SP:Iteration 32Q (327.090113 sec): 3 clusters Score: Raw -158063.935189 + Penalty 1700.714997 = -156363.220192 nChanged 3 SP:Iteration 33Q (327.206640 sec): 3 clusters Score: Raw -158066.457796 + Penalty 1700.714997 = -156365.742799 nChanged 4 SP:Iteration 34Q (327.324517 sec): 3 clusters Score: Raw -158067.861238 + Penalty 1700.714997 = -156367.146241 nChanged 3 SP:Iteration 35Q (327.437679 sec): 3 clusters Score: Raw -158070.291020 + Penalty 1700.714997 = -156369.576022 nChanged 2 SP:Iteration 36Q (327.468998 sec): 3 clusters Score: Raw -158071.214875 + Penalty 1700.714997 = -156370.499877 nChanged 0 SP:Iteration 37F (327.500611 sec): 3 clusters Score: Raw -158071.214875 + Penalty 1700.714997 = -156370.499877 nChanged 0 Trying to split cluster 3 (3088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (327.537065 sec): 2 clusters Score: Raw -139425.473391 + Penalty 843.704286 = -138581.769105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (327.593352 sec): 3 clusters Score: Raw -137813.258445 + Penalty 1687.408571 = -136125.849874 nChanged 1268 SP:Iteration 1F (327.624067 sec): 3 clusters Score: Raw -138579.411693 + Penalty 1687.408571 = -136892.003122 nChanged 259 SP:Iteration 2F (327.654397 sec): 3 clusters Score: Raw -138735.483747 + Penalty 1687.408571 = -137048.075175 nChanged 175 SP:Iteration 3F (327.684420 sec): 3 clusters Score: Raw -138837.644961 + Penalty 1687.408571 = -137150.236389 nChanged 129 SP:Iteration 4Q (327.715240 sec): 3 clusters Score: Raw -138912.577809 + Penalty 1687.408571 = -137225.169237 nChanged 127 SP:Iteration 5Q (327.745926 sec): 3 clusters Score: Raw -138994.143450 + Penalty 1687.408571 = -137306.734879 nChanged 121 SP:Iteration 6Q (327.805170 sec): 3 clusters Score: Raw -139064.885709 + Penalty 1687.408571 = -137377.477138 nChanged 105 SP:Iteration 7Q (327.835386 sec): 3 clusters Score: Raw -139131.519562 + Penalty 1687.408571 = -137444.110991 nChanged 96 SP:Iteration 8Q (327.864803 sec): 3 clusters Score: Raw -139189.381774 + Penalty 1687.408571 = -137501.973203 nChanged 82 SP:Iteration 9Q (327.894678 sec): 3 clusters Score: Raw -139248.991425 + Penalty 1687.408571 = -137561.582853 nChanged 88 SP:Iteration 10Q (327.923931 sec): 3 clusters Score: Raw -139300.158069 + Penalty 1687.408571 = -137612.749498 nChanged 63 SP:Iteration 11Q (327.953047 sec): 3 clusters Score: Raw -139329.527637 + Penalty 1687.408571 = -137642.119066 nChanged 53 SP:Iteration 12Q (327.983346 sec): 3 clusters Score: Raw -139352.231207 + Penalty 1687.408571 = -137664.822635 nChanged 46 SP:Iteration 13Q (328.013026 sec): 3 clusters Score: Raw -139372.757916 + Penalty 1687.408571 = -137685.349344 nChanged 34 SP:Iteration 14Q (328.042850 sec): 3 clusters Score: Raw -139387.439562 + Penalty 1687.408571 = -137700.030991 nChanged 32 SP:Iteration 15Q (328.072590 sec): 3 clusters Score: Raw -139402.412026 + Penalty 1687.408571 = -137715.003455 nChanged 19 SP:Iteration 16Q (328.101608 sec): 3 clusters Score: Raw -139409.215648 + Penalty 1687.408571 = -137721.807076 nChanged 17 SP:Iteration 17Q (328.131355 sec): 3 clusters Score: Raw -139413.803774 + Penalty 1687.408571 = -137726.395202 nChanged 17 SP:Iteration 18Q (328.161553 sec): 3 clusters Score: Raw -139420.848485 + Penalty 1687.408571 = -137733.439914 nChanged 19 SP:Iteration 19Q (328.191517 sec): 3 clusters Score: Raw -139428.338345 + Penalty 1687.408571 = -137740.929773 nChanged 20 SP:Iteration 20F (328.220728 sec): 3 clusters Score: Raw -139435.023887 + Penalty 1687.408571 = -137747.615316 nChanged 19 SP:Iteration 21Q (328.250608 sec): 3 clusters Score: Raw -139442.433817 + Penalty 1687.408571 = -137755.025246 nChanged 11 SP:Iteration 22Q (328.370336 sec): 3 clusters Score: Raw -139446.588976 + Penalty 1687.408571 = -137759.180405 nChanged 6 SP:Iteration 23Q (328.490615 sec): 3 clusters Score: Raw -139449.905024 + Penalty 1687.408571 = -137762.496453 nChanged 20 SP:Iteration 24Q (328.605504 sec): 3 clusters Score: Raw -139458.562626 + Penalty 1687.408571 = -137771.154054 nChanged 16 SP:Iteration 25Q (328.640577 sec): 3 clusters Score: Raw -139465.177878 + Penalty 1687.408571 = -137777.769306 nChanged 22 SP:Iteration 26Q (328.690529 sec): 3 clusters Score: Raw -139474.365203 + Penalty 1687.408571 = -137786.956632 nChanged 23 SP:Iteration 27Q (328.720703 sec): 3 clusters Score: Raw -139483.486769 + Penalty 1687.408571 = -137796.078198 nChanged 26 SP:Iteration 28Q (328.750526 sec): 3 clusters Score: Raw -139493.843664 + Penalty 1687.408571 = -137806.435093 nChanged 26 SP:Iteration 29Q (328.780217 sec): 3 clusters Score: Raw -139504.017546 + Penalty 1687.408571 = -137816.608975 nChanged 30 SP:Iteration 30Q (328.809872 sec): 3 clusters Score: Raw -139513.709370 + Penalty 1687.408571 = -137826.300798 nChanged 22 SP:Iteration 31Q (328.839588 sec): 3 clusters Score: Raw -139520.989183 + Penalty 1687.408571 = -137833.580611 nChanged 21 SP:Iteration 32Q (328.869223 sec): 3 clusters Score: Raw -139530.928977 + Penalty 1687.408571 = -137843.520406 nChanged 25 SP:Iteration 33Q (328.898988 sec): 3 clusters Score: Raw -139542.783051 + Penalty 1687.408571 = -137855.374479 nChanged 25 SP:Iteration 34Q (328.928485 sec): 3 clusters Score: Raw -139552.498463 + Penalty 1687.408571 = -137865.089892 nChanged 24 SP:Iteration 35Q (328.958159 sec): 3 clusters Score: Raw -139564.046969 + Penalty 1687.408571 = -137876.638397 nChanged 29 SP:Iteration 36Q (328.987689 sec): 3 clusters Score: Raw -139578.152933 + Penalty 1687.408571 = -137890.744361 nChanged 36 SP:Iteration 37Q (329.017162 sec): 3 clusters Score: Raw -139594.789762 + Penalty 1687.408571 = -137907.381190 nChanged 30 SP:Iteration 38Q (329.046773 sec): 3 clusters Score: Raw -139610.817582 + Penalty 1687.408571 = -137923.409011 nChanged 30 SP:Iteration 39Q (329.076228 sec): 3 clusters Score: Raw -139625.727149 + Penalty 1687.408571 = -137938.318578 nChanged 21 SP:Iteration 40F (329.105520 sec): 3 clusters Score: Raw -139636.952204 + Penalty 1687.408571 = -137949.543633 nChanged 21 SP:Iteration 41Q (329.134926 sec): 3 clusters Score: Raw -139648.085522 + Penalty 1687.408571 = -137960.676951 nChanged 25 SP:Iteration 42Q (329.164426 sec): 3 clusters Score: Raw -139657.507013 + Penalty 1687.408571 = -137970.098442 nChanged 18 SP:Iteration 43Q (329.193784 sec): 3 clusters Score: Raw -139663.561249 + Penalty 1687.408571 = -137976.152678 nChanged 16 SP:Iteration 44Q (329.223165 sec): 3 clusters Score: Raw -139670.017073 + Penalty 1687.408571 = -137982.608502 nChanged 21 SP:Iteration 45Q (329.252568 sec): 3 clusters Score: Raw -139677.307999 + Penalty 1687.408571 = -137989.899428 nChanged 13 SP:Iteration 46Q (329.282092 sec): 3 clusters Score: Raw -139680.572975 + Penalty 1687.408571 = -137993.164404 nChanged 8 SP:Iteration 47Q (329.311418 sec): 3 clusters Score: Raw -139682.589030 + Penalty 1687.408571 = -137995.180459 nChanged 5 SP:Iteration 48Q (329.340852 sec): 3 clusters Score: Raw -139684.581090 + Penalty 1687.408571 = -137997.172519 nChanged 6 SP:Iteration 49Q (329.370194 sec): 3 clusters Score: Raw -139686.787939 + Penalty 1687.408571 = -137999.379367 nChanged 5 SP:Iteration 50Q (329.399591 sec): 3 clusters Score: Raw -139687.940198 + Penalty 1687.408571 = -138000.531627 nChanged 2 SP:Iteration 51Q (329.428930 sec): 3 clusters Score: Raw -139688.233404 + Penalty 1687.408571 = -138000.824833 nChanged 0 SP:Iteration 52F (329.457884 sec): 3 clusters Score: Raw -139688.233404 + Penalty 1687.408571 = -138000.824833 nChanged 0 Trying to split cluster 4 (2819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (329.521360 sec): 2 clusters Score: Raw -139123.998318 + Penalty 834.134437 = -138289.863881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (329.607350 sec): 3 clusters Score: Raw -137717.468386 + Penalty 1668.268873 = -136049.199512 nChanged 1140 SP:Iteration 1F (329.661168 sec): 3 clusters Score: Raw -138424.577558 + Penalty 1668.268873 = -136756.308685 nChanged 270 SP:Iteration 2F (329.714603 sec): 3 clusters Score: Raw -138614.598557 + Penalty 1668.268873 = -136946.329684 nChanged 189 SP:Iteration 3F (329.747217 sec): 3 clusters Score: Raw -138745.033201 + Penalty 1668.268873 = -137076.764328 nChanged 141 SP:Iteration 4F (329.773841 sec): 3 clusters Score: Raw -138827.378210 + Penalty 1668.268873 = -137159.109336 nChanged 102 SP:Iteration 5Q (329.801283 sec): 3 clusters Score: Raw -138888.430302 + Penalty 1668.268873 = -137220.161429 nChanged 82 SP:Iteration 6Q (329.828530 sec): 3 clusters Score: Raw -138934.411191 + Penalty 1668.268873 = -137266.142317 nChanged 73 SP:Iteration 7Q (329.884201 sec): 3 clusters Score: Raw -138966.917162 + Penalty 1668.268873 = -137298.648289 nChanged 65 SP:Iteration 8Q (330.003404 sec): 3 clusters Score: Raw -139000.220459 + Penalty 1668.268873 = -137331.951586 nChanged 57 SP:Iteration 9Q (330.033009 sec): 3 clusters Score: Raw -139030.203192 + Penalty 1668.268873 = -137361.934319 nChanged 46 SP:Iteration 10Q (330.062318 sec): 3 clusters Score: Raw -139051.480537 + Penalty 1668.268873 = -137383.211664 nChanged 41 SP:Iteration 11Q (330.090243 sec): 3 clusters Score: Raw -139071.995558 + Penalty 1668.268873 = -137403.726685 nChanged 38 SP:Iteration 12Q (330.117297 sec): 3 clusters Score: Raw -139091.207284 + Penalty 1668.268873 = -137422.938411 nChanged 31 SP:Iteration 13Q (330.144582 sec): 3 clusters Score: Raw -139108.395657 + Penalty 1668.268873 = -137440.126784 nChanged 36 SP:Iteration 14Q (330.171747 sec): 3 clusters Score: Raw -139133.741610 + Penalty 1668.268873 = -137465.472737 nChanged 38 SP:Iteration 15Q (330.198916 sec): 3 clusters Score: Raw -139155.977183 + Penalty 1668.268873 = -137487.708310 nChanged 26 SP:Iteration 16Q (330.225885 sec): 3 clusters Score: Raw -139172.382380 + Penalty 1668.268873 = -137504.113507 nChanged 26 SP:Iteration 17Q (330.252791 sec): 3 clusters Score: Raw -139186.165669 + Penalty 1668.268873 = -137517.896796 nChanged 27 SP:Iteration 18Q (330.279827 sec): 3 clusters Score: Raw -139200.008746 + Penalty 1668.268873 = -137531.739872 nChanged 19 SP:Iteration 19Q (330.306790 sec): 3 clusters Score: Raw -139211.922635 + Penalty 1668.268873 = -137543.653761 nChanged 19 SP:Iteration 20F (330.333234 sec): 3 clusters Score: Raw -139224.222569 + Penalty 1668.268873 = -137555.953696 nChanged 16 SP:Iteration 21Q (330.360119 sec): 3 clusters Score: Raw -139237.115198 + Penalty 1668.268873 = -137568.846325 nChanged 13 SP:Iteration 22Q (330.386903 sec): 3 clusters Score: Raw -139246.532025 + Penalty 1668.268873 = -137578.263152 nChanged 17 SP:Iteration 23Q (330.413672 sec): 3 clusters Score: Raw -139255.822733 + Penalty 1668.268873 = -137587.553860 nChanged 14 SP:Iteration 24Q (330.440387 sec): 3 clusters Score: Raw -139263.386474 + Penalty 1668.268873 = -137595.117601 nChanged 11 SP:Iteration 25Q (330.467230 sec): 3 clusters Score: Raw -139270.113892 + Penalty 1668.268873 = -137601.845019 nChanged 6 SP:Iteration 26Q (330.493871 sec): 3 clusters Score: Raw -139272.868957 + Penalty 1668.268873 = -137604.600084 nChanged 3 SP:Iteration 27Q (330.520500 sec): 3 clusters Score: Raw -139274.256437 + Penalty 1668.268873 = -137605.987564 nChanged 2 SP:Iteration 28Q (330.547128 sec): 3 clusters Score: Raw -139274.668606 + Penalty 1668.268873 = -137606.399733 nChanged 1 SP:Iteration 29Q (330.573627 sec): 3 clusters Score: Raw -139274.832095 + Penalty 1668.268873 = -137606.563222 nChanged 1 SP:Iteration 30Q (330.699562 sec): 3 clusters Score: Raw -139274.903707 + Penalty 1668.268873 = -137606.634834 nChanged 0 SP:Iteration 31F (330.731400 sec): 3 clusters Score: Raw -139274.903707 + Penalty 1668.268873 = -137606.634834 nChanged 0 Trying to split cluster 5 (5205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (330.780912 sec): 2 clusters Score: Raw -242474.882376 + Penalty 898.524373 = -241576.358003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (330.830143 sec): 3 clusters Score: Raw -239525.231881 + Penalty 1797.048746 = -237728.183135 nChanged 2264 SP:Iteration 1F (330.877445 sec): 3 clusters Score: Raw -240922.515841 + Penalty 1797.048746 = -239125.467095 nChanged 489 SP:Iteration 2F (330.921021 sec): 3 clusters Score: Raw -241298.743933 + Penalty 1797.048746 = -239501.695187 nChanged 430 SP:Iteration 3F (330.965283 sec): 3 clusters Score: Raw -241642.694844 + Penalty 1797.048746 = -239845.646098 nChanged 344 SP:Iteration 4F (331.008953 sec): 3 clusters Score: Raw -241897.967562 + Penalty 1797.048746 = -240100.918816 nChanged 291 SP:Iteration 5F (331.052511 sec): 3 clusters Score: Raw -242101.201581 + Penalty 1797.048746 = -240304.152835 nChanged 231 SP:Iteration 6Q (331.097413 sec): 3 clusters Score: Raw -242245.822440 + Penalty 1797.048746 = -240448.773694 nChanged 159 SP:Iteration 7Q (331.142389 sec): 3 clusters Score: Raw -242328.455799 + Penalty 1797.048746 = -240531.407053 nChanged 110 SP:Iteration 8Q (331.187146 sec): 3 clusters Score: Raw -242390.450444 + Penalty 1797.048746 = -240593.401698 nChanged 87 SP:Iteration 9Q (331.231847 sec): 3 clusters Score: Raw -242433.657806 + Penalty 1797.048746 = -240636.609060 nChanged 71 SP:Iteration 10Q (331.276543 sec): 3 clusters Score: Raw -242467.296985 + Penalty 1797.048746 = -240670.248239 nChanged 60 SP:Iteration 11Q (331.321465 sec): 3 clusters Score: Raw -242501.440898 + Penalty 1797.048746 = -240704.392152 nChanged 57 SP:Iteration 12Q (331.366091 sec): 3 clusters Score: Raw -242533.058703 + Penalty 1797.048746 = -240736.009957 nChanged 53 SP:Iteration 13Q (331.410912 sec): 3 clusters Score: Raw -242558.598034 + Penalty 1797.048746 = -240761.549288 nChanged 43 SP:Iteration 14Q (331.455169 sec): 3 clusters Score: Raw -242576.755159 + Penalty 1797.048746 = -240779.706413 nChanged 37 SP:Iteration 15Q (331.499690 sec): 3 clusters Score: Raw -242590.311374 + Penalty 1797.048746 = -240793.262628 nChanged 29 SP:Iteration 16Q (331.543981 sec): 3 clusters Score: Raw -242600.321499 + Penalty 1797.048746 = -240803.272753 nChanged 21 SP:Iteration 17Q (331.588335 sec): 3 clusters Score: Raw -242610.244344 + Penalty 1797.048746 = -240813.195598 nChanged 21 SP:Iteration 18Q (331.632542 sec): 3 clusters Score: Raw -242621.080165 + Penalty 1797.048746 = -240824.031419 nChanged 23 SP:Iteration 19Q (331.676744 sec): 3 clusters Score: Raw -242631.985354 + Penalty 1797.048746 = -240834.936608 nChanged 23 SP:Iteration 20F (331.721048 sec): 3 clusters Score: Raw -242642.633172 + Penalty 1797.048746 = -240845.584426 nChanged 23 SP:Iteration 21Q (331.764891 sec): 3 clusters Score: Raw -242650.923216 + Penalty 1797.048746 = -240853.874470 nChanged 14 SP:Iteration 22Q (331.808736 sec): 3 clusters Score: Raw -242657.094766 + Penalty 1797.048746 = -240860.046020 nChanged 16 SP:Iteration 23Q (331.852760 sec): 3 clusters Score: Raw -242664.060552 + Penalty 1797.048746 = -240867.011806 nChanged 9 SP:Iteration 24Q (331.896412 sec): 3 clusters Score: Raw -242666.416337 + Penalty 1797.048746 = -240869.367591 nChanged 5 SP:Iteration 25Q (331.940079 sec): 3 clusters Score: Raw -242667.833057 + Penalty 1797.048746 = -240870.784311 nChanged 4 SP:Iteration 26Q (331.983850 sec): 3 clusters Score: Raw -242669.727378 + Penalty 1797.048746 = -240872.678632 nChanged 6 SP:Iteration 27Q (332.027766 sec): 3 clusters Score: Raw -242671.834229 + Penalty 1797.048746 = -240874.785483 nChanged 5 SP:Iteration 28Q (332.134882 sec): 3 clusters Score: Raw -242673.975760 + Penalty 1797.048746 = -240876.927014 nChanged 5 SP:Iteration 29Q (332.268235 sec): 3 clusters Score: Raw -242675.395241 + Penalty 1797.048746 = -240878.346495 nChanged 2 SP:Iteration 30Q (332.330769 sec): 3 clusters Score: Raw -242676.286413 + Penalty 1797.048746 = -240879.237667 nChanged 1 SP:Iteration 31Q (332.373689 sec): 3 clusters Score: Raw -242676.494777 + Penalty 1797.048746 = -240879.446031 nChanged 2 SP:Iteration 32Q (332.416970 sec): 3 clusters Score: Raw -242677.387210 + Penalty 1797.048746 = -240880.338464 nChanged 2 SP:Iteration 33Q (332.460528 sec): 3 clusters Score: Raw -242677.871320 + Penalty 1797.048746 = -240880.822574 nChanged 2 SP:Iteration 34Q (332.503786 sec): 3 clusters Score: Raw -242678.741225 + Penalty 1797.048746 = -240881.692479 nChanged 3 SP:Iteration 35Q (332.547000 sec): 3 clusters Score: Raw -242680.085550 + Penalty 1797.048746 = -240883.036804 nChanged 5 SP:Iteration 36Q (332.618378 sec): 3 clusters Score: Raw -242681.812384 + Penalty 1797.048746 = -240884.763638 nChanged 5 SP:Iteration 37Q (332.734881 sec): 3 clusters Score: Raw -242683.183509 + Penalty 1797.048746 = -240886.134763 nChanged 2 SP:Iteration 38Q (332.778744 sec): 3 clusters Score: Raw -242683.720704 + Penalty 1797.048746 = -240886.671958 nChanged 5 SP:Iteration 39Q (332.822137 sec): 3 clusters Score: Raw -242684.959038 + Penalty 1797.048746 = -240887.910292 nChanged 3 SP:Iteration 40F (332.864295 sec): 3 clusters Score: Raw -242686.542717 + Penalty 1797.048746 = -240889.493970 nChanged 7 SP:Iteration 41Q (332.906720 sec): 3 clusters Score: Raw -242687.966462 + Penalty 1797.048746 = -240890.917716 nChanged 7 SP:Iteration 42Q (333.029733 sec): 3 clusters Score: Raw -242689.441471 + Penalty 1797.048746 = -240892.392725 nChanged 2 SP:Iteration 43Q (333.072962 sec): 3 clusters Score: Raw -242689.793899 + Penalty 1797.048746 = -240892.745153 nChanged 0 SP:Iteration 44F (333.117362 sec): 3 clusters Score: Raw -242689.793899 + Penalty 1797.048746 = -240892.745153 nChanged 0 Trying to split cluster 6 (1961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (333.153335 sec): 2 clusters Score: Raw -70971.451758 + Penalty 796.027032 = -70175.424726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (333.175105 sec): 3 clusters Score: Raw -70067.805971 + Penalty 1592.054064 = -68475.751907 nChanged 781 SP:Iteration 1F (333.195742 sec): 3 clusters Score: Raw -70586.080137 + Penalty 1592.054064 = -68994.026073 nChanged 178 SP:Iteration 2F (333.216260 sec): 3 clusters Score: Raw -70720.360617 + Penalty 1592.054064 = -69128.306554 nChanged 130 SP:Iteration 3F (333.236913 sec): 3 clusters Score: Raw -70856.304366 + Penalty 1592.054064 = -69264.250302 nChanged 110 SP:Iteration 4F (333.257414 sec): 3 clusters Score: Raw -70942.354195 + Penalty 1592.054064 = -69350.300132 nChanged 76 SP:Iteration 5Q (333.278406 sec): 3 clusters Score: Raw -70991.458945 + Penalty 1592.054064 = -69399.404881 nChanged 52 SP:Iteration 6Q (333.299098 sec): 3 clusters Score: Raw -71028.367546 + Penalty 1592.054064 = -69436.313483 nChanged 45 SP:Iteration 7Q (333.319441 sec): 3 clusters Score: Raw -71056.413144 + Penalty 1592.054064 = -69464.359081 nChanged 40 SP:Iteration 8Q (333.339667 sec): 3 clusters Score: Raw -71081.396139 + Penalty 1592.054064 = -69489.342075 nChanged 31 SP:Iteration 9Q (333.359979 sec): 3 clusters Score: Raw -71098.452018 + Penalty 1592.054064 = -69506.397954 nChanged 32 SP:Iteration 10Q (333.380202 sec): 3 clusters Score: Raw -71120.618406 + Penalty 1592.054064 = -69528.564342 nChanged 31 SP:Iteration 11Q (333.400331 sec): 3 clusters Score: Raw -71140.375287 + Penalty 1592.054064 = -69548.321223 nChanged 35 SP:Iteration 12Q (333.420661 sec): 3 clusters Score: Raw -71168.709768 + Penalty 1592.054064 = -69576.655704 nChanged 39 SP:Iteration 13Q (333.532458 sec): 3 clusters Score: Raw -71205.261335 + Penalty 1592.054064 = -69613.207271 nChanged 45 SP:Iteration 14Q (333.621220 sec): 3 clusters Score: Raw -71251.677804 + Penalty 1592.054064 = -69659.623741 nChanged 43 SP:Iteration 15Q (333.641809 sec): 3 clusters Score: Raw -71302.844616 + Penalty 1592.054064 = -69710.790553 nChanged 48 SP:Iteration 16Q (333.662021 sec): 3 clusters Score: Raw -71351.867724 + Penalty 1592.054064 = -69759.813660 nChanged 43 SP:Iteration 17Q (333.682253 sec): 3 clusters Score: Raw -71389.839037 + Penalty 1592.054064 = -69797.784973 nChanged 43 SP:Iteration 18Q (333.702456 sec): 3 clusters Score: Raw -71425.047771 + Penalty 1592.054064 = -69832.993708 nChanged 33 SP:Iteration 19Q (333.722587 sec): 3 clusters Score: Raw -71454.149727 + Penalty 1592.054064 = -69862.095664 nChanged 30 SP:Iteration 20F (333.742419 sec): 3 clusters Score: Raw -71482.527478 + Penalty 1592.054064 = -69890.473415 nChanged 32 SP:Iteration 21Q (333.762536 sec): 3 clusters Score: Raw -71517.716817 + Penalty 1592.054064 = -69925.662754 nChanged 35 SP:Iteration 22Q (333.782683 sec): 3 clusters Score: Raw -71551.982263 + Penalty 1592.054064 = -69959.928199 nChanged 21 SP:Iteration 23Q (333.802767 sec): 3 clusters Score: Raw -71564.058683 + Penalty 1592.054064 = -69972.004619 nChanged 14 SP:Iteration 24Q (333.822965 sec): 3 clusters Score: Raw -71573.484570 + Penalty 1592.054064 = -69981.430506 nChanged 14 SP:Iteration 25Q (333.843034 sec): 3 clusters Score: Raw -71581.702226 + Penalty 1592.054064 = -69989.648163 nChanged 10 SP:Iteration 26Q (333.863020 sec): 3 clusters Score: Raw -71586.056850 + Penalty 1592.054064 = -69994.002786 nChanged 9 SP:Iteration 27Q (333.883114 sec): 3 clusters Score: Raw -71588.959345 + Penalty 1592.054064 = -69996.905281 nChanged 4 SP:Iteration 28Q (333.903081 sec): 3 clusters Score: Raw -71591.124816 + Penalty 1592.054064 = -69999.070752 nChanged 5 SP:Iteration 29Q (333.950888 sec): 3 clusters Score: Raw -71592.811499 + Penalty 1592.054064 = -70000.757436 nChanged 4 SP:Iteration 30Q (334.009623 sec): 3 clusters Score: Raw -71594.367449 + Penalty 1592.054064 = -70002.313385 nChanged 2 SP:Iteration 31Q (334.029706 sec): 3 clusters Score: Raw -71596.272587 + Penalty 1592.054064 = -70004.218523 nChanged 3 SP:Iteration 32Q (334.049723 sec): 3 clusters Score: Raw -71598.616974 + Penalty 1592.054064 = -70006.562911 nChanged 1 SP:Iteration 33Q (334.069825 sec): 3 clusters Score: Raw -71598.901445 + Penalty 1592.054064 = -70006.847381 nChanged 2 SP:Iteration 34Q (334.089858 sec): 3 clusters Score: Raw -71599.836715 + Penalty 1592.054064 = -70007.782651 nChanged 2 SP:Iteration 35Q (334.109908 sec): 3 clusters Score: Raw -71601.143582 + Penalty 1592.054064 = -70009.089519 nChanged 4 SP:Iteration 36Q (334.130063 sec): 3 clusters Score: Raw -71602.781671 + Penalty 1592.054064 = -70010.727608 nChanged 4 SP:Iteration 37Q (334.149986 sec): 3 clusters Score: Raw -71604.704180 + Penalty 1592.054064 = -70012.650116 nChanged 2 SP:Iteration 38Q (334.170071 sec): 3 clusters Score: Raw -71605.666500 + Penalty 1592.054064 = -70013.612436 nChanged 2 SP:Iteration 39Q (334.190158 sec): 3 clusters Score: Raw -71606.414170 + Penalty 1592.054064 = -70014.360107 nChanged 0 SP:Iteration 40F (334.209965 sec): 3 clusters Score: Raw -71606.414170 + Penalty 1592.054064 = -70014.360107 nChanged 0 Trying to split cluster 7 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (334.240705 sec): 2 clusters Score: Raw -28125.690671 + Penalty 672.548988 = -27453.141683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (334.249713 sec): 3 clusters Score: Raw -27936.764079 + Penalty 1345.097976 = -26591.666103 nChanged 182 SP:Iteration 1F (334.258246 sec): 3 clusters Score: Raw -28113.440971 + Penalty 1345.097976 = -26768.342995 nChanged 53 SP:Iteration 2F (334.266667 sec): 3 clusters Score: Raw -28164.995591 + Penalty 1345.097976 = -26819.897614 nChanged 25 SP:Iteration 3Q (334.381753 sec): 3 clusters Score: Raw -28197.655621 + Penalty 1345.097976 = -26852.557644 nChanged 19 SP:Iteration 4Q (334.493278 sec): 3 clusters Score: Raw -28215.599106 + Penalty 1345.097976 = -26870.501130 nChanged 19 SP:Iteration 5Q (334.502815 sec): 3 clusters Score: Raw -28238.374843 + Penalty 1345.097976 = -26893.276866 nChanged 21 SP:Iteration 6Q (334.512063 sec): 3 clusters Score: Raw -28266.504867 + Penalty 1345.097976 = -26921.406891 nChanged 21 SP:Iteration 7Q (334.521294 sec): 3 clusters Score: Raw -28284.314908 + Penalty 1345.097976 = -26939.216932 nChanged 10 SP:Iteration 8Q (334.530617 sec): 3 clusters Score: Raw -28291.741726 + Penalty 1345.097976 = -26946.643750 nChanged 6 SP:Iteration 9Q (334.539424 sec): 3 clusters Score: Raw -28304.247799 + Penalty 1345.097976 = -26959.149823 nChanged 12 SP:Iteration 10Q (334.547992 sec): 3 clusters Score: Raw -28320.424717 + Penalty 1345.097976 = -26975.326741 nChanged 11 SP:Iteration 11Q (334.556550 sec): 3 clusters Score: Raw -28333.179655 + Penalty 1345.097976 = -26988.081679 nChanged 11 SP:Iteration 12Q (334.565144 sec): 3 clusters Score: Raw -28346.307214 + Penalty 1345.097976 = -27001.209238 nChanged 9 SP:Iteration 13Q (334.573656 sec): 3 clusters Score: Raw -28355.021089 + Penalty 1345.097976 = -27009.923113 nChanged 5 SP:Iteration 14Q (334.582171 sec): 3 clusters Score: Raw -28359.097329 + Penalty 1345.097976 = -27013.999353 nChanged 4 SP:Iteration 15Q (334.590719 sec): 3 clusters Score: Raw -28361.193621 + Penalty 1345.097976 = -27016.095645 nChanged 2 SP:Iteration 16Q (334.599201 sec): 3 clusters Score: Raw -28361.955550 + Penalty 1345.097976 = -27016.857574 nChanged 1 SP:Iteration 17Q (334.607700 sec): 3 clusters Score: Raw -28362.558862 + Penalty 1345.097976 = -27017.460885 nChanged 2 SP:Iteration 18Q (334.616154 sec): 3 clusters Score: Raw -28363.291978 + Penalty 1345.097976 = -27018.194002 nChanged 0 SP:Iteration 19F (334.626180 sec): 3 clusters Score: Raw -28363.291978 + Penalty 1345.097976 = -27018.194002 nChanged 0 Trying to split cluster 8 (6869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (334.677529 sec): 2 clusters Score: Raw -338503.769087 + Penalty 927.651250 = -337576.117836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (334.747840 sec): 3 clusters Score: Raw -334571.485880 + Penalty 1855.302501 = -332716.183379 nChanged 3034 SP:Iteration 1F (334.795664 sec): 3 clusters Score: Raw -336142.015393 + Penalty 1855.302501 = -334286.712892 nChanged 459 SP:Iteration 2F (334.843299 sec): 3 clusters Score: Raw -336387.580906 + Penalty 1855.302501 = -334532.278405 nChanged 465 SP:Iteration 3F (334.890403 sec): 3 clusters Score: Raw -336669.191045 + Penalty 1855.302501 = -334813.888544 nChanged 493 SP:Iteration 4F (334.940022 sec): 3 clusters Score: Raw -337019.063289 + Penalty 1855.302501 = -335163.760788 nChanged 502 SP:Iteration 5F (334.996443 sec): 3 clusters Score: Raw -337386.967205 + Penalty 1855.302501 = -335531.664704 nChanged 456 SP:Iteration 6F (335.048876 sec): 3 clusters Score: Raw -337743.265783 + Penalty 1855.302501 = -335887.963282 nChanged 361 SP:Iteration 7F (335.100823 sec): 3 clusters Score: Raw -337996.751919 + Penalty 1855.302501 = -336141.449418 nChanged 261 SP:Iteration 8Q (335.150512 sec): 3 clusters Score: Raw -338166.565541 + Penalty 1855.302501 = -336311.263040 nChanged 175 SP:Iteration 9Q (335.200001 sec): 3 clusters Score: Raw -338271.563716 + Penalty 1855.302501 = -336416.261215 nChanged 122 SP:Iteration 10Q (335.250154 sec): 3 clusters Score: Raw -338339.144179 + Penalty 1855.302501 = -336483.841678 nChanged 102 SP:Iteration 11Q (335.405306 sec): 3 clusters Score: Raw -338393.654776 + Penalty 1855.302501 = -336538.352275 nChanged 92 SP:Iteration 12Q (335.457583 sec): 3 clusters Score: Raw -338441.114969 + Penalty 1855.302501 = -336585.812468 nChanged 73 SP:Iteration 13Q (335.612426 sec): 3 clusters Score: Raw -338474.077303 + Penalty 1855.302501 = -336618.774802 nChanged 43 SP:Iteration 14Q (335.744567 sec): 3 clusters Score: Raw -338491.623663 + Penalty 1855.302501 = -336636.321162 nChanged 37 SP:Iteration 15Q (335.815413 sec): 3 clusters Score: Raw -338511.048823 + Penalty 1855.302501 = -336655.746322 nChanged 27 SP:Iteration 16Q (335.865382 sec): 3 clusters Score: Raw -338523.758929 + Penalty 1855.302501 = -336668.456428 nChanged 22 SP:Iteration 17Q (335.914906 sec): 3 clusters Score: Raw -338533.498286 + Penalty 1855.302501 = -336678.195785 nChanged 16 SP:Iteration 18Q (335.964715 sec): 3 clusters Score: Raw -338540.686872 + Penalty 1855.302501 = -336685.384371 nChanged 13 SP:Iteration 19Q (336.014318 sec): 3 clusters Score: Raw -338547.575435 + Penalty 1855.302501 = -336692.272934 nChanged 13 SP:Iteration 20F (336.063440 sec): 3 clusters Score: Raw -338555.019509 + Penalty 1855.302501 = -336699.717008 nChanged 11 SP:Iteration 21Q (336.112780 sec): 3 clusters Score: Raw -338562.326989 + Penalty 1855.302501 = -336707.024488 nChanged 12 SP:Iteration 22Q (336.163992 sec): 3 clusters Score: Raw -338567.987438 + Penalty 1855.302501 = -336712.684938 nChanged 8 SP:Iteration 23Q (336.214847 sec): 3 clusters Score: Raw -338571.485741 + Penalty 1855.302501 = -336716.183240 nChanged 5 SP:Iteration 24Q (336.265883 sec): 3 clusters Score: Raw -338573.913009 + Penalty 1855.302501 = -336718.610508 nChanged 3 SP:Iteration 25Q (336.315479 sec): 3 clusters Score: Raw -338575.012923 + Penalty 1855.302501 = -336719.710422 nChanged 1 SP:Iteration 26Q (336.366724 sec): 3 clusters Score: Raw -338575.312675 + Penalty 1855.302501 = -336720.010174 nChanged 2 SP:Iteration 27Q (336.418015 sec): 3 clusters Score: Raw -338575.900062 + Penalty 1855.302501 = -336720.597561 nChanged 1 SP:Iteration 28Q (336.547213 sec): 3 clusters Score: Raw -338576.114333 + Penalty 1855.302501 = -336720.811832 nChanged 0 SP:Iteration 29F (336.596181 sec): 3 clusters Score: Raw -338576.114333 + Penalty 1855.302501 = -336720.811832 nChanged 0 Trying to split cluster 9 (1361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (336.632269 sec): 2 clusters Score: Raw -54613.875913 + Penalty 757.677375 = -53856.198537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (336.648165 sec): 3 clusters Score: Raw -54021.660808 + Penalty 1515.354751 = -52506.306057 nChanged 519 SP:Iteration 1F (336.663296 sec): 3 clusters Score: Raw -54387.229235 + Penalty 1515.354751 = -52871.874484 nChanged 112 SP:Iteration 2F (336.678231 sec): 3 clusters Score: Raw -54484.528870 + Penalty 1515.354751 = -52969.174120 nChanged 82 SP:Iteration 3F (336.693169 sec): 3 clusters Score: Raw -54542.677878 + Penalty 1515.354751 = -53027.323127 nChanged 54 SP:Iteration 4Q (336.708458 sec): 3 clusters Score: Raw -54582.085906 + Penalty 1515.354751 = -53066.731156 nChanged 44 SP:Iteration 5Q (336.723824 sec): 3 clusters Score: Raw -54622.322985 + Penalty 1515.354751 = -53106.968235 nChanged 50 SP:Iteration 6Q (336.740180 sec): 3 clusters Score: Raw -54663.319219 + Penalty 1515.354751 = -53147.964468 nChanged 44 SP:Iteration 7Q (336.756434 sec): 3 clusters Score: Raw -54706.128719 + Penalty 1515.354751 = -53190.773969 nChanged 47 SP:Iteration 8Q (336.772698 sec): 3 clusters Score: Raw -54742.172851 + Penalty 1515.354751 = -53226.818100 nChanged 36 SP:Iteration 9Q (336.788940 sec): 3 clusters Score: Raw -54777.518805 + Penalty 1515.354751 = -53262.164054 nChanged 30 SP:Iteration 10Q (336.805099 sec): 3 clusters Score: Raw -54809.308575 + Penalty 1515.354751 = -53293.953824 nChanged 29 SP:Iteration 11Q (336.821277 sec): 3 clusters Score: Raw -54842.788558 + Penalty 1515.354751 = -53327.433808 nChanged 35 SP:Iteration 12Q (336.837414 sec): 3 clusters Score: Raw -54879.573978 + Penalty 1515.354751 = -53364.219228 nChanged 20 SP:Iteration 13Q (336.991962 sec): 3 clusters Score: Raw -54899.496605 + Penalty 1515.354751 = -53384.141855 nChanged 16 SP:Iteration 14Q (337.073698 sec): 3 clusters Score: Raw -54914.166689 + Penalty 1515.354751 = -53398.811939 nChanged 19 SP:Iteration 15Q (337.191905 sec): 3 clusters Score: Raw -54930.367883 + Penalty 1515.354751 = -53415.013132 nChanged 22 SP:Iteration 16Q (337.300825 sec): 3 clusters Score: Raw -54946.596091 + Penalty 1515.354751 = -53431.241340 nChanged 14 SP:Iteration 17Q (337.414243 sec): 3 clusters Score: Raw -54960.797601 + Penalty 1515.354751 = -53445.442850 nChanged 15 SP:Iteration 18Q (337.512576 sec): 3 clusters Score: Raw -54971.141296 + Penalty 1515.354751 = -53455.786546 nChanged 9 SP:Iteration 19Q (337.622931 sec): 3 clusters Score: Raw -54977.105973 + Penalty 1515.354751 = -53461.751223 nChanged 8 SP:Iteration 20F (337.736837 sec): 3 clusters Score: Raw -54980.608141 + Penalty 1515.354751 = -53465.253390 nChanged 2 SP:Iteration 21Q (337.851704 sec): 3 clusters Score: Raw -54984.252938 + Penalty 1515.354751 = -53468.898188 nChanged 7 SP:Iteration 22Q (337.951827 sec): 3 clusters Score: Raw -54988.777983 + Penalty 1515.354751 = -53473.423232 nChanged 5 SP:Iteration 23Q (337.967422 sec): 3 clusters Score: Raw -54991.584896 + Penalty 1515.354751 = -53476.230146 nChanged 5 SP:Iteration 24Q (337.982513 sec): 3 clusters Score: Raw -54994.230374 + Penalty 1515.354751 = -53478.875624 nChanged 4 SP:Iteration 25Q (337.997662 sec): 3 clusters Score: Raw -54996.394639 + Penalty 1515.354751 = -53481.039888 nChanged 6 SP:Iteration 26Q (338.012831 sec): 3 clusters Score: Raw -54998.662400 + Penalty 1515.354751 = -53483.307649 nChanged 1 SP:Iteration 27Q (338.027960 sec): 3 clusters Score: Raw -54998.857225 + Penalty 1515.354751 = -53483.502475 nChanged 0 SP:Iteration 28F (338.042911 sec): 3 clusters Score: Raw -54998.857225 + Penalty 1515.354751 = -53483.502475 nChanged 0 Trying to split cluster 10 (3018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (338.080021 sec): 2 clusters Score: Raw -142011.483822 + Penalty 841.296712 = -141170.187109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (338.111602 sec): 3 clusters Score: Raw -140501.382340 + Penalty 1682.593424 = -138818.788916 nChanged 1213 SP:Iteration 1F (338.141139 sec): 3 clusters Score: Raw -141303.144887 + Penalty 1682.593424 = -139620.551463 nChanged 265 SP:Iteration 2F (338.170696 sec): 3 clusters Score: Raw -141573.725238 + Penalty 1682.593424 = -139891.131814 nChanged 257 SP:Iteration 3F (338.200044 sec): 3 clusters Score: Raw -141811.606852 + Penalty 1682.593424 = -140129.013428 nChanged 230 SP:Iteration 4F (338.229576 sec): 3 clusters Score: Raw -142031.665868 + Penalty 1682.593424 = -140349.072443 nChanged 181 SP:Iteration 5F (338.259160 sec): 3 clusters Score: Raw -142211.132756 + Penalty 1682.593424 = -140528.539332 nChanged 149 SP:Iteration 6Q (338.289401 sec): 3 clusters Score: Raw -142344.743002 + Penalty 1682.593424 = -140662.149578 nChanged 99 SP:Iteration 7Q (338.318569 sec): 3 clusters Score: Raw -142424.182697 + Penalty 1682.593424 = -140741.589273 nChanged 83 SP:Iteration 8Q (338.347792 sec): 3 clusters Score: Raw -142471.881441 + Penalty 1682.593424 = -140789.288017 nChanged 48 SP:Iteration 9Q (338.377068 sec): 3 clusters Score: Raw -142495.795579 + Penalty 1682.593424 = -140813.202155 nChanged 37 SP:Iteration 10Q (338.406182 sec): 3 clusters Score: Raw -142512.071179 + Penalty 1682.593424 = -140829.477755 nChanged 27 SP:Iteration 11Q (338.435371 sec): 3 clusters Score: Raw -142520.754963 + Penalty 1682.593424 = -140838.161539 nChanged 16 SP:Iteration 12Q (338.464857 sec): 3 clusters Score: Raw -142526.168086 + Penalty 1682.593424 = -140843.574661 nChanged 12 SP:Iteration 13Q (338.494150 sec): 3 clusters Score: Raw -142530.776551 + Penalty 1682.593424 = -140848.183127 nChanged 14 SP:Iteration 14Q (338.613647 sec): 3 clusters Score: Raw -142536.541831 + Penalty 1682.593424 = -140853.948406 nChanged 11 SP:Iteration 15Q (338.707994 sec): 3 clusters Score: Raw -142541.300920 + Penalty 1682.593424 = -140858.707496 nChanged 11 SP:Iteration 16Q (338.738614 sec): 3 clusters Score: Raw -142545.355385 + Penalty 1682.593424 = -140862.761961 nChanged 3 SP:Iteration 17Q (338.768835 sec): 3 clusters Score: Raw -142546.405894 + Penalty 1682.593424 = -140863.812470 nChanged 4 SP:Iteration 18Q (338.799043 sec): 3 clusters Score: Raw -142547.615014 + Penalty 1682.593424 = -140865.021590 nChanged 6 SP:Iteration 19Q (338.828984 sec): 3 clusters Score: Raw -142549.531089 + Penalty 1682.593424 = -140866.937664 nChanged 6 SP:Iteration 20F (338.857535 sec): 3 clusters Score: Raw -142551.279921 + Penalty 1682.593424 = -140868.686496 nChanged 3 SP:Iteration 21Q (338.886534 sec): 3 clusters Score: Raw -142553.538118 + Penalty 1682.593424 = -140870.944694 nChanged 4 SP:Iteration 22Q (338.915673 sec): 3 clusters Score: Raw -142555.610371 + Penalty 1682.593424 = -140873.016947 nChanged 9 SP:Iteration 23Q (338.944650 sec): 3 clusters Score: Raw -142559.760969 + Penalty 1682.593424 = -140877.167545 nChanged 3 SP:Iteration 24Q (338.973771 sec): 3 clusters Score: Raw -142560.364681 + Penalty 1682.593424 = -140877.771257 nChanged 3 SP:Iteration 25Q (339.002778 sec): 3 clusters Score: Raw -142560.725142 + Penalty 1682.593424 = -140878.131717 nChanged 0 SP:Iteration 26F (339.031385 sec): 3 clusters Score: Raw -142560.725142 + Penalty 1682.593424 = -140878.131717 nChanged 0 Trying to split cluster 11 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (339.063140 sec): 2 clusters Score: Raw -26362.725616 + Penalty 722.763572 = -25639.962044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (339.075332 sec): 3 clusters Score: Raw -26026.410145 + Penalty 1445.527143 = -24580.883002 nChanged 346 SP:Iteration 1F (339.086849 sec): 3 clusters Score: Raw -26455.299990 + Penalty 1445.527143 = -25009.772847 nChanged 120 SP:Iteration 2F (339.098376 sec): 3 clusters Score: Raw -26641.204501 + Penalty 1445.527143 = -25195.677358 nChanged 69 SP:Iteration 3F (339.109868 sec): 3 clusters Score: Raw -26747.358777 + Penalty 1445.527143 = -25301.831634 nChanged 28 SP:Iteration 4Q (339.121490 sec): 3 clusters Score: Raw -26779.157923 + Penalty 1445.527143 = -25333.630780 nChanged 17 SP:Iteration 5Q (339.133042 sec): 3 clusters Score: Raw -26791.021998 + Penalty 1445.527143 = -25345.494855 nChanged 9 SP:Iteration 6Q (339.144580 sec): 3 clusters Score: Raw -26803.158398 + Penalty 1445.527143 = -25357.631255 nChanged 9 SP:Iteration 7Q (339.156114 sec): 3 clusters Score: Raw -26808.576463 + Penalty 1445.527143 = -25363.049320 nChanged 6 SP:Iteration 8Q (339.167646 sec): 3 clusters Score: Raw -26812.118499 + Penalty 1445.527143 = -25366.591356 nChanged 3 SP:Iteration 9Q (339.179478 sec): 3 clusters Score: Raw -26813.998147 + Penalty 1445.527143 = -25368.471004 nChanged 1 SP:Iteration 10Q (339.191141 sec): 3 clusters Score: Raw -26814.411011 + Penalty 1445.527143 = -25368.883868 nChanged 1 SP:Iteration 11Q (339.202831 sec): 3 clusters Score: Raw -26817.306662 + Penalty 1445.527143 = -25371.779519 nChanged 3 SP:Iteration 12Q (339.214425 sec): 3 clusters Score: Raw -26819.040223 + Penalty 1445.527143 = -25373.513080 nChanged 1 SP:Iteration 13Q (339.226074 sec): 3 clusters Score: Raw -26819.206168 + Penalty 1445.527143 = -25373.679025 nChanged 0 SP:Iteration 14F (339.237634 sec): 3 clusters Score: Raw -26819.206168 + Penalty 1445.527143 = -25373.679025 nChanged 0 Trying to split cluster 12 (1459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (339.273327 sec): 2 clusters Score: Raw -68732.738819 + Penalty 764.978188 = -67967.760631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (339.289952 sec): 3 clusters Score: Raw -68118.033471 + Penalty 1529.956375 = -66588.077096 nChanged 534 SP:Iteration 1F (339.440987 sec): 3 clusters Score: Raw -68492.898513 + Penalty 1529.956375 = -66962.942138 nChanged 135 SP:Iteration 2F (339.521369 sec): 3 clusters Score: Raw -68629.585983 + Penalty 1529.956375 = -67099.629608 nChanged 105 SP:Iteration 3F (339.537578 sec): 3 clusters Score: Raw -68742.923772 + Penalty 1529.956375 = -67212.967396 nChanged 70 SP:Iteration 4Q (339.553708 sec): 3 clusters Score: Raw -68801.047434 + Penalty 1529.956375 = -67271.091059 nChanged 43 SP:Iteration 5Q (339.569695 sec): 3 clusters Score: Raw -68828.589727 + Penalty 1529.956375 = -67298.633352 nChanged 27 SP:Iteration 6Q (339.585834 sec): 3 clusters Score: Raw -68842.618315 + Penalty 1529.956375 = -67312.661940 nChanged 15 SP:Iteration 7Q (339.602193 sec): 3 clusters Score: Raw -68853.513381 + Penalty 1529.956375 = -67323.557006 nChanged 14 SP:Iteration 8Q (339.618195 sec): 3 clusters Score: Raw -68863.810133 + Penalty 1529.956375 = -67333.853758 nChanged 16 SP:Iteration 9Q (339.634160 sec): 3 clusters Score: Raw -68873.433045 + Penalty 1529.956375 = -67343.476670 nChanged 12 SP:Iteration 10Q (339.650236 sec): 3 clusters Score: Raw -68880.557759 + Penalty 1529.956375 = -67350.601384 nChanged 9 SP:Iteration 11Q (339.666237 sec): 3 clusters Score: Raw -68886.032917 + Penalty 1529.956375 = -67356.076542 nChanged 11 SP:Iteration 12Q (339.710949 sec): 3 clusters Score: Raw -68890.796209 + Penalty 1529.956375 = -67360.839834 nChanged 9 SP:Iteration 13Q (339.726932 sec): 3 clusters Score: Raw -68893.450771 + Penalty 1529.956375 = -67363.494396 nChanged 2 SP:Iteration 14Q (339.742811 sec): 3 clusters Score: Raw -68895.467256 + Penalty 1529.956375 = -67365.510881 nChanged 6 SP:Iteration 15Q (339.759151 sec): 3 clusters Score: Raw -68896.818370 + Penalty 1529.956375 = -67366.861995 nChanged 4 SP:Iteration 16Q (339.775455 sec): 3 clusters Score: Raw -68897.772463 + Penalty 1529.956375 = -67367.816088 nChanged 3 SP:Iteration 17Q (339.791026 sec): 3 clusters Score: Raw -68898.556957 + Penalty 1529.956375 = -67368.600581 nChanged 3 SP:Iteration 18Q (339.806500 sec): 3 clusters Score: Raw -68899.778317 + Penalty 1529.956375 = -67369.821942 nChanged 1 SP:Iteration 19Q (339.821989 sec): 3 clusters Score: Raw -68900.091430 + Penalty 1529.956375 = -67370.135055 nChanged 0 SP:Iteration 20F (339.837294 sec): 3 clusters Score: Raw -68900.091430 + Penalty 1529.956375 = -67370.135055 nChanged 0 Trying to split cluster 13 (811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (339.867662 sec): 2 clusters Score: Raw -25583.336439 + Penalty 703.318146 = -24880.018293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (339.878400 sec): 3 clusters Score: Raw -25312.292985 + Penalty 1406.636291 = -23905.656694 nChanged 285 SP:Iteration 1F (339.888512 sec): 3 clusters Score: Raw -25639.288931 + Penalty 1406.636291 = -24232.652640 nChanged 82 SP:Iteration 2F (339.898677 sec): 3 clusters Score: Raw -25775.694686 + Penalty 1406.636291 = -24369.058395 nChanged 50 SP:Iteration 3F (339.908917 sec): 3 clusters Score: Raw -25849.243574 + Penalty 1406.636291 = -24442.607283 nChanged 32 SP:Iteration 4Q (340.002667 sec): 3 clusters Score: Raw -25915.968388 + Penalty 1406.636291 = -24509.332096 nChanged 28 SP:Iteration 5Q (340.116568 sec): 3 clusters Score: Raw -25950.313668 + Penalty 1406.636291 = -24543.677377 nChanged 18 SP:Iteration 6Q (340.229899 sec): 3 clusters Score: Raw -25968.341068 + Penalty 1406.636291 = -24561.704776 nChanged 9 SP:Iteration 7Q (340.241096 sec): 3 clusters Score: Raw -25981.527113 + Penalty 1406.636291 = -24574.890822 nChanged 9 SP:Iteration 8Q (340.251671 sec): 3 clusters Score: Raw -25997.691664 + Penalty 1406.636291 = -24591.055373 nChanged 4 SP:Iteration 9Q (340.262135 sec): 3 clusters Score: Raw -26009.949923 + Penalty 1406.636291 = -24603.313632 nChanged 6 SP:Iteration 10Q (340.403489 sec): 3 clusters Score: Raw -26020.351437 + Penalty 1406.636291 = -24613.715146 nChanged 7 SP:Iteration 11Q (340.484316 sec): 3 clusters Score: Raw -26032.661370 + Penalty 1406.636291 = -24626.025079 nChanged 14 SP:Iteration 12Q (340.519027 sec): 3 clusters Score: Raw -26044.120696 + Penalty 1406.636291 = -24637.484404 nChanged 4 SP:Iteration 13Q (340.532392 sec): 3 clusters Score: Raw -26045.979596 + Penalty 1406.636291 = -24639.343305 nChanged 2 SP:Iteration 14Q (340.543534 sec): 3 clusters Score: Raw -26046.892964 + Penalty 1406.636291 = -24640.256673 nChanged 2 SP:Iteration 15Q (340.555693 sec): 3 clusters Score: Raw -26048.048205 + Penalty 1406.636291 = -24641.411914 nChanged 1 SP:Iteration 16Q (340.567898 sec): 3 clusters Score: Raw -26048.798809 + Penalty 1406.636291 = -24642.162518 nChanged 1 SP:Iteration 17Q (340.580091 sec): 3 clusters Score: Raw -26049.457328 + Penalty 1406.636291 = -24642.821036 nChanged 1 SP:Iteration 18Q (340.592255 sec): 3 clusters Score: Raw -26050.936682 + Penalty 1406.636291 = -24644.300391 nChanged 4 SP:Iteration 19Q (340.604436 sec): 3 clusters Score: Raw -26054.920849 + Penalty 1406.636291 = -24648.284558 nChanged 3 SP:Iteration 20F (340.616784 sec): 3 clusters Score: Raw -26059.256213 + Penalty 1406.636291 = -24652.619922 nChanged 5 SP:Iteration 21Q (340.629001 sec): 3 clusters Score: Raw -26063.657529 + Penalty 1406.636291 = -24657.021237 nChanged 2 SP:Iteration 22Q (340.641147 sec): 3 clusters Score: Raw -26064.649111 + Penalty 1406.636291 = -24658.012820 nChanged 0 SP:Iteration 23F (340.653308 sec): 3 clusters Score: Raw -26064.649111 + Penalty 1406.636291 = -24658.012820 nChanged 0 Iteration 139Q (341.176980 sec): 14 clusters Score: Raw -1490567.871772 + Penalty 14262.060146 = -1476305.811626 nChanged 44 Iteration 140F (341.809595 sec): 14 clusters Score: Raw -1490598.755320 + Penalty 14262.060146 = -1476336.695174 nChanged 45 Iteration 141Q (342.225737 sec): 14 clusters Score: Raw -1490611.871430 + Penalty 14262.060146 = -1476349.811283 nChanged 40 Iteration 142Q (342.598179 sec): 14 clusters Score: Raw -1490620.634679 + Penalty 14262.060146 = -1476358.574533 nChanged 48 Iteration 143Q (342.976485 sec): 14 clusters Score: Raw -1490631.909528 + Penalty 14262.060146 = -1476369.849381 nChanged 47 Iteration 144Q (343.392062 sec): 14 clusters Score: Raw -1490642.479183 + Penalty 14262.060146 = -1476380.419037 nChanged 47 Iteration 145Q (343.806482 sec): 14 clusters Score: Raw -1490651.794927 + Penalty 14262.060146 = -1476389.734780 nChanged 43 Iteration 146Q (344.155927 sec): 14 clusters Score: Raw -1490661.410459 + Penalty 14262.060146 = -1476399.350313 nChanged 42 Iteration 147Q (344.534844 sec): 14 clusters Score: Raw -1490670.805389 + Penalty 14262.060146 = -1476408.745242 nChanged 40 Iteration 148Q (344.903741 sec): 14 clusters Score: Raw -1490679.680392 + Penalty 14262.060146 = -1476417.620246 nChanged 43 Iteration 149Q (345.338536 sec): 14 clusters Score: Raw -1490688.629265 + Penalty 14262.060146 = -1476426.569119 nChanged 34 Iteration 150Q (345.717955 sec): 14 clusters Score: Raw -1490694.860022 + Penalty 14262.060146 = -1476432.799875 nChanged 28 Iteration 151Q (346.138156 sec): 14 clusters Score: Raw -1490699.207401 + Penalty 14262.060146 = -1476437.147255 nChanged 18 Iteration 152Q (346.554102 sec): 14 clusters Score: Raw -1490701.652851 + Penalty 14262.060146 = -1476439.592704 nChanged 17 Iteration 153Q (346.904642 sec): 14 clusters Score: Raw -1490704.044077 + Penalty 14262.060146 = -1476441.983930 nChanged 15 Iteration 154Q (347.284101 sec): 14 clusters Score: Raw -1490706.404023 + Penalty 14262.060146 = -1476444.343877 nChanged 14 Iteration 155Q (347.699551 sec): 14 clusters Score: Raw -1490708.241621 + Penalty 14262.060146 = -1476446.181475 nChanged 18 Iteration 156Q (348.078267 sec): 14 clusters Score: Raw -1490711.333251 + Penalty 14262.060146 = -1476449.273104 nChanged 27 Iteration 157Q (349.035282 sec): 14 clusters Score: Raw -1490715.744538 + Penalty 14262.060146 = -1476453.684391 nChanged 19 Iteration 158Q (349.991541 sec): 14 clusters Score: Raw -1490718.346271 + Penalty 14262.060146 = -1476456.286125 nChanged 21 Iteration 159Q (351.038578 sec): 14 clusters Score: Raw -1490721.349786 + Penalty 14262.060146 = -1476459.289640 nChanged 18 Iteration 160F (351.870682 sec): 14 clusters Score: Raw -1490724.514907 + Penalty 14262.060146 = -1476462.454761 nChanged 18 Iteration 161Q (352.558313 sec): 14 clusters Score: Raw -1490727.281113 + Penalty 14262.060146 = -1476465.220967 nChanged 15 Iteration 162Q (353.579571 sec): 14 clusters Score: Raw -1490730.174272 + Penalty 14262.060146 = -1476468.114125 nChanged 20 Iteration 163Q (354.156047 sec): 14 clusters Score: Raw -1490733.378956 + Penalty 14262.060146 = -1476471.318810 nChanged 23 Iteration 164Q (354.634030 sec): 14 clusters Score: Raw -1490737.372842 + Penalty 14262.060146 = -1476475.312696 nChanged 19 Iteration 165Q (355.002686 sec): 14 clusters Score: Raw -1490739.443046 + Penalty 14262.060146 = -1476477.382899 nChanged 17 Iteration 166Q (355.377807 sec): 14 clusters Score: Raw -1490742.875809 + Penalty 14262.060146 = -1476480.815663 nChanged 22 Iteration 167Q (355.842443 sec): 14 clusters Score: Raw -1490746.064105 + Penalty 14262.060146 = -1476484.003959 nChanged 19 Iteration 168Q (356.218513 sec): 14 clusters Score: Raw -1490748.426105 + Penalty 14262.060146 = -1476486.365959 nChanged 13 Iteration 169Q (356.587233 sec): 14 clusters Score: Raw -1490750.647200 + Penalty 14262.060146 = -1476488.587053 nChanged 14 Iteration 170Q (356.966014 sec): 14 clusters Score: Raw -1490753.136664 + Penalty 14262.060146 = -1476491.076517 nChanged 12 Iteration 171Q (357.383440 sec): 14 clusters Score: Raw -1490755.343869 + Penalty 14262.060146 = -1476493.283722 nChanged 11 Iteration 172Q (357.800102 sec): 14 clusters Score: Raw -1490757.312487 + Penalty 14262.060146 = -1476495.252341 nChanged 5 Iteration 173Q (358.147735 sec): 14 clusters Score: Raw -1490758.271815 + Penalty 14262.060146 = -1476496.211668 nChanged 4 Iteration 174Q (358.562015 sec): 14 clusters Score: Raw -1490758.803164 + Penalty 14262.060146 = -1476496.743017 nChanged 4 Iteration 175Q (359.030737 sec): 14 clusters Score: Raw -1490759.403250 + Penalty 14262.060146 = -1476497.343104 nChanged 6 Iteration 176Q (359.449971 sec): 14 clusters Score: Raw -1490760.731259 + Penalty 14262.060146 = -1476498.671113 nChanged 17 Iteration 177Q (359.863857 sec): 14 clusters Score: Raw -1490763.375675 + Penalty 14262.060146 = -1476501.315528 nChanged 8 Iteration 178Q (360.224177 sec): 14 clusters Score: Raw -1490764.456650 + Penalty 14262.060146 = -1476502.396504 nChanged 5 Writing temp clu file Because OldScore, -1476501.315528, is greater than current (better) Score,-1476502.396504 Compute initial score before splitting: Score: Raw -1490764.456650 + Penalty 14262.060146 = -1476502.396504 Trying to split cluster 1 (2514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.267395 sec): 2 clusters Score: Raw -115544.814406 + Penalty 822.111191 = -114722.703215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (360.297696 sec): 3 clusters Score: Raw -114297.487383 + Penalty 1644.222382 = -112653.265002 nChanged 1013 SP:Iteration 1F (360.329405 sec): 3 clusters Score: Raw -114912.973288 + Penalty 1644.222382 = -113268.750907 nChanged 211 SP:Iteration 2F (360.358222 sec): 3 clusters Score: Raw -115053.545431 + Penalty 1644.222382 = -113409.323049 nChanged 155 SP:Iteration 3F (360.407907 sec): 3 clusters Score: Raw -115168.013848 + Penalty 1644.222382 = -113523.791466 nChanged 145 SP:Iteration 4F (360.515867 sec): 3 clusters Score: Raw -115262.105943 + Penalty 1644.222382 = -113617.883562 nChanged 121 SP:Iteration 5Q (360.631711 sec): 3 clusters Score: Raw -115345.200386 + Penalty 1644.222382 = -113700.978005 nChanged 108 SP:Iteration 6Q (360.741552 sec): 3 clusters Score: Raw -115418.912883 + Penalty 1644.222382 = -113774.690502 nChanged 99 SP:Iteration 7Q (360.897381 sec): 3 clusters Score: Raw -115480.740904 + Penalty 1644.222382 = -113836.518522 nChanged 84 SP:Iteration 8Q (361.013830 sec): 3 clusters Score: Raw -115522.160499 + Penalty 1644.222382 = -113877.938117 nChanged 61 SP:Iteration 9Q (361.100622 sec): 3 clusters Score: Raw -115555.733554 + Penalty 1644.222382 = -113911.511172 nChanged 46 SP:Iteration 10Q (361.222586 sec): 3 clusters Score: Raw -115583.848913 + Penalty 1644.222382 = -113939.626532 nChanged 49 SP:Iteration 11Q (361.339596 sec): 3 clusters Score: Raw -115611.575129 + Penalty 1644.222382 = -113967.352747 nChanged 45 SP:Iteration 12Q (361.455709 sec): 3 clusters Score: Raw -115638.177976 + Penalty 1644.222382 = -113993.955594 nChanged 41 SP:Iteration 13Q (361.487801 sec): 3 clusters Score: Raw -115662.604036 + Penalty 1644.222382 = -114018.381654 nChanged 36 SP:Iteration 14Q (361.513302 sec): 3 clusters Score: Raw -115680.245735 + Penalty 1644.222382 = -114036.023354 nChanged 35 SP:Iteration 15Q (361.538742 sec): 3 clusters Score: Raw -115700.165378 + Penalty 1644.222382 = -114055.942996 nChanged 30 SP:Iteration 16Q (361.564153 sec): 3 clusters Score: Raw -115714.526559 + Penalty 1644.222382 = -114070.304177 nChanged 30 SP:Iteration 17Q (361.589549 sec): 3 clusters Score: Raw -115727.129467 + Penalty 1644.222382 = -114082.907086 nChanged 19 SP:Iteration 18Q (361.614983 sec): 3 clusters Score: Raw -115737.921331 + Penalty 1644.222382 = -114093.698949 nChanged 27 SP:Iteration 19Q (361.640051 sec): 3 clusters Score: Raw -115750.914195 + Penalty 1644.222382 = -114106.691813 nChanged 24 SP:Iteration 20F (361.664355 sec): 3 clusters Score: Raw -115763.920886 + Penalty 1644.222382 = -114119.698504 nChanged 20 SP:Iteration 21Q (361.689139 sec): 3 clusters Score: Raw -115770.175704 + Penalty 1644.222382 = -114125.953322 nChanged 13 SP:Iteration 22Q (361.713914 sec): 3 clusters Score: Raw -115774.935178 + Penalty 1644.222382 = -114130.712796 nChanged 8 SP:Iteration 23Q (361.738452 sec): 3 clusters Score: Raw -115777.438237 + Penalty 1644.222382 = -114133.215855 nChanged 5 SP:Iteration 24Q (361.763213 sec): 3 clusters Score: Raw -115778.562742 + Penalty 1644.222382 = -114134.340361 nChanged 4 SP:Iteration 25Q (361.805015 sec): 3 clusters Score: Raw -115779.668044 + Penalty 1644.222382 = -114135.445662 nChanged 5 SP:Iteration 26Q (361.829979 sec): 3 clusters Score: Raw -115783.366043 + Penalty 1644.222382 = -114139.143661 nChanged 5 SP:Iteration 27Q (361.854671 sec): 3 clusters Score: Raw -115785.841590 + Penalty 1644.222382 = -114141.619209 nChanged 7 SP:Iteration 28Q (361.879444 sec): 3 clusters Score: Raw -115790.221053 + Penalty 1644.222382 = -114145.998671 nChanged 9 SP:Iteration 29Q (361.904042 sec): 3 clusters Score: Raw -115796.428488 + Penalty 1644.222382 = -114152.206107 nChanged 9 SP:Iteration 30Q (361.928588 sec): 3 clusters Score: Raw -115802.589952 + Penalty 1644.222382 = -114158.367570 nChanged 11 SP:Iteration 31Q (361.953164 sec): 3 clusters Score: Raw -115807.733802 + Penalty 1644.222382 = -114163.511420 nChanged 7 SP:Iteration 32Q (361.977682 sec): 3 clusters Score: Raw -115810.712830 + Penalty 1644.222382 = -114166.490449 nChanged 7 SP:Iteration 33Q (362.002398 sec): 3 clusters Score: Raw -115814.014612 + Penalty 1644.222382 = -114169.792230 nChanged 9 SP:Iteration 34Q (362.026919 sec): 3 clusters Score: Raw -115817.755512 + Penalty 1644.222382 = -114173.533130 nChanged 12 SP:Iteration 35Q (362.051564 sec): 3 clusters Score: Raw -115822.211038 + Penalty 1644.222382 = -114177.988656 nChanged 13 SP:Iteration 36Q (362.076202 sec): 3 clusters Score: Raw -115828.559180 + Penalty 1644.222382 = -114184.336799 nChanged 13 SP:Iteration 37Q (362.100836 sec): 3 clusters Score: Raw -115834.980249 + Penalty 1644.222382 = -114190.757867 nChanged 8 SP:Iteration 38Q (362.221194 sec): 3 clusters Score: Raw -115839.921427 + Penalty 1644.222382 = -114195.699045 nChanged 8 SP:Iteration 39Q (362.341631 sec): 3 clusters Score: Raw -115842.618480 + Penalty 1644.222382 = -114198.396098 nChanged 4 SP:Iteration 40F (362.407387 sec): 3 clusters Score: Raw -115843.610092 + Penalty 1644.222382 = -114199.387710 nChanged 2 SP:Iteration 41Q (362.432117 sec): 3 clusters Score: Raw -115843.949584 + Penalty 1644.222382 = -114199.727202 nChanged 2 SP:Iteration 42Q (362.456678 sec): 3 clusters Score: Raw -115844.102514 + Penalty 1644.222382 = -114199.880132 nChanged 1 SP:Iteration 43Q (362.481318 sec): 3 clusters Score: Raw -115844.181431 + Penalty 1644.222382 = -114199.959049 nChanged 0 SP:Iteration 44F (362.505844 sec): 3 clusters Score: Raw -115844.181431 + Penalty 1644.222382 = -114199.959049 nChanged 0 Trying to split cluster 2 (3661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (362.544012 sec): 2 clusters Score: Raw -175380.870507 + Penalty 861.576619 = -174519.293888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (362.580524 sec): 3 clusters Score: Raw -173475.721437 + Penalty 1723.153239 = -171752.568198 nChanged 1497 SP:Iteration 1F (362.615055 sec): 3 clusters Score: Raw -174356.184127 + Penalty 1723.153239 = -172633.030888 nChanged 276 SP:Iteration 2F (362.649382 sec): 3 clusters Score: Raw -174529.964220 + Penalty 1723.153239 = -172806.810981 nChanged 205 SP:Iteration 3F (362.685304 sec): 3 clusters Score: Raw -174661.467824 + Penalty 1723.153239 = -172938.314585 nChanged 185 SP:Iteration 4F (362.721395 sec): 3 clusters Score: Raw -174768.001544 + Penalty 1723.153239 = -173044.848305 nChanged 137 SP:Iteration 5Q (362.758308 sec): 3 clusters Score: Raw -174830.166896 + Penalty 1723.153239 = -173107.013657 nChanged 100 SP:Iteration 6Q (362.795111 sec): 3 clusters Score: Raw -174884.632625 + Penalty 1723.153239 = -173161.479387 nChanged 100 SP:Iteration 7Q (362.831781 sec): 3 clusters Score: Raw -174937.141639 + Penalty 1723.153239 = -173213.988400 nChanged 83 SP:Iteration 8Q (362.867935 sec): 3 clusters Score: Raw -174979.761170 + Penalty 1723.153239 = -173256.607931 nChanged 71 SP:Iteration 9Q (362.903141 sec): 3 clusters Score: Raw -175013.632010 + Penalty 1723.153239 = -173290.478771 nChanged 64 SP:Iteration 10Q (362.938308 sec): 3 clusters Score: Raw -175043.954410 + Penalty 1723.153239 = -173320.801171 nChanged 72 SP:Iteration 11Q (362.973518 sec): 3 clusters Score: Raw -175080.571830 + Penalty 1723.153239 = -173357.418591 nChanged 74 SP:Iteration 12Q (363.008803 sec): 3 clusters Score: Raw -175119.717031 + Penalty 1723.153239 = -173396.563793 nChanged 68 SP:Iteration 13Q (363.044082 sec): 3 clusters Score: Raw -175159.848076 + Penalty 1723.153239 = -173436.694838 nChanged 59 SP:Iteration 14Q (363.079463 sec): 3 clusters Score: Raw -175185.986955 + Penalty 1723.153239 = -173462.833716 nChanged 46 SP:Iteration 15Q (363.115005 sec): 3 clusters Score: Raw -175208.489558 + Penalty 1723.153239 = -173485.336319 nChanged 45 SP:Iteration 16Q (363.150180 sec): 3 clusters Score: Raw -175235.505412 + Penalty 1723.153239 = -173512.352173 nChanged 44 SP:Iteration 17Q (363.185266 sec): 3 clusters Score: Raw -175271.534428 + Penalty 1723.153239 = -173548.381189 nChanged 52 SP:Iteration 18Q (363.223943 sec): 3 clusters Score: Raw -175302.535241 + Penalty 1723.153239 = -173579.382002 nChanged 46 SP:Iteration 19Q (363.259094 sec): 3 clusters Score: Raw -175329.383163 + Penalty 1723.153239 = -173606.229925 nChanged 35 SP:Iteration 20F (363.293841 sec): 3 clusters Score: Raw -175349.620111 + Penalty 1723.153239 = -173626.466872 nChanged 26 SP:Iteration 21Q (363.328523 sec): 3 clusters Score: Raw -175365.886347 + Penalty 1723.153239 = -173642.733108 nChanged 32 SP:Iteration 22Q (363.363274 sec): 3 clusters Score: Raw -175378.446267 + Penalty 1723.153239 = -173655.293029 nChanged 19 SP:Iteration 23Q (363.500027 sec): 3 clusters Score: Raw -175384.616581 + Penalty 1723.153239 = -173661.463343 nChanged 15 SP:Iteration 24Q (363.600996 sec): 3 clusters Score: Raw -175390.850280 + Penalty 1723.153239 = -173667.697041 nChanged 13 SP:Iteration 25Q (363.700139 sec): 3 clusters Score: Raw -175395.526021 + Penalty 1723.153239 = -173672.372782 nChanged 9 SP:Iteration 26Q (363.818249 sec): 3 clusters Score: Raw -175397.812834 + Penalty 1723.153239 = -173674.659595 nChanged 7 SP:Iteration 27Q (363.852871 sec): 3 clusters Score: Raw -175400.407528 + Penalty 1723.153239 = -173677.254289 nChanged 7 SP:Iteration 28Q (363.887306 sec): 3 clusters Score: Raw -175402.503035 + Penalty 1723.153239 = -173679.349796 nChanged 4 SP:Iteration 29Q (363.921424 sec): 3 clusters Score: Raw -175403.774871 + Penalty 1723.153239 = -173680.621632 nChanged 2 SP:Iteration 30Q (363.955746 sec): 3 clusters Score: Raw -175404.319477 + Penalty 1723.153239 = -173681.166238 nChanged 1 SP:Iteration 31Q (364.009818 sec): 3 clusters Score: Raw -175404.669819 + Penalty 1723.153239 = -173681.516580 nChanged 1 SP:Iteration 32Q (364.044459 sec): 3 clusters Score: Raw -175405.218951 + Penalty 1723.153239 = -173682.065712 nChanged 2 SP:Iteration 33Q (364.078767 sec): 3 clusters Score: Raw -175405.772782 + Penalty 1723.153239 = -173682.619543 nChanged 2 SP:Iteration 34Q (364.113131 sec): 3 clusters Score: Raw -175406.186988 + Penalty 1723.153239 = -173683.033749 nChanged 2 SP:Iteration 35Q (364.147353 sec): 3 clusters Score: Raw -175406.804341 + Penalty 1723.153239 = -173683.651102 nChanged 2 SP:Iteration 36Q (364.181891 sec): 3 clusters Score: Raw -175407.143292 + Penalty 1723.153239 = -173683.990053 nChanged 3 SP:Iteration 37Q (364.216532 sec): 3 clusters Score: Raw -175409.105490 + Penalty 1723.153239 = -173685.952251 nChanged 3 SP:Iteration 38Q (364.250696 sec): 3 clusters Score: Raw -175409.918893 + Penalty 1723.153239 = -173686.765654 nChanged 3 SP:Iteration 39Q (364.285185 sec): 3 clusters Score: Raw -175410.722211 + Penalty 1723.153239 = -173687.568972 nChanged 2 SP:Iteration 40F (364.319742 sec): 3 clusters Score: Raw -175411.343517 + Penalty 1723.153239 = -173688.190278 nChanged 1 SP:Iteration 41Q (364.354369 sec): 3 clusters Score: Raw -175411.528882 + Penalty 1723.153239 = -173688.375643 nChanged 1 SP:Iteration 42Q (364.388770 sec): 3 clusters Score: Raw -175411.869516 + Penalty 1723.153239 = -173688.716277 nChanged 0 SP:Iteration 43F (364.423379 sec): 3 clusters Score: Raw -175411.869516 + Penalty 1723.153239 = -173688.716277 nChanged 0 Trying to split cluster 3 (3094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (364.459404 sec): 2 clusters Score: Raw -139682.240853 + Penalty 843.908103 = -138838.332749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (364.491775 sec): 3 clusters Score: Raw -138156.574774 + Penalty 1687.816207 = -136468.758567 nChanged 1199 SP:Iteration 1F (364.521985 sec): 3 clusters Score: Raw -138907.063041 + Penalty 1687.816207 = -137219.246834 nChanged 250 SP:Iteration 2F (364.551847 sec): 3 clusters Score: Raw -139091.390291 + Penalty 1687.816207 = -137403.574084 nChanged 207 SP:Iteration 3F (364.581561 sec): 3 clusters Score: Raw -139253.791143 + Penalty 1687.816207 = -137565.974937 nChanged 184 SP:Iteration 4F (364.611410 sec): 3 clusters Score: Raw -139408.909353 + Penalty 1687.816207 = -137721.093147 nChanged 142 SP:Iteration 5Q (364.641653 sec): 3 clusters Score: Raw -139530.346076 + Penalty 1687.816207 = -137842.529869 nChanged 149 SP:Iteration 6Q (364.671795 sec): 3 clusters Score: Raw -139650.124989 + Penalty 1687.816207 = -137962.308783 nChanged 124 SP:Iteration 7Q (364.729441 sec): 3 clusters Score: Raw -139756.052917 + Penalty 1687.816207 = -138068.236711 nChanged 111 SP:Iteration 8Q (364.759315 sec): 3 clusters Score: Raw -139845.907121 + Penalty 1687.816207 = -138158.090914 nChanged 93 SP:Iteration 9Q (364.889998 sec): 3 clusters Score: Raw -139898.121877 + Penalty 1687.816207 = -138210.305670 nChanged 62 SP:Iteration 10Q (364.974823 sec): 3 clusters Score: Raw -139937.221832 + Penalty 1687.816207 = -138249.405626 nChanged 53 SP:Iteration 11Q (365.010509 sec): 3 clusters Score: Raw -139963.629762 + Penalty 1687.816207 = -138275.813555 nChanged 44 SP:Iteration 12Q (365.040220 sec): 3 clusters Score: Raw -139980.055040 + Penalty 1687.816207 = -138292.238834 nChanged 28 SP:Iteration 13Q (365.069765 sec): 3 clusters Score: Raw -139994.722717 + Penalty 1687.816207 = -138306.906510 nChanged 30 SP:Iteration 14Q (365.099168 sec): 3 clusters Score: Raw -140003.560846 + Penalty 1687.816207 = -138315.744640 nChanged 19 SP:Iteration 15Q (365.128668 sec): 3 clusters Score: Raw -140012.597111 + Penalty 1687.816207 = -138324.780905 nChanged 16 SP:Iteration 16Q (365.158092 sec): 3 clusters Score: Raw -140018.133978 + Penalty 1687.816207 = -138330.317772 nChanged 14 SP:Iteration 17Q (365.187729 sec): 3 clusters Score: Raw -140021.911081 + Penalty 1687.816207 = -138334.094874 nChanged 10 SP:Iteration 18Q (365.217247 sec): 3 clusters Score: Raw -140024.343462 + Penalty 1687.816207 = -138336.527256 nChanged 4 SP:Iteration 19Q (365.246741 sec): 3 clusters Score: Raw -140025.163256 + Penalty 1687.816207 = -138337.347050 nChanged 1 SP:Iteration 20F (365.275915 sec): 3 clusters Score: Raw -140025.309672 + Penalty 1687.816207 = -138337.493466 nChanged 1 SP:Iteration 21Q (365.305328 sec): 3 clusters Score: Raw -140025.471094 + Penalty 1687.816207 = -138337.654887 nChanged 0 SP:Iteration 22F (365.334602 sec): 3 clusters Score: Raw -140025.471094 + Penalty 1687.816207 = -138337.654887 nChanged 0 Trying to split cluster 4 (2862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (365.369679 sec): 2 clusters Score: Raw -141128.460135 + Penalty 835.723976 = -140292.736159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (365.398520 sec): 3 clusters Score: Raw -139671.978461 + Penalty 1671.447952 = -138000.530510 nChanged 1153 SP:Iteration 1F (365.425983 sec): 3 clusters Score: Raw -140405.547465 + Penalty 1671.447952 = -138734.099513 nChanged 243 SP:Iteration 2F (365.453396 sec): 3 clusters Score: Raw -140574.928643 + Penalty 1671.447952 = -138903.480691 nChanged 163 SP:Iteration 3F (365.480780 sec): 3 clusters Score: Raw -140673.272861 + Penalty 1671.447952 = -139001.824909 nChanged 128 SP:Iteration 4Q (365.509454 sec): 3 clusters Score: Raw -140744.030385 + Penalty 1671.447952 = -139072.582433 nChanged 116 SP:Iteration 5Q (365.537997 sec): 3 clusters Score: Raw -140808.949163 + Penalty 1671.447952 = -139137.501211 nChanged 90 SP:Iteration 6Q (365.566515 sec): 3 clusters Score: Raw -140852.971543 + Penalty 1671.447952 = -139181.523591 nChanged 86 SP:Iteration 7Q (365.594939 sec): 3 clusters Score: Raw -140891.261381 + Penalty 1671.447952 = -139219.813430 nChanged 59 SP:Iteration 8Q (365.623416 sec): 3 clusters Score: Raw -140915.345918 + Penalty 1671.447952 = -139243.897966 nChanged 41 SP:Iteration 9Q (365.651680 sec): 3 clusters Score: Raw -140928.855510 + Penalty 1671.447952 = -139257.407558 nChanged 23 SP:Iteration 10Q (365.679984 sec): 3 clusters Score: Raw -140938.783932 + Penalty 1671.447952 = -139267.335981 nChanged 28 SP:Iteration 11Q (365.707875 sec): 3 clusters Score: Raw -140947.449407 + Penalty 1671.447952 = -139276.001455 nChanged 24 SP:Iteration 12Q (365.735685 sec): 3 clusters Score: Raw -140954.899536 + Penalty 1671.447952 = -139283.451584 nChanged 20 SP:Iteration 13Q (365.763435 sec): 3 clusters Score: Raw -140960.001351 + Penalty 1671.447952 = -139288.553399 nChanged 19 SP:Iteration 14Q (365.791208 sec): 3 clusters Score: Raw -140964.408891 + Penalty 1671.447952 = -139292.960939 nChanged 14 SP:Iteration 15Q (365.819245 sec): 3 clusters Score: Raw -140966.935546 + Penalty 1671.447952 = -139295.487595 nChanged 7 SP:Iteration 16Q (365.927680 sec): 3 clusters Score: Raw -140968.674720 + Penalty 1671.447952 = -139297.226769 nChanged 4 SP:Iteration 17Q (366.050471 sec): 3 clusters Score: Raw -140969.849395 + Penalty 1671.447952 = -139298.401443 nChanged 5 SP:Iteration 18Q (366.167083 sec): 3 clusters Score: Raw -140971.045828 + Penalty 1671.447952 = -139299.597877 nChanged 8 SP:Iteration 19Q (366.278910 sec): 3 clusters Score: Raw -140972.573853 + Penalty 1671.447952 = -139301.125902 nChanged 5 SP:Iteration 20F (366.395929 sec): 3 clusters Score: Raw -140974.294953 + Penalty 1671.447952 = -139302.847001 nChanged 7 SP:Iteration 21Q (366.487368 sec): 3 clusters Score: Raw -140976.290471 + Penalty 1671.447952 = -139304.842520 nChanged 8 SP:Iteration 22Q (366.516238 sec): 3 clusters Score: Raw -140978.643113 + Penalty 1671.447952 = -139307.195161 nChanged 6 SP:Iteration 23Q (366.544105 sec): 3 clusters Score: Raw -140979.733575 + Penalty 1671.447952 = -139308.285623 nChanged 2 SP:Iteration 24Q (366.572770 sec): 3 clusters Score: Raw -140980.358596 + Penalty 1671.447952 = -139308.910644 nChanged 1 SP:Iteration 25Q (366.601250 sec): 3 clusters Score: Raw -140980.606582 + Penalty 1671.447952 = -139309.158631 nChanged 2 SP:Iteration 26Q (366.629928 sec): 3 clusters Score: Raw -140980.834149 + Penalty 1671.447952 = -139309.386198 nChanged 2 SP:Iteration 27Q (366.659218 sec): 3 clusters Score: Raw -140981.228856 + Penalty 1671.447952 = -139309.780904 nChanged 3 SP:Iteration 28Q (366.688074 sec): 3 clusters Score: Raw -140981.772424 + Penalty 1671.447952 = -139310.324472 nChanged 5 SP:Iteration 29Q (366.716476 sec): 3 clusters Score: Raw -140982.874825 + Penalty 1671.447952 = -139311.426873 nChanged 4 SP:Iteration 30Q (366.745076 sec): 3 clusters Score: Raw -140983.599057 + Penalty 1671.447952 = -139312.151105 nChanged 3 SP:Iteration 31Q (366.772887 sec): 3 clusters Score: Raw -140984.528275 + Penalty 1671.447952 = -139313.080324 nChanged 4 SP:Iteration 32Q (366.800668 sec): 3 clusters Score: Raw -140985.374017 + Penalty 1671.447952 = -139313.926065 nChanged 6 SP:Iteration 33Q (366.828563 sec): 3 clusters Score: Raw -140986.288192 + Penalty 1671.447952 = -139314.840240 nChanged 2 SP:Iteration 34Q (366.856551 sec): 3 clusters Score: Raw -140986.514183 + Penalty 1671.447952 = -139315.066232 nChanged 2 SP:Iteration 35Q (366.884885 sec): 3 clusters Score: Raw -140988.163111 + Penalty 1671.447952 = -139316.715159 nChanged 2 SP:Iteration 36Q (366.912888 sec): 3 clusters Score: Raw -140988.468287 + Penalty 1671.447952 = -139317.020335 nChanged 2 SP:Iteration 37Q (366.940958 sec): 3 clusters Score: Raw -140988.757416 + Penalty 1671.447952 = -139317.309464 nChanged 2 SP:Iteration 38Q (366.968914 sec): 3 clusters Score: Raw -140989.469657 + Penalty 1671.447952 = -139318.021705 nChanged 0 SP:Iteration 39F (366.996307 sec): 3 clusters Score: Raw -140989.469657 + Penalty 1671.447952 = -139318.021705 nChanged 0 Trying to split cluster 5 (5173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (367.038792 sec): 2 clusters Score: Raw -241073.715831 + Penalty 897.876847 = -240175.838984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (367.082284 sec): 3 clusters Score: Raw -238211.238663 + Penalty 1795.753695 = -236415.484968 nChanged 2225 SP:Iteration 1F (367.132783 sec): 3 clusters Score: Raw -239534.082343 + Penalty 1795.753695 = -237738.328648 nChanged 407 SP:Iteration 2F (367.183054 sec): 3 clusters Score: Raw -239798.375860 + Penalty 1795.753695 = -238002.622165 nChanged 350 SP:Iteration 3F (367.230295 sec): 3 clusters Score: Raw -240039.704907 + Penalty 1795.753695 = -238243.951212 nChanged 321 SP:Iteration 4F (367.272982 sec): 3 clusters Score: Raw -240291.324001 + Penalty 1795.753695 = -238495.570306 nChanged 273 SP:Iteration 5F (367.316597 sec): 3 clusters Score: Raw -240461.089944 + Penalty 1795.753695 = -238665.336249 nChanged 213 SP:Iteration 6Q (367.456859 sec): 3 clusters Score: Raw -240579.891665 + Penalty 1795.753695 = -238784.137970 nChanged 167 SP:Iteration 7Q (367.548246 sec): 3 clusters Score: Raw -240660.896955 + Penalty 1795.753695 = -238865.143260 nChanged 131 SP:Iteration 8Q (367.596525 sec): 3 clusters Score: Raw -240707.663596 + Penalty 1795.753695 = -238911.909901 nChanged 101 SP:Iteration 9Q (367.643454 sec): 3 clusters Score: Raw -240748.704224 + Penalty 1795.753695 = -238952.950530 nChanged 76 SP:Iteration 10Q (367.696267 sec): 3 clusters Score: Raw -240766.360908 + Penalty 1795.753695 = -238970.607213 nChanged 44 SP:Iteration 11Q (367.741723 sec): 3 clusters Score: Raw -240777.068312 + Penalty 1795.753695 = -238981.314617 nChanged 36 SP:Iteration 12Q (367.785380 sec): 3 clusters Score: Raw -240784.139947 + Penalty 1795.753695 = -238988.386252 nChanged 22 SP:Iteration 13Q (367.829150 sec): 3 clusters Score: Raw -240787.271148 + Penalty 1795.753695 = -238991.517453 nChanged 17 SP:Iteration 14Q (367.872822 sec): 3 clusters Score: Raw -240789.666054 + Penalty 1795.753695 = -238993.912359 nChanged 16 SP:Iteration 15Q (367.917301 sec): 3 clusters Score: Raw -240792.978868 + Penalty 1795.753695 = -238997.225174 nChanged 13 SP:Iteration 16Q (367.962162 sec): 3 clusters Score: Raw -240795.157607 + Penalty 1795.753695 = -238999.403912 nChanged 12 SP:Iteration 17Q (368.006852 sec): 3 clusters Score: Raw -240797.333197 + Penalty 1795.753695 = -239001.579502 nChanged 14 SP:Iteration 18Q (368.051474 sec): 3 clusters Score: Raw -240800.229699 + Penalty 1795.753695 = -239004.476005 nChanged 18 SP:Iteration 19Q (368.096101 sec): 3 clusters Score: Raw -240804.170518 + Penalty 1795.753695 = -239008.416823 nChanged 22 SP:Iteration 20F (368.140179 sec): 3 clusters Score: Raw -240808.526223 + Penalty 1795.753695 = -239012.772529 nChanged 22 SP:Iteration 21Q (368.185098 sec): 3 clusters Score: Raw -240812.551734 + Penalty 1795.753695 = -239016.798040 nChanged 19 SP:Iteration 22Q (368.229618 sec): 3 clusters Score: Raw -240815.229428 + Penalty 1795.753695 = -239019.475733 nChanged 12 SP:Iteration 23Q (368.274468 sec): 3 clusters Score: Raw -240817.424692 + Penalty 1795.753695 = -239021.670998 nChanged 13 SP:Iteration 24Q (368.319141 sec): 3 clusters Score: Raw -240819.382353 + Penalty 1795.753695 = -239023.628658 nChanged 11 SP:Iteration 25Q (368.363776 sec): 3 clusters Score: Raw -240820.962258 + Penalty 1795.753695 = -239025.208563 nChanged 12 SP:Iteration 26Q (368.408283 sec): 3 clusters Score: Raw -240822.661918 + Penalty 1795.753695 = -239026.908223 nChanged 12 SP:Iteration 27Q (368.453182 sec): 3 clusters Score: Raw -240823.782913 + Penalty 1795.753695 = -239028.029218 nChanged 6 SP:Iteration 28Q (368.497947 sec): 3 clusters Score: Raw -240824.544644 + Penalty 1795.753695 = -239028.790949 nChanged 11 SP:Iteration 29Q (368.542729 sec): 3 clusters Score: Raw -240826.039510 + Penalty 1795.753695 = -239030.285815 nChanged 10 SP:Iteration 30Q (368.587317 sec): 3 clusters Score: Raw -240827.158480 + Penalty 1795.753695 = -239031.404785 nChanged 7 SP:Iteration 31Q (368.632047 sec): 3 clusters Score: Raw -240827.781405 + Penalty 1795.753695 = -239032.027710 nChanged 5 SP:Iteration 32Q (368.676842 sec): 3 clusters Score: Raw -240828.142749 + Penalty 1795.753695 = -239032.389054 nChanged 5 SP:Iteration 33Q (368.721638 sec): 3 clusters Score: Raw -240828.415432 + Penalty 1795.753695 = -239032.661737 nChanged 4 SP:Iteration 34Q (368.766103 sec): 3 clusters Score: Raw -240828.581664 + Penalty 1795.753695 = -239032.827969 nChanged 1 SP:Iteration 35Q (368.810801 sec): 3 clusters Score: Raw -240828.641663 + Penalty 1795.753695 = -239032.887969 nChanged 1 SP:Iteration 36Q (368.855288 sec): 3 clusters Score: Raw -240828.714681 + Penalty 1795.753695 = -239032.960986 nChanged 0 SP:Iteration 37F (368.899347 sec): 3 clusters Score: Raw -240828.714681 + Penalty 1795.753695 = -239032.960986 nChanged 0 Trying to split cluster 6 (1938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (368.963347 sec): 2 clusters Score: Raw -70293.791779 + Penalty 794.788238 = -69499.003541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (369.067484 sec): 3 clusters Score: Raw -69397.237426 + Penalty 1589.576476 = -67807.660949 nChanged 738 SP:Iteration 1F (369.146370 sec): 3 clusters Score: Raw -69888.222350 + Penalty 1589.576476 = -68298.645873 nChanged 197 SP:Iteration 2F (369.166519 sec): 3 clusters Score: Raw -70106.288816 + Penalty 1589.576476 = -68516.712340 nChanged 149 SP:Iteration 3F (369.186581 sec): 3 clusters Score: Raw -70259.702838 + Penalty 1589.576476 = -68670.126361 nChanged 123 SP:Iteration 4F (369.206623 sec): 3 clusters Score: Raw -70375.426497 + Penalty 1589.576476 = -68785.850021 nChanged 74 SP:Iteration 5Q (369.227215 sec): 3 clusters Score: Raw -70437.048511 + Penalty 1589.576476 = -68847.472035 nChanged 68 SP:Iteration 6Q (369.247362 sec): 3 clusters Score: Raw -70487.710116 + Penalty 1589.576476 = -68898.133640 nChanged 51 SP:Iteration 7Q (369.267454 sec): 3 clusters Score: Raw -70524.091997 + Penalty 1589.576476 = -68934.515521 nChanged 45 SP:Iteration 8Q (369.287595 sec): 3 clusters Score: Raw -70547.969153 + Penalty 1589.576476 = -68958.392676 nChanged 23 SP:Iteration 9Q (369.307591 sec): 3 clusters Score: Raw -70557.693378 + Penalty 1589.576476 = -68968.116901 nChanged 16 SP:Iteration 10Q (369.327548 sec): 3 clusters Score: Raw -70567.385071 + Penalty 1589.576476 = -68977.808595 nChanged 20 SP:Iteration 11Q (369.347728 sec): 3 clusters Score: Raw -70585.111324 + Penalty 1589.576476 = -68995.534847 nChanged 25 SP:Iteration 12Q (369.367685 sec): 3 clusters Score: Raw -70599.675155 + Penalty 1589.576476 = -69010.098679 nChanged 19 SP:Iteration 13Q (369.387729 sec): 3 clusters Score: Raw -70607.425015 + Penalty 1589.576476 = -69017.848538 nChanged 12 SP:Iteration 14Q (369.407949 sec): 3 clusters Score: Raw -70615.833697 + Penalty 1589.576476 = -69026.257221 nChanged 17 SP:Iteration 15Q (369.427835 sec): 3 clusters Score: Raw -70633.943472 + Penalty 1589.576476 = -69044.366996 nChanged 21 SP:Iteration 16Q (369.447742 sec): 3 clusters Score: Raw -70650.319564 + Penalty 1589.576476 = -69060.743087 nChanged 20 SP:Iteration 17Q (369.467799 sec): 3 clusters Score: Raw -70681.059826 + Penalty 1589.576476 = -69091.483349 nChanged 33 SP:Iteration 18Q (369.487817 sec): 3 clusters Score: Raw -70726.053259 + Penalty 1589.576476 = -69136.476783 nChanged 30 SP:Iteration 19Q (369.507725 sec): 3 clusters Score: Raw -70757.825057 + Penalty 1589.576476 = -69168.248581 nChanged 25 SP:Iteration 20F (369.527407 sec): 3 clusters Score: Raw -70786.660158 + Penalty 1589.576476 = -69197.083682 nChanged 23 SP:Iteration 21Q (369.547327 sec): 3 clusters Score: Raw -70819.869928 + Penalty 1589.576476 = -69230.293451 nChanged 26 SP:Iteration 22Q (369.567246 sec): 3 clusters Score: Raw -70835.143674 + Penalty 1589.576476 = -69245.567197 nChanged 17 SP:Iteration 23Q (369.587077 sec): 3 clusters Score: Raw -70848.481744 + Penalty 1589.576476 = -69258.905268 nChanged 18 SP:Iteration 24Q (369.607111 sec): 3 clusters Score: Raw -70864.314367 + Penalty 1589.576476 = -69274.737890 nChanged 22 SP:Iteration 25Q (369.626990 sec): 3 clusters Score: Raw -70886.865797 + Penalty 1589.576476 = -69297.289321 nChanged 32 SP:Iteration 26Q (369.646871 sec): 3 clusters Score: Raw -70913.409132 + Penalty 1589.576476 = -69323.832655 nChanged 24 SP:Iteration 27Q (369.666825 sec): 3 clusters Score: Raw -70925.857663 + Penalty 1589.576476 = -69336.281187 nChanged 14 SP:Iteration 28Q (369.686602 sec): 3 clusters Score: Raw -70933.787374 + Penalty 1589.576476 = -69344.210898 nChanged 12 SP:Iteration 29Q (369.706304 sec): 3 clusters Score: Raw -70940.474040 + Penalty 1589.576476 = -69350.897564 nChanged 8 SP:Iteration 30Q (369.823055 sec): 3 clusters Score: Raw -70944.526868 + Penalty 1589.576476 = -69354.950392 nChanged 6 SP:Iteration 31Q (369.919031 sec): 3 clusters Score: Raw -70946.682517 + Penalty 1589.576476 = -69357.106040 nChanged 5 SP:Iteration 32Q (369.976848 sec): 3 clusters Score: Raw -70948.051243 + Penalty 1589.576476 = -69358.474767 nChanged 4 SP:Iteration 33Q (369.996754 sec): 3 clusters Score: Raw -70949.096042 + Penalty 1589.576476 = -69359.519566 nChanged 4 SP:Iteration 34Q (370.016617 sec): 3 clusters Score: Raw -70949.978970 + Penalty 1589.576476 = -69360.402493 nChanged 1 SP:Iteration 35Q (370.036458 sec): 3 clusters Score: Raw -70950.150020 + Penalty 1589.576476 = -69360.573543 nChanged 0 SP:Iteration 36F (370.056033 sec): 3 clusters Score: Raw -70950.150020 + Penalty 1589.576476 = -69360.573543 nChanged 0 Trying to split cluster 7 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (370.086668 sec): 2 clusters Score: Raw -28111.362139 + Penalty 672.548988 = -27438.813151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (370.095627 sec): 3 clusters Score: Raw -27923.844829 + Penalty 1345.097976 = -26578.746852 nChanged 177 SP:Iteration 1F (370.104115 sec): 3 clusters Score: Raw -28068.217794 + Penalty 1345.097976 = -26723.119818 nChanged 52 SP:Iteration 2F (370.112645 sec): 3 clusters Score: Raw -28134.686487 + Penalty 1345.097976 = -26789.588510 nChanged 35 SP:Iteration 3F (370.121145 sec): 3 clusters Score: Raw -28178.749291 + Penalty 1345.097976 = -26833.651315 nChanged 15 SP:Iteration 4Q (370.129794 sec): 3 clusters Score: Raw -28200.846392 + Penalty 1345.097976 = -26855.748416 nChanged 17 SP:Iteration 5Q (370.138424 sec): 3 clusters Score: Raw -28227.029113 + Penalty 1345.097976 = -26881.931136 nChanged 13 SP:Iteration 6Q (370.147072 sec): 3 clusters Score: Raw -28245.554595 + Penalty 1345.097976 = -26900.456619 nChanged 11 SP:Iteration 7Q (370.155695 sec): 3 clusters Score: Raw -28261.267946 + Penalty 1345.097976 = -26916.169970 nChanged 8 SP:Iteration 8Q (370.164243 sec): 3 clusters Score: Raw -28268.181081 + Penalty 1345.097976 = -26923.083105 nChanged 4 SP:Iteration 9Q (370.172784 sec): 3 clusters Score: Raw -28271.093917 + Penalty 1345.097976 = -26925.995941 nChanged 3 SP:Iteration 10Q (370.181208 sec): 3 clusters Score: Raw -28273.952771 + Penalty 1345.097976 = -26928.854795 nChanged 3 SP:Iteration 11Q (370.189768 sec): 3 clusters Score: Raw -28275.491957 + Penalty 1345.097976 = -26930.393981 nChanged 2 SP:Iteration 12Q (370.198378 sec): 3 clusters Score: Raw -28276.973025 + Penalty 1345.097976 = -26931.875049 nChanged 2 SP:Iteration 13Q (370.206895 sec): 3 clusters Score: Raw -28278.505406 + Penalty 1345.097976 = -26933.407430 nChanged 1 SP:Iteration 14Q (370.215388 sec): 3 clusters Score: Raw -28280.004447 + Penalty 1345.097976 = -26934.906471 nChanged 2 SP:Iteration 15Q (370.223896 sec): 3 clusters Score: Raw -28282.664081 + Penalty 1345.097976 = -26937.566105 nChanged 3 SP:Iteration 16Q (370.232465 sec): 3 clusters Score: Raw -28283.994267 + Penalty 1345.097976 = -26938.896291 nChanged 2 SP:Iteration 17Q (370.240996 sec): 3 clusters Score: Raw -28285.352227 + Penalty 1345.097976 = -26940.254251 nChanged 2 SP:Iteration 18Q (370.249503 sec): 3 clusters Score: Raw -28286.495127 + Penalty 1345.097976 = -26941.397151 nChanged 1 SP:Iteration 19Q (370.258101 sec): 3 clusters Score: Raw -28287.114311 + Penalty 1345.097976 = -26942.016335 nChanged 0 SP:Iteration 20F (370.266528 sec): 3 clusters Score: Raw -28287.114311 + Penalty 1345.097976 = -26942.016335 nChanged 0 Trying to split cluster 8 (6869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (370.317969 sec): 2 clusters Score: Raw -338497.265616 + Penalty 927.651250 = -337569.614366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (370.470481 sec): 3 clusters Score: Raw -334591.748506 + Penalty 1855.302501 = -332736.446005 nChanged 2971 SP:Iteration 1F (370.552265 sec): 3 clusters Score: Raw -336265.569942 + Penalty 1855.302501 = -334410.267441 nChanged 522 SP:Iteration 2F (370.599682 sec): 3 clusters Score: Raw -336588.528172 + Penalty 1855.302501 = -334733.225671 nChanged 469 SP:Iteration 3F (370.646991 sec): 3 clusters Score: Raw -336932.216428 + Penalty 1855.302501 = -335076.913927 nChanged 462 SP:Iteration 4F (370.697707 sec): 3 clusters Score: Raw -337258.802268 + Penalty 1855.302501 = -335403.499767 nChanged 435 SP:Iteration 5F (370.750157 sec): 3 clusters Score: Raw -337573.526585 + Penalty 1855.302501 = -335718.224084 nChanged 369 SP:Iteration 6F (370.801923 sec): 3 clusters Score: Raw -337823.007221 + Penalty 1855.302501 = -335967.704720 nChanged 298 SP:Iteration 7Q (370.854877 sec): 3 clusters Score: Raw -338018.142511 + Penalty 1855.302501 = -336162.840010 nChanged 236 SP:Iteration 8Q (370.905378 sec): 3 clusters Score: Raw -338144.336919 + Penalty 1855.302501 = -336289.034418 nChanged 182 SP:Iteration 9Q (370.956039 sec): 3 clusters Score: Raw -338230.452262 + Penalty 1855.302501 = -336375.149761 nChanged 132 SP:Iteration 10Q (371.006951 sec): 3 clusters Score: Raw -338288.137724 + Penalty 1855.302501 = -336432.835223 nChanged 111 SP:Iteration 11Q (371.060133 sec): 3 clusters Score: Raw -338325.583519 + Penalty 1855.302501 = -336470.281018 nChanged 96 SP:Iteration 12Q (371.113174 sec): 3 clusters Score: Raw -338358.105655 + Penalty 1855.302501 = -336502.803154 nChanged 62 SP:Iteration 13Q (371.166226 sec): 3 clusters Score: Raw -338377.429052 + Penalty 1855.302501 = -336522.126551 nChanged 53 SP:Iteration 14Q (371.217136 sec): 3 clusters Score: Raw -338391.637833 + Penalty 1855.302501 = -336536.335332 nChanged 58 SP:Iteration 15Q (371.266980 sec): 3 clusters Score: Raw -338406.509670 + Penalty 1855.302501 = -336551.207169 nChanged 56 SP:Iteration 16Q (371.316732 sec): 3 clusters Score: Raw -338421.525075 + Penalty 1855.302501 = -336566.222574 nChanged 41 SP:Iteration 17Q (371.366706 sec): 3 clusters Score: Raw -338432.927293 + Penalty 1855.302501 = -336577.624792 nChanged 44 SP:Iteration 18Q (371.417693 sec): 3 clusters Score: Raw -338446.660094 + Penalty 1855.302501 = -336591.357593 nChanged 40 SP:Iteration 19Q (371.468639 sec): 3 clusters Score: Raw -338458.577052 + Penalty 1855.302501 = -336603.274551 nChanged 37 SP:Iteration 20F (371.519793 sec): 3 clusters Score: Raw -338468.641867 + Penalty 1855.302501 = -336613.339366 nChanged 33 SP:Iteration 21Q (371.572004 sec): 3 clusters Score: Raw -338477.172383 + Penalty 1855.302501 = -336621.869882 nChanged 36 SP:Iteration 22Q (371.623950 sec): 3 clusters Score: Raw -338487.401788 + Penalty 1855.302501 = -336632.099287 nChanged 29 SP:Iteration 23Q (371.676107 sec): 3 clusters Score: Raw -338494.863534 + Penalty 1855.302501 = -336639.561033 nChanged 28 SP:Iteration 24Q (371.726547 sec): 3 clusters Score: Raw -338499.669298 + Penalty 1855.302501 = -336644.366797 nChanged 29 SP:Iteration 25Q (371.774963 sec): 3 clusters Score: Raw -338506.540865 + Penalty 1855.302501 = -336651.238364 nChanged 29 SP:Iteration 26Q (371.823465 sec): 3 clusters Score: Raw -338514.249835 + Penalty 1855.302501 = -336658.947334 nChanged 28 SP:Iteration 27Q (371.871929 sec): 3 clusters Score: Raw -338522.414825 + Penalty 1855.302501 = -336667.112324 nChanged 30 SP:Iteration 28Q (371.920853 sec): 3 clusters Score: Raw -338532.068608 + Penalty 1855.302501 = -336676.766107 nChanged 26 SP:Iteration 29Q (371.973318 sec): 3 clusters Score: Raw -338541.540836 + Penalty 1855.302501 = -336686.238335 nChanged 22 SP:Iteration 30Q (372.026168 sec): 3 clusters Score: Raw -338548.814474 + Penalty 1855.302501 = -336693.511973 nChanged 21 SP:Iteration 31Q (372.075585 sec): 3 clusters Score: Raw -338555.997236 + Penalty 1855.302501 = -336700.694735 nChanged 20 SP:Iteration 32Q (372.250493 sec): 3 clusters Score: Raw -338561.711702 + Penalty 1855.302501 = -336706.409201 nChanged 17 SP:Iteration 33Q (372.306984 sec): 3 clusters Score: Raw -338565.500667 + Penalty 1855.302501 = -336710.198166 nChanged 15 SP:Iteration 34Q (372.354823 sec): 3 clusters Score: Raw -338569.209409 + Penalty 1855.302501 = -336713.906908 nChanged 18 SP:Iteration 35Q (372.402898 sec): 3 clusters Score: Raw -338573.216450 + Penalty 1855.302501 = -336717.913949 nChanged 17 SP:Iteration 36Q (372.450945 sec): 3 clusters Score: Raw -338577.495425 + Penalty 1855.302501 = -336722.192924 nChanged 16 SP:Iteration 37Q (372.502058 sec): 3 clusters Score: Raw -338582.364858 + Penalty 1855.302501 = -336727.062357 nChanged 16 SP:Iteration 38Q (372.554106 sec): 3 clusters Score: Raw -338585.907219 + Penalty 1855.302501 = -336730.604718 nChanged 11 SP:Iteration 39Q (372.606332 sec): 3 clusters Score: Raw -338587.909995 + Penalty 1855.302501 = -336732.607494 nChanged 11 SP:Iteration 40F (372.658273 sec): 3 clusters Score: Raw -338590.273733 + Penalty 1855.302501 = -336734.971232 nChanged 12 SP:Iteration 41Q (372.706056 sec): 3 clusters Score: Raw -338595.163066 + Penalty 1855.302501 = -336739.860565 nChanged 26 SP:Iteration 42Q (372.830525 sec): 3 clusters Score: Raw -338602.720052 + Penalty 1855.302501 = -336747.417551 nChanged 26 SP:Iteration 43Q (372.901073 sec): 3 clusters Score: Raw -338607.302193 + Penalty 1855.302501 = -336751.999692 nChanged 22 SP:Iteration 44Q (372.950624 sec): 3 clusters Score: Raw -338613.993491 + Penalty 1855.302501 = -336758.690990 nChanged 25 SP:Iteration 45Q (373.004678 sec): 3 clusters Score: Raw -338623.158522 + Penalty 1855.302501 = -336767.856021 nChanged 26 SP:Iteration 46Q (373.069712 sec): 3 clusters Score: Raw -338632.408898 + Penalty 1855.302501 = -336777.106397 nChanged 24 SP:Iteration 47Q (373.126624 sec): 3 clusters Score: Raw -338639.357572 + Penalty 1855.302501 = -336784.055071 nChanged 20 SP:Iteration 48Q (373.174689 sec): 3 clusters Score: Raw -338643.762133 + Penalty 1855.302501 = -336788.459632 nChanged 11 SP:Iteration 49Q (373.222976 sec): 3 clusters Score: Raw -338646.348677 + Penalty 1855.302501 = -336791.046176 nChanged 12 SP:Iteration 50Q (373.271189 sec): 3 clusters Score: Raw -338650.242458 + Penalty 1855.302501 = -336794.939957 nChanged 20 SP:Iteration 51Q (373.321906 sec): 3 clusters Score: Raw -338657.455230 + Penalty 1855.302501 = -336802.152729 nChanged 14 SP:Iteration 52Q (373.373043 sec): 3 clusters Score: Raw -338660.860981 + Penalty 1855.302501 = -336805.558480 nChanged 14 SP:Iteration 53Q (373.424278 sec): 3 clusters Score: Raw -338664.006511 + Penalty 1855.302501 = -336808.704010 nChanged 12 SP:Iteration 54Q (373.476035 sec): 3 clusters Score: Raw -338667.002791 + Penalty 1855.302501 = -336811.700290 nChanged 9 SP:Iteration 55Q (373.523837 sec): 3 clusters Score: Raw -338670.733890 + Penalty 1855.302501 = -336815.431389 nChanged 11 SP:Iteration 56Q (373.571698 sec): 3 clusters Score: Raw -338674.885039 + Penalty 1855.302501 = -336819.582538 nChanged 15 SP:Iteration 57Q (373.619899 sec): 3 clusters Score: Raw -338678.652117 + Penalty 1855.302501 = -336823.349616 nChanged 15 SP:Iteration 58Q (373.671637 sec): 3 clusters Score: Raw -338681.440599 + Penalty 1855.302501 = -336826.138098 nChanged 15 SP:Iteration 59Q (373.724457 sec): 3 clusters Score: Raw -338684.258052 + Penalty 1855.302501 = -336828.955551 nChanged 14 SP:Iteration 60F (373.777733 sec): 3 clusters Score: Raw -338686.496352 + Penalty 1855.302501 = -336831.193851 nChanged 11 SP:Iteration 61Q (373.825967 sec): 3 clusters Score: Raw -338688.706084 + Penalty 1855.302501 = -336833.403583 nChanged 10 SP:Iteration 62Q (373.872517 sec): 3 clusters Score: Raw -338690.542646 + Penalty 1855.302501 = -336835.240145 nChanged 11 SP:Iteration 63Q (373.919655 sec): 3 clusters Score: Raw -338692.787449 + Penalty 1855.302501 = -336837.484948 nChanged 14 SP:Iteration 64Q (374.052509 sec): 3 clusters Score: Raw -338696.217377 + Penalty 1855.302501 = -336840.914876 nChanged 17 SP:Iteration 65Q (374.187866 sec): 3 clusters Score: Raw -338700.420239 + Penalty 1855.302501 = -336845.117738 nChanged 17 SP:Iteration 66Q (374.299431 sec): 3 clusters Score: Raw -338704.367080 + Penalty 1855.302501 = -336849.064579 nChanged 21 SP:Iteration 67Q (374.428746 sec): 3 clusters Score: Raw -338709.597879 + Penalty 1855.302501 = -336854.295378 nChanged 22 SP:Iteration 68Q (374.503323 sec): 3 clusters Score: Raw -338714.494454 + Penalty 1855.302501 = -336859.191953 nChanged 24 SP:Iteration 69Q (374.550143 sec): 3 clusters Score: Raw -338720.131579 + Penalty 1855.302501 = -336864.829078 nChanged 25 SP:Iteration 70Q (374.596755 sec): 3 clusters Score: Raw -338732.191832 + Penalty 1855.302501 = -336876.889331 nChanged 33 SP:Iteration 71Q (374.645803 sec): 3 clusters Score: Raw -338746.409682 + Penalty 1855.302501 = -336891.107181 nChanged 38 SP:Iteration 72Q (374.695618 sec): 3 clusters Score: Raw -338759.762932 + Penalty 1855.302501 = -336904.460431 nChanged 40 SP:Iteration 73Q (374.745215 sec): 3 clusters Score: Raw -338774.281893 + Penalty 1855.302501 = -336918.979392 nChanged 42 SP:Iteration 74Q (374.794304 sec): 3 clusters Score: Raw -338786.567590 + Penalty 1855.302501 = -336931.265089 nChanged 34 SP:Iteration 75Q (374.841271 sec): 3 clusters Score: Raw -338795.429724 + Penalty 1855.302501 = -336940.127223 nChanged 32 SP:Iteration 76Q (374.888099 sec): 3 clusters Score: Raw -338806.636090 + Penalty 1855.302501 = -336951.333589 nChanged 29 SP:Iteration 77Q (374.934925 sec): 3 clusters Score: Raw -338816.376952 + Penalty 1855.302501 = -336961.074451 nChanged 34 SP:Iteration 78Q (374.985867 sec): 3 clusters Score: Raw -338828.344642 + Penalty 1855.302501 = -336973.042141 nChanged 32 SP:Iteration 79Q (375.036831 sec): 3 clusters Score: Raw -338840.570913 + Penalty 1855.302501 = -336985.268412 nChanged 37 SP:Iteration 80F (375.090244 sec): 3 clusters Score: Raw -338852.679515 + Penalty 1855.302501 = -336997.377014 nChanged 32 SP:Iteration 81Q (375.139321 sec): 3 clusters Score: Raw -338866.114916 + Penalty 1855.302501 = -337010.812415 nChanged 26 SP:Iteration 82Q (375.185711 sec): 3 clusters Score: Raw -338875.663829 + Penalty 1855.302501 = -337020.361328 nChanged 28 SP:Iteration 83Q (375.231835 sec): 3 clusters Score: Raw -338886.354028 + Penalty 1855.302501 = -337031.051527 nChanged 26 SP:Iteration 84Q (375.278806 sec): 3 clusters Score: Raw -338895.576190 + Penalty 1855.302501 = -337040.273689 nChanged 25 SP:Iteration 85Q (375.330214 sec): 3 clusters Score: Raw -338902.946144 + Penalty 1855.302501 = -337047.643643 nChanged 17 SP:Iteration 86Q (375.381443 sec): 3 clusters Score: Raw -338906.826518 + Penalty 1855.302501 = -337051.524017 nChanged 9 SP:Iteration 87Q (375.432354 sec): 3 clusters Score: Raw -338909.083897 + Penalty 1855.302501 = -337053.781396 nChanged 10 SP:Iteration 88Q (375.481041 sec): 3 clusters Score: Raw -338911.030568 + Penalty 1855.302501 = -337055.728067 nChanged 9 SP:Iteration 89Q (375.527439 sec): 3 clusters Score: Raw -338912.229384 + Penalty 1855.302501 = -337056.926883 nChanged 4 SP:Iteration 90Q (375.574027 sec): 3 clusters Score: Raw -338912.638448 + Penalty 1855.302501 = -337057.335947 nChanged 3 SP:Iteration 91Q (375.620322 sec): 3 clusters Score: Raw -338913.093612 + Penalty 1855.302501 = -337057.791111 nChanged 3 SP:Iteration 92Q (375.671295 sec): 3 clusters Score: Raw -338913.598435 + Penalty 1855.302501 = -337058.295934 nChanged 1 SP:Iteration 93Q (375.722393 sec): 3 clusters Score: Raw -338913.651933 + Penalty 1855.302501 = -337058.349432 nChanged 1 SP:Iteration 94Q (375.773664 sec): 3 clusters Score: Raw -338913.750426 + Penalty 1855.302501 = -337058.447925 nChanged 1 SP:Iteration 95Q (375.822974 sec): 3 clusters Score: Raw -338913.793372 + Penalty 1855.302501 = -337058.490871 nChanged 1 SP:Iteration 96Q (375.944713 sec): 3 clusters Score: Raw -338913.979333 + Penalty 1855.302501 = -337058.676832 nChanged 0 SP:Iteration 97F (376.058326 sec): 3 clusters Score: Raw -338913.979333 + Penalty 1855.302501 = -337058.676832 nChanged 0 Trying to split cluster 9 (1359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (376.096907 sec): 2 clusters Score: Raw -54446.117875 + Penalty 757.522963 = -53688.594911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (376.112957 sec): 3 clusters Score: Raw -53866.232526 + Penalty 1515.045927 = -52351.186599 nChanged 500 SP:Iteration 1F (376.128481 sec): 3 clusters Score: Raw -54271.479414 + Penalty 1515.045927 = -52756.433487 nChanged 135 SP:Iteration 2F (376.143963 sec): 3 clusters Score: Raw -54393.571204 + Penalty 1515.045927 = -52878.525277 nChanged 79 SP:Iteration 3F (376.159478 sec): 3 clusters Score: Raw -54465.887860 + Penalty 1515.045927 = -52950.841933 nChanged 68 SP:Iteration 4F (376.188713 sec): 3 clusters Score: Raw -54527.421049 + Penalty 1515.045927 = -53012.375122 nChanged 46 SP:Iteration 5Q (376.203949 sec): 3 clusters Score: Raw -54568.449116 + Penalty 1515.045927 = -53053.403189 nChanged 39 SP:Iteration 6Q (376.219479 sec): 3 clusters Score: Raw -54595.320750 + Penalty 1515.045927 = -53080.274823 nChanged 29 SP:Iteration 7Q (376.235215 sec): 3 clusters Score: Raw -54614.226961 + Penalty 1515.045927 = -53099.181034 nChanged 23 SP:Iteration 8Q (376.250434 sec): 3 clusters Score: Raw -54632.588853 + Penalty 1515.045927 = -53117.542926 nChanged 25 SP:Iteration 9Q (376.265675 sec): 3 clusters Score: Raw -54653.185668 + Penalty 1515.045927 = -53138.139741 nChanged 22 SP:Iteration 10Q (376.280789 sec): 3 clusters Score: Raw -54669.598567 + Penalty 1515.045927 = -53154.552640 nChanged 23 SP:Iteration 11Q (376.295847 sec): 3 clusters Score: Raw -54692.655947 + Penalty 1515.045927 = -53177.610020 nChanged 21 SP:Iteration 12Q (376.310968 sec): 3 clusters Score: Raw -54708.554363 + Penalty 1515.045927 = -53193.508436 nChanged 17 SP:Iteration 13Q (376.326037 sec): 3 clusters Score: Raw -54729.992537 + Penalty 1515.045927 = -53214.946610 nChanged 21 SP:Iteration 14Q (376.341083 sec): 3 clusters Score: Raw -54750.591063 + Penalty 1515.045927 = -53235.545136 nChanged 23 SP:Iteration 15Q (376.356148 sec): 3 clusters Score: Raw -54770.228544 + Penalty 1515.045927 = -53255.182618 nChanged 20 SP:Iteration 16Q (376.371296 sec): 3 clusters Score: Raw -54788.199607 + Penalty 1515.045927 = -53273.153681 nChanged 21 SP:Iteration 17Q (376.386412 sec): 3 clusters Score: Raw -54806.574139 + Penalty 1515.045927 = -53291.528212 nChanged 26 SP:Iteration 18Q (376.401439 sec): 3 clusters Score: Raw -54826.888718 + Penalty 1515.045927 = -53311.842791 nChanged 21 SP:Iteration 19Q (376.416453 sec): 3 clusters Score: Raw -54842.659500 + Penalty 1515.045927 = -53327.613573 nChanged 19 SP:Iteration 20F (376.431446 sec): 3 clusters Score: Raw -54857.997729 + Penalty 1515.045927 = -53342.951802 nChanged 19 SP:Iteration 21Q (376.446514 sec): 3 clusters Score: Raw -54867.873694 + Penalty 1515.045927 = -53352.827767 nChanged 19 SP:Iteration 22Q (376.461509 sec): 3 clusters Score: Raw -54877.185856 + Penalty 1515.045927 = -53362.139929 nChanged 16 SP:Iteration 23Q (376.476565 sec): 3 clusters Score: Raw -54887.000198 + Penalty 1515.045927 = -53371.954271 nChanged 14 SP:Iteration 24Q (376.512519 sec): 3 clusters Score: Raw -54896.820341 + Penalty 1515.045927 = -53381.774414 nChanged 11 SP:Iteration 25Q (376.527605 sec): 3 clusters Score: Raw -54902.933768 + Penalty 1515.045927 = -53387.887841 nChanged 7 SP:Iteration 26Q (376.542658 sec): 3 clusters Score: Raw -54906.730745 + Penalty 1515.045927 = -53391.684818 nChanged 5 SP:Iteration 27Q (376.557695 sec): 3 clusters Score: Raw -54909.785086 + Penalty 1515.045927 = -53394.739159 nChanged 7 SP:Iteration 28Q (376.666781 sec): 3 clusters Score: Raw -54912.569861 + Penalty 1515.045927 = -53397.523934 nChanged 5 SP:Iteration 29Q (376.782564 sec): 3 clusters Score: Raw -54915.011077 + Penalty 1515.045927 = -53399.965150 nChanged 1 SP:Iteration 30Q (376.896684 sec): 3 clusters Score: Raw -54915.621144 + Penalty 1515.045927 = -53400.575217 nChanged 1 SP:Iteration 31Q (376.973800 sec): 3 clusters Score: Raw -54916.569262 + Penalty 1515.045927 = -53401.523335 nChanged 2 SP:Iteration 32Q (376.988933 sec): 3 clusters Score: Raw -54919.568194 + Penalty 1515.045927 = -53404.522267 nChanged 4 SP:Iteration 33Q (377.003926 sec): 3 clusters Score: Raw -54921.510407 + Penalty 1515.045927 = -53406.464480 nChanged 1 SP:Iteration 34Q (377.018969 sec): 3 clusters Score: Raw -54921.658801 + Penalty 1515.045927 = -53406.612874 nChanged 0 SP:Iteration 35F (377.033901 sec): 3 clusters Score: Raw -54921.658801 + Penalty 1515.045927 = -53406.612874 nChanged 0 Trying to split cluster 10 (3010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (377.071633 sec): 2 clusters Score: Raw -141668.389918 + Penalty 841.018013 = -140827.371905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (377.101667 sec): 3 clusters Score: Raw -140154.985292 + Penalty 1682.036025 = -138472.949267 nChanged 1165 SP:Iteration 1F (377.131136 sec): 3 clusters Score: Raw -140844.249419 + Penalty 1682.036025 = -139162.213394 nChanged 238 SP:Iteration 2F (377.160674 sec): 3 clusters Score: Raw -141037.081851 + Penalty 1682.036025 = -139355.045826 nChanged 209 SP:Iteration 3F (377.190393 sec): 3 clusters Score: Raw -141230.170328 + Penalty 1682.036025 = -139548.134303 nChanged 191 SP:Iteration 4F (377.219389 sec): 3 clusters Score: Raw -141388.386580 + Penalty 1682.036025 = -139706.350555 nChanged 160 SP:Iteration 5F (377.248829 sec): 3 clusters Score: Raw -141502.930760 + Penalty 1682.036025 = -139820.894735 nChanged 132 SP:Iteration 6Q (377.278928 sec): 3 clusters Score: Raw -141590.889241 + Penalty 1682.036025 = -139908.853216 nChanged 98 SP:Iteration 7Q (377.309050 sec): 3 clusters Score: Raw -141653.305909 + Penalty 1682.036025 = -139971.269884 nChanged 100 SP:Iteration 8Q (377.338215 sec): 3 clusters Score: Raw -141711.049919 + Penalty 1682.036025 = -140029.013894 nChanged 79 SP:Iteration 9Q (377.370287 sec): 3 clusters Score: Raw -141754.611336 + Penalty 1682.036025 = -140072.575311 nChanged 89 SP:Iteration 10Q (377.399297 sec): 3 clusters Score: Raw -141816.751506 + Penalty 1682.036025 = -140134.715481 nChanged 99 SP:Iteration 11Q (377.428427 sec): 3 clusters Score: Raw -141903.936225 + Penalty 1682.036025 = -140221.900200 nChanged 110 SP:Iteration 12Q (377.457484 sec): 3 clusters Score: Raw -142008.786953 + Penalty 1682.036025 = -140326.750928 nChanged 123 SP:Iteration 13Q (377.486496 sec): 3 clusters Score: Raw -142135.235197 + Penalty 1682.036025 = -140453.199172 nChanged 111 SP:Iteration 14Q (377.515501 sec): 3 clusters Score: Raw -142230.573862 + Penalty 1682.036025 = -140548.537837 nChanged 78 SP:Iteration 15Q (377.544141 sec): 3 clusters Score: Raw -142310.867199 + Penalty 1682.036025 = -140628.831174 nChanged 54 SP:Iteration 16Q (377.572878 sec): 3 clusters Score: Raw -142339.732100 + Penalty 1682.036025 = -140657.696075 nChanged 46 SP:Iteration 17Q (377.601412 sec): 3 clusters Score: Raw -142361.104521 + Penalty 1682.036025 = -140679.068496 nChanged 28 SP:Iteration 18Q (377.629959 sec): 3 clusters Score: Raw -142368.470345 + Penalty 1682.036025 = -140686.434320 nChanged 10 SP:Iteration 19Q (377.658483 sec): 3 clusters Score: Raw -142371.045288 + Penalty 1682.036025 = -140689.009263 nChanged 8 SP:Iteration 20F (377.686909 sec): 3 clusters Score: Raw -142373.352076 + Penalty 1682.036025 = -140691.316051 nChanged 6 SP:Iteration 21Q (377.715337 sec): 3 clusters Score: Raw -142374.935371 + Penalty 1682.036025 = -140692.899346 nChanged 5 SP:Iteration 22Q (377.834603 sec): 3 clusters Score: Raw -142375.935792 + Penalty 1682.036025 = -140693.899767 nChanged 2 SP:Iteration 23Q (377.954070 sec): 3 clusters Score: Raw -142376.294299 + Penalty 1682.036025 = -140694.258274 nChanged 3 SP:Iteration 24Q (378.061240 sec): 3 clusters Score: Raw -142377.155915 + Penalty 1682.036025 = -140695.119889 nChanged 1 SP:Iteration 25Q (378.129328 sec): 3 clusters Score: Raw -142377.681871 + Penalty 1682.036025 = -140695.645846 nChanged 2 SP:Iteration 26Q (378.240542 sec): 3 clusters Score: Raw -142378.143286 + Penalty 1682.036025 = -140696.107261 nChanged 4 SP:Iteration 27Q (378.315953 sec): 3 clusters Score: Raw -142379.144468 + Penalty 1682.036025 = -140697.108443 nChanged 1 SP:Iteration 28Q (378.347465 sec): 3 clusters Score: Raw -142379.449322 + Penalty 1682.036025 = -140697.413297 nChanged 3 SP:Iteration 29Q (378.389353 sec): 3 clusters Score: Raw -142379.817562 + Penalty 1682.036025 = -140697.781537 nChanged 1 SP:Iteration 30Q (378.417449 sec): 3 clusters Score: Raw -142379.909752 + Penalty 1682.036025 = -140697.873727 nChanged 1 SP:Iteration 31Q (378.445983 sec): 3 clusters Score: Raw -142380.110060 + Penalty 1682.036025 = -140698.074035 nChanged 1 SP:Iteration 32Q (378.474403 sec): 3 clusters Score: Raw -142380.240296 + Penalty 1682.036025 = -140698.204271 nChanged 2 SP:Iteration 33Q (378.503075 sec): 3 clusters Score: Raw -142380.595012 + Penalty 1682.036025 = -140698.558987 nChanged 0 SP:Iteration 34F (378.531328 sec): 3 clusters Score: Raw -142380.595012 + Penalty 1682.036025 = -140698.558987 nChanged 0 Trying to split cluster 11 (982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (378.563304 sec): 2 clusters Score: Raw -26467.783160 + Penalty 723.407087 = -25744.376073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (378.575738 sec): 3 clusters Score: Raw -26169.256817 + Penalty 1446.814175 = -24722.442642 nChanged 344 SP:Iteration 1F (378.587457 sec): 3 clusters Score: Raw -26534.995191 + Penalty 1446.814175 = -25088.181017 nChanged 94 SP:Iteration 2F (378.599043 sec): 3 clusters Score: Raw -26639.229426 + Penalty 1446.814175 = -25192.415252 nChanged 63 SP:Iteration 3F (378.610559 sec): 3 clusters Score: Raw -26705.814620 + Penalty 1446.814175 = -25259.000445 nChanged 40 SP:Iteration 4Q (378.622357 sec): 3 clusters Score: Raw -26757.541637 + Penalty 1446.814175 = -25310.727462 nChanged 33 SP:Iteration 5Q (378.634117 sec): 3 clusters Score: Raw -26813.695613 + Penalty 1446.814175 = -25366.881438 nChanged 25 SP:Iteration 6Q (378.645861 sec): 3 clusters Score: Raw -26849.884211 + Penalty 1446.814175 = -25403.070037 nChanged 25 SP:Iteration 7Q (378.657681 sec): 3 clusters Score: Raw -26878.443784 + Penalty 1446.814175 = -25431.629609 nChanged 20 SP:Iteration 8Q (378.669123 sec): 3 clusters Score: Raw -26913.034067 + Penalty 1446.814175 = -25466.219893 nChanged 21 SP:Iteration 9Q (378.680783 sec): 3 clusters Score: Raw -26935.215576 + Penalty 1446.814175 = -25488.401402 nChanged 16 SP:Iteration 10Q (378.692437 sec): 3 clusters Score: Raw -26959.487255 + Penalty 1446.814175 = -25512.673080 nChanged 13 SP:Iteration 11Q (378.703999 sec): 3 clusters Score: Raw -26975.503815 + Penalty 1446.814175 = -25528.689640 nChanged 14 SP:Iteration 12Q (378.715644 sec): 3 clusters Score: Raw -26988.338868 + Penalty 1446.814175 = -25541.524693 nChanged 6 SP:Iteration 13Q (378.727497 sec): 3 clusters Score: Raw -26997.532294 + Penalty 1446.814175 = -25550.718120 nChanged 9 SP:Iteration 14Q (378.739195 sec): 3 clusters Score: Raw -27004.119858 + Penalty 1446.814175 = -25557.305683 nChanged 7 SP:Iteration 15Q (378.750857 sec): 3 clusters Score: Raw -27013.175531 + Penalty 1446.814175 = -25566.361356 nChanged 6 SP:Iteration 16Q (378.762494 sec): 3 clusters Score: Raw -27019.943536 + Penalty 1446.814175 = -25573.129361 nChanged 5 SP:Iteration 17Q (378.912506 sec): 3 clusters Score: Raw -27023.078146 + Penalty 1446.814175 = -25576.263972 nChanged 2 SP:Iteration 18Q (378.993791 sec): 3 clusters Score: Raw -27024.066708 + Penalty 1446.814175 = -25577.252533 nChanged 2 SP:Iteration 19Q (379.077513 sec): 3 clusters Score: Raw -27024.854783 + Penalty 1446.814175 = -25578.040609 nChanged 1 SP:Iteration 20F (379.185320 sec): 3 clusters Score: Raw -27027.401564 + Penalty 1446.814175 = -25580.587390 nChanged 1 SP:Iteration 21Q (379.296773 sec): 3 clusters Score: Raw -27033.363224 + Penalty 1446.814175 = -25586.549049 nChanged 3 SP:Iteration 22Q (379.390102 sec): 3 clusters Score: Raw -27034.755730 + Penalty 1446.814175 = -25587.941555 nChanged 1 SP:Iteration 23Q (379.502257 sec): 3 clusters Score: Raw -27035.361231 + Penalty 1446.814175 = -25588.547057 nChanged 1 SP:Iteration 24Q (379.595578 sec): 3 clusters Score: Raw -27035.860486 + Penalty 1446.814175 = -25589.046311 nChanged 1 SP:Iteration 25Q (379.707755 sec): 3 clusters Score: Raw -27037.742106 + Penalty 1446.814175 = -25590.927932 nChanged 0 SP:Iteration 26F (379.820921 sec): 3 clusters Score: Raw -27037.742106 + Penalty 1446.814175 = -25590.927932 nChanged 0 Trying to split cluster 12 (1577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.879160 sec): 2 clusters Score: Raw -74264.873229 + Penalty 773.144357 = -73491.728872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.995551 sec): 3 clusters Score: Raw -73543.173546 + Penalty 1546.288713 = -71996.884833 nChanged 590 SP:Iteration 1F (380.111855 sec): 3 clusters Score: Raw -73949.121596 + Penalty 1546.288713 = -72402.832883 nChanged 147 SP:Iteration 2F (380.226588 sec): 3 clusters Score: Raw -74070.256278 + Penalty 1546.288713 = -72523.967564 nChanged 86 SP:Iteration 3F (380.319199 sec): 3 clusters Score: Raw -74148.925797 + Penalty 1546.288713 = -72602.637084 nChanged 67 SP:Iteration 4Q (380.434018 sec): 3 clusters Score: Raw -74203.821157 + Penalty 1546.288713 = -72657.532443 nChanged 58 SP:Iteration 5Q (380.528776 sec): 3 clusters Score: Raw -74242.735443 + Penalty 1546.288713 = -72696.446730 nChanged 48 SP:Iteration 6Q (380.617340 sec): 3 clusters Score: Raw -74277.489605 + Penalty 1546.288713 = -72731.200892 nChanged 45 SP:Iteration 7Q (380.731365 sec): 3 clusters Score: Raw -74310.652520 + Penalty 1546.288713 = -72764.363807 nChanged 46 SP:Iteration 8Q (380.823888 sec): 3 clusters Score: Raw -74339.097585 + Penalty 1546.288713 = -72792.808872 nChanged 34 SP:Iteration 9Q (380.938959 sec): 3 clusters Score: Raw -74360.298109 + Penalty 1546.288713 = -72814.009396 nChanged 31 SP:Iteration 10Q (381.051773 sec): 3 clusters Score: Raw -74383.123321 + Penalty 1546.288713 = -72836.834607 nChanged 34 SP:Iteration 11Q (381.159145 sec): 3 clusters Score: Raw -74408.312006 + Penalty 1546.288713 = -72862.023293 nChanged 24 SP:Iteration 12Q (381.265564 sec): 3 clusters Score: Raw -74425.924407 + Penalty 1546.288713 = -72879.635694 nChanged 18 SP:Iteration 13Q (381.373368 sec): 3 clusters Score: Raw -74440.167800 + Penalty 1546.288713 = -72893.879086 nChanged 19 SP:Iteration 14Q (381.460201 sec): 3 clusters Score: Raw -74455.073925 + Penalty 1546.288713 = -72908.785211 nChanged 26 SP:Iteration 15Q (381.591062 sec): 3 clusters Score: Raw -74471.821099 + Penalty 1546.288713 = -72925.532385 nChanged 17 SP:Iteration 16Q (381.671205 sec): 3 clusters Score: Raw -74485.777367 + Penalty 1546.288713 = -72939.488654 nChanged 15 SP:Iteration 17Q (381.781764 sec): 3 clusters Score: Raw -74496.930183 + Penalty 1546.288713 = -72950.641469 nChanged 17 SP:Iteration 18Q (381.895056 sec): 3 clusters Score: Raw -74507.356723 + Penalty 1546.288713 = -72961.068009 nChanged 10 SP:Iteration 19Q (382.010670 sec): 3 clusters Score: Raw -74513.803201 + Penalty 1546.288713 = -72967.514488 nChanged 11 SP:Iteration 20F (382.124816 sec): 3 clusters Score: Raw -74517.642489 + Penalty 1546.288713 = -72971.353776 nChanged 4 SP:Iteration 21Q (382.240801 sec): 3 clusters Score: Raw -74518.607619 + Penalty 1546.288713 = -72972.318906 nChanged 3 SP:Iteration 22Q (382.358407 sec): 3 clusters Score: Raw -74519.485065 + Penalty 1546.288713 = -72973.196352 nChanged 2 SP:Iteration 23Q (382.475469 sec): 3 clusters Score: Raw -74520.589585 + Penalty 1546.288713 = -72974.300871 nChanged 2 SP:Iteration 24Q (382.590647 sec): 3 clusters Score: Raw -74521.428994 + Penalty 1546.288713 = -72975.140281 nChanged 4 SP:Iteration 25Q (382.706951 sec): 3 clusters Score: Raw -74523.448087 + Penalty 1546.288713 = -72977.159374 nChanged 2 SP:Iteration 26Q (382.821602 sec): 3 clusters Score: Raw -74524.314419 + Penalty 1546.288713 = -72978.025706 nChanged 2 SP:Iteration 27Q (382.935793 sec): 3 clusters Score: Raw -74525.166024 + Penalty 1546.288713 = -72978.877311 nChanged 2 SP:Iteration 28Q (383.050192 sec): 3 clusters Score: Raw -74526.124475 + Penalty 1546.288713 = -72979.835761 nChanged 2 SP:Iteration 29Q (383.163042 sec): 3 clusters Score: Raw -74526.982880 + Penalty 1546.288713 = -72980.694167 nChanged 0 SP:Iteration 30F (383.179755 sec): 3 clusters Score: Raw -74526.982880 + Penalty 1546.288713 = -72980.694167 nChanged 0 Trying to split cluster 13 (816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (383.210436 sec): 2 clusters Score: Raw -25850.587117 + Penalty 703.963507 = -25146.623609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (383.221155 sec): 3 clusters Score: Raw -25568.922238 + Penalty 1407.927015 = -24160.995223 nChanged 265 SP:Iteration 1F (383.231468 sec): 3 clusters Score: Raw -25811.862320 + Penalty 1407.927015 = -24403.935305 nChanged 65 SP:Iteration 2F (383.241564 sec): 3 clusters Score: Raw -25881.441563 + Penalty 1407.927015 = -24473.514549 nChanged 42 SP:Iteration 3F (383.251686 sec): 3 clusters Score: Raw -25933.072395 + Penalty 1407.927015 = -24525.145380 nChanged 33 SP:Iteration 4Q (383.261992 sec): 3 clusters Score: Raw -25963.683002 + Penalty 1407.927015 = -24555.755988 nChanged 22 SP:Iteration 5Q (383.272338 sec): 3 clusters Score: Raw -25982.693136 + Penalty 1407.927015 = -24574.766121 nChanged 12 SP:Iteration 6Q (383.282561 sec): 3 clusters Score: Raw -25997.766145 + Penalty 1407.927015 = -24589.839131 nChanged 16 SP:Iteration 7Q (383.292845 sec): 3 clusters Score: Raw -26015.611454 + Penalty 1407.927015 = -24607.684440 nChanged 19 SP:Iteration 8Q (383.303112 sec): 3 clusters Score: Raw -26041.467619 + Penalty 1407.927015 = -24633.540605 nChanged 25 SP:Iteration 9Q (383.313334 sec): 3 clusters Score: Raw -26068.949061 + Penalty 1407.927015 = -24661.022047 nChanged 13 SP:Iteration 10Q (383.324318 sec): 3 clusters Score: Raw -26079.851769 + Penalty 1407.927015 = -24671.924755 nChanged 4 SP:Iteration 11Q (383.334583 sec): 3 clusters Score: Raw -26083.350731 + Penalty 1407.927015 = -24675.423716 nChanged 4 SP:Iteration 12Q (383.344822 sec): 3 clusters Score: Raw -26094.132609 + Penalty 1407.927015 = -24686.205594 nChanged 3 SP:Iteration 13Q (383.355147 sec): 3 clusters Score: Raw -26096.304830 + Penalty 1407.927015 = -24688.377815 nChanged 3 SP:Iteration 14Q (383.365343 sec): 3 clusters Score: Raw -26097.783037 + Penalty 1407.927015 = -24689.856023 nChanged 4 SP:Iteration 15Q (383.375564 sec): 3 clusters Score: Raw -26099.476284 + Penalty 1407.927015 = -24691.549270 nChanged 2 SP:Iteration 16Q (383.385691 sec): 3 clusters Score: Raw -26101.652646 + Penalty 1407.927015 = -24693.725631 nChanged 2 SP:Iteration 17Q (383.395893 sec): 3 clusters Score: Raw -26105.318870 + Penalty 1407.927015 = -24697.391856 nChanged 4 SP:Iteration 18Q (383.406055 sec): 3 clusters Score: Raw -26111.743694 + Penalty 1407.927015 = -24703.816679 nChanged 3 SP:Iteration 19Q (383.416219 sec): 3 clusters Score: Raw -26115.044943 + Penalty 1407.927015 = -24707.117929 nChanged 2 SP:Iteration 20F (383.528386 sec): 3 clusters Score: Raw -26116.018703 + Penalty 1407.927015 = -24708.091688 nChanged 3 SP:Iteration 21Q (383.650356 sec): 3 clusters Score: Raw -26117.627006 + Penalty 1407.927015 = -24709.699991 nChanged 5 SP:Iteration 22Q (383.766797 sec): 3 clusters Score: Raw -26121.822685 + Penalty 1407.927015 = -24713.895670 nChanged 3 SP:Iteration 23Q (383.855173 sec): 3 clusters Score: Raw -26124.094096 + Penalty 1407.927015 = -24716.167082 nChanged 1 SP:Iteration 24Q (383.966424 sec): 3 clusters Score: Raw -26124.708193 + Penalty 1407.927015 = -24716.781178 nChanged 0 SP:Iteration 25F (384.062841 sec): 3 clusters Score: Raw -26124.708193 + Penalty 1407.927015 = -24716.781178 nChanged 0 Iteration 179Q (384.453971 sec): 14 clusters Score: Raw -1490764.897035 + Penalty 14262.060146 = -1476502.836889 nChanged 0 Iteration 180F (385.028025 sec): 14 clusters Score: Raw -1490764.897035 + Penalty 14262.060146 = -1476502.836889 nChanged 0 Compute initial score before splitting: Score: Raw -1490764.897035 + Penalty 14262.060146 = -1476502.836889 Trying to split cluster 1 (2514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (385.066047 sec): 2 clusters Score: Raw -115544.814406 + Penalty 822.111191 = -114722.703215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (385.091769 sec): 3 clusters Score: Raw -114301.871546 + Penalty 1644.222382 = -112657.649164 nChanged 997 SP:Iteration 1F (385.120441 sec): 3 clusters Score: Raw -115011.129480 + Penalty 1644.222382 = -113366.907099 nChanged 258 SP:Iteration 2F (385.149059 sec): 3 clusters Score: Raw -115285.546460 + Penalty 1644.222382 = -113641.324079 nChanged 206 SP:Iteration 3F (385.173281 sec): 3 clusters Score: Raw -115440.556563 + Penalty 1644.222382 = -113796.334182 nChanged 134 SP:Iteration 4F (385.197456 sec): 3 clusters Score: Raw -115544.443564 + Penalty 1644.222382 = -113900.221183 nChanged 107 SP:Iteration 5Q (385.222254 sec): 3 clusters Score: Raw -115613.385644 + Penalty 1644.222382 = -113969.163262 nChanged 53 SP:Iteration 6Q (385.249679 sec): 3 clusters Score: Raw -115643.180367 + Penalty 1644.222382 = -113998.957985 nChanged 43 SP:Iteration 7Q (385.274186 sec): 3 clusters Score: Raw -115669.298564 + Penalty 1644.222382 = -114025.076182 nChanged 42 SP:Iteration 8Q (385.298881 sec): 3 clusters Score: Raw -115691.632181 + Penalty 1644.222382 = -114047.409799 nChanged 31 SP:Iteration 9Q (385.323465 sec): 3 clusters Score: Raw -115705.008123 + Penalty 1644.222382 = -114060.785741 nChanged 25 SP:Iteration 10Q (385.348036 sec): 3 clusters Score: Raw -115711.750507 + Penalty 1644.222382 = -114067.528125 nChanged 16 SP:Iteration 11Q (385.372593 sec): 3 clusters Score: Raw -115718.728376 + Penalty 1644.222382 = -114074.505994 nChanged 13 SP:Iteration 12Q (385.397019 sec): 3 clusters Score: Raw -115725.559340 + Penalty 1644.222382 = -114081.336958 nChanged 15 SP:Iteration 13Q (385.421576 sec): 3 clusters Score: Raw -115729.893206 + Penalty 1644.222382 = -114085.670824 nChanged 6 SP:Iteration 14Q (385.445951 sec): 3 clusters Score: Raw -115731.909863 + Penalty 1644.222382 = -114087.687482 nChanged 6 SP:Iteration 15Q (385.470402 sec): 3 clusters Score: Raw -115734.355720 + Penalty 1644.222382 = -114090.133339 nChanged 4 SP:Iteration 16Q (385.494973 sec): 3 clusters Score: Raw -115736.146665 + Penalty 1644.222382 = -114091.924283 nChanged 4 SP:Iteration 17Q (385.519429 sec): 3 clusters Score: Raw -115738.599765 + Penalty 1644.222382 = -114094.377384 nChanged 8 SP:Iteration 18Q (385.543870 sec): 3 clusters Score: Raw -115743.374309 + Penalty 1644.222382 = -114099.151927 nChanged 10 SP:Iteration 19Q (385.568407 sec): 3 clusters Score: Raw -115747.339199 + Penalty 1644.222382 = -114103.116817 nChanged 13 SP:Iteration 20F (385.592451 sec): 3 clusters Score: Raw -115752.695308 + Penalty 1644.222382 = -114108.472927 nChanged 10 SP:Iteration 21Q (385.704717 sec): 3 clusters Score: Raw -115756.318589 + Penalty 1644.222382 = -114112.096207 nChanged 10 SP:Iteration 22Q (385.819380 sec): 3 clusters Score: Raw -115761.322248 + Penalty 1644.222382 = -114117.099866 nChanged 9 SP:Iteration 23Q (385.872649 sec): 3 clusters Score: Raw -115765.901976 + Penalty 1644.222382 = -114121.679595 nChanged 7 SP:Iteration 24Q (385.946656 sec): 3 clusters Score: Raw -115768.095012 + Penalty 1644.222382 = -114123.872630 nChanged 6 SP:Iteration 25Q (385.977097 sec): 3 clusters Score: Raw -115770.721706 + Penalty 1644.222382 = -114126.499325 nChanged 9 SP:Iteration 26Q (386.007189 sec): 3 clusters Score: Raw -115775.357734 + Penalty 1644.222382 = -114131.135352 nChanged 13 SP:Iteration 27Q (386.037403 sec): 3 clusters Score: Raw -115779.859844 + Penalty 1644.222382 = -114135.637462 nChanged 11 SP:Iteration 28Q (386.067440 sec): 3 clusters Score: Raw -115785.028831 + Penalty 1644.222382 = -114140.806449 nChanged 8 SP:Iteration 29Q (386.097311 sec): 3 clusters Score: Raw -115787.051770 + Penalty 1644.222382 = -114142.829389 nChanged 6 SP:Iteration 30Q (386.127340 sec): 3 clusters Score: Raw -115788.685038 + Penalty 1644.222382 = -114144.462657 nChanged 4 SP:Iteration 31Q (386.157155 sec): 3 clusters Score: Raw -115790.050342 + Penalty 1644.222382 = -114145.827960 nChanged 10 SP:Iteration 32Q (386.184216 sec): 3 clusters Score: Raw -115794.874936 + Penalty 1644.222382 = -114150.652555 nChanged 8 SP:Iteration 33Q (386.210169 sec): 3 clusters Score: Raw -115797.896059 + Penalty 1644.222382 = -114153.673677 nChanged 9 SP:Iteration 34Q (386.236156 sec): 3 clusters Score: Raw -115800.799243 + Penalty 1644.222382 = -114156.576861 nChanged 6 SP:Iteration 35Q (386.262065 sec): 3 clusters Score: Raw -115804.345950 + Penalty 1644.222382 = -114160.123569 nChanged 8 SP:Iteration 36Q (386.288100 sec): 3 clusters Score: Raw -115806.653613 + Penalty 1644.222382 = -114162.431232 nChanged 9 SP:Iteration 37Q (386.313727 sec): 3 clusters Score: Raw -115808.602868 + Penalty 1644.222382 = -114164.380486 nChanged 1 SP:Iteration 38Q (386.339063 sec): 3 clusters Score: Raw -115809.542485 + Penalty 1644.222382 = -114165.320103 nChanged 2 SP:Iteration 39Q (386.364598 sec): 3 clusters Score: Raw -115811.820856 + Penalty 1644.222382 = -114167.598474 nChanged 4 SP:Iteration 40F (386.389614 sec): 3 clusters Score: Raw -115814.448004 + Penalty 1644.222382 = -114170.225622 nChanged 4 SP:Iteration 41Q (386.415038 sec): 3 clusters Score: Raw -115816.227615 + Penalty 1644.222382 = -114172.005233 nChanged 4 SP:Iteration 42Q (386.440093 sec): 3 clusters Score: Raw -115817.810524 + Penalty 1644.222382 = -114173.588142 nChanged 4 SP:Iteration 43Q (386.465395 sec): 3 clusters Score: Raw -115818.966861 + Penalty 1644.222382 = -114174.744479 nChanged 2 SP:Iteration 44Q (386.490396 sec): 3 clusters Score: Raw -115820.487902 + Penalty 1644.222382 = -114176.265521 nChanged 2 SP:Iteration 45Q (386.515340 sec): 3 clusters Score: Raw -115821.245423 + Penalty 1644.222382 = -114177.023042 nChanged 1 SP:Iteration 46Q (386.540393 sec): 3 clusters Score: Raw -115821.593014 + Penalty 1644.222382 = -114177.370632 nChanged 1 SP:Iteration 47Q (386.565296 sec): 3 clusters Score: Raw -115821.705405 + Penalty 1644.222382 = -114177.483024 nChanged 0 SP:Iteration 48F (386.589803 sec): 3 clusters Score: Raw -115821.705405 + Penalty 1644.222382 = -114177.483024 nChanged 0 Trying to split cluster 2 (3661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.628620 sec): 2 clusters Score: Raw -175380.870507 + Penalty 861.576619 = -174519.293888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (386.665103 sec): 3 clusters Score: Raw -173431.968272 + Penalty 1723.153239 = -171708.815033 nChanged 1535 SP:Iteration 1F (386.701671 sec): 3 clusters Score: Raw -174310.087383 + Penalty 1723.153239 = -172586.934144 nChanged 245 SP:Iteration 2F (386.840599 sec): 3 clusters Score: Raw -174448.697794 + Penalty 1723.153239 = -172725.544555 nChanged 176 SP:Iteration 3Q (386.947852 sec): 3 clusters Score: Raw -174544.104431 + Penalty 1723.153239 = -172820.951192 nChanged 156 SP:Iteration 4Q (387.063166 sec): 3 clusters Score: Raw -174618.255999 + Penalty 1723.153239 = -172895.102760 nChanged 127 SP:Iteration 5Q (387.098742 sec): 3 clusters Score: Raw -174678.143676 + Penalty 1723.153239 = -172954.990437 nChanged 113 SP:Iteration 6Q (387.134153 sec): 3 clusters Score: Raw -174738.512664 + Penalty 1723.153239 = -173015.359425 nChanged 115 SP:Iteration 7Q (387.170212 sec): 3 clusters Score: Raw -174794.160532 + Penalty 1723.153239 = -173071.007293 nChanged 110 SP:Iteration 8Q (387.287659 sec): 3 clusters Score: Raw -174843.596280 + Penalty 1723.153239 = -173120.443041 nChanged 105 SP:Iteration 9Q (387.401193 sec): 3 clusters Score: Raw -174883.109726 + Penalty 1723.153239 = -173159.956487 nChanged 82 SP:Iteration 10Q (387.516564 sec): 3 clusters Score: Raw -174919.938608 + Penalty 1723.153239 = -173196.785369 nChanged 76 SP:Iteration 11Q (387.634295 sec): 3 clusters Score: Raw -174950.706195 + Penalty 1723.153239 = -173227.552956 nChanged 87 SP:Iteration 12Q (387.728268 sec): 3 clusters Score: Raw -174992.660899 + Penalty 1723.153239 = -173269.507660 nChanged 98 SP:Iteration 13Q (387.816638 sec): 3 clusters Score: Raw -175040.573570 + Penalty 1723.153239 = -173317.420331 nChanged 97 SP:Iteration 14Q (387.851699 sec): 3 clusters Score: Raw -175092.379773 + Penalty 1723.153239 = -173369.226534 nChanged 114 SP:Iteration 15Q (387.887967 sec): 3 clusters Score: Raw -175156.152382 + Penalty 1723.153239 = -173432.999143 nChanged 113 SP:Iteration 16Q (387.923353 sec): 3 clusters Score: Raw -175216.449293 + Penalty 1723.153239 = -173493.296054 nChanged 107 SP:Iteration 17Q (387.958387 sec): 3 clusters Score: Raw -175275.551810 + Penalty 1723.153239 = -173552.398571 nChanged 97 SP:Iteration 18Q (387.993533 sec): 3 clusters Score: Raw -175328.280947 + Penalty 1723.153239 = -173605.127708 nChanged 77 SP:Iteration 19Q (388.032467 sec): 3 clusters Score: Raw -175375.369802 + Penalty 1723.153239 = -173652.216563 nChanged 69 SP:Iteration 20F (388.067603 sec): 3 clusters Score: Raw -175416.387996 + Penalty 1723.153239 = -173693.234757 nChanged 52 SP:Iteration 21Q (388.102690 sec): 3 clusters Score: Raw -175453.058177 + Penalty 1723.153239 = -173729.904938 nChanged 52 SP:Iteration 22Q (388.137322 sec): 3 clusters Score: Raw -175488.320666 + Penalty 1723.153239 = -173765.167427 nChanged 33 SP:Iteration 23Q (388.171691 sec): 3 clusters Score: Raw -175510.378674 + Penalty 1723.153239 = -173787.225435 nChanged 34 SP:Iteration 24Q (388.206187 sec): 3 clusters Score: Raw -175529.228504 + Penalty 1723.153239 = -173806.075265 nChanged 15 SP:Iteration 25Q (388.240953 sec): 3 clusters Score: Raw -175541.745157 + Penalty 1723.153239 = -173818.591919 nChanged 17 SP:Iteration 26Q (388.275549 sec): 3 clusters Score: Raw -175556.335632 + Penalty 1723.153239 = -173833.182394 nChanged 21 SP:Iteration 27Q (388.309909 sec): 3 clusters Score: Raw -175572.111886 + Penalty 1723.153239 = -173848.958647 nChanged 14 SP:Iteration 28Q (388.344070 sec): 3 clusters Score: Raw -175580.217009 + Penalty 1723.153239 = -173857.063770 nChanged 11 SP:Iteration 29Q (388.378431 sec): 3 clusters Score: Raw -175587.904694 + Penalty 1723.153239 = -173864.751455 nChanged 6 SP:Iteration 30Q (388.412969 sec): 3 clusters Score: Raw -175591.608549 + Penalty 1723.153239 = -173868.455310 nChanged 3 SP:Iteration 31Q (388.447266 sec): 3 clusters Score: Raw -175593.226530 + Penalty 1723.153239 = -173870.073291 nChanged 3 SP:Iteration 32Q (388.481281 sec): 3 clusters Score: Raw -175594.039648 + Penalty 1723.153239 = -173870.886409 nChanged 3 SP:Iteration 33Q (388.515603 sec): 3 clusters Score: Raw -175595.280310 + Penalty 1723.153239 = -173872.127071 nChanged 2 SP:Iteration 34Q (388.636197 sec): 3 clusters Score: Raw -175595.778546 + Penalty 1723.153239 = -173872.625307 nChanged 0 SP:Iteration 35F (388.756196 sec): 3 clusters Score: Raw -175595.778546 + Penalty 1723.153239 = -173872.625307 nChanged 0 Trying to split cluster 3 (3094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (388.795031 sec): 2 clusters Score: Raw -139682.240853 + Penalty 843.908103 = -138838.332749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (388.826872 sec): 3 clusters Score: Raw -138113.748392 + Penalty 1687.816207 = -136425.932186 nChanged 1245 SP:Iteration 1F (388.856912 sec): 3 clusters Score: Raw -138951.838504 + Penalty 1687.816207 = -137264.022298 nChanged 242 SP:Iteration 2F (388.886828 sec): 3 clusters Score: Raw -139116.175284 + Penalty 1687.816207 = -137428.359077 nChanged 176 SP:Iteration 3F (388.917024 sec): 3 clusters Score: Raw -139237.915136 + Penalty 1687.816207 = -137550.098929 nChanged 154 SP:Iteration 4Q (388.947608 sec): 3 clusters Score: Raw -139334.810262 + Penalty 1687.816207 = -137646.994055 nChanged 114 SP:Iteration 5Q (388.978673 sec): 3 clusters Score: Raw -139416.405527 + Penalty 1687.816207 = -137728.589320 nChanged 111 SP:Iteration 6Q (389.008700 sec): 3 clusters Score: Raw -139498.945591 + Penalty 1687.816207 = -137811.129384 nChanged 90 SP:Iteration 7Q (389.038727 sec): 3 clusters Score: Raw -139570.979370 + Penalty 1687.816207 = -137883.163163 nChanged 76 SP:Iteration 8Q (389.068724 sec): 3 clusters Score: Raw -139621.620077 + Penalty 1687.816207 = -137933.803871 nChanged 51 SP:Iteration 9Q (389.098594 sec): 3 clusters Score: Raw -139646.838282 + Penalty 1687.816207 = -137959.022076 nChanged 42 SP:Iteration 10Q (389.128504 sec): 3 clusters Score: Raw -139670.633074 + Penalty 1687.816207 = -137982.816867 nChanged 32 SP:Iteration 11Q (389.158225 sec): 3 clusters Score: Raw -139688.107374 + Penalty 1687.816207 = -138000.291167 nChanged 31 SP:Iteration 12Q (389.188130 sec): 3 clusters Score: Raw -139701.465037 + Penalty 1687.816207 = -138013.648830 nChanged 28 SP:Iteration 13Q (389.217830 sec): 3 clusters Score: Raw -139712.715575 + Penalty 1687.816207 = -138024.899368 nChanged 22 SP:Iteration 14Q (389.247479 sec): 3 clusters Score: Raw -139722.292092 + Penalty 1687.816207 = -138034.475886 nChanged 28 SP:Iteration 15Q (389.277221 sec): 3 clusters Score: Raw -139735.519620 + Penalty 1687.816207 = -138047.703413 nChanged 25 SP:Iteration 16Q (389.306945 sec): 3 clusters Score: Raw -139749.451263 + Penalty 1687.816207 = -138061.635056 nChanged 29 SP:Iteration 17Q (389.336498 sec): 3 clusters Score: Raw -139763.172958 + Penalty 1687.816207 = -138075.356752 nChanged 20 SP:Iteration 18Q (389.366084 sec): 3 clusters Score: Raw -139771.177126 + Penalty 1687.816207 = -138083.360919 nChanged 13 SP:Iteration 19Q (389.397015 sec): 3 clusters Score: Raw -139775.854419 + Penalty 1687.816207 = -138088.038213 nChanged 10 SP:Iteration 20F (389.426228 sec): 3 clusters Score: Raw -139779.009077 + Penalty 1687.816207 = -138091.192871 nChanged 7 SP:Iteration 21Q (389.455876 sec): 3 clusters Score: Raw -139781.223539 + Penalty 1687.816207 = -138093.407333 nChanged 9 SP:Iteration 22Q (389.485369 sec): 3 clusters Score: Raw -139783.838978 + Penalty 1687.816207 = -138096.022772 nChanged 8 SP:Iteration 23Q (389.514878 sec): 3 clusters Score: Raw -139786.207458 + Penalty 1687.816207 = -138098.391251 nChanged 7 SP:Iteration 24Q (389.544386 sec): 3 clusters Score: Raw -139788.480745 + Penalty 1687.816207 = -138100.664539 nChanged 10 SP:Iteration 25Q (389.574530 sec): 3 clusters Score: Raw -139791.799104 + Penalty 1687.816207 = -138103.982898 nChanged 13 SP:Iteration 26Q (389.604273 sec): 3 clusters Score: Raw -139794.973626 + Penalty 1687.816207 = -138107.157419 nChanged 2 SP:Iteration 27Q (389.633885 sec): 3 clusters Score: Raw -139795.700663 + Penalty 1687.816207 = -138107.884456 nChanged 2 SP:Iteration 28Q (389.739832 sec): 3 clusters Score: Raw -139796.287552 + Penalty 1687.816207 = -138108.471345 nChanged 1 SP:Iteration 29Q (389.864206 sec): 3 clusters Score: Raw -139796.414956 + Penalty 1687.816207 = -138108.598749 nChanged 0 SP:Iteration 30F (389.939936 sec): 3 clusters Score: Raw -139796.414956 + Penalty 1687.816207 = -138108.598749 nChanged 0 Trying to split cluster 4 (2862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (390.002296 sec): 2 clusters Score: Raw -141128.460135 + Penalty 835.723976 = -140292.736159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (390.091091 sec): 3 clusters Score: Raw -139704.533544 + Penalty 1671.447952 = -138033.085592 nChanged 1109 SP:Iteration 1F (390.123158 sec): 3 clusters Score: Raw -140354.866130 + Penalty 1671.447952 = -138683.418178 nChanged 250 SP:Iteration 2F (390.154530 sec): 3 clusters Score: Raw -140517.714985 + Penalty 1671.447952 = -138846.267033 nChanged 183 SP:Iteration 3F (390.185730 sec): 3 clusters Score: Raw -140654.987917 + Penalty 1671.447952 = -138983.539965 nChanged 157 SP:Iteration 4F (390.217624 sec): 3 clusters Score: Raw -140770.636003 + Penalty 1671.447952 = -139099.188052 nChanged 150 SP:Iteration 5F (390.245369 sec): 3 clusters Score: Raw -140878.267083 + Penalty 1671.447952 = -139206.819131 nChanged 122 SP:Iteration 6Q (390.273254 sec): 3 clusters Score: Raw -140961.126867 + Penalty 1671.447952 = -139289.678916 nChanged 106 SP:Iteration 7Q (390.301644 sec): 3 clusters Score: Raw -141020.391660 + Penalty 1671.447952 = -139348.943708 nChanged 62 SP:Iteration 8Q (390.329286 sec): 3 clusters Score: Raw -141047.620494 + Penalty 1671.447952 = -139376.172542 nChanged 42 SP:Iteration 9Q (390.357729 sec): 3 clusters Score: Raw -141063.114393 + Penalty 1671.447952 = -139391.666442 nChanged 36 SP:Iteration 10Q (390.385452 sec): 3 clusters Score: Raw -141073.430604 + Penalty 1671.447952 = -139401.982652 nChanged 20 SP:Iteration 11Q (390.413322 sec): 3 clusters Score: Raw -141080.082758 + Penalty 1671.447952 = -139408.634806 nChanged 13 SP:Iteration 12Q (390.441246 sec): 3 clusters Score: Raw -141083.226198 + Penalty 1671.447952 = -139411.778247 nChanged 16 SP:Iteration 13Q (390.469546 sec): 3 clusters Score: Raw -141088.430180 + Penalty 1671.447952 = -139416.982228 nChanged 16 SP:Iteration 14Q (390.499029 sec): 3 clusters Score: Raw -141093.530786 + Penalty 1671.447952 = -139422.082835 nChanged 13 SP:Iteration 15Q (390.526711 sec): 3 clusters Score: Raw -141095.828494 + Penalty 1671.447952 = -139424.380543 nChanged 9 SP:Iteration 16Q (390.554715 sec): 3 clusters Score: Raw -141098.893417 + Penalty 1671.447952 = -139427.445465 nChanged 11 SP:Iteration 17Q (390.582620 sec): 3 clusters Score: Raw -141104.496793 + Penalty 1671.447952 = -139433.048841 nChanged 13 SP:Iteration 18Q (390.610558 sec): 3 clusters Score: Raw -141109.323353 + Penalty 1671.447952 = -139437.875401 nChanged 11 SP:Iteration 19Q (390.747909 sec): 3 clusters Score: Raw -141111.449747 + Penalty 1671.447952 = -139440.001795 nChanged 6 SP:Iteration 20F (390.823335 sec): 3 clusters Score: Raw -141113.002935 + Penalty 1671.447952 = -139441.554984 nChanged 4 SP:Iteration 21Q (390.940777 sec): 3 clusters Score: Raw -141113.987920 + Penalty 1671.447952 = -139442.539968 nChanged 2 SP:Iteration 22Q (390.968699 sec): 3 clusters Score: Raw -141114.419891 + Penalty 1671.447952 = -139442.971940 nChanged 1 SP:Iteration 23Q (390.997106 sec): 3 clusters Score: Raw -141114.522836 + Penalty 1671.447952 = -139443.074885 nChanged 0 SP:Iteration 24F (391.024854 sec): 3 clusters Score: Raw -141114.522836 + Penalty 1671.447952 = -139443.074885 nChanged 0 Trying to split cluster 5 (5173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (391.068134 sec): 2 clusters Score: Raw -241073.715831 + Penalty 897.876847 = -240175.838984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (391.208642 sec): 3 clusters Score: Raw -238213.158071 + Penalty 1795.753695 = -236417.404377 nChanged 2242 SP:Iteration 1F (391.331826 sec): 3 clusters Score: Raw -239527.402653 + Penalty 1795.753695 = -237731.648958 nChanged 362 SP:Iteration 2F (391.399377 sec): 3 clusters Score: Raw -239749.481828 + Penalty 1795.753695 = -237953.728133 nChanged 321 SP:Iteration 3F (391.445401 sec): 3 clusters Score: Raw -239940.586890 + Penalty 1795.753695 = -238144.833195 nChanged 259 SP:Iteration 4F (391.571231 sec): 3 clusters Score: Raw -240105.562958 + Penalty 1795.753695 = -238309.809263 nChanged 255 SP:Iteration 5Q (391.695219 sec): 3 clusters Score: Raw -240300.620389 + Penalty 1795.753695 = -238504.866694 nChanged 298 SP:Iteration 6F (391.818205 sec): 3 clusters Score: Raw -240525.592868 + Penalty 1795.753695 = -238729.839173 nChanged 260 SP:Iteration 7F (391.942434 sec): 3 clusters Score: Raw -240727.975044 + Penalty 1795.753695 = -238932.221349 nChanged 237 SP:Iteration 8Q (392.066719 sec): 3 clusters Score: Raw -240886.883317 + Penalty 1795.753695 = -239091.129622 nChanged 194 SP:Iteration 9Q (392.158593 sec): 3 clusters Score: Raw -240980.922753 + Penalty 1795.753695 = -239185.169058 nChanged 144 SP:Iteration 10Q (392.203287 sec): 3 clusters Score: Raw -241040.867830 + Penalty 1795.753695 = -239245.114136 nChanged 103 SP:Iteration 11Q (392.247602 sec): 3 clusters Score: Raw -241077.246337 + Penalty 1795.753695 = -239281.492642 nChanged 79 SP:Iteration 12Q (392.292190 sec): 3 clusters Score: Raw -241101.314879 + Penalty 1795.753695 = -239305.561185 nChanged 73 SP:Iteration 13Q (392.336772 sec): 3 clusters Score: Raw -241132.000690 + Penalty 1795.753695 = -239336.246995 nChanged 84 SP:Iteration 14Q (392.381323 sec): 3 clusters Score: Raw -241160.010550 + Penalty 1795.753695 = -239364.256855 nChanged 76 SP:Iteration 15Q (392.426106 sec): 3 clusters Score: Raw -241184.651195 + Penalty 1795.753695 = -239388.897500 nChanged 74 SP:Iteration 16Q (392.470382 sec): 3 clusters Score: Raw -241209.139932 + Penalty 1795.753695 = -239413.386237 nChanged 62 SP:Iteration 17Q (392.514678 sec): 3 clusters Score: Raw -241229.105849 + Penalty 1795.753695 = -239433.352154 nChanged 49 SP:Iteration 18Q (392.558920 sec): 3 clusters Score: Raw -241244.756251 + Penalty 1795.753695 = -239449.002556 nChanged 53 SP:Iteration 19Q (392.603504 sec): 3 clusters Score: Raw -241260.968038 + Penalty 1795.753695 = -239465.214343 nChanged 44 SP:Iteration 20F (392.647553 sec): 3 clusters Score: Raw -241276.216276 + Penalty 1795.753695 = -239480.462581 nChanged 39 SP:Iteration 21Q (392.692014 sec): 3 clusters Score: Raw -241286.837941 + Penalty 1795.753695 = -239491.084246 nChanged 24 SP:Iteration 22Q (392.736572 sec): 3 clusters Score: Raw -241296.210547 + Penalty 1795.753695 = -239500.456853 nChanged 34 SP:Iteration 23Q (392.781432 sec): 3 clusters Score: Raw -241310.114353 + Penalty 1795.753695 = -239514.360658 nChanged 36 SP:Iteration 24Q (392.826272 sec): 3 clusters Score: Raw -241318.161168 + Penalty 1795.753695 = -239522.407473 nChanged 25 SP:Iteration 25Q (392.870802 sec): 3 clusters Score: Raw -241322.699824 + Penalty 1795.753695 = -239526.946130 nChanged 24 SP:Iteration 26Q (392.915400 sec): 3 clusters Score: Raw -241327.093565 + Penalty 1795.753695 = -239531.339870 nChanged 21 SP:Iteration 27Q (392.959964 sec): 3 clusters Score: Raw -241331.118686 + Penalty 1795.753695 = -239535.364992 nChanged 14 SP:Iteration 28Q (393.004397 sec): 3 clusters Score: Raw -241334.003566 + Penalty 1795.753695 = -239538.249871 nChanged 15 SP:Iteration 29Q (393.048946 sec): 3 clusters Score: Raw -241337.671544 + Penalty 1795.753695 = -239541.917849 nChanged 16 SP:Iteration 30Q (393.093581 sec): 3 clusters Score: Raw -241341.533783 + Penalty 1795.753695 = -239545.780088 nChanged 13 SP:Iteration 31Q (393.138097 sec): 3 clusters Score: Raw -241345.983102 + Penalty 1795.753695 = -239550.229407 nChanged 17 SP:Iteration 32Q (393.265881 sec): 3 clusters Score: Raw -241352.435493 + Penalty 1795.753695 = -239556.681798 nChanged 22 SP:Iteration 33Q (393.396302 sec): 3 clusters Score: Raw -241357.360642 + Penalty 1795.753695 = -239561.606948 nChanged 9 SP:Iteration 34Q (393.524670 sec): 3 clusters Score: Raw -241360.016443 + Penalty 1795.753695 = -239564.262749 nChanged 15 SP:Iteration 35Q (393.652054 sec): 3 clusters Score: Raw -241364.066191 + Penalty 1795.753695 = -239568.312496 nChanged 12 SP:Iteration 36Q (393.781168 sec): 3 clusters Score: Raw -241366.555966 + Penalty 1795.753695 = -239570.802271 nChanged 11 SP:Iteration 37Q (393.905343 sec): 3 clusters Score: Raw -241368.604758 + Penalty 1795.753695 = -239572.851064 nChanged 15 SP:Iteration 38Q (394.029717 sec): 3 clusters Score: Raw -241371.072165 + Penalty 1795.753695 = -239575.318470 nChanged 16 SP:Iteration 39Q (394.071482 sec): 3 clusters Score: Raw -241373.354067 + Penalty 1795.753695 = -239577.600372 nChanged 14 SP:Iteration 40F (394.114724 sec): 3 clusters Score: Raw -241376.065647 + Penalty 1795.753695 = -239580.311952 nChanged 9 SP:Iteration 41Q (394.159001 sec): 3 clusters Score: Raw -241377.644750 + Penalty 1795.753695 = -239581.891055 nChanged 8 SP:Iteration 42Q (394.203474 sec): 3 clusters Score: Raw -241379.762539 + Penalty 1795.753695 = -239584.008844 nChanged 16 SP:Iteration 43Q (394.248230 sec): 3 clusters Score: Raw -241383.118091 + Penalty 1795.753695 = -239587.364396 nChanged 12 SP:Iteration 44Q (394.292556 sec): 3 clusters Score: Raw -241385.049552 + Penalty 1795.753695 = -239589.295857 nChanged 8 SP:Iteration 45Q (394.336992 sec): 3 clusters Score: Raw -241386.168750 + Penalty 1795.753695 = -239590.415055 nChanged 8 SP:Iteration 46Q (394.381487 sec): 3 clusters Score: Raw -241387.356163 + Penalty 1795.753695 = -239591.602468 nChanged 8 SP:Iteration 47Q (394.426125 sec): 3 clusters Score: Raw -241388.555946 + Penalty 1795.753695 = -239592.802252 nChanged 8 SP:Iteration 48Q (394.470344 sec): 3 clusters Score: Raw -241389.521050 + Penalty 1795.753695 = -239593.767356 nChanged 7 SP:Iteration 49Q (394.514487 sec): 3 clusters Score: Raw -241390.539499 + Penalty 1795.753695 = -239594.785804 nChanged 8 SP:Iteration 50Q (394.558989 sec): 3 clusters Score: Raw -241392.067448 + Penalty 1795.753695 = -239596.313753 nChanged 13 SP:Iteration 51Q (394.603651 sec): 3 clusters Score: Raw -241394.564767 + Penalty 1795.753695 = -239598.811073 nChanged 22 SP:Iteration 52Q (394.647933 sec): 3 clusters Score: Raw -241398.325735 + Penalty 1795.753695 = -239602.572040 nChanged 16 SP:Iteration 53Q (394.692180 sec): 3 clusters Score: Raw -241400.724918 + Penalty 1795.753695 = -239604.971223 nChanged 8 SP:Iteration 54Q (394.736671 sec): 3 clusters Score: Raw -241401.627499 + Penalty 1795.753695 = -239605.873804 nChanged 9 SP:Iteration 55Q (394.781114 sec): 3 clusters Score: Raw -241402.794211 + Penalty 1795.753695 = -239607.040516 nChanged 12 SP:Iteration 56Q (394.825471 sec): 3 clusters Score: Raw -241404.201882 + Penalty 1795.753695 = -239608.448187 nChanged 9 SP:Iteration 57Q (394.869686 sec): 3 clusters Score: Raw -241405.616672 + Penalty 1795.753695 = -239609.862977 nChanged 10 SP:Iteration 58Q (394.914204 sec): 3 clusters Score: Raw -241407.747379 + Penalty 1795.753695 = -239611.993684 nChanged 14 SP:Iteration 59Q (394.958545 sec): 3 clusters Score: Raw -241410.133114 + Penalty 1795.753695 = -239614.379419 nChanged 13 SP:Iteration 60F (395.002477 sec): 3 clusters Score: Raw -241412.686992 + Penalty 1795.753695 = -239616.933297 nChanged 11 SP:Iteration 61Q (395.046703 sec): 3 clusters Score: Raw -241414.817847 + Penalty 1795.753695 = -239619.064152 nChanged 10 SP:Iteration 62Q (395.091045 sec): 3 clusters Score: Raw -241417.013556 + Penalty 1795.753695 = -239621.259862 nChanged 9 SP:Iteration 63Q (395.135363 sec): 3 clusters Score: Raw -241418.601281 + Penalty 1795.753695 = -239622.847586 nChanged 8 SP:Iteration 64Q (395.291053 sec): 3 clusters Score: Raw -241419.711818 + Penalty 1795.753695 = -239623.958123 nChanged 5 SP:Iteration 65Q (395.370844 sec): 3 clusters Score: Raw -241420.327217 + Penalty 1795.753695 = -239624.573523 nChanged 3 SP:Iteration 66Q (395.429005 sec): 3 clusters Score: Raw -241421.266355 + Penalty 1795.753695 = -239625.512660 nChanged 6 SP:Iteration 67Q (395.475666 sec): 3 clusters Score: Raw -241422.479625 + Penalty 1795.753695 = -239626.725930 nChanged 4 SP:Iteration 68Q (395.603140 sec): 3 clusters Score: Raw -241423.227750 + Penalty 1795.753695 = -239627.474056 nChanged 4 SP:Iteration 69Q (395.729708 sec): 3 clusters Score: Raw -241423.987227 + Penalty 1795.753695 = -239628.233532 nChanged 6 SP:Iteration 70Q (395.862589 sec): 3 clusters Score: Raw -241425.261857 + Penalty 1795.753695 = -239629.508162 nChanged 5 SP:Iteration 71Q (395.986543 sec): 3 clusters Score: Raw -241426.329054 + Penalty 1795.753695 = -239630.575360 nChanged 4 SP:Iteration 72Q (396.110973 sec): 3 clusters Score: Raw -241426.835349 + Penalty 1795.753695 = -239631.081655 nChanged 5 SP:Iteration 73Q (396.228969 sec): 3 clusters Score: Raw -241427.497255 + Penalty 1795.753695 = -239631.743560 nChanged 5 SP:Iteration 74Q (396.275361 sec): 3 clusters Score: Raw -241428.279806 + Penalty 1795.753695 = -239632.526111 nChanged 5 SP:Iteration 75Q (396.321596 sec): 3 clusters Score: Raw -241429.006359 + Penalty 1795.753695 = -239633.252665 nChanged 5 SP:Iteration 76Q (396.366101 sec): 3 clusters Score: Raw -241429.666937 + Penalty 1795.753695 = -239633.913243 nChanged 1 SP:Iteration 77Q (396.409960 sec): 3 clusters Score: Raw -241429.841781 + Penalty 1795.753695 = -239634.088087 nChanged 1 SP:Iteration 78Q (396.453777 sec): 3 clusters Score: Raw -241429.865182 + Penalty 1795.753695 = -239634.111487 nChanged 0 SP:Iteration 79F (396.496930 sec): 3 clusters Score: Raw -241429.865182 + Penalty 1795.753695 = -239634.111487 nChanged 0 Trying to split cluster 6 (1938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (396.532462 sec): 2 clusters Score: Raw -70293.791779 + Penalty 794.788238 = -69499.003541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (396.553340 sec): 3 clusters Score: Raw -69367.781632 + Penalty 1589.576476 = -67778.205156 nChanged 719 SP:Iteration 1F (396.573456 sec): 3 clusters Score: Raw -69861.751230 + Penalty 1589.576476 = -68272.174754 nChanged 206 SP:Iteration 2F (396.593394 sec): 3 clusters Score: Raw -70029.728516 + Penalty 1589.576476 = -68440.152039 nChanged 118 SP:Iteration 3F (396.613115 sec): 3 clusters Score: Raw -70127.439366 + Penalty 1589.576476 = -68537.862890 nChanged 94 SP:Iteration 4Q (396.633352 sec): 3 clusters Score: Raw -70213.940898 + Penalty 1589.576476 = -68624.364422 nChanged 74 SP:Iteration 5Q (396.654331 sec): 3 clusters Score: Raw -70271.671987 + Penalty 1589.576476 = -68682.095511 nChanged 66 SP:Iteration 6Q (396.675163 sec): 3 clusters Score: Raw -70318.155459 + Penalty 1589.576476 = -68728.578983 nChanged 56 SP:Iteration 7Q (396.695910 sec): 3 clusters Score: Raw -70360.658550 + Penalty 1589.576476 = -68771.082074 nChanged 48 SP:Iteration 8Q (396.717009 sec): 3 clusters Score: Raw -70392.973125 + Penalty 1589.576476 = -68803.396649 nChanged 56 SP:Iteration 9Q (396.737878 sec): 3 clusters Score: Raw -70441.057780 + Penalty 1589.576476 = -68851.481303 nChanged 50 SP:Iteration 10Q (396.758667 sec): 3 clusters Score: Raw -70477.898392 + Penalty 1589.576476 = -68888.321916 nChanged 38 SP:Iteration 11Q (396.779575 sec): 3 clusters Score: Raw -70511.528705 + Penalty 1589.576476 = -68921.952228 nChanged 41 SP:Iteration 12Q (396.800468 sec): 3 clusters Score: Raw -70547.785354 + Penalty 1589.576476 = -68958.208877 nChanged 42 SP:Iteration 13Q (396.821187 sec): 3 clusters Score: Raw -70579.733950 + Penalty 1589.576476 = -68990.157474 nChanged 42 SP:Iteration 14Q (396.941190 sec): 3 clusters Score: Raw -70606.683424 + Penalty 1589.576476 = -69017.106947 nChanged 34 SP:Iteration 15Q (397.118292 sec): 3 clusters Score: Raw -70626.481905 + Penalty 1589.576476 = -69036.905429 nChanged 32 SP:Iteration 16Q (397.189845 sec): 3 clusters Score: Raw -70657.792613 + Penalty 1589.576476 = -69068.216137 nChanged 45 SP:Iteration 17Q (397.218234 sec): 3 clusters Score: Raw -70698.403222 + Penalty 1589.576476 = -69108.826746 nChanged 30 SP:Iteration 18Q (397.238258 sec): 3 clusters Score: Raw -70722.315339 + Penalty 1589.576476 = -69132.738862 nChanged 32 SP:Iteration 19Q (397.258440 sec): 3 clusters Score: Raw -70752.523222 + Penalty 1589.576476 = -69162.946746 nChanged 40 SP:Iteration 20F (397.278165 sec): 3 clusters Score: Raw -70796.064617 + Penalty 1589.576476 = -69206.488141 nChanged 38 SP:Iteration 21Q (397.298183 sec): 3 clusters Score: Raw -70837.429294 + Penalty 1589.576476 = -69247.852817 nChanged 36 SP:Iteration 22Q (397.318259 sec): 3 clusters Score: Raw -70868.757166 + Penalty 1589.576476 = -69279.180689 nChanged 19 SP:Iteration 23Q (397.338263 sec): 3 clusters Score: Raw -70877.546626 + Penalty 1589.576476 = -69287.970150 nChanged 8 SP:Iteration 24Q (397.358066 sec): 3 clusters Score: Raw -70883.302585 + Penalty 1589.576476 = -69293.726109 nChanged 7 SP:Iteration 25Q (397.378091 sec): 3 clusters Score: Raw -70885.871095 + Penalty 1589.576476 = -69296.294619 nChanged 9 SP:Iteration 26Q (397.398039 sec): 3 clusters Score: Raw -70889.797485 + Penalty 1589.576476 = -69300.221009 nChanged 10 SP:Iteration 27Q (397.417920 sec): 3 clusters Score: Raw -70895.408743 + Penalty 1589.576476 = -69305.832267 nChanged 7 SP:Iteration 28Q (397.437708 sec): 3 clusters Score: Raw -70897.512009 + Penalty 1589.576476 = -69307.935533 nChanged 1 SP:Iteration 29Q (397.485488 sec): 3 clusters Score: Raw -70897.769304 + Penalty 1589.576476 = -69308.192828 nChanged 0 SP:Iteration 30F (397.603101 sec): 3 clusters Score: Raw -70897.769304 + Penalty 1589.576476 = -69308.192828 nChanged 0 Trying to split cluster 7 (605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (397.656803 sec): 2 clusters Score: Raw -28111.362139 + Penalty 672.548988 = -27438.813151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (397.771457 sec): 3 clusters Score: Raw -27927.627158 + Penalty 1345.097976 = -26582.529182 nChanged 186 SP:Iteration 1F (397.860813 sec): 3 clusters Score: Raw -28106.383578 + Penalty 1345.097976 = -26761.285602 nChanged 54 SP:Iteration 2F (397.973150 sec): 3 clusters Score: Raw -28199.009713 + Penalty 1345.097976 = -26853.911736 nChanged 33 SP:Iteration 3F (398.070150 sec): 3 clusters Score: Raw -28275.359174 + Penalty 1345.097976 = -26930.261198 nChanged 31 SP:Iteration 4F (398.078991 sec): 3 clusters Score: Raw -28317.149530 + Penalty 1345.097976 = -26972.051553 nChanged 19 SP:Iteration 5Q (398.087560 sec): 3 clusters Score: Raw -28343.131079 + Penalty 1345.097976 = -26998.033103 nChanged 7 SP:Iteration 6Q (398.096127 sec): 3 clusters Score: Raw -28353.368450 + Penalty 1345.097976 = -27008.270474 nChanged 8 SP:Iteration 7Q (398.104657 sec): 3 clusters Score: Raw -28362.430423 + Penalty 1345.097976 = -27017.332447 nChanged 7 SP:Iteration 8Q (398.113128 sec): 3 clusters Score: Raw -28370.803638 + Penalty 1345.097976 = -27025.705662 nChanged 7 SP:Iteration 9Q (398.121632 sec): 3 clusters Score: Raw -28376.958121 + Penalty 1345.097976 = -27031.860145 nChanged 7 SP:Iteration 10Q (398.130021 sec): 3 clusters Score: Raw -28382.890223 + Penalty 1345.097976 = -27037.792247 nChanged 4 SP:Iteration 11Q (398.138667 sec): 3 clusters Score: Raw -28385.451460 + Penalty 1345.097976 = -27040.353484 nChanged 5 SP:Iteration 12Q (398.147193 sec): 3 clusters Score: Raw -28390.227467 + Penalty 1345.097976 = -27045.129491 nChanged 6 SP:Iteration 13Q (398.263155 sec): 3 clusters Score: Raw -28395.287525 + Penalty 1345.097976 = -27050.189548 nChanged 0 SP:Iteration 14F (398.384181 sec): 3 clusters Score: Raw -28395.287525 + Penalty 1345.097976 = -27050.189548 nChanged 0 Trying to split cluster 8 (6869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (398.435774 sec): 2 clusters Score: Raw -338497.265616 + Penalty 927.651250 = -337569.614366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (398.506698 sec): 3 clusters Score: Raw -334607.537777 + Penalty 1855.302501 = -332752.235276 nChanged 2916 SP:Iteration 1F (398.570136 sec): 3 clusters Score: Raw -336229.201030 + Penalty 1855.302501 = -334373.898529 nChanged 492 SP:Iteration 2F (398.617347 sec): 3 clusters Score: Raw -336522.103068 + Penalty 1855.302501 = -334666.800567 nChanged 444 SP:Iteration 3F (398.664647 sec): 3 clusters Score: Raw -336795.592174 + Penalty 1855.302501 = -334940.289673 nChanged 427 SP:Iteration 4F (398.711753 sec): 3 clusters Score: Raw -337056.061889 + Penalty 1855.302501 = -335200.759388 nChanged 412 SP:Iteration 5F (398.762721 sec): 3 clusters Score: Raw -337310.672005 + Penalty 1855.302501 = -335455.369504 nChanged 360 SP:Iteration 6F (398.815182 sec): 3 clusters Score: Raw -337535.992995 + Penalty 1855.302501 = -335680.690494 nChanged 317 SP:Iteration 7Q (398.868733 sec): 3 clusters Score: Raw -337731.183477 + Penalty 1855.302501 = -335875.880976 nChanged 273 SP:Iteration 8Q (398.922877 sec): 3 clusters Score: Raw -337875.513333 + Penalty 1855.302501 = -336020.210832 nChanged 235 SP:Iteration 9Q (398.972260 sec): 3 clusters Score: Raw -338021.659152 + Penalty 1855.302501 = -336166.356651 nChanged 212 SP:Iteration 10Q (399.021654 sec): 3 clusters Score: Raw -338165.341219 + Penalty 1855.302501 = -336310.038718 nChanged 188 SP:Iteration 11Q (399.071392 sec): 3 clusters Score: Raw -338280.591650 + Penalty 1855.302501 = -336425.289149 nChanged 129 SP:Iteration 12Q (399.124712 sec): 3 clusters Score: Raw -338371.342698 + Penalty 1855.302501 = -336516.040197 nChanged 100 SP:Iteration 13Q (399.177789 sec): 3 clusters Score: Raw -338436.071961 + Penalty 1855.302501 = -336580.769460 nChanged 84 SP:Iteration 14Q (399.230517 sec): 3 clusters Score: Raw -338487.719044 + Penalty 1855.302501 = -336632.416543 nChanged 70 SP:Iteration 15Q (399.279354 sec): 3 clusters Score: Raw -338523.095571 + Penalty 1855.302501 = -336667.793070 nChanged 62 SP:Iteration 16Q (399.405989 sec): 3 clusters Score: Raw -338557.595134 + Penalty 1855.302501 = -336702.292633 nChanged 54 SP:Iteration 17Q (399.530679 sec): 3 clusters Score: Raw -338595.513239 + Penalty 1855.302501 = -336740.210738 nChanged 43 SP:Iteration 18Q (399.721722 sec): 3 clusters Score: Raw -338620.896228 + Penalty 1855.302501 = -336765.593727 nChanged 43 SP:Iteration 19Q (399.846236 sec): 3 clusters Score: Raw -338645.806947 + Penalty 1855.302501 = -336790.504446 nChanged 32 SP:Iteration 20F (399.908552 sec): 3 clusters Score: Raw -338663.017780 + Penalty 1855.302501 = -336807.715279 nChanged 29 SP:Iteration 21Q (399.957707 sec): 3 clusters Score: Raw -338680.123210 + Penalty 1855.302501 = -336824.820709 nChanged 21 SP:Iteration 22Q (400.006476 sec): 3 clusters Score: Raw -338688.842621 + Penalty 1855.302501 = -336833.540120 nChanged 17 SP:Iteration 23Q (400.055052 sec): 3 clusters Score: Raw -338695.482865 + Penalty 1855.302501 = -336840.180364 nChanged 14 SP:Iteration 24Q (400.103463 sec): 3 clusters Score: Raw -338700.031666 + Penalty 1855.302501 = -336844.729165 nChanged 10 SP:Iteration 25Q (400.151455 sec): 3 clusters Score: Raw -338704.695149 + Penalty 1855.302501 = -336849.392648 nChanged 13 SP:Iteration 26Q (400.199533 sec): 3 clusters Score: Raw -338709.866914 + Penalty 1855.302501 = -336854.564413 nChanged 12 SP:Iteration 27Q (400.247400 sec): 3 clusters Score: Raw -338714.706638 + Penalty 1855.302501 = -336859.404137 nChanged 8 SP:Iteration 28Q (400.387013 sec): 3 clusters Score: Raw -338718.048316 + Penalty 1855.302501 = -336862.745815 nChanged 12 SP:Iteration 29Q (400.467821 sec): 3 clusters Score: Raw -338722.231918 + Penalty 1855.302501 = -336866.929417 nChanged 9 SP:Iteration 30Q (400.518812 sec): 3 clusters Score: Raw -338724.322345 + Penalty 1855.302501 = -336869.019844 nChanged 9 SP:Iteration 31Q (400.646864 sec): 3 clusters Score: Raw -338726.434721 + Penalty 1855.302501 = -336871.132220 nChanged 6 SP:Iteration 32Q (400.776309 sec): 3 clusters Score: Raw -338728.236313 + Penalty 1855.302501 = -336872.933812 nChanged 5 SP:Iteration 33Q (400.879381 sec): 3 clusters Score: Raw -338729.770318 + Penalty 1855.302501 = -336874.467817 nChanged 2 SP:Iteration 34Q (401.011144 sec): 3 clusters Score: Raw -338730.363132 + Penalty 1855.302501 = -336875.060631 nChanged 2 SP:Iteration 35Q (401.137796 sec): 3 clusters Score: Raw -338730.656066 + Penalty 1855.302501 = -336875.353565 nChanged 0 SP:Iteration 36F (401.211167 sec): 3 clusters Score: Raw -338730.656066 + Penalty 1855.302501 = -336875.353565 nChanged 0 Trying to split cluster 9 (1359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (401.248876 sec): 2 clusters Score: Raw -54446.117875 + Penalty 757.522963 = -53688.594911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (401.266179 sec): 3 clusters Score: Raw -53870.567058 + Penalty 1515.045927 = -52355.521131 nChanged 511 SP:Iteration 1F (401.282567 sec): 3 clusters Score: Raw -54244.666176 + Penalty 1515.045927 = -52729.620249 nChanged 151 SP:Iteration 2F (401.305556 sec): 3 clusters Score: Raw -54406.247138 + Penalty 1515.045927 = -52891.201211 nChanged 104 SP:Iteration 3F (401.321862 sec): 3 clusters Score: Raw -54539.182982 + Penalty 1515.045927 = -53024.137055 nChanged 79 SP:Iteration 4F (401.337930 sec): 3 clusters Score: Raw -54633.193638 + Penalty 1515.045927 = -53118.147711 nChanged 55 SP:Iteration 5Q (401.354144 sec): 3 clusters Score: Raw -54695.260848 + Penalty 1515.045927 = -53180.214921 nChanged 42 SP:Iteration 6Q (401.370323 sec): 3 clusters Score: Raw -54728.328820 + Penalty 1515.045927 = -53213.282893 nChanged 28 SP:Iteration 7Q (401.386646 sec): 3 clusters Score: Raw -54751.511621 + Penalty 1515.045927 = -53236.465695 nChanged 15 SP:Iteration 8Q (401.402784 sec): 3 clusters Score: Raw -54764.196326 + Penalty 1515.045927 = -53249.150399 nChanged 13 SP:Iteration 9Q (401.418958 sec): 3 clusters Score: Raw -54776.991169 + Penalty 1515.045927 = -53261.945242 nChanged 11 SP:Iteration 10Q (401.435129 sec): 3 clusters Score: Raw -54785.158922 + Penalty 1515.045927 = -53270.112995 nChanged 10 SP:Iteration 11Q (401.449974 sec): 3 clusters Score: Raw -54789.646625 + Penalty 1515.045927 = -53274.600698 nChanged 8 SP:Iteration 12Q (401.467165 sec): 3 clusters Score: Raw -54795.493667 + Penalty 1515.045927 = -53280.447740 nChanged 6 SP:Iteration 13Q (401.481622 sec): 3 clusters Score: Raw -54799.960271 + Penalty 1515.045927 = -53284.914344 nChanged 3 SP:Iteration 14Q (401.496617 sec): 3 clusters Score: Raw -54804.553808 + Penalty 1515.045927 = -53289.507881 nChanged 5 SP:Iteration 15Q (401.511751 sec): 3 clusters Score: Raw -54806.585715 + Penalty 1515.045927 = -53291.539788 nChanged 5 SP:Iteration 16Q (401.526756 sec): 3 clusters Score: Raw -54809.420952 + Penalty 1515.045927 = -53294.375025 nChanged 5 SP:Iteration 17Q (401.541825 sec): 3 clusters Score: Raw -54812.462977 + Penalty 1515.045927 = -53297.417050 nChanged 2 SP:Iteration 18Q (401.556669 sec): 3 clusters Score: Raw -54813.262172 + Penalty 1515.045927 = -53298.216245 nChanged 1 SP:Iteration 19Q (401.571674 sec): 3 clusters Score: Raw -54813.394841 + Penalty 1515.045927 = -53298.348914 nChanged 0 SP:Iteration 20F (401.586524 sec): 3 clusters Score: Raw -54813.394841 + Penalty 1515.045927 = -53298.348914 nChanged 0 Trying to split cluster 10 (3010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (401.651686 sec): 2 clusters Score: Raw -141668.389918 + Penalty 841.018013 = -140827.371905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (401.753298 sec): 3 clusters Score: Raw -140203.419945 + Penalty 1682.036025 = -138521.383920 nChanged 1184 SP:Iteration 1F (401.788110 sec): 3 clusters Score: Raw -140880.103769 + Penalty 1682.036025 = -139198.067744 nChanged 238 SP:Iteration 2F (401.817053 sec): 3 clusters Score: Raw -141040.328127 + Penalty 1682.036025 = -139358.292102 nChanged 178 SP:Iteration 3F (401.846201 sec): 3 clusters Score: Raw -141155.815536 + Penalty 1682.036025 = -139473.779511 nChanged 164 SP:Iteration 4F (401.875144 sec): 3 clusters Score: Raw -141260.409711 + Penalty 1682.036025 = -139578.373685 nChanged 136 SP:Iteration 5Q (401.904857 sec): 3 clusters Score: Raw -141352.166391 + Penalty 1682.036025 = -139670.130366 nChanged 137 SP:Iteration 6Q (401.934080 sec): 3 clusters Score: Raw -141443.944160 + Penalty 1682.036025 = -139761.908135 nChanged 119 SP:Iteration 7Q (401.963030 sec): 3 clusters Score: Raw -141509.360914 + Penalty 1682.036025 = -139827.324889 nChanged 97 SP:Iteration 8Q (401.991942 sec): 3 clusters Score: Raw -141562.677968 + Penalty 1682.036025 = -139880.641943 nChanged 94 SP:Iteration 9Q (402.020954 sec): 3 clusters Score: Raw -141613.972001 + Penalty 1682.036025 = -139931.935976 nChanged 76 SP:Iteration 10Q (402.050056 sec): 3 clusters Score: Raw -141657.841795 + Penalty 1682.036025 = -139975.805770 nChanged 71 SP:Iteration 11Q (402.078965 sec): 3 clusters Score: Raw -141702.099537 + Penalty 1682.036025 = -140020.063512 nChanged 80 SP:Iteration 12Q (402.107912 sec): 3 clusters Score: Raw -141759.556573 + Penalty 1682.036025 = -140077.520548 nChanged 82 SP:Iteration 13Q (402.136787 sec): 3 clusters Score: Raw -141828.505045 + Penalty 1682.036025 = -140146.469019 nChanged 92 SP:Iteration 14Q (402.165638 sec): 3 clusters Score: Raw -141920.352131 + Penalty 1682.036025 = -140238.316106 nChanged 77 SP:Iteration 15Q (402.194650 sec): 3 clusters Score: Raw -141992.916163 + Penalty 1682.036025 = -140310.880138 nChanged 58 SP:Iteration 16Q (402.223367 sec): 3 clusters Score: Raw -142034.022347 + Penalty 1682.036025 = -140351.986322 nChanged 49 SP:Iteration 17Q (402.266727 sec): 3 clusters Score: Raw -142064.265450 + Penalty 1682.036025 = -140382.229425 nChanged 50 SP:Iteration 18Q (402.295501 sec): 3 clusters Score: Raw -142091.098709 + Penalty 1682.036025 = -140409.062684 nChanged 40 SP:Iteration 19Q (402.324032 sec): 3 clusters Score: Raw -142111.245957 + Penalty 1682.036025 = -140429.209932 nChanged 26 SP:Iteration 20F (402.352607 sec): 3 clusters Score: Raw -142121.252024 + Penalty 1682.036025 = -140439.215998 nChanged 17 SP:Iteration 21Q (402.381160 sec): 3 clusters Score: Raw -142126.657729 + Penalty 1682.036025 = -140444.621704 nChanged 9 SP:Iteration 22Q (402.409607 sec): 3 clusters Score: Raw -142128.297251 + Penalty 1682.036025 = -140446.261226 nChanged 4 SP:Iteration 23Q (402.438181 sec): 3 clusters Score: Raw -142130.205002 + Penalty 1682.036025 = -140448.168977 nChanged 7 SP:Iteration 24Q (402.466741 sec): 3 clusters Score: Raw -142131.850601 + Penalty 1682.036025 = -140449.814576 nChanged 3 SP:Iteration 25Q (402.495471 sec): 3 clusters Score: Raw -142132.828414 + Penalty 1682.036025 = -140450.792389 nChanged 2 SP:Iteration 26Q (402.523880 sec): 3 clusters Score: Raw -142133.128199 + Penalty 1682.036025 = -140451.092173 nChanged 4 SP:Iteration 27Q (402.552493 sec): 3 clusters Score: Raw -142134.200291 + Penalty 1682.036025 = -140452.164266 nChanged 5 SP:Iteration 28Q (402.580916 sec): 3 clusters Score: Raw -142135.161570 + Penalty 1682.036025 = -140453.125545 nChanged 4 SP:Iteration 29Q (402.609405 sec): 3 clusters Score: Raw -142136.498109 + Penalty 1682.036025 = -140454.462084 nChanged 5 SP:Iteration 30Q (402.715532 sec): 3 clusters Score: Raw -142138.608618 + Penalty 1682.036025 = -140456.572592 nChanged 8 SP:Iteration 31Q (402.827902 sec): 3 clusters Score: Raw -142142.864387 + Penalty 1682.036025 = -140460.828362 nChanged 11 SP:Iteration 32Q (402.945495 sec): 3 clusters Score: Raw -142146.908752 + Penalty 1682.036025 = -140464.872727 nChanged 10 SP:Iteration 33Q (403.062512 sec): 3 clusters Score: Raw -142149.701044 + Penalty 1682.036025 = -140467.665019 nChanged 7 SP:Iteration 34Q (403.180236 sec): 3 clusters Score: Raw -142152.799047 + Penalty 1682.036025 = -140470.763022 nChanged 12 SP:Iteration 35Q (403.271583 sec): 3 clusters Score: Raw -142156.438675 + Penalty 1682.036025 = -140474.402650 nChanged 9 SP:Iteration 36Q (403.302329 sec): 3 clusters Score: Raw -142159.652144 + Penalty 1682.036025 = -140477.616119 nChanged 15 SP:Iteration 37Q (403.332833 sec): 3 clusters Score: Raw -142168.477115 + Penalty 1682.036025 = -140486.441090 nChanged 13 SP:Iteration 38Q (403.362856 sec): 3 clusters Score: Raw -142175.093513 + Penalty 1682.036025 = -140493.057487 nChanged 17 SP:Iteration 39Q (403.392077 sec): 3 clusters Score: Raw -142180.895222 + Penalty 1682.036025 = -140498.859197 nChanged 16 SP:Iteration 40F (403.421069 sec): 3 clusters Score: Raw -142187.084968 + Penalty 1682.036025 = -140505.048943 nChanged 10 SP:Iteration 41Q (403.450207 sec): 3 clusters Score: Raw -142190.203797 + Penalty 1682.036025 = -140508.167772 nChanged 12 SP:Iteration 42Q (403.479422 sec): 3 clusters Score: Raw -142193.605739 + Penalty 1682.036025 = -140511.569714 nChanged 7 SP:Iteration 43Q (403.508511 sec): 3 clusters Score: Raw -142194.997057 + Penalty 1682.036025 = -140512.961032 nChanged 5 SP:Iteration 44Q (403.537900 sec): 3 clusters Score: Raw -142196.646057 + Penalty 1682.036025 = -140514.610032 nChanged 7 SP:Iteration 45Q (403.566443 sec): 3 clusters Score: Raw -142198.477584 + Penalty 1682.036025 = -140516.441559 nChanged 5 SP:Iteration 46Q (403.595260 sec): 3 clusters Score: Raw -142199.738422 + Penalty 1682.036025 = -140517.702396 nChanged 7 SP:Iteration 47Q (403.623686 sec): 3 clusters Score: Raw -142201.202895 + Penalty 1682.036025 = -140519.166870 nChanged 4 SP:Iteration 48Q (403.652128 sec): 3 clusters Score: Raw -142201.748278 + Penalty 1682.036025 = -140519.712253 nChanged 2 SP:Iteration 49Q (403.680659 sec): 3 clusters Score: Raw -142202.031095 + Penalty 1682.036025 = -140519.995070 nChanged 3 SP:Iteration 50Q (403.709070 sec): 3 clusters Score: Raw -142202.479685 + Penalty 1682.036025 = -140520.443660 nChanged 8 SP:Iteration 51Q (403.737919 sec): 3 clusters Score: Raw -142203.828453 + Penalty 1682.036025 = -140521.792427 nChanged 5 SP:Iteration 52Q (403.766319 sec): 3 clusters Score: Raw -142205.484406 + Penalty 1682.036025 = -140523.448381 nChanged 3 SP:Iteration 53Q (403.794841 sec): 3 clusters Score: Raw -142205.765935 + Penalty 1682.036025 = -140523.729910 nChanged 2 SP:Iteration 54Q (403.823261 sec): 3 clusters Score: Raw -142206.126674 + Penalty 1682.036025 = -140524.090649 nChanged 3 SP:Iteration 55Q (403.851682 sec): 3 clusters Score: Raw -142207.018128 + Penalty 1682.036025 = -140524.982102 nChanged 2 SP:Iteration 56Q (403.880160 sec): 3 clusters Score: Raw -142208.241763 + Penalty 1682.036025 = -140526.205738 nChanged 3 SP:Iteration 57Q (403.908722 sec): 3 clusters Score: Raw -142209.114047 + Penalty 1682.036025 = -140527.078022 nChanged 1 SP:Iteration 58Q (403.937192 sec): 3 clusters Score: Raw -142209.743041 + Penalty 1682.036025 = -140527.707016 nChanged 3 SP:Iteration 59Q (403.965643 sec): 3 clusters Score: Raw -142210.302026 + Penalty 1682.036025 = -140528.266001 nChanged 1 SP:Iteration 60F (403.993924 sec): 3 clusters Score: Raw -142210.379406 + Penalty 1682.036025 = -140528.343381 nChanged 0 Trying to split cluster 11 (982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (404.025585 sec): 2 clusters Score: Raw -26467.783160 + Penalty 723.407087 = -25744.376073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (404.140765 sec): 3 clusters Score: Raw -26102.757689 + Penalty 1446.814175 = -24655.943514 nChanged 355 SP:Iteration 1F (404.259121 sec): 3 clusters Score: Raw -26490.296239 + Penalty 1446.814175 = -25043.482064 nChanged 106 SP:Iteration 2F (404.287313 sec): 3 clusters Score: Raw -26643.601529 + Penalty 1446.814175 = -25196.787354 nChanged 66 SP:Iteration 3F (404.299034 sec): 3 clusters Score: Raw -26725.798889 + Penalty 1446.814175 = -25278.984714 nChanged 46 SP:Iteration 4Q (404.310804 sec): 3 clusters Score: Raw -26806.192337 + Penalty 1446.814175 = -25359.378162 nChanged 30 SP:Iteration 5Q (404.322550 sec): 3 clusters Score: Raw -26843.727980 + Penalty 1446.814175 = -25396.913806 nChanged 18 SP:Iteration 6Q (404.334242 sec): 3 clusters Score: Raw -26869.892912 + Penalty 1446.814175 = -25423.078737 nChanged 19 SP:Iteration 7Q (404.345917 sec): 3 clusters Score: Raw -26885.004324 + Penalty 1446.814175 = -25438.190150 nChanged 10 SP:Iteration 8Q (404.357649 sec): 3 clusters Score: Raw -26892.791458 + Penalty 1446.814175 = -25445.977283 nChanged 6 SP:Iteration 9Q (404.369361 sec): 3 clusters Score: Raw -26896.620170 + Penalty 1446.814175 = -25449.805996 nChanged 7 SP:Iteration 10Q (404.380883 sec): 3 clusters Score: Raw -26901.513504 + Penalty 1446.814175 = -25454.699329 nChanged 7 SP:Iteration 11Q (404.392489 sec): 3 clusters Score: Raw -26909.002310 + Penalty 1446.814175 = -25462.188135 nChanged 6 SP:Iteration 12Q (404.404105 sec): 3 clusters Score: Raw -26912.462263 + Penalty 1446.814175 = -25465.648088 nChanged 3 SP:Iteration 13Q (404.415786 sec): 3 clusters Score: Raw -26913.917334 + Penalty 1446.814175 = -25467.103159 nChanged 1 SP:Iteration 14Q (404.427420 sec): 3 clusters Score: Raw -26914.584775 + Penalty 1446.814175 = -25467.770600 nChanged 1 SP:Iteration 15Q (404.439036 sec): 3 clusters Score: Raw -26914.884528 + Penalty 1446.814175 = -25468.070353 nChanged 0 SP:Iteration 16F (404.450523 sec): 3 clusters Score: Raw -26914.884528 + Penalty 1446.814175 = -25468.070353 nChanged 0 Trying to split cluster 12 (1577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (404.483290 sec): 2 clusters Score: Raw -74264.873229 + Penalty 773.144357 = -73491.728872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (404.500875 sec): 3 clusters Score: Raw -73555.716115 + Penalty 1546.288713 = -72009.427401 nChanged 600 SP:Iteration 1F (404.517542 sec): 3 clusters Score: Raw -73989.542429 + Penalty 1546.288713 = -72443.253716 nChanged 162 SP:Iteration 2F (404.534315 sec): 3 clusters Score: Raw -74150.510081 + Penalty 1546.288713 = -72604.221368 nChanged 109 SP:Iteration 3F (404.578619 sec): 3 clusters Score: Raw -74269.604973 + Penalty 1546.288713 = -72723.316260 nChanged 90 SP:Iteration 4F (404.595548 sec): 3 clusters Score: Raw -74358.577144 + Penalty 1546.288713 = -72812.288430 nChanged 71 SP:Iteration 5Q (404.697065 sec): 3 clusters Score: Raw -74418.550906 + Penalty 1546.288713 = -72872.262193 nChanged 42 SP:Iteration 6Q (404.713495 sec): 3 clusters Score: Raw -74450.687040 + Penalty 1546.288713 = -72904.398327 nChanged 47 SP:Iteration 7Q (404.758396 sec): 3 clusters Score: Raw -74479.429540 + Penalty 1546.288713 = -72933.140827 nChanged 37 SP:Iteration 8Q (404.775517 sec): 3 clusters Score: Raw -74502.423910 + Penalty 1546.288713 = -72956.135197 nChanged 36 SP:Iteration 9Q (404.792150 sec): 3 clusters Score: Raw -74530.553548 + Penalty 1546.288713 = -72984.264834 nChanged 32 SP:Iteration 10Q (404.808620 sec): 3 clusters Score: Raw -74546.352988 + Penalty 1546.288713 = -73000.064275 nChanged 20 SP:Iteration 11Q (404.825202 sec): 3 clusters Score: Raw -74556.277130 + Penalty 1546.288713 = -73009.988417 nChanged 10 SP:Iteration 12Q (404.842116 sec): 3 clusters Score: Raw -74562.643897 + Penalty 1546.288713 = -73016.355184 nChanged 11 SP:Iteration 13Q (404.920375 sec): 3 clusters Score: Raw -74568.255354 + Penalty 1546.288713 = -73021.966641 nChanged 10 SP:Iteration 14Q (405.074863 sec): 3 clusters Score: Raw -74572.583098 + Penalty 1546.288713 = -73026.294384 nChanged 3 SP:Iteration 15Q (405.107545 sec): 3 clusters Score: Raw -74573.145862 + Penalty 1546.288713 = -73026.857148 nChanged 1 SP:Iteration 16Q (405.124465 sec): 3 clusters Score: Raw -74573.385503 + Penalty 1546.288713 = -73027.096790 nChanged 2 SP:Iteration 17Q (405.141324 sec): 3 clusters Score: Raw -74575.800401 + Penalty 1546.288713 = -73029.511688 nChanged 3 SP:Iteration 18Q (405.158429 sec): 3 clusters Score: Raw -74576.544940 + Penalty 1546.288713 = -73030.256226 nChanged 1 SP:Iteration 19Q (405.175168 sec): 3 clusters Score: Raw -74576.835415 + Penalty 1546.288713 = -73030.546702 nChanged 1 SP:Iteration 20F (405.191768 sec): 3 clusters Score: Raw -74577.010430 + Penalty 1546.288713 = -73030.721716 nChanged 0 Trying to split cluster 13 (816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (405.223597 sec): 2 clusters Score: Raw -25850.587117 + Penalty 703.963507 = -25146.623609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (405.234300 sec): 3 clusters Score: Raw -25571.787065 + Penalty 1407.927015 = -24163.860050 nChanged 252 SP:Iteration 1F (405.244397 sec): 3 clusters Score: Raw -25833.266258 + Penalty 1407.927015 = -24425.339244 nChanged 89 SP:Iteration 2F (405.254491 sec): 3 clusters Score: Raw -25915.463794 + Penalty 1407.927015 = -24507.536779 nChanged 57 SP:Iteration 3F (405.264595 sec): 3 clusters Score: Raw -26005.789845 + Penalty 1407.927015 = -24597.862830 nChanged 52 SP:Iteration 4F (405.274787 sec): 3 clusters Score: Raw -26090.367500 + Penalty 1407.927015 = -24682.440486 nChanged 45 SP:Iteration 5F (405.284928 sec): 3 clusters Score: Raw -26156.752913 + Penalty 1407.927015 = -24748.825899 nChanged 39 SP:Iteration 6Q (405.295157 sec): 3 clusters Score: Raw -26207.528121 + Penalty 1407.927015 = -24799.601107 nChanged 20 SP:Iteration 7Q (405.305284 sec): 3 clusters Score: Raw -26234.152918 + Penalty 1407.927015 = -24826.225904 nChanged 16 SP:Iteration 8Q (405.315423 sec): 3 clusters Score: Raw -26257.015552 + Penalty 1407.927015 = -24849.088538 nChanged 10 SP:Iteration 9Q (405.325601 sec): 3 clusters Score: Raw -26266.791124 + Penalty 1407.927015 = -24858.864110 nChanged 7 SP:Iteration 10Q (405.335736 sec): 3 clusters Score: Raw -26273.768469 + Penalty 1407.927015 = -24865.841455 nChanged 5 SP:Iteration 11Q (405.345938 sec): 3 clusters Score: Raw -26278.117024 + Penalty 1407.927015 = -24870.190010 nChanged 3 SP:Iteration 12Q (405.356112 sec): 3 clusters Score: Raw -26279.839613 + Penalty 1407.927015 = -24871.912599 nChanged 2 SP:Iteration 13Q (405.366271 sec): 3 clusters Score: Raw -26281.725662 + Penalty 1407.927015 = -24873.798648 nChanged 1 SP:Iteration 14Q (405.376355 sec): 3 clusters Score: Raw -26282.492433 + Penalty 1407.927015 = -24874.565418 nChanged 1 SP:Iteration 15Q (405.386591 sec): 3 clusters Score: Raw -26283.077931 + Penalty 1407.927015 = -24875.150916 nChanged 0 SP:Iteration 16F (405.396642 sec): 3 clusters Score: Raw -26283.077931 + Penalty 1407.927015 = -24875.150916 nChanged 0 Time taken for this iteration:192.236075 seconds. 4->14 Clusters: Score -1476502.836889, best is -1476509.221545 Starting from 5 clusters... ------ Clustering full data set of 34489 points ------ SP: Assigned 5 initial classes randomly. Iteration 0F (405.626645 sec): 5 clusters Score: Raw -1332177.448883 + Penalty 4388.326199 = -1327789.122684 nChanged 25630 Iteration 1F (405.854135 sec): 5 clusters Score: Raw -1401804.246245 + Penalty 4388.326199 = -1397415.920046 nChanged 8948 Iteration 2F (406.119536 sec): 5 clusters Score: Raw -1423876.092344 + Penalty 4388.326199 = -1419487.766145 nChanged 4925 Iteration 3F (406.413507 sec): 5 clusters Score: Raw -1429851.537862 + Penalty 4388.326199 = -1425463.211663 nChanged 3720 Iteration 4F (406.644118 sec): 5 clusters Score: Raw -1435144.243437 + Penalty 4388.326199 = -1430755.917238 nChanged 2958 Iteration 5F (406.915121 sec): 5 clusters Score: Raw -1439257.588743 + Penalty 4388.326199 = -1434869.262544 nChanged 2227 Iteration 6F (407.181870 sec): 5 clusters Score: Raw -1442031.400152 + Penalty 4388.326199 = -1437643.073953 nChanged 1575 Iteration 7Q (407.419092 sec): 5 clusters Score: Raw -1443363.300816 + Penalty 4388.326199 = -1438974.974617 nChanged 1177 Iteration 8Q (407.714697 sec): 5 clusters Score: Raw -1444262.015929 + Penalty 4388.326199 = -1439873.689730 nChanged 997 Iteration 9Q (407.959187 sec): 5 clusters Score: Raw -1445040.231777 + Penalty 4388.326199 = -1440651.905578 nChanged 943 Iteration 10Q (408.180564 sec): 5 clusters Score: Raw -1445731.001219 + Penalty 4388.326199 = -1441342.675020 nChanged 892 Iteration 11Q (408.388183 sec): 5 clusters Score: Raw -1446375.683080 + Penalty 4388.326199 = -1441987.356881 nChanged 797 Iteration 12Q (408.625973 sec): 5 clusters Score: Raw -1446936.751069 + Penalty 4388.326199 = -1442548.424871 nChanged 774 Iteration 13Q (409.030881 sec): 5 clusters Score: Raw -1447391.709973 + Penalty 4388.326199 = -1443003.383774 nChanged 747 Iteration 14Q (409.208349 sec): 5 clusters Score: Raw -1447805.935051 + Penalty 4388.326199 = -1443417.608852 nChanged 720 Iteration 15Q (409.400252 sec): 5 clusters Score: Raw -1448259.207244 + Penalty 4388.326199 = -1443870.881045 nChanged 746 Iteration 16Q (409.602220 sec): 5 clusters Score: Raw -1448862.629628 + Penalty 4388.326199 = -1444474.303429 nChanged 827 Iteration 17Q (409.821508 sec): 5 clusters Score: Raw -1449794.752596 + Penalty 4388.326199 = -1445406.426397 nChanged 975 Iteration 18Q (410.026622 sec): 5 clusters Score: Raw -1451103.332111 + Penalty 4388.326199 = -1446715.005912 nChanged 1001 Iteration 19Q (410.250109 sec): 5 clusters Score: Raw -1452509.935293 + Penalty 4388.326199 = -1448121.609094 nChanged 880 Writing temp clu file Because OldScore, -1446715.005912, is greater than current (better) Score,-1448121.609094 Compute initial score before splitting: Score: Raw -1452509.935293 + Penalty 4388.326199 = -1448121.609094 Trying to split cluster 1 (10904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (410.358615 sec): 2 clusters Score: Raw -473840.184055 + Penalty 976.172922 = -472864.011133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (410.530182 sec): 3 clusters Score: Raw -467468.998283 + Penalty 1952.345844 = -465516.652439 nChanged 4854 SP:Iteration 1F (410.610797 sec): 3 clusters Score: Raw -470838.352427 + Penalty 1952.345844 = -468886.006583 nChanged 1122 SP:Iteration 2F (410.671141 sec): 3 clusters Score: Raw -472435.634046 + Penalty 1952.345844 = -470483.288202 nChanged 1403 SP:Iteration 3F (410.734478 sec): 3 clusters Score: Raw -475339.377864 + Penalty 1952.345844 = -473387.032020 nChanged 1249 SP:Iteration 4F (410.811051 sec): 3 clusters Score: Raw -478237.205370 + Penalty 1952.345844 = -476284.859526 nChanged 847 SP:Iteration 5F (410.887032 sec): 3 clusters Score: Raw -479809.099472 + Penalty 1952.345844 = -477856.753628 nChanged 519 SP:Iteration 6Q (410.947484 sec): 3 clusters Score: Raw -480647.772057 + Penalty 1952.345844 = -478695.426212 nChanged 311 SP:Iteration 7Q (411.004708 sec): 3 clusters Score: Raw -481010.577833 + Penalty 1952.345844 = -479058.231988 nChanged 185 SP:Iteration 8Q (411.061689 sec): 3 clusters Score: Raw -481164.740065 + Penalty 1952.345844 = -479212.394220 nChanged 110 SP:Iteration 9Q (411.122735 sec): 3 clusters Score: Raw -481223.572271 + Penalty 1952.345844 = -479271.226427 nChanged 74 SP:Iteration 10Q (411.190467 sec): 3 clusters Score: Raw -481254.516411 + Penalty 1952.345844 = -479302.170567 nChanged 59 SP:Iteration 11Q (411.258298 sec): 3 clusters Score: Raw -481276.473526 + Penalty 1952.345844 = -479324.127681 nChanged 53 SP:Iteration 12Q (411.396623 sec): 3 clusters Score: Raw -481289.107696 + Penalty 1952.345844 = -479336.761851 nChanged 37 SP:Iteration 13Q (411.520822 sec): 3 clusters Score: Raw -481296.954145 + Penalty 1952.345844 = -479344.608301 nChanged 30 SP:Iteration 14Q (411.578878 sec): 3 clusters Score: Raw -481302.936301 + Penalty 1952.345844 = -479350.590456 nChanged 25 SP:Iteration 15Q (411.664407 sec): 3 clusters Score: Raw -481307.004671 + Penalty 1952.345844 = -479354.658827 nChanged 19 SP:Iteration 16Q (411.725090 sec): 3 clusters Score: Raw -481309.764125 + Penalty 1952.345844 = -479357.418281 nChanged 12 SP:Iteration 17Q (411.879156 sec): 3 clusters Score: Raw -481311.667548 + Penalty 1952.345844 = -479359.321703 nChanged 10 SP:Iteration 18Q (412.025161 sec): 3 clusters Score: Raw -481312.803438 + Penalty 1952.345844 = -479360.457593 nChanged 10 SP:Iteration 19Q (412.149603 sec): 3 clusters Score: Raw -481313.890540 + Penalty 1952.345844 = -479361.544695 nChanged 10 SP:Iteration 20F (412.296454 sec): 3 clusters Score: Raw -481314.908261 + Penalty 1952.345844 = -479362.562417 nChanged 5 SP:Iteration 21Q (412.358620 sec): 3 clusters Score: Raw -481315.388181 + Penalty 1952.345844 = -479363.042337 nChanged 2 SP:Iteration 22Q (412.420413 sec): 3 clusters Score: Raw -481315.493660 + Penalty 1952.345844 = -479363.147816 nChanged 1 SP:Iteration 23Q (412.482361 sec): 3 clusters Score: Raw -481315.525572 + Penalty 1952.345844 = -479363.179727 nChanged 1 SP:Iteration 24Q (412.544260 sec): 3 clusters Score: Raw -481315.638572 + Penalty 1952.345844 = -479363.292727 nChanged 2 SP:Iteration 25Q (412.614357 sec): 3 clusters Score: Raw -481315.865321 + Penalty 1952.345844 = -479363.519477 nChanged 4 SP:Iteration 26Q (412.684132 sec): 3 clusters Score: Raw -481316.039320 + Penalty 1952.345844 = -479363.693475 nChanged 3 SP:Iteration 27Q (412.748716 sec): 3 clusters Score: Raw -481316.451502 + Penalty 1952.345844 = -479364.105657 nChanged 3 SP:Iteration 28Q (412.808850 sec): 3 clusters Score: Raw -481316.686042 + Penalty 1952.345844 = -479364.340198 nChanged 1 SP:Iteration 29Q (412.870927 sec): 3 clusters Score: Raw -481316.728959 + Penalty 1952.345844 = -479364.383115 nChanged 0 SP:Iteration 30F (412.942240 sec): 3 clusters Score: Raw -481316.728959 + Penalty 1952.345844 = -479364.383115 nChanged 0 Score: Raw -1460597.383894 + Penalty 5485.407749 = -1455111.976145 Splitting cluster 1 changes total score from -1448121.609094 to -1455111.976145 So it's getting split into cluster 5. Trying to split cluster 2 (5261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (413.269089 sec): 2 clusters Score: Raw -233355.594526 + Penalty 899.648022 = -232455.946504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (413.339911 sec): 3 clusters Score: Raw -230514.389517 + Penalty 1799.296044 = -228715.093472 nChanged 2268 SP:Iteration 1F (413.501944 sec): 3 clusters Score: Raw -232247.718299 + Penalty 1799.296044 = -230448.422254 nChanged 548 SP:Iteration 2F (413.616844 sec): 3 clusters Score: Raw -233049.841580 + Penalty 1799.296044 = -231250.545535 nChanged 567 SP:Iteration 3F (413.658968 sec): 3 clusters Score: Raw -233907.713383 + Penalty 1799.296044 = -232108.417339 nChanged 455 SP:Iteration 4F (413.702654 sec): 3 clusters Score: Raw -234338.473435 + Penalty 1799.296044 = -232539.177390 nChanged 286 SP:Iteration 5F (413.747356 sec): 3 clusters Score: Raw -234544.734272 + Penalty 1799.296044 = -232745.438228 nChanged 159 SP:Iteration 6Q (413.792709 sec): 3 clusters Score: Raw -234667.827113 + Penalty 1799.296044 = -232868.531069 nChanged 140 SP:Iteration 7Q (413.838387 sec): 3 clusters Score: Raw -234813.989958 + Penalty 1799.296044 = -233014.693914 nChanged 130 SP:Iteration 8Q (413.883656 sec): 3 clusters Score: Raw -234989.527417 + Penalty 1799.296044 = -233190.231372 nChanged 101 SP:Iteration 9Q (413.998181 sec): 3 clusters Score: Raw -235136.089475 + Penalty 1799.296044 = -233336.793431 nChanged 88 SP:Iteration 10Q (414.128311 sec): 3 clusters Score: Raw -235254.162648 + Penalty 1799.296044 = -233454.866604 nChanged 71 SP:Iteration 11Q (414.177834 sec): 3 clusters Score: Raw -235330.330174 + Penalty 1799.296044 = -233531.034130 nChanged 61 SP:Iteration 12Q (414.222743 sec): 3 clusters Score: Raw -235412.779014 + Penalty 1799.296044 = -233613.482970 nChanged 59 SP:Iteration 13Q (414.265305 sec): 3 clusters Score: Raw -235473.352155 + Penalty 1799.296044 = -233674.056111 nChanged 35 SP:Iteration 14Q (414.307515 sec): 3 clusters Score: Raw -235496.709525 + Penalty 1799.296044 = -233697.413480 nChanged 21 SP:Iteration 15Q (414.349863 sec): 3 clusters Score: Raw -235505.004925 + Penalty 1799.296044 = -233705.708880 nChanged 12 SP:Iteration 16Q (414.392641 sec): 3 clusters Score: Raw -235507.148973 + Penalty 1799.296044 = -233707.852928 nChanged 5 SP:Iteration 17Q (414.435603 sec): 3 clusters Score: Raw -235508.512993 + Penalty 1799.296044 = -233709.216949 nChanged 6 SP:Iteration 18Q (414.478777 sec): 3 clusters Score: Raw -235510.345807 + Penalty 1799.296044 = -233711.049762 nChanged 5 SP:Iteration 19Q (414.521798 sec): 3 clusters Score: Raw -235511.760443 + Penalty 1799.296044 = -233712.464399 nChanged 3 SP:Iteration 20F (414.566678 sec): 3 clusters Score: Raw -235512.233432 + Penalty 1799.296044 = -233712.937388 nChanged 3 SP:Iteration 21Q (414.609825 sec): 3 clusters Score: Raw -235512.551623 + Penalty 1799.296044 = -233713.255579 nChanged 1 SP:Iteration 22Q (414.652888 sec): 3 clusters Score: Raw -235512.713269 + Penalty 1799.296044 = -233713.417225 nChanged 1 SP:Iteration 23Q (414.696238 sec): 3 clusters Score: Raw -235512.861167 + Penalty 1799.296044 = -233713.565122 nChanged 2 SP:Iteration 24Q (414.739491 sec): 3 clusters Score: Raw -235513.019082 + Penalty 1799.296044 = -233713.723038 nChanged 0 SP:Iteration 25F (414.784094 sec): 3 clusters Score: Raw -235513.019082 + Penalty 1799.296044 = -233713.723038 nChanged 0 Score: Raw -1462754.808449 + Penalty 6582.489298 = -1456172.319151 Splitting cluster 2 changes total score from -1448121.609094 to -1456172.319151 So it's getting split into cluster 6. Trying to split cluster 3 (14204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (415.307005 sec): 2 clusters Score: Raw -665534.905442 + Penalty 1003.934284 = -664530.971158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (415.424875 sec): 3 clusters Score: Raw -656983.828341 + Penalty 2007.868568 = -654975.959773 nChanged 6463 SP:Iteration 1F (415.490133 sec): 3 clusters Score: Raw -661056.167511 + Penalty 2007.868568 = -659048.298943 nChanged 1073 SP:Iteration 2F (415.558679 sec): 3 clusters Score: Raw -661711.577561 + Penalty 2007.868568 = -659703.708994 nChanged 1069 SP:Iteration 3F (415.642897 sec): 3 clusters Score: Raw -662428.942898 + Penalty 2007.868568 = -660421.074330 nChanged 1025 SP:Iteration 4F (415.724311 sec): 3 clusters Score: Raw -663146.578216 + Penalty 2007.868568 = -661138.709648 nChanged 943 SP:Iteration 5F (415.797543 sec): 3 clusters Score: Raw -663732.460043 + Penalty 2007.868568 = -661724.591475 nChanged 761 SP:Iteration 6F (415.871076 sec): 3 clusters Score: Raw -664204.468780 + Penalty 2007.868568 = -662196.600212 nChanged 674 SP:Iteration 7Q (415.947724 sec): 3 clusters Score: Raw -664628.400602 + Penalty 2007.868568 = -662620.532034 nChanged 601 SP:Iteration 8Q (416.115809 sec): 3 clusters Score: Raw -665028.134513 + Penalty 2007.868568 = -663020.265945 nChanged 570 SP:Iteration 9Q (416.275037 sec): 3 clusters Score: Raw -665466.628519 + Penalty 2007.868568 = -663458.759951 nChanged 567 SP:Iteration 10Q (416.368218 sec): 3 clusters Score: Raw -665966.176616 + Penalty 2007.868568 = -663958.308048 nChanged 538 SP:Iteration 11Q (416.560363 sec): 3 clusters Score: Raw -666501.564771 + Penalty 2007.868568 = -664493.696203 nChanged 501 SP:Iteration 12Q (416.632976 sec): 3 clusters Score: Raw -667047.217185 + Penalty 2007.868568 = -665039.348618 nChanged 473 SP:Iteration 13Q (416.699480 sec): 3 clusters Score: Raw -667573.013465 + Penalty 2007.868568 = -665565.144897 nChanged 377 SP:Iteration 14Q (416.778159 sec): 3 clusters Score: Raw -667913.185457 + Penalty 2007.868568 = -665905.316889 nChanged 333 SP:Iteration 15Q (416.861680 sec): 3 clusters Score: Raw -668250.208406 + Penalty 2007.868568 = -666242.339838 nChanged 354 SP:Iteration 16Q (416.939683 sec): 3 clusters Score: Raw -668806.711662 + Penalty 2007.868568 = -666798.843094 nChanged 462 SP:Iteration 17Q (417.014550 sec): 3 clusters Score: Raw -669970.595654 + Penalty 2007.868568 = -667962.727086 nChanged 473 SP:Iteration 18Q (417.086371 sec): 3 clusters Score: Raw -671659.446328 + Penalty 2007.868568 = -669651.577760 nChanged 263 SP:Iteration 19Q (417.159379 sec): 3 clusters Score: Raw -672233.668287 + Penalty 2007.868568 = -670225.799719 nChanged 92 SP:Iteration 20F (417.237041 sec): 3 clusters Score: Raw -672285.307806 + Penalty 2007.868568 = -670277.439238 nChanged 36 SP:Iteration 21Q (417.309178 sec): 3 clusters Score: Raw -672296.329739 + Penalty 2007.868568 = -670288.461171 nChanged 18 SP:Iteration 22Q (417.380459 sec): 3 clusters Score: Raw -672299.060658 + Penalty 2007.868568 = -670291.192090 nChanged 13 SP:Iteration 23Q (417.453809 sec): 3 clusters Score: Raw -672300.335494 + Penalty 2007.868568 = -670292.466927 nChanged 5 SP:Iteration 24Q (417.527959 sec): 3 clusters Score: Raw -672300.596694 + Penalty 2007.868568 = -670292.728127 nChanged 0 SP:Iteration 25F (417.603681 sec): 3 clusters Score: Raw -672300.596694 + Penalty 2007.868568 = -670292.728127 nChanged 0 Score: Raw -1469520.499701 + Penalty 7679.570848 = -1461840.928853 Splitting cluster 3 changes total score from -1448121.609094 to -1461840.928853 So it's getting split into cluster 7. Trying to split cluster 4 (4076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (418.016392 sec): 2 clusters Score: Raw -124432.828886 + Penalty 872.851496 = -123559.977389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (418.056253 sec): 3 clusters Score: Raw -122331.910326 + Penalty 1745.702993 = -120586.207333 nChanged 1742 SP:Iteration 1F (418.101119 sec): 3 clusters Score: Raw -124229.406535 + Penalty 1745.702993 = -122483.703543 nChanged 504 SP:Iteration 2F (418.146097 sec): 3 clusters Score: Raw -124967.716279 + Penalty 1745.702993 = -123222.013286 nChanged 344 SP:Iteration 3F (418.190667 sec): 3 clusters Score: Raw -125360.117285 + Penalty 1745.702993 = -123614.414292 nChanged 196 SP:Iteration 4Q (418.228924 sec): 3 clusters Score: Raw -125577.826316 + Penalty 1745.702993 = -123832.123323 nChanged 150 SP:Iteration 5Q (418.267152 sec): 3 clusters Score: Raw -125740.990604 + Penalty 1745.702993 = -123995.287611 nChanged 137 SP:Iteration 6Q (418.305317 sec): 3 clusters Score: Raw -125843.769002 + Penalty 1745.702993 = -124098.066009 nChanged 113 SP:Iteration 7Q (418.343403 sec): 3 clusters Score: Raw -125923.828092 + Penalty 1745.702993 = -124178.125099 nChanged 81 SP:Iteration 8Q (418.381470 sec): 3 clusters Score: Raw -125986.197525 + Penalty 1745.702993 = -124240.494532 nChanged 85 SP:Iteration 9Q (418.419520 sec): 3 clusters Score: Raw -126050.234870 + Penalty 1745.702993 = -124304.531878 nChanged 88 SP:Iteration 10Q (418.458925 sec): 3 clusters Score: Raw -126117.461101 + Penalty 1745.702993 = -124371.758108 nChanged 78 SP:Iteration 11Q (418.496847 sec): 3 clusters Score: Raw -126181.707018 + Penalty 1745.702993 = -124436.004025 nChanged 75 SP:Iteration 12Q (418.534795 sec): 3 clusters Score: Raw -126246.070911 + Penalty 1745.702993 = -124500.367918 nChanged 84 SP:Iteration 13Q (418.572691 sec): 3 clusters Score: Raw -126302.253438 + Penalty 1745.702993 = -124556.550446 nChanged 63 SP:Iteration 14Q (418.695637 sec): 3 clusters Score: Raw -126335.551711 + Penalty 1745.702993 = -124589.848718 nChanged 46 SP:Iteration 15Q (418.795187 sec): 3 clusters Score: Raw -126355.898995 + Penalty 1745.702993 = -124610.196002 nChanged 35 SP:Iteration 16Q (418.842181 sec): 3 clusters Score: Raw -126371.302639 + Penalty 1745.702993 = -124625.599646 nChanged 33 SP:Iteration 17Q (418.887278 sec): 3 clusters Score: Raw -126389.283059 + Penalty 1745.702993 = -124643.580066 nChanged 34 SP:Iteration 18Q (418.925339 sec): 3 clusters Score: Raw -126402.645150 + Penalty 1745.702993 = -124656.942158 nChanged 31 SP:Iteration 19Q (418.963501 sec): 3 clusters Score: Raw -126415.744637 + Penalty 1745.702993 = -124670.041644 nChanged 25 SP:Iteration 20F (419.001827 sec): 3 clusters Score: Raw -126426.149507 + Penalty 1745.702993 = -124680.446514 nChanged 17 SP:Iteration 21Q (419.039921 sec): 3 clusters Score: Raw -126439.146712 + Penalty 1745.702993 = -124693.443720 nChanged 20 SP:Iteration 22Q (419.077533 sec): 3 clusters Score: Raw -126453.001721 + Penalty 1745.702993 = -124707.298728 nChanged 21 SP:Iteration 23Q (419.115074 sec): 3 clusters Score: Raw -126459.498635 + Penalty 1745.702993 = -124713.795642 nChanged 17 SP:Iteration 24Q (419.152658 sec): 3 clusters Score: Raw -126463.727335 + Penalty 1745.702993 = -124718.024343 nChanged 14 SP:Iteration 25Q (419.190162 sec): 3 clusters Score: Raw -126473.393943 + Penalty 1745.702993 = -124727.690950 nChanged 17 SP:Iteration 26Q (419.227624 sec): 3 clusters Score: Raw -126491.209958 + Penalty 1745.702993 = -124745.506965 nChanged 20 SP:Iteration 27Q (419.265364 sec): 3 clusters Score: Raw -126508.067653 + Penalty 1745.702993 = -124762.364661 nChanged 20 SP:Iteration 28Q (419.369281 sec): 3 clusters Score: Raw -126514.350610 + Penalty 1745.702993 = -124768.647617 nChanged 15 SP:Iteration 29Q (419.406886 sec): 3 clusters Score: Raw -126522.403408 + Penalty 1745.702993 = -124776.700415 nChanged 14 SP:Iteration 30Q (419.444362 sec): 3 clusters Score: Raw -126530.141472 + Penalty 1745.702993 = -124784.438479 nChanged 13 SP:Iteration 31Q (419.481874 sec): 3 clusters Score: Raw -126537.705478 + Penalty 1745.702993 = -124792.002485 nChanged 11 SP:Iteration 32Q (419.519512 sec): 3 clusters Score: Raw -126542.323358 + Penalty 1745.702993 = -124796.620365 nChanged 11 SP:Iteration 33Q (419.556942 sec): 3 clusters Score: Raw -126545.745739 + Penalty 1745.702993 = -124800.042746 nChanged 6 SP:Iteration 34Q (419.594375 sec): 3 clusters Score: Raw -126546.873619 + Penalty 1745.702993 = -124801.170627 nChanged 4 SP:Iteration 35Q (419.631896 sec): 3 clusters Score: Raw -126547.343390 + Penalty 1745.702993 = -124801.640398 nChanged 1 SP:Iteration 36Q (419.669344 sec): 3 clusters Score: Raw -126547.447969 + Penalty 1745.702993 = -124801.744976 nChanged 0 SP:Iteration 37F (419.706973 sec): 3 clusters Score: Raw -126547.447969 + Penalty 1745.702993 = -124801.744976 nChanged 0 Score: Raw -1471635.118785 + Penalty 8776.652398 = -1462858.466387 Splitting cluster 4 changes total score from -1448121.609094 to -1462858.466387 So it's getting split into cluster 8. Iteration 20F (420.555352 sec): 9 clusters Score: Raw -1473848.991992 + Penalty 8776.652398 = -1465072.339594 nChanged 1739 Iteration 21F (420.926342 sec): 9 clusters Score: Raw -1475099.773052 + Penalty 8776.652398 = -1466323.120655 nChanged 751 Iteration 22Q (421.250670 sec): 9 clusters Score: Raw -1475497.563834 + Penalty 8776.652398 = -1466720.911436 nChanged 420 Iteration 23Q (421.513326 sec): 9 clusters Score: Raw -1475661.483257 + Penalty 8776.652398 = -1466884.830859 nChanged 288 Iteration 24Q (421.771602 sec): 9 clusters Score: Raw -1475756.456298 + Penalty 8776.652398 = -1466979.803900 nChanged 222 Iteration 25Q (422.030358 sec): 9 clusters Score: Raw -1475816.950620 + Penalty 8776.652398 = -1467040.298222 nChanged 165 Iteration 26Q (422.414316 sec): 9 clusters Score: Raw -1475857.219418 + Penalty 8776.652398 = -1467080.567020 nChanged 146 Iteration 27Q (422.674757 sec): 9 clusters Score: Raw -1475888.219964 + Penalty 8776.652398 = -1467111.567567 nChanged 116 Iteration 28Q (422.946300 sec): 9 clusters Score: Raw -1475911.947272 + Penalty 8776.652398 = -1467135.294874 nChanged 109 Iteration 29Q (423.200561 sec): 9 clusters Score: Raw -1475930.984209 + Penalty 8776.652398 = -1467154.331811 nChanged 78 Iteration 30Q (423.493947 sec): 9 clusters Score: Raw -1475942.135920 + Penalty 8776.652398 = -1467165.483522 nChanged 64 Iteration 31Q (423.867041 sec): 9 clusters Score: Raw -1475952.369719 + Penalty 8776.652398 = -1467175.717321 nChanged 58 Iteration 32Q (424.187115 sec): 9 clusters Score: Raw -1475964.072990 + Penalty 8776.652398 = -1467187.420592 nChanged 56 Iteration 33Q (424.511592 sec): 9 clusters Score: Raw -1475976.725714 + Penalty 8776.652398 = -1467200.073316 nChanged 63 Iteration 34Q (424.796843 sec): 9 clusters Score: Raw -1475990.300917 + Penalty 8776.652398 = -1467213.648519 nChanged 52 Iteration 35Q (425.079523 sec): 9 clusters Score: Raw -1475998.574911 + Penalty 8776.652398 = -1467221.922513 nChanged 44 Iteration 36Q (425.342970 sec): 9 clusters Score: Raw -1476003.544445 + Penalty 8776.652398 = -1467226.892047 nChanged 30 Iteration 37Q (425.600230 sec): 9 clusters Score: Raw -1476007.025916 + Penalty 8776.652398 = -1467230.373518 nChanged 26 Iteration 38Q (425.856750 sec): 9 clusters Score: Raw -1476009.492083 + Penalty 8776.652398 = -1467232.839686 nChanged 24 Iteration 39Q (426.107004 sec): 9 clusters Score: Raw -1476011.884168 + Penalty 8776.652398 = -1467235.231770 nChanged 22 Iteration 40F (426.530149 sec): 9 clusters Score: Raw -1476014.190702 + Penalty 8776.652398 = -1467237.538304 nChanged 22 Iteration 41Q (426.811146 sec): 9 clusters Score: Raw -1476017.180838 + Penalty 8776.652398 = -1467240.528440 nChanged 35 Iteration 42Q (427.123124 sec): 9 clusters Score: Raw -1476021.128097 + Penalty 8776.652398 = -1467244.475699 nChanged 30 Iteration 43Q (427.387509 sec): 9 clusters Score: Raw -1476024.466973 + Penalty 8776.652398 = -1467247.814576 nChanged 31 Iteration 44Q (427.643831 sec): 9 clusters Score: Raw -1476029.182412 + Penalty 8776.652398 = -1467252.530014 nChanged 43 Iteration 45Q (427.900893 sec): 9 clusters Score: Raw -1476035.232353 + Penalty 8776.652398 = -1467258.579955 nChanged 39 Iteration 46Q (428.158494 sec): 9 clusters Score: Raw -1476040.860872 + Penalty 8776.652398 = -1467264.208474 nChanged 32 Iteration 47Q (428.414927 sec): 9 clusters Score: Raw -1476045.198152 + Penalty 8776.652398 = -1467268.545755 nChanged 35 Iteration 48Q (428.667130 sec): 9 clusters Score: Raw -1476049.977154 + Penalty 8776.652398 = -1467273.324756 nChanged 40 Iteration 49Q (428.948711 sec): 9 clusters Score: Raw -1476055.129578 + Penalty 8776.652398 = -1467278.477181 nChanged 37 Iteration 50Q (429.206881 sec): 9 clusters Score: Raw -1476058.716756 + Penalty 8776.652398 = -1467282.064358 nChanged 25 Iteration 51Q (429.459858 sec): 9 clusters Score: Raw -1476061.160992 + Penalty 8776.652398 = -1467284.508594 nChanged 21 Iteration 52Q (429.740844 sec): 9 clusters Score: Raw -1476062.921188 + Penalty 8776.652398 = -1467286.268791 nChanged 19 Iteration 53Q (429.993145 sec): 9 clusters Score: Raw -1476064.961067 + Penalty 8776.652398 = -1467288.308669 nChanged 29 Iteration 54Q (430.246159 sec): 9 clusters Score: Raw -1476067.897919 + Penalty 8776.652398 = -1467291.245521 nChanged 35 Iteration 55Q (430.521327 sec): 9 clusters Score: Raw -1476071.653648 + Penalty 8776.652398 = -1467295.001250 nChanged 37 Iteration 56Q (430.771797 sec): 9 clusters Score: Raw -1476076.811574 + Penalty 8776.652398 = -1467300.159177 nChanged 47 Iteration 57Q (431.052795 sec): 9 clusters Score: Raw -1476083.177256 + Penalty 8776.652398 = -1467306.524858 nChanged 41 Iteration 58Q (431.355500 sec): 9 clusters Score: Raw -1476088.865904 + Penalty 8776.652398 = -1467312.213506 nChanged 49 Writing temp clu file Because OldScore, -1467306.524858, is greater than current (better) Score,-1467312.213506 Compute initial score before splitting: Score: Raw -1476088.865904 + Penalty 8776.652398 = -1467312.213506 Trying to split cluster 1 (6594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.472849 sec): 2 clusters Score: Raw -300813.219914 + Penalty 923.361119 = -299889.858795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.558681 sec): 3 clusters Score: Raw -297030.743689 + Penalty 1846.722239 = -295184.021450 nChanged 2867 SP:Iteration 1F (431.603523 sec): 3 clusters Score: Raw -298801.264238 + Penalty 1846.722239 = -296954.541999 nChanged 533 SP:Iteration 2F (431.648425 sec): 3 clusters Score: Raw -299166.032988 + Penalty 1846.722239 = -297319.310749 nChanged 493 SP:Iteration 3F (431.694948 sec): 3 clusters Score: Raw -299509.328200 + Penalty 1846.722239 = -297662.605962 nChanged 462 SP:Iteration 4F (431.743040 sec): 3 clusters Score: Raw -299845.969955 + Penalty 1846.722239 = -297999.247716 nChanged 441 SP:Iteration 5F (431.791271 sec): 3 clusters Score: Raw -300180.141739 + Penalty 1846.722239 = -298333.419500 nChanged 409 SP:Iteration 6F (431.839431 sec): 3 clusters Score: Raw -300516.081619 + Penalty 1846.722239 = -298669.359380 nChanged 326 SP:Iteration 7Q (431.890304 sec): 3 clusters Score: Raw -300786.159566 + Penalty 1846.722239 = -298939.437327 nChanged 298 SP:Iteration 8Q (431.941125 sec): 3 clusters Score: Raw -301019.298593 + Penalty 1846.722239 = -299172.576354 nChanged 205 SP:Iteration 9Q (431.991883 sec): 3 clusters Score: Raw -301140.508423 + Penalty 1846.722239 = -299293.786184 nChanged 135 SP:Iteration 10Q (432.041039 sec): 3 clusters Score: Raw -301210.179194 + Penalty 1846.722239 = -299363.456955 nChanged 89 SP:Iteration 11Q (432.087449 sec): 3 clusters Score: Raw -301245.581564 + Penalty 1846.722239 = -299398.859325 nChanged 69 SP:Iteration 12Q (432.134140 sec): 3 clusters Score: Raw -301274.247758 + Penalty 1846.722239 = -299427.525519 nChanged 49 SP:Iteration 13Q (432.207286 sec): 3 clusters Score: Raw -301295.038024 + Penalty 1846.722239 = -299448.315785 nChanged 57 SP:Iteration 14Q (432.276519 sec): 3 clusters Score: Raw -301311.074350 + Penalty 1846.722239 = -299464.352111 nChanged 39 SP:Iteration 15Q (432.336976 sec): 3 clusters Score: Raw -301323.550482 + Penalty 1846.722239 = -299476.828243 nChanged 33 SP:Iteration 16Q (432.399936 sec): 3 clusters Score: Raw -301332.042385 + Penalty 1846.722239 = -299485.320146 nChanged 23 SP:Iteration 17Q (432.453943 sec): 3 clusters Score: Raw -301336.896352 + Penalty 1846.722239 = -299490.174113 nChanged 22 SP:Iteration 18Q (432.501298 sec): 3 clusters Score: Raw -301340.861147 + Penalty 1846.722239 = -299494.138908 nChanged 16 SP:Iteration 19Q (432.548590 sec): 3 clusters Score: Raw -301343.775728 + Penalty 1846.722239 = -299497.053489 nChanged 10 SP:Iteration 20F (432.596146 sec): 3 clusters Score: Raw -301346.933922 + Penalty 1846.722239 = -299500.211683 nChanged 9 SP:Iteration 21Q (432.646490 sec): 3 clusters Score: Raw -301348.953433 + Penalty 1846.722239 = -299502.231194 nChanged 7 SP:Iteration 22Q (432.696486 sec): 3 clusters Score: Raw -301350.674486 + Penalty 1846.722239 = -299503.952247 nChanged 7 SP:Iteration 23Q (432.746005 sec): 3 clusters Score: Raw -301351.624118 + Penalty 1846.722239 = -299504.901879 nChanged 4 SP:Iteration 24Q (432.794612 sec): 3 clusters Score: Raw -301351.835683 + Penalty 1846.722239 = -299505.113444 nChanged 1 SP:Iteration 25Q (432.841317 sec): 3 clusters Score: Raw -301351.905992 + Penalty 1846.722239 = -299505.183753 nChanged 1 SP:Iteration 26Q (432.887826 sec): 3 clusters Score: Raw -301351.981930 + Penalty 1846.722239 = -299505.259691 nChanged 0 SP:Iteration 27F (432.934138 sec): 3 clusters Score: Raw -301351.981930 + Penalty 1846.722239 = -299505.259691 nChanged 0 Trying to split cluster 2 (5902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (433.010507 sec): 2 clusters Score: Raw -267717.088902 + Penalty 911.719888 = -266805.369014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (433.102711 sec): 3 clusters Score: Raw -264429.359907 + Penalty 1823.439777 = -262605.920130 nChanged 2579 SP:Iteration 1F (433.161267 sec): 3 clusters Score: Raw -266073.943260 + Penalty 1823.439777 = -264250.503483 nChanged 495 SP:Iteration 2F (433.205340 sec): 3 clusters Score: Raw -266427.367856 + Penalty 1823.439777 = -264603.928079 nChanged 421 SP:Iteration 3F (433.249036 sec): 3 clusters Score: Raw -266779.834491 + Penalty 1823.439777 = -264956.394715 nChanged 400 SP:Iteration 4F (433.322212 sec): 3 clusters Score: Raw -267166.861149 + Penalty 1823.439777 = -265343.421372 nChanged 320 SP:Iteration 5F (433.454585 sec): 3 clusters Score: Raw -267509.210185 + Penalty 1823.439777 = -265685.770408 nChanged 292 SP:Iteration 6Q (433.553243 sec): 3 clusters Score: Raw -267822.372778 + Penalty 1823.439777 = -265998.933001 nChanged 231 SP:Iteration 7Q (433.658565 sec): 3 clusters Score: Raw -268015.605626 + Penalty 1823.439777 = -266192.165850 nChanged 165 SP:Iteration 8Q (433.806427 sec): 3 clusters Score: Raw -268113.809629 + Penalty 1823.439777 = -266290.369852 nChanged 98 SP:Iteration 9Q (433.878153 sec): 3 clusters Score: Raw -268166.739505 + Penalty 1823.439777 = -266343.299728 nChanged 92 SP:Iteration 10Q (433.925428 sec): 3 clusters Score: Raw -268209.606265 + Penalty 1823.439777 = -266386.166488 nChanged 70 SP:Iteration 11Q (433.972816 sec): 3 clusters Score: Raw -268236.306604 + Penalty 1823.439777 = -266412.866827 nChanged 52 SP:Iteration 12Q (434.018619 sec): 3 clusters Score: Raw -268260.047385 + Penalty 1823.439777 = -266436.607608 nChanged 56 SP:Iteration 13Q (434.060752 sec): 3 clusters Score: Raw -268285.915416 + Penalty 1823.439777 = -266462.475640 nChanged 44 SP:Iteration 14Q (434.102572 sec): 3 clusters Score: Raw -268303.825614 + Penalty 1823.439777 = -266480.385837 nChanged 41 SP:Iteration 15Q (434.144567 sec): 3 clusters Score: Raw -268316.739831 + Penalty 1823.439777 = -266493.300054 nChanged 36 SP:Iteration 16Q (434.186642 sec): 3 clusters Score: Raw -268326.253499 + Penalty 1823.439777 = -266502.813722 nChanged 22 SP:Iteration 17Q (434.230333 sec): 3 clusters Score: Raw -268332.535822 + Penalty 1823.439777 = -266509.096045 nChanged 24 SP:Iteration 18Q (434.276203 sec): 3 clusters Score: Raw -268338.893793 + Penalty 1823.439777 = -266515.454016 nChanged 25 SP:Iteration 19Q (434.322102 sec): 3 clusters Score: Raw -268346.603368 + Penalty 1823.439777 = -266523.163591 nChanged 29 SP:Iteration 20F (434.367046 sec): 3 clusters Score: Raw -268351.898683 + Penalty 1823.439777 = -266528.458906 nChanged 11 SP:Iteration 21Q (434.409812 sec): 3 clusters Score: Raw -268353.389605 + Penalty 1823.439777 = -266529.949829 nChanged 9 SP:Iteration 22Q (434.451985 sec): 3 clusters Score: Raw -268354.809461 + Penalty 1823.439777 = -266531.369685 nChanged 13 SP:Iteration 23Q (434.494248 sec): 3 clusters Score: Raw -268356.800826 + Penalty 1823.439777 = -266533.361049 nChanged 13 SP:Iteration 24Q (434.537063 sec): 3 clusters Score: Raw -268360.044571 + Penalty 1823.439777 = -266536.604795 nChanged 16 SP:Iteration 25Q (434.581210 sec): 3 clusters Score: Raw -268363.994138 + Penalty 1823.439777 = -266540.554362 nChanged 15 SP:Iteration 26Q (434.626806 sec): 3 clusters Score: Raw -268366.285430 + Penalty 1823.439777 = -266542.845653 nChanged 14 SP:Iteration 27Q (434.672654 sec): 3 clusters Score: Raw -268369.530999 + Penalty 1823.439777 = -266546.091222 nChanged 17 SP:Iteration 28Q (434.717273 sec): 3 clusters Score: Raw -268375.319530 + Penalty 1823.439777 = -266551.879753 nChanged 24 SP:Iteration 29Q (434.851689 sec): 3 clusters Score: Raw -268381.690428 + Penalty 1823.439777 = -266558.250651 nChanged 24 SP:Iteration 30Q (434.991228 sec): 3 clusters Score: Raw -268387.699071 + Penalty 1823.439777 = -266564.259294 nChanged 19 SP:Iteration 31Q (435.047089 sec): 3 clusters Score: Raw -268391.907909 + Penalty 1823.439777 = -266568.468133 nChanged 21 SP:Iteration 32Q (435.149534 sec): 3 clusters Score: Raw -268398.816336 + Penalty 1823.439777 = -266575.376559 nChanged 20 SP:Iteration 33Q (435.273417 sec): 3 clusters Score: Raw -268403.203761 + Penalty 1823.439777 = -266579.763985 nChanged 14 SP:Iteration 34Q (435.354223 sec): 3 clusters Score: Raw -268405.909519 + Penalty 1823.439777 = -266582.469742 nChanged 20 SP:Iteration 35Q (435.399886 sec): 3 clusters Score: Raw -268410.533148 + Penalty 1823.439777 = -266587.093372 nChanged 21 SP:Iteration 36Q (435.453625 sec): 3 clusters Score: Raw -268416.490926 + Penalty 1823.439777 = -266593.051149 nChanged 16 SP:Iteration 37Q (435.505552 sec): 3 clusters Score: Raw -268420.563191 + Penalty 1823.439777 = -266597.123414 nChanged 17 SP:Iteration 38Q (435.572477 sec): 3 clusters Score: Raw -268424.748826 + Penalty 1823.439777 = -266601.309049 nChanged 15 SP:Iteration 39Q (435.639187 sec): 3 clusters Score: Raw -268428.128101 + Penalty 1823.439777 = -266604.688325 nChanged 15 SP:Iteration 40F (435.678883 sec): 3 clusters Score: Raw -268431.063100 + Penalty 1823.439777 = -266607.623323 nChanged 12 SP:Iteration 41Q (435.719251 sec): 3 clusters Score: Raw -268433.699887 + Penalty 1823.439777 = -266610.260110 nChanged 9 SP:Iteration 42Q (435.761817 sec): 3 clusters Score: Raw -268435.229172 + Penalty 1823.439777 = -266611.789395 nChanged 3 SP:Iteration 43Q (435.804054 sec): 3 clusters Score: Raw -268435.694293 + Penalty 1823.439777 = -266612.254517 nChanged 4 SP:Iteration 44Q (435.846367 sec): 3 clusters Score: Raw -268436.291572 + Penalty 1823.439777 = -266612.851795 nChanged 5 SP:Iteration 45Q (435.888819 sec): 3 clusters Score: Raw -268437.759174 + Penalty 1823.439777 = -266614.319397 nChanged 7 SP:Iteration 46Q (435.929008 sec): 3 clusters Score: Raw -268439.704388 + Penalty 1823.439777 = -266616.264612 nChanged 8 SP:Iteration 47Q (435.968980 sec): 3 clusters Score: Raw -268441.302601 + Penalty 1823.439777 = -266617.862824 nChanged 7 SP:Iteration 48Q (436.009013 sec): 3 clusters Score: Raw -268443.865012 + Penalty 1823.439777 = -266620.425236 nChanged 11 SP:Iteration 49Q (436.049011 sec): 3 clusters Score: Raw -268446.879389 + Penalty 1823.439777 = -266623.439613 nChanged 18 SP:Iteration 50Q (436.088820 sec): 3 clusters Score: Raw -268453.726977 + Penalty 1823.439777 = -266630.287200 nChanged 28 SP:Iteration 51Q (436.128154 sec): 3 clusters Score: Raw -268463.111461 + Penalty 1823.439777 = -266639.671685 nChanged 22 SP:Iteration 52Q (436.167750 sec): 3 clusters Score: Raw -268470.102822 + Penalty 1823.439777 = -266646.663045 nChanged 21 SP:Iteration 53Q (436.209592 sec): 3 clusters Score: Raw -268476.997301 + Penalty 1823.439777 = -266653.557524 nChanged 17 SP:Iteration 54Q (436.251555 sec): 3 clusters Score: Raw -268482.159553 + Penalty 1823.439777 = -266658.719777 nChanged 19 SP:Iteration 55Q (436.293716 sec): 3 clusters Score: Raw -268492.499563 + Penalty 1823.439777 = -266669.059786 nChanged 28 SP:Iteration 56Q (436.337115 sec): 3 clusters Score: Raw -268509.254579 + Penalty 1823.439777 = -266685.814802 nChanged 40 SP:Iteration 57Q (436.380112 sec): 3 clusters Score: Raw -268531.279121 + Penalty 1823.439777 = -266707.839344 nChanged 41 SP:Iteration 58Q (436.423147 sec): 3 clusters Score: Raw -268551.324737 + Penalty 1823.439777 = -266727.884960 nChanged 48 SP:Iteration 59Q (436.466811 sec): 3 clusters Score: Raw -268586.621754 + Penalty 1823.439777 = -266763.181977 nChanged 56 SP:Iteration 60F (436.512921 sec): 3 clusters Score: Raw -268626.993506 + Penalty 1823.439777 = -266803.553730 nChanged 71 SP:Iteration 61Q (436.631079 sec): 3 clusters Score: Raw -268687.794513 + Penalty 1823.439777 = -266864.354737 nChanged 82 SP:Iteration 62Q (436.748055 sec): 3 clusters Score: Raw -268768.363966 + Penalty 1823.439777 = -266944.924190 nChanged 88 SP:Iteration 63Q (436.790059 sec): 3 clusters Score: Raw -268837.258675 + Penalty 1823.439777 = -267013.818898 nChanged 74 SP:Iteration 64Q (436.832332 sec): 3 clusters Score: Raw -268909.456797 + Penalty 1823.439777 = -267086.017020 nChanged 84 SP:Iteration 65Q (436.874699 sec): 3 clusters Score: Raw -269010.590976 + Penalty 1823.439777 = -267187.151200 nChanged 95 SP:Iteration 66Q (436.918109 sec): 3 clusters Score: Raw -269162.149466 + Penalty 1823.439777 = -267338.709689 nChanged 82 SP:Iteration 67Q (436.962046 sec): 3 clusters Score: Raw -269259.132564 + Penalty 1823.439777 = -267435.692787 nChanged 63 SP:Iteration 68Q (437.089610 sec): 3 clusters Score: Raw -269316.966576 + Penalty 1823.439777 = -267493.526800 nChanged 57 SP:Iteration 69Q (437.214288 sec): 3 clusters Score: Raw -269368.674143 + Penalty 1823.439777 = -267545.234367 nChanged 51 SP:Iteration 70Q (437.339966 sec): 3 clusters Score: Raw -269413.831661 + Penalty 1823.439777 = -267590.391884 nChanged 67 SP:Iteration 71Q (437.447047 sec): 3 clusters Score: Raw -269468.845110 + Penalty 1823.439777 = -267645.405334 nChanged 55 SP:Iteration 72Q (437.535731 sec): 3 clusters Score: Raw -269507.421631 + Penalty 1823.439777 = -267683.981854 nChanged 58 SP:Iteration 73Q (437.582006 sec): 3 clusters Score: Raw -269547.177554 + Penalty 1823.439777 = -267723.737778 nChanged 54 SP:Iteration 74Q (437.628017 sec): 3 clusters Score: Raw -269594.117751 + Penalty 1823.439777 = -267770.677974 nChanged 59 SP:Iteration 75Q (437.673963 sec): 3 clusters Score: Raw -269637.204877 + Penalty 1823.439777 = -267813.765101 nChanged 68 SP:Iteration 76Q (437.719520 sec): 3 clusters Score: Raw -269685.316511 + Penalty 1823.439777 = -267861.876734 nChanged 56 SP:Iteration 77Q (437.763350 sec): 3 clusters Score: Raw -269719.018054 + Penalty 1823.439777 = -267895.578278 nChanged 27 SP:Iteration 78Q (437.807272 sec): 3 clusters Score: Raw -269730.434644 + Penalty 1823.439777 = -267906.994867 nChanged 15 SP:Iteration 79Q (437.851155 sec): 3 clusters Score: Raw -269733.906257 + Penalty 1823.439777 = -267910.466480 nChanged 7 SP:Iteration 80F (437.897709 sec): 3 clusters Score: Raw -269743.911030 + Penalty 1823.439777 = -267920.471254 nChanged 11 SP:Iteration 81Q (437.943895 sec): 3 clusters Score: Raw -269747.896295 + Penalty 1823.439777 = -267924.456519 nChanged 12 SP:Iteration 82Q (437.990236 sec): 3 clusters Score: Raw -269749.817681 + Penalty 1823.439777 = -267926.377904 nChanged 10 SP:Iteration 83Q (438.036554 sec): 3 clusters Score: Raw -269751.859300 + Penalty 1823.439777 = -267928.419524 nChanged 8 SP:Iteration 84Q (438.082683 sec): 3 clusters Score: Raw -269753.052999 + Penalty 1823.439777 = -267929.613222 nChanged 2 SP:Iteration 85Q (438.126859 sec): 3 clusters Score: Raw -269753.229790 + Penalty 1823.439777 = -267929.790013 nChanged 0 SP:Iteration 86F (438.173036 sec): 3 clusters Score: Raw -269753.229790 + Penalty 1823.439777 = -267929.790013 nChanged 0 Score: Raw -1478129.516499 + Penalty 9873.733947 = -1468255.782551 Splitting cluster 2 changes total score from -1467312.213506 to -1468255.782551 So it's getting split into cluster 9. Trying to split cluster 3 (6944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (438.645260 sec): 2 clusters Score: Raw -341955.169261 + Penalty 928.791492 = -341026.377769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (438.702283 sec): 3 clusters Score: Raw -338008.025834 + Penalty 1857.582984 = -336150.442850 nChanged 3040 SP:Iteration 1F (438.769180 sec): 3 clusters Score: Raw -339799.777238 + Penalty 1857.582984 = -337942.194254 nChanged 488 SP:Iteration 2F (438.826659 sec): 3 clusters Score: Raw -340111.549860 + Penalty 1857.582984 = -338253.966876 nChanged 431 SP:Iteration 3F (438.990855 sec): 3 clusters Score: Raw -340382.571406 + Penalty 1857.582984 = -338524.988422 nChanged 426 SP:Iteration 4F (439.080384 sec): 3 clusters Score: Raw -340676.411277 + Penalty 1857.582984 = -338818.828293 nChanged 431 SP:Iteration 5F (439.137606 sec): 3 clusters Score: Raw -340955.237535 + Penalty 1857.582984 = -339097.654551 nChanged 367 SP:Iteration 6F (439.193698 sec): 3 clusters Score: Raw -341196.094348 + Penalty 1857.582984 = -339338.511364 nChanged 306 SP:Iteration 7Q (439.251377 sec): 3 clusters Score: Raw -341412.350764 + Penalty 1857.582984 = -339554.767780 nChanged 259 SP:Iteration 8Q (439.303573 sec): 3 clusters Score: Raw -341612.230698 + Penalty 1857.582984 = -339754.647715 nChanged 233 SP:Iteration 9Q (439.353886 sec): 3 clusters Score: Raw -341796.609401 + Penalty 1857.582984 = -339939.026417 nChanged 178 SP:Iteration 10Q (439.403770 sec): 3 clusters Score: Raw -341923.574743 + Penalty 1857.582984 = -340065.991759 nChanged 124 SP:Iteration 11Q (439.453891 sec): 3 clusters Score: Raw -342006.541603 + Penalty 1857.582984 = -340148.958619 nChanged 98 SP:Iteration 12Q (439.505984 sec): 3 clusters Score: Raw -342058.184090 + Penalty 1857.582984 = -340200.601107 nChanged 75 SP:Iteration 13Q (439.557528 sec): 3 clusters Score: Raw -342090.887984 + Penalty 1857.582984 = -340233.305001 nChanged 67 SP:Iteration 14Q (439.608843 sec): 3 clusters Score: Raw -342112.163965 + Penalty 1857.582984 = -340254.580981 nChanged 43 SP:Iteration 15Q (439.661380 sec): 3 clusters Score: Raw -342126.299562 + Penalty 1857.582984 = -340268.716578 nChanged 39 SP:Iteration 16Q (439.713288 sec): 3 clusters Score: Raw -342136.734574 + Penalty 1857.582984 = -340279.151591 nChanged 32 SP:Iteration 17Q (439.765058 sec): 3 clusters Score: Raw -342145.200916 + Penalty 1857.582984 = -340287.617932 nChanged 24 SP:Iteration 18Q (439.814894 sec): 3 clusters Score: Raw -342152.722428 + Penalty 1857.582984 = -340295.139445 nChanged 29 SP:Iteration 19Q (439.863369 sec): 3 clusters Score: Raw -342160.593390 + Penalty 1857.582984 = -340303.010406 nChanged 29 SP:Iteration 20F (439.913016 sec): 3 clusters Score: Raw -342169.397768 + Penalty 1857.582984 = -340311.814784 nChanged 16 SP:Iteration 21Q (439.961919 sec): 3 clusters Score: Raw -342174.008688 + Penalty 1857.582984 = -340316.425704 nChanged 17 SP:Iteration 22Q (440.013511 sec): 3 clusters Score: Raw -342177.633704 + Penalty 1857.582984 = -340320.050720 nChanged 8 SP:Iteration 23Q (440.065008 sec): 3 clusters Score: Raw -342178.933481 + Penalty 1857.582984 = -340321.350498 nChanged 6 SP:Iteration 24Q (440.116669 sec): 3 clusters Score: Raw -342179.868598 + Penalty 1857.582984 = -340322.285614 nChanged 6 SP:Iteration 25Q (440.168236 sec): 3 clusters Score: Raw -342180.869831 + Penalty 1857.582984 = -340323.286847 nChanged 5 SP:Iteration 26Q (440.220266 sec): 3 clusters Score: Raw -342182.205300 + Penalty 1857.582984 = -340324.622316 nChanged 7 SP:Iteration 27Q (440.271881 sec): 3 clusters Score: Raw -342183.550077 + Penalty 1857.582984 = -340325.967093 nChanged 3 SP:Iteration 28Q (440.321653 sec): 3 clusters Score: Raw -342183.960966 + Penalty 1857.582984 = -340326.377982 nChanged 2 SP:Iteration 29Q (440.369657 sec): 3 clusters Score: Raw -342184.094672 + Penalty 1857.582984 = -340326.511688 nChanged 2 SP:Iteration 30Q (440.417526 sec): 3 clusters Score: Raw -342184.412977 + Penalty 1857.582984 = -340326.829993 nChanged 2 SP:Iteration 31Q (440.465217 sec): 3 clusters Score: Raw -342184.798338 + Penalty 1857.582984 = -340327.215354 nChanged 3 SP:Iteration 32Q (440.513554 sec): 3 clusters Score: Raw -342185.497410 + Penalty 1857.582984 = -340327.914426 nChanged 6 SP:Iteration 33Q (440.566536 sec): 3 clusters Score: Raw -342186.787704 + Penalty 1857.582984 = -340329.204720 nChanged 6 SP:Iteration 34Q (440.724530 sec): 3 clusters Score: Raw -342187.519762 + Penalty 1857.582984 = -340329.936778 nChanged 5 SP:Iteration 35Q (440.835250 sec): 3 clusters Score: Raw -342187.943763 + Penalty 1857.582984 = -340330.360779 nChanged 1 SP:Iteration 36Q (440.888155 sec): 3 clusters Score: Raw -342188.051461 + Penalty 1857.582984 = -340330.468477 nChanged 0 SP:Iteration 37F (440.938791 sec): 3 clusters Score: Raw -342188.051461 + Penalty 1857.582984 = -340330.468477 nChanged 0 Trying to split cluster 4 (2612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (440.976861 sec): 2 clusters Score: Raw -81279.182891 + Penalty 826.126506 = -80453.056385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (441.008275 sec): 3 clusters Score: Raw -80107.074590 + Penalty 1652.253013 = -78454.821577 nChanged 1085 SP:Iteration 1F (441.036674 sec): 3 clusters Score: Raw -81130.489601 + Penalty 1652.253013 = -79478.236588 nChanged 295 SP:Iteration 2F (441.065014 sec): 3 clusters Score: Raw -81587.530079 + Penalty 1652.253013 = -79935.277066 nChanged 262 SP:Iteration 3F (441.093436 sec): 3 clusters Score: Raw -81996.049803 + Penalty 1652.253013 = -80343.796790 nChanged 202 SP:Iteration 4F (441.122339 sec): 3 clusters Score: Raw -82257.515929 + Penalty 1652.253013 = -80605.262916 nChanged 146 SP:Iteration 5F (441.150700 sec): 3 clusters Score: Raw -82502.391179 + Penalty 1652.253013 = -80850.138166 nChanged 115 SP:Iteration 6Q (441.179355 sec): 3 clusters Score: Raw -82681.064407 + Penalty 1652.253013 = -81028.811394 nChanged 96 SP:Iteration 7Q (441.204647 sec): 3 clusters Score: Raw -82803.953857 + Penalty 1652.253013 = -81151.700844 nChanged 69 SP:Iteration 8Q (441.230064 sec): 3 clusters Score: Raw -82901.470150 + Penalty 1652.253013 = -81249.217137 nChanged 65 SP:Iteration 9Q (441.255423 sec): 3 clusters Score: Raw -83011.275326 + Penalty 1652.253013 = -81359.022313 nChanged 58 SP:Iteration 10Q (441.280657 sec): 3 clusters Score: Raw -83069.682612 + Penalty 1652.253013 = -81417.429599 nChanged 41 SP:Iteration 11Q (441.305929 sec): 3 clusters Score: Raw -83098.945992 + Penalty 1652.253013 = -81446.692979 nChanged 30 SP:Iteration 12Q (441.331289 sec): 3 clusters Score: Raw -83116.527416 + Penalty 1652.253013 = -81464.274403 nChanged 20 SP:Iteration 13Q (441.356505 sec): 3 clusters Score: Raw -83127.434430 + Penalty 1652.253013 = -81475.181417 nChanged 16 SP:Iteration 14Q (441.381794 sec): 3 clusters Score: Raw -83134.399579 + Penalty 1652.253013 = -81482.146566 nChanged 10 SP:Iteration 15Q (441.407053 sec): 3 clusters Score: Raw -83137.738752 + Penalty 1652.253013 = -81485.485739 nChanged 8 SP:Iteration 16Q (441.457468 sec): 3 clusters Score: Raw -83140.044385 + Penalty 1652.253013 = -81487.791372 nChanged 4 SP:Iteration 17Q (441.482668 sec): 3 clusters Score: Raw -83141.270043 + Penalty 1652.253013 = -81489.017030 nChanged 3 SP:Iteration 18Q (441.507873 sec): 3 clusters Score: Raw -83141.844157 + Penalty 1652.253013 = -81489.591144 nChanged 0 SP:Iteration 19F (441.532834 sec): 3 clusters Score: Raw -83170.235964 + Penalty 1652.253013 = -81517.982951 nChanged 12 SP:Iteration 20F (441.557745 sec): 3 clusters Score: Raw -83206.317422 + Penalty 1652.253013 = -81554.064409 nChanged 27 SP:Iteration 21Q (441.583616 sec): 3 clusters Score: Raw -83233.965843 + Penalty 1652.253013 = -81581.712830 nChanged 27 SP:Iteration 22Q (441.619654 sec): 3 clusters Score: Raw -83255.063895 + Penalty 1652.253013 = -81602.810882 nChanged 21 SP:Iteration 23Q (441.645099 sec): 3 clusters Score: Raw -83267.232325 + Penalty 1652.253013 = -81614.979312 nChanged 15 SP:Iteration 24Q (441.670591 sec): 3 clusters Score: Raw -83277.146662 + Penalty 1652.253013 = -81624.893649 nChanged 16 SP:Iteration 25Q (441.695935 sec): 3 clusters Score: Raw -83285.491271 + Penalty 1652.253013 = -81633.238258 nChanged 10 SP:Iteration 26Q (441.721106 sec): 3 clusters Score: Raw -83289.132227 + Penalty 1652.253013 = -81636.879214 nChanged 11 SP:Iteration 27Q (441.817096 sec): 3 clusters Score: Raw -83293.859455 + Penalty 1652.253013 = -81641.606442 nChanged 6 SP:Iteration 28Q (441.934713 sec): 3 clusters Score: Raw -83296.232494 + Penalty 1652.253013 = -81643.979481 nChanged 9 SP:Iteration 29Q (442.055963 sec): 3 clusters Score: Raw -83299.386635 + Penalty 1652.253013 = -81647.133622 nChanged 6 SP:Iteration 30Q (442.173624 sec): 3 clusters Score: Raw -83302.164135 + Penalty 1652.253013 = -81649.911122 nChanged 8 SP:Iteration 31Q (442.290378 sec): 3 clusters Score: Raw -83305.392937 + Penalty 1652.253013 = -81653.139924 nChanged 4 SP:Iteration 32Q (442.407657 sec): 3 clusters Score: Raw -83306.896777 + Penalty 1652.253013 = -81654.643764 nChanged 4 SP:Iteration 33Q (442.524028 sec): 3 clusters Score: Raw -83307.851150 + Penalty 1652.253013 = -81655.598137 nChanged 2 SP:Iteration 34Q (442.640719 sec): 3 clusters Score: Raw -83308.505610 + Penalty 1652.253013 = -81656.252597 nChanged 4 SP:Iteration 35Q (442.693229 sec): 3 clusters Score: Raw -83309.556753 + Penalty 1652.253013 = -81657.303740 nChanged 2 SP:Iteration 36Q (442.718856 sec): 3 clusters Score: Raw -83310.184169 + Penalty 1652.253013 = -81657.931156 nChanged 1 SP:Iteration 37Q (442.755901 sec): 3 clusters Score: Raw -83310.331711 + Penalty 1652.253013 = -81658.078698 nChanged 0 SP:Iteration 38F (442.784546 sec): 3 clusters Score: Raw -83310.331711 + Penalty 1652.253013 = -81658.078698 nChanged 0 Score: Raw -1480160.665319 + Penalty 10970.815497 = -1469189.849821 Splitting cluster 4 changes total score from -1467312.213506 to -1469189.849821 So it's getting split into cluster 10. Trying to split cluster 5 (3697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (443.338468 sec): 2 clusters Score: Raw -163011.971282 + Penalty 862.604081 = -162149.367201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (443.375613 sec): 3 clusters Score: Raw -161017.569953 + Penalty 1725.208161 = -159292.361792 nChanged 1559 SP:Iteration 1F (443.412033 sec): 3 clusters Score: Raw -162090.115592 + Penalty 1725.208161 = -160364.907431 nChanged 371 SP:Iteration 2F (443.448784 sec): 3 clusters Score: Raw -162615.367386 + Penalty 1725.208161 = -160890.159225 nChanged 405 SP:Iteration 3F (443.485550 sec): 3 clusters Score: Raw -163168.134849 + Penalty 1725.208161 = -161442.926688 nChanged 338 SP:Iteration 4F (443.522035 sec): 3 clusters Score: Raw -163600.655590 + Penalty 1725.208161 = -161875.447429 nChanged 254 SP:Iteration 5F (443.558563 sec): 3 clusters Score: Raw -163893.998721 + Penalty 1725.208161 = -162168.790560 nChanged 145 SP:Iteration 6Q (443.594991 sec): 3 clusters Score: Raw -164067.328846 + Penalty 1725.208161 = -162342.120685 nChanged 107 SP:Iteration 7Q (443.629673 sec): 3 clusters Score: Raw -164196.008677 + Penalty 1725.208161 = -162470.800516 nChanged 76 SP:Iteration 8Q (443.664161 sec): 3 clusters Score: Raw -164296.360354 + Penalty 1725.208161 = -162571.152192 nChanged 52 SP:Iteration 9Q (443.698140 sec): 3 clusters Score: Raw -164372.560238 + Penalty 1725.208161 = -162647.352077 nChanged 36 SP:Iteration 10Q (443.731816 sec): 3 clusters Score: Raw -164404.641106 + Penalty 1725.208161 = -162679.432945 nChanged 21 SP:Iteration 11Q (443.765259 sec): 3 clusters Score: Raw -164416.274319 + Penalty 1725.208161 = -162691.066158 nChanged 10 SP:Iteration 12Q (443.798982 sec): 3 clusters Score: Raw -164419.105381 + Penalty 1725.208161 = -162693.897220 nChanged 2 SP:Iteration 13Q (443.832444 sec): 3 clusters Score: Raw -164420.468908 + Penalty 1725.208161 = -162695.260747 nChanged 3 SP:Iteration 14Q (443.865999 sec): 3 clusters Score: Raw -164421.273279 + Penalty 1725.208161 = -162696.065117 nChanged 0 SP:Iteration 15F (443.900647 sec): 3 clusters Score: Raw -164421.273279 + Penalty 1725.208161 = -162696.065117 nChanged 0 Score: Raw -1481569.967315 + Penalty 12067.897047 = -1469502.070268 Splitting cluster 5 changes total score from -1467312.213506 to -1469502.070268 So it's getting split into cluster 11. Trying to split cluster 6 (1306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.552844 sec): 2 clusters Score: Raw -59854.691455 + Penalty 753.346053 = -59101.345402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.568262 sec): 3 clusters Score: Raw -59315.659191 + Penalty 1506.692105 = -57808.967086 nChanged 449 SP:Iteration 1F (444.582639 sec): 3 clusters Score: Raw -59651.245602 + Penalty 1506.692105 = -58144.553497 nChanged 121 SP:Iteration 2F (444.597009 sec): 3 clusters Score: Raw -59781.332198 + Penalty 1506.692105 = -58274.640093 nChanged 91 SP:Iteration 3F (444.611303 sec): 3 clusters Score: Raw -59882.305752 + Penalty 1506.692105 = -58375.613647 nChanged 72 SP:Iteration 4F (444.625666 sec): 3 clusters Score: Raw -59952.398067 + Penalty 1506.692105 = -58445.705962 nChanged 53 SP:Iteration 5Q (444.640205 sec): 3 clusters Score: Raw -60017.325392 + Penalty 1506.692105 = -58510.633287 nChanged 49 SP:Iteration 6Q (444.654628 sec): 3 clusters Score: Raw -60072.112726 + Penalty 1506.692105 = -58565.420621 nChanged 42 SP:Iteration 7Q (444.668922 sec): 3 clusters Score: Raw -60123.625113 + Penalty 1506.692105 = -58616.933008 nChanged 36 SP:Iteration 8Q (444.683330 sec): 3 clusters Score: Raw -60169.471956 + Penalty 1506.692105 = -58662.779851 nChanged 36 SP:Iteration 9Q (444.697985 sec): 3 clusters Score: Raw -60218.172800 + Penalty 1506.692105 = -58711.480695 nChanged 39 SP:Iteration 10Q (444.712596 sec): 3 clusters Score: Raw -60275.735919 + Penalty 1506.692105 = -58769.043814 nChanged 35 SP:Iteration 11Q (444.727122 sec): 3 clusters Score: Raw -60342.674431 + Penalty 1506.692105 = -58835.982326 nChanged 36 SP:Iteration 12Q (444.741567 sec): 3 clusters Score: Raw -60414.709436 + Penalty 1506.692105 = -58908.017331 nChanged 41 SP:Iteration 13Q (444.755986 sec): 3 clusters Score: Raw -60485.770583 + Penalty 1506.692105 = -58979.078478 nChanged 32 SP:Iteration 14Q (444.770222 sec): 3 clusters Score: Raw -60542.706265 + Penalty 1506.692105 = -59036.014160 nChanged 22 SP:Iteration 15Q (444.784340 sec): 3 clusters Score: Raw -60573.724087 + Penalty 1506.692105 = -59067.031982 nChanged 12 SP:Iteration 16Q (444.798352 sec): 3 clusters Score: Raw -60583.869658 + Penalty 1506.692105 = -59077.177553 nChanged 4 SP:Iteration 17Q (444.812392 sec): 3 clusters Score: Raw -60587.712693 + Penalty 1506.692105 = -59081.020588 nChanged 1 SP:Iteration 18Q (444.826349 sec): 3 clusters Score: Raw -60588.375849 + Penalty 1506.692105 = -59081.683744 nChanged 0 SP:Iteration 19F (444.840981 sec): 3 clusters Score: Raw -60588.375849 + Penalty 1506.692105 = -59081.683744 nChanged 0 Trying to split cluster 7 (5844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.894491 sec): 2 clusters Score: Raw -277471.060124 + Penalty 910.682931 = -276560.377193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.953218 sec): 3 clusters Score: Raw -274193.707574 + Penalty 1821.365862 = -272372.341712 nChanged 2560 SP:Iteration 1F (445.013715 sec): 3 clusters Score: Raw -275787.245473 + Penalty 1821.365862 = -273965.879611 nChanged 495 SP:Iteration 2F (445.074239 sec): 3 clusters Score: Raw -276144.053959 + Penalty 1821.365862 = -274322.688097 nChanged 428 SP:Iteration 3F (445.132791 sec): 3 clusters Score: Raw -276488.742523 + Penalty 1821.365862 = -274667.376660 nChanged 380 SP:Iteration 4F (445.177665 sec): 3 clusters Score: Raw -276805.001049 + Penalty 1821.365862 = -274983.635186 nChanged 339 SP:Iteration 5F (445.222894 sec): 3 clusters Score: Raw -277082.465109 + Penalty 1821.365862 = -275261.099247 nChanged 291 SP:Iteration 6Q (445.268895 sec): 3 clusters Score: Raw -277282.157092 + Penalty 1821.365862 = -275460.791230 nChanged 225 SP:Iteration 7Q (445.374590 sec): 3 clusters Score: Raw -277429.788891 + Penalty 1821.365862 = -275608.423028 nChanged 193 SP:Iteration 8Q (445.505062 sec): 3 clusters Score: Raw -277530.196135 + Penalty 1821.365862 = -275708.830273 nChanged 139 SP:Iteration 9Q (445.646098 sec): 3 clusters Score: Raw -277598.659514 + Penalty 1821.365862 = -275777.293651 nChanged 136 SP:Iteration 10Q (445.718893 sec): 3 clusters Score: Raw -277662.196684 + Penalty 1821.365862 = -275840.830822 nChanged 115 SP:Iteration 11Q (445.767383 sec): 3 clusters Score: Raw -277721.641421 + Penalty 1821.365862 = -275900.275559 nChanged 121 SP:Iteration 12Q (445.815432 sec): 3 clusters Score: Raw -277790.710554 + Penalty 1821.365862 = -275969.344691 nChanged 119 SP:Iteration 13Q (445.862211 sec): 3 clusters Score: Raw -277856.374280 + Penalty 1821.365862 = -276035.008418 nChanged 135 SP:Iteration 14Q (445.913255 sec): 3 clusters Score: Raw -277948.795870 + Penalty 1821.365862 = -276127.430008 nChanged 154 SP:Iteration 15Q (445.978702 sec): 3 clusters Score: Raw -278083.631528 + Penalty 1821.365862 = -276262.265666 nChanged 183 SP:Iteration 16Q (446.024335 sec): 3 clusters Score: Raw -278273.805421 + Penalty 1821.365862 = -276452.439559 nChanged 227 SP:Iteration 17Q (446.070833 sec): 3 clusters Score: Raw -278570.024960 + Penalty 1821.365862 = -276748.659098 nChanged 259 SP:Iteration 18Q (446.115690 sec): 3 clusters Score: Raw -278984.451201 + Penalty 1821.365862 = -277163.085338 nChanged 231 SP:Iteration 19Q (446.160464 sec): 3 clusters Score: Raw -279344.081227 + Penalty 1821.365862 = -277522.715365 nChanged 162 SP:Iteration 20F (446.209509 sec): 3 clusters Score: Raw -279532.132649 + Penalty 1821.365862 = -277710.766786 nChanged 88 SP:Iteration 21Q (446.256263 sec): 3 clusters Score: Raw -279592.499584 + Penalty 1821.365862 = -277771.133722 nChanged 58 SP:Iteration 22Q (446.302695 sec): 3 clusters Score: Raw -279621.399856 + Penalty 1821.365862 = -277800.033994 nChanged 33 SP:Iteration 23Q (446.431746 sec): 3 clusters Score: Raw -279633.896831 + Penalty 1821.365862 = -277812.530968 nChanged 27 SP:Iteration 24Q (446.534377 sec): 3 clusters Score: Raw -279643.927995 + Penalty 1821.365862 = -277822.562133 nChanged 25 SP:Iteration 25Q (446.611564 sec): 3 clusters Score: Raw -279653.623573 + Penalty 1821.365862 = -277832.257711 nChanged 22 SP:Iteration 26Q (446.738613 sec): 3 clusters Score: Raw -279661.325871 + Penalty 1821.365862 = -277839.960009 nChanged 22 SP:Iteration 27Q (446.848671 sec): 3 clusters Score: Raw -279667.901096 + Penalty 1821.365862 = -277846.535234 nChanged 16 SP:Iteration 28Q (446.890325 sec): 3 clusters Score: Raw -279672.265456 + Penalty 1821.365862 = -277850.899593 nChanged 21 SP:Iteration 29Q (446.930283 sec): 3 clusters Score: Raw -279677.770733 + Penalty 1821.365862 = -277856.404871 nChanged 19 SP:Iteration 30Q (446.974341 sec): 3 clusters Score: Raw -279681.931193 + Penalty 1821.365862 = -277860.565331 nChanged 15 SP:Iteration 31Q (447.018019 sec): 3 clusters Score: Raw -279686.205667 + Penalty 1821.365862 = -277864.839804 nChanged 17 SP:Iteration 32Q (447.061489 sec): 3 clusters Score: Raw -279691.760809 + Penalty 1821.365862 = -277870.394946 nChanged 23 SP:Iteration 33Q (447.105087 sec): 3 clusters Score: Raw -279699.632653 + Penalty 1821.365862 = -277878.266790 nChanged 21 SP:Iteration 34Q (447.148379 sec): 3 clusters Score: Raw -279708.177868 + Penalty 1821.365862 = -277886.812006 nChanged 19 SP:Iteration 35Q (447.193867 sec): 3 clusters Score: Raw -279713.249969 + Penalty 1821.365862 = -277891.884107 nChanged 13 SP:Iteration 36Q (447.239923 sec): 3 clusters Score: Raw -279716.053530 + Penalty 1821.365862 = -277894.687668 nChanged 13 SP:Iteration 37Q (447.285782 sec): 3 clusters Score: Raw -279719.227065 + Penalty 1821.365862 = -277897.861202 nChanged 12 SP:Iteration 38Q (447.331748 sec): 3 clusters Score: Raw -279721.328101 + Penalty 1821.365862 = -277899.962239 nChanged 6 SP:Iteration 39Q (447.457707 sec): 3 clusters Score: Raw -279722.287217 + Penalty 1821.365862 = -277900.921355 nChanged 3 SP:Iteration 40F (447.570280 sec): 3 clusters Score: Raw -279722.583460 + Penalty 1821.365862 = -277901.217598 nChanged 2 SP:Iteration 41Q (447.627148 sec): 3 clusters Score: Raw -279722.774369 + Penalty 1821.365862 = -277901.408507 nChanged 1 SP:Iteration 42Q (447.672785 sec): 3 clusters Score: Raw -279722.891739 + Penalty 1821.365862 = -277901.525877 nChanged 1 SP:Iteration 43Q (447.717649 sec): 3 clusters Score: Raw -279723.037671 + Penalty 1821.365862 = -277901.671809 nChanged 1 SP:Iteration 44Q (447.762391 sec): 3 clusters Score: Raw -279723.141621 + Penalty 1821.365862 = -277901.775759 nChanged 1 SP:Iteration 45Q (447.807082 sec): 3 clusters Score: Raw -279723.340674 + Penalty 1821.365862 = -277901.974811 nChanged 0 SP:Iteration 46F (447.853536 sec): 3 clusters Score: Raw -279723.340674 + Penalty 1821.365862 = -277901.974811 nChanged 0 Score: Raw -1483822.247865 + Penalty 13164.978597 = -1470657.269269 Splitting cluster 7 changes total score from -1467312.213506 to -1470657.269269 So it's getting split into cluster 12. Trying to split cluster 8 (1549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (448.449173 sec): 2 clusters Score: Raw -51170.042612 + Penalty 771.263308 = -50398.779304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (448.466495 sec): 3 clusters Score: Raw -50530.069541 + Penalty 1542.526616 = -48987.542924 nChanged 574 SP:Iteration 1F (448.483420 sec): 3 clusters Score: Raw -51200.203452 + Penalty 1542.526616 = -49657.676836 nChanged 224 SP:Iteration 2F (448.501357 sec): 3 clusters Score: Raw -51683.328003 + Penalty 1542.526616 = -50140.801387 nChanged 150 SP:Iteration 3F (448.517983 sec): 3 clusters Score: Raw -51936.251124 + Penalty 1542.526616 = -50393.724507 nChanged 94 SP:Iteration 4F (448.534647 sec): 3 clusters Score: Raw -52045.088443 + Penalty 1542.526616 = -50502.561827 nChanged 46 SP:Iteration 5Q (448.551698 sec): 3 clusters Score: Raw -52093.179559 + Penalty 1542.526616 = -50550.652942 nChanged 24 SP:Iteration 6Q (448.568634 sec): 3 clusters Score: Raw -52132.431274 + Penalty 1542.526616 = -50589.904657 nChanged 22 SP:Iteration 7Q (448.607847 sec): 3 clusters Score: Raw -52157.495241 + Penalty 1542.526616 = -50614.968625 nChanged 8 SP:Iteration 8Q (448.624316 sec): 3 clusters Score: Raw -52165.928965 + Penalty 1542.526616 = -50623.402348 nChanged 6 SP:Iteration 9Q (448.640664 sec): 3 clusters Score: Raw -52171.608845 + Penalty 1542.526616 = -50629.082229 nChanged 12 SP:Iteration 10Q (448.657095 sec): 3 clusters Score: Raw -52182.841706 + Penalty 1542.526616 = -50640.315090 nChanged 8 SP:Iteration 11Q (448.673479 sec): 3 clusters Score: Raw -52188.880098 + Penalty 1542.526616 = -50646.353481 nChanged 8 SP:Iteration 12Q (448.689843 sec): 3 clusters Score: Raw -52196.035208 + Penalty 1542.526616 = -50653.508592 nChanged 4 SP:Iteration 13Q (448.706252 sec): 3 clusters Score: Raw -52198.403231 + Penalty 1542.526616 = -50655.876615 nChanged 3 SP:Iteration 14Q (448.722741 sec): 3 clusters Score: Raw -52200.010487 + Penalty 1542.526616 = -50657.483871 nChanged 3 SP:Iteration 15Q (448.739215 sec): 3 clusters Score: Raw -52209.318657 + Penalty 1542.526616 = -50666.792040 nChanged 6 SP:Iteration 16Q (448.755558 sec): 3 clusters Score: Raw -52217.213725 + Penalty 1542.526616 = -50674.687108 nChanged 5 SP:Iteration 17Q (448.771974 sec): 3 clusters Score: Raw -52221.444654 + Penalty 1542.526616 = -50678.918038 nChanged 3 SP:Iteration 18Q (448.788354 sec): 3 clusters Score: Raw -52222.772054 + Penalty 1542.526616 = -50680.245438 nChanged 1 SP:Iteration 19Q (448.804730 sec): 3 clusters Score: Raw -52223.145081 + Penalty 1542.526616 = -50680.618464 nChanged 1 SP:Iteration 20F (448.820931 sec): 3 clusters Score: Raw -52223.556311 + Penalty 1542.526616 = -50681.029694 nChanged 0 Score: Raw -1484875.761564 + Penalty 14262.060146 = -1470613.701418 Splitting cluster 8 changes total score from -1467312.213506 to -1470613.701418 So it's getting split into cluster 13. Iteration 59Q (450.042387 sec): 14 clusters Score: Raw -1486030.546059 + Penalty 14262.060146 = -1471768.485913 nChanged 1191 Iteration 60F (450.671913 sec): 14 clusters Score: Raw -1486843.140782 + Penalty 14262.060146 = -1472581.080635 nChanged 608 Iteration 61Q (451.107111 sec): 14 clusters Score: Raw -1487144.377655 + Penalty 14262.060146 = -1472882.317508 nChanged 352 Iteration 62Q (451.531710 sec): 14 clusters Score: Raw -1487311.606042 + Penalty 14262.060146 = -1473049.545896 nChanged 258 Iteration 63Q (451.956889 sec): 14 clusters Score: Raw -1487416.973002 + Penalty 14262.060146 = -1473154.912856 nChanged 194 Iteration 64Q (452.309843 sec): 14 clusters Score: Raw -1487492.331259 + Penalty 14262.060146 = -1473230.271112 nChanged 169 Iteration 65Q (452.695713 sec): 14 clusters Score: Raw -1487552.992728 + Penalty 14262.060146 = -1473290.932582 nChanged 143 Iteration 66Q (453.122524 sec): 14 clusters Score: Raw -1487612.901594 + Penalty 14262.060146 = -1473350.841447 nChanged 126 Iteration 67Q (453.543802 sec): 14 clusters Score: Raw -1487671.198491 + Penalty 14262.060146 = -1473409.138345 nChanged 132 Iteration 68Q (453.892084 sec): 14 clusters Score: Raw -1487740.892388 + Penalty 14262.060146 = -1473478.832242 nChanged 136 Iteration 69Q (454.340900 sec): 14 clusters Score: Raw -1487804.036170 + Penalty 14262.060146 = -1473541.976023 nChanged 108 Iteration 70Q (454.719317 sec): 14 clusters Score: Raw -1487849.678697 + Penalty 14262.060146 = -1473587.618551 nChanged 106 Iteration 71Q (455.139214 sec): 14 clusters Score: Raw -1487893.211964 + Penalty 14262.060146 = -1473631.151817 nChanged 89 Iteration 72Q (455.678899 sec): 14 clusters Score: Raw -1487928.207209 + Penalty 14262.060146 = -1473666.147063 nChanged 75 Iteration 73Q (456.294776 sec): 14 clusters Score: Raw -1487954.181492 + Penalty 14262.060146 = -1473692.121346 nChanged 66 Iteration 74Q (456.646991 sec): 14 clusters Score: Raw -1487978.944416 + Penalty 14262.060146 = -1473716.884269 nChanged 61 Iteration 75Q (457.045562 sec): 14 clusters Score: Raw -1488004.647630 + Penalty 14262.060146 = -1473742.587484 nChanged 60 Iteration 76Q (457.418385 sec): 14 clusters Score: Raw -1488024.146756 + Penalty 14262.060146 = -1473762.086610 nChanged 48 Iteration 77Q (457.867339 sec): 14 clusters Score: Raw -1488041.158310 + Penalty 14262.060146 = -1473779.098163 nChanged 44 Iteration 78Q (458.214624 sec): 14 clusters Score: Raw -1488052.801349 + Penalty 14262.060146 = -1473790.741203 nChanged 27 Iteration 79Q (458.610984 sec): 14 clusters Score: Raw -1488059.490309 + Penalty 14262.060146 = -1473797.430162 nChanged 22 Iteration 80F (459.464197 sec): 14 clusters Score: Raw -1488081.656473 + Penalty 14262.060146 = -1473819.596327 nChanged 29 Iteration 81Q (459.837552 sec): 14 clusters Score: Raw -1488117.162132 + Penalty 14262.060146 = -1473855.101986 nChanged 36 Iteration 82Q (460.165757 sec): 14 clusters Score: Raw -1488139.157763 + Penalty 14262.060146 = -1473877.097617 nChanged 33 Iteration 83Q (460.542710 sec): 14 clusters Score: Raw -1488156.405685 + Penalty 14262.060146 = -1473894.345538 nChanged 33 Iteration 84Q (460.907597 sec): 14 clusters Score: Raw -1488174.900381 + Penalty 14262.060146 = -1473912.840235 nChanged 41 Iteration 85Q (461.236536 sec): 14 clusters Score: Raw -1488202.445802 + Penalty 14262.060146 = -1473940.385656 nChanged 36 Iteration 86Q (461.539916 sec): 14 clusters Score: Raw -1488227.846515 + Penalty 14262.060146 = -1473965.786368 nChanged 40 Iteration 87Q (461.904189 sec): 14 clusters Score: Raw -1488264.168793 + Penalty 14262.060146 = -1474002.108647 nChanged 55 Iteration 88Q (462.268326 sec): 14 clusters Score: Raw -1488293.414385 + Penalty 14262.060146 = -1474031.354239 nChanged 34 Iteration 89Q (462.727173 sec): 14 clusters Score: Raw -1488308.094376 + Penalty 14262.060146 = -1474046.034230 nChanged 34 Iteration 90Q (463.163778 sec): 14 clusters Score: Raw -1488322.227951 + Penalty 14262.060146 = -1474060.167804 nChanged 35 Iteration 91Q (464.099416 sec): 14 clusters Score: Raw -1488332.866696 + Penalty 14262.060146 = -1474070.806549 nChanged 22 Iteration 92Q (465.001322 sec): 14 clusters Score: Raw -1488341.247957 + Penalty 14262.060146 = -1474079.187811 nChanged 15 Iteration 93Q (465.917989 sec): 14 clusters Score: Raw -1488345.773520 + Penalty 14262.060146 = -1474083.713373 nChanged 23 Iteration 94Q (466.791031 sec): 14 clusters Score: Raw -1488353.365798 + Penalty 14262.060146 = -1474091.305651 nChanged 20 Iteration 95Q (467.676006 sec): 14 clusters Score: Raw -1488357.991596 + Penalty 14262.060146 = -1474095.931450 nChanged 14 Iteration 96Q (468.578453 sec): 14 clusters Score: Raw -1488362.435791 + Penalty 14262.060146 = -1474100.375644 nChanged 14 Iteration 97Q (469.395666 sec): 14 clusters Score: Raw -1488365.557765 + Penalty 14262.060146 = -1474103.497619 nChanged 18 Iteration 98Q (470.278923 sec): 14 clusters Score: Raw -1488369.875880 + Penalty 14262.060146 = -1474107.815733 nChanged 17 Writing temp clu file Because OldScore, -1474103.497619, is greater than current (better) Score,-1474107.815733 Compute initial score before splitting: Score: Raw -1488369.875880 + Penalty 14262.060146 = -1474107.815733 Trying to split cluster 1 (6233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (470.336641 sec): 2 clusters Score: Raw -285888.741096 + Penalty 917.449369 = -284971.291728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (470.393434 sec): 3 clusters Score: Raw -282440.125093 + Penalty 1834.898738 = -280605.226355 nChanged 2691 SP:Iteration 1F (470.450516 sec): 3 clusters Score: Raw -284036.763139 + Penalty 1834.898738 = -282201.864401 nChanged 486 SP:Iteration 2F (470.567835 sec): 3 clusters Score: Raw -284348.749907 + Penalty 1834.898738 = -282513.851169 nChanged 456 SP:Iteration 3F (470.697083 sec): 3 clusters Score: Raw -284694.600236 + Penalty 1834.898738 = -282859.701498 nChanged 438 SP:Iteration 4F (470.799041 sec): 3 clusters Score: Raw -285025.597595 + Penalty 1834.898738 = -283190.698857 nChanged 392 SP:Iteration 5F (470.937533 sec): 3 clusters Score: Raw -285295.534387 + Penalty 1834.898738 = -283460.635649 nChanged 358 SP:Iteration 6F (471.043833 sec): 3 clusters Score: Raw -285556.577073 + Penalty 1834.898738 = -283721.678335 nChanged 275 SP:Iteration 7Q (471.119115 sec): 3 clusters Score: Raw -285736.573771 + Penalty 1834.898738 = -283901.675033 nChanged 211 SP:Iteration 8Q (471.246033 sec): 3 clusters Score: Raw -285877.185763 + Penalty 1834.898738 = -284042.287025 nChanged 172 SP:Iteration 9Q (471.352812 sec): 3 clusters Score: Raw -285973.261977 + Penalty 1834.898738 = -284138.363239 nChanged 121 SP:Iteration 10Q (471.475136 sec): 3 clusters Score: Raw -286044.912989 + Penalty 1834.898738 = -284210.014251 nChanged 108 SP:Iteration 11Q (471.518400 sec): 3 clusters Score: Raw -286107.622639 + Penalty 1834.898738 = -284272.723901 nChanged 94 SP:Iteration 12Q (471.563704 sec): 3 clusters Score: Raw -286168.360298 + Penalty 1834.898738 = -284333.461561 nChanged 95 SP:Iteration 13Q (471.608874 sec): 3 clusters Score: Raw -286237.890487 + Penalty 1834.898738 = -284402.991749 nChanged 84 SP:Iteration 14Q (471.655694 sec): 3 clusters Score: Raw -286294.686142 + Penalty 1834.898738 = -284459.787405 nChanged 70 SP:Iteration 15Q (471.702543 sec): 3 clusters Score: Raw -286335.538545 + Penalty 1834.898738 = -284500.639807 nChanged 63 SP:Iteration 16Q (471.749078 sec): 3 clusters Score: Raw -286358.192003 + Penalty 1834.898738 = -284523.293266 nChanged 46 SP:Iteration 17Q (471.795416 sec): 3 clusters Score: Raw -286373.868170 + Penalty 1834.898738 = -284538.969432 nChanged 37 SP:Iteration 18Q (471.954223 sec): 3 clusters Score: Raw -286383.027889 + Penalty 1834.898738 = -284548.129151 nChanged 24 SP:Iteration 19Q (472.063369 sec): 3 clusters Score: Raw -286387.718360 + Penalty 1834.898738 = -284552.819622 nChanged 19 SP:Iteration 20F (472.111769 sec): 3 clusters Score: Raw -286391.540372 + Penalty 1834.898738 = -284556.641635 nChanged 16 SP:Iteration 21Q (472.160572 sec): 3 clusters Score: Raw -286395.536794 + Penalty 1834.898738 = -284560.638056 nChanged 14 SP:Iteration 22Q (472.208830 sec): 3 clusters Score: Raw -286398.380497 + Penalty 1834.898738 = -284563.481759 nChanged 13 SP:Iteration 23Q (472.256871 sec): 3 clusters Score: Raw -286401.052946 + Penalty 1834.898738 = -284566.154208 nChanged 14 SP:Iteration 24Q (472.317483 sec): 3 clusters Score: Raw -286404.522920 + Penalty 1834.898738 = -284569.624182 nChanged 16 SP:Iteration 25Q (472.365564 sec): 3 clusters Score: Raw -286407.128012 + Penalty 1834.898738 = -284572.229274 nChanged 16 SP:Iteration 26Q (472.409148 sec): 3 clusters Score: Raw -286411.006852 + Penalty 1834.898738 = -284576.108115 nChanged 16 SP:Iteration 27Q (472.538284 sec): 3 clusters Score: Raw -286414.989476 + Penalty 1834.898738 = -284580.090739 nChanged 22 SP:Iteration 28Q (472.677387 sec): 3 clusters Score: Raw -286420.876414 + Penalty 1834.898738 = -284585.977676 nChanged 24 SP:Iteration 29Q (472.781872 sec): 3 clusters Score: Raw -286426.699429 + Penalty 1834.898738 = -284591.800692 nChanged 20 SP:Iteration 30Q (472.917642 sec): 3 clusters Score: Raw -286431.440934 + Penalty 1834.898738 = -284596.542196 nChanged 18 SP:Iteration 31Q (473.031948 sec): 3 clusters Score: Raw -286435.802213 + Penalty 1834.898738 = -284600.903475 nChanged 12 SP:Iteration 32Q (473.155897 sec): 3 clusters Score: Raw -286438.890469 + Penalty 1834.898738 = -284603.991731 nChanged 12 SP:Iteration 33Q (473.280636 sec): 3 clusters Score: Raw -286442.230589 + Penalty 1834.898738 = -284607.331851 nChanged 9 SP:Iteration 34Q (473.323314 sec): 3 clusters Score: Raw -286446.051880 + Penalty 1834.898738 = -284611.153143 nChanged 16 SP:Iteration 35Q (473.366381 sec): 3 clusters Score: Raw -286449.629933 + Penalty 1834.898738 = -284614.731195 nChanged 9 SP:Iteration 36Q (473.410550 sec): 3 clusters Score: Raw -286451.081452 + Penalty 1834.898738 = -284616.182714 nChanged 7 SP:Iteration 37Q (473.456894 sec): 3 clusters Score: Raw -286452.009449 + Penalty 1834.898738 = -284617.110711 nChanged 7 SP:Iteration 38Q (473.503198 sec): 3 clusters Score: Raw -286452.983270 + Penalty 1834.898738 = -284618.084532 nChanged 7 SP:Iteration 39Q (473.549572 sec): 3 clusters Score: Raw -286454.519780 + Penalty 1834.898738 = -284619.621042 nChanged 6 SP:Iteration 40F (473.595103 sec): 3 clusters Score: Raw -286455.043118 + Penalty 1834.898738 = -284620.144380 nChanged 7 SP:Iteration 41Q (473.638149 sec): 3 clusters Score: Raw -286455.752245 + Penalty 1834.898738 = -284620.853508 nChanged 5 SP:Iteration 42Q (473.681300 sec): 3 clusters Score: Raw -286456.660805 + Penalty 1834.898738 = -284621.762067 nChanged 7 SP:Iteration 43Q (473.724713 sec): 3 clusters Score: Raw -286457.730423 + Penalty 1834.898738 = -284622.831685 nChanged 9 SP:Iteration 44Q (473.769077 sec): 3 clusters Score: Raw -286458.746696 + Penalty 1834.898738 = -284623.847959 nChanged 4 SP:Iteration 45Q (473.814233 sec): 3 clusters Score: Raw -286459.559504 + Penalty 1834.898738 = -284624.660766 nChanged 5 SP:Iteration 46Q (473.859978 sec): 3 clusters Score: Raw -286460.484404 + Penalty 1834.898738 = -284625.585666 nChanged 5 SP:Iteration 47Q (473.906896 sec): 3 clusters Score: Raw -286460.912339 + Penalty 1834.898738 = -284626.013601 nChanged 3 SP:Iteration 48Q (473.952592 sec): 3 clusters Score: Raw -286461.192902 + Penalty 1834.898738 = -284626.294164 nChanged 1 SP:Iteration 49Q (473.996942 sec): 3 clusters Score: Raw -286461.291620 + Penalty 1834.898738 = -284626.392882 nChanged 0 SP:Iteration 50F (474.157018 sec): 3 clusters Score: Raw -286461.291620 + Penalty 1834.898738 = -284626.392882 nChanged 0 Trying to split cluster 2 (2508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (474.230605 sec): 2 clusters Score: Raw -119150.678589 + Penalty 821.860295 = -118328.818294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (474.250018 sec): 3 clusters Score: Raw -117854.621073 + Penalty 1643.720589 = -116210.900484 nChanged 1028 SP:Iteration 1F (474.274567 sec): 3 clusters Score: Raw -118511.919722 + Penalty 1643.720589 = -116868.199133 nChanged 208 SP:Iteration 2F (474.411864 sec): 3 clusters Score: Raw -118650.267914 + Penalty 1643.720589 = -117006.547325 nChanged 155 SP:Iteration 3F (474.482788 sec): 3 clusters Score: Raw -118765.844089 + Penalty 1643.720589 = -117122.123500 nChanged 114 SP:Iteration 4Q (474.590361 sec): 3 clusters Score: Raw -118831.026637 + Penalty 1643.720589 = -117187.306048 nChanged 95 SP:Iteration 5Q (474.705946 sec): 3 clusters Score: Raw -118898.859959 + Penalty 1643.720589 = -117255.139369 nChanged 94 SP:Iteration 6Q (474.821434 sec): 3 clusters Score: Raw -118958.964188 + Penalty 1643.720589 = -117315.243599 nChanged 72 SP:Iteration 7Q (474.937663 sec): 3 clusters Score: Raw -118996.539997 + Penalty 1643.720589 = -117352.819408 nChanged 56 SP:Iteration 8Q (475.026178 sec): 3 clusters Score: Raw -119025.934571 + Penalty 1643.720589 = -117382.213982 nChanged 53 SP:Iteration 9Q (475.141874 sec): 3 clusters Score: Raw -119049.037904 + Penalty 1643.720589 = -117405.317314 nChanged 42 SP:Iteration 10Q (475.223747 sec): 3 clusters Score: Raw -119072.859113 + Penalty 1643.720589 = -117429.138524 nChanged 48 SP:Iteration 11Q (475.322000 sec): 3 clusters Score: Raw -119094.798222 + Penalty 1643.720589 = -117451.077633 nChanged 37 SP:Iteration 12Q (475.345575 sec): 3 clusters Score: Raw -119113.560349 + Penalty 1643.720589 = -117469.839760 nChanged 34 SP:Iteration 13Q (475.369118 sec): 3 clusters Score: Raw -119126.534216 + Penalty 1643.720589 = -117482.813627 nChanged 29 SP:Iteration 14Q (475.392769 sec): 3 clusters Score: Raw -119137.096807 + Penalty 1643.720589 = -117493.376217 nChanged 21 SP:Iteration 15Q (475.416335 sec): 3 clusters Score: Raw -119145.317214 + Penalty 1643.720589 = -117501.596625 nChanged 17 SP:Iteration 16Q (475.440186 sec): 3 clusters Score: Raw -119152.624584 + Penalty 1643.720589 = -117508.903995 nChanged 25 SP:Iteration 17Q (475.463961 sec): 3 clusters Score: Raw -119163.801980 + Penalty 1643.720589 = -117520.081391 nChanged 22 SP:Iteration 18Q (475.487445 sec): 3 clusters Score: Raw -119174.814097 + Penalty 1643.720589 = -117531.093508 nChanged 27 SP:Iteration 19Q (475.511054 sec): 3 clusters Score: Raw -119186.451831 + Penalty 1643.720589 = -117542.731241 nChanged 20 SP:Iteration 20F (475.534485 sec): 3 clusters Score: Raw -119197.990145 + Penalty 1643.720589 = -117554.269556 nChanged 21 SP:Iteration 21Q (475.558291 sec): 3 clusters Score: Raw -119209.216517 + Penalty 1643.720589 = -117565.495928 nChanged 27 SP:Iteration 22Q (475.582035 sec): 3 clusters Score: Raw -119220.745240 + Penalty 1643.720589 = -117577.024650 nChanged 25 SP:Iteration 23Q (475.606036 sec): 3 clusters Score: Raw -119228.446086 + Penalty 1643.720589 = -117584.725497 nChanged 9 SP:Iteration 24Q (475.629731 sec): 3 clusters Score: Raw -119233.808462 + Penalty 1643.720589 = -117590.087872 nChanged 16 SP:Iteration 25Q (475.653614 sec): 3 clusters Score: Raw -119240.201903 + Penalty 1643.720589 = -117596.481314 nChanged 14 SP:Iteration 26Q (475.677324 sec): 3 clusters Score: Raw -119247.643942 + Penalty 1643.720589 = -117603.923353 nChanged 15 SP:Iteration 27Q (475.701068 sec): 3 clusters Score: Raw -119253.674387 + Penalty 1643.720589 = -117609.953798 nChanged 12 SP:Iteration 28Q (475.724886 sec): 3 clusters Score: Raw -119257.221697 + Penalty 1643.720589 = -117613.501107 nChanged 11 SP:Iteration 29Q (475.843710 sec): 3 clusters Score: Raw -119259.962897 + Penalty 1643.720589 = -117616.242308 nChanged 4 SP:Iteration 30Q (475.962911 sec): 3 clusters Score: Raw -119261.569665 + Penalty 1643.720589 = -117617.849076 nChanged 5 SP:Iteration 31Q (476.080032 sec): 3 clusters Score: Raw -119264.443079 + Penalty 1643.720589 = -117620.722489 nChanged 8 SP:Iteration 32Q (476.195322 sec): 3 clusters Score: Raw -119268.351182 + Penalty 1643.720589 = -117624.630593 nChanged 7 SP:Iteration 33Q (476.288766 sec): 3 clusters Score: Raw -119270.784214 + Penalty 1643.720589 = -117627.063625 nChanged 8 SP:Iteration 34Q (476.313277 sec): 3 clusters Score: Raw -119275.357107 + Penalty 1643.720589 = -117631.636518 nChanged 8 SP:Iteration 35Q (476.337487 sec): 3 clusters Score: Raw -119277.464707 + Penalty 1643.720589 = -117633.744117 nChanged 9 SP:Iteration 36Q (476.363030 sec): 3 clusters Score: Raw -119280.663931 + Penalty 1643.720589 = -117636.943341 nChanged 6 SP:Iteration 37Q (476.474198 sec): 3 clusters Score: Raw -119282.077493 + Penalty 1643.720589 = -117638.356903 nChanged 6 SP:Iteration 38Q (476.593326 sec): 3 clusters Score: Raw -119284.724009 + Penalty 1643.720589 = -117641.003420 nChanged 7 SP:Iteration 39Q (476.711170 sec): 3 clusters Score: Raw -119287.141411 + Penalty 1643.720589 = -117643.420822 nChanged 4 SP:Iteration 40F (476.826280 sec): 3 clusters Score: Raw -119288.354880 + Penalty 1643.720589 = -117644.634291 nChanged 3 SP:Iteration 41Q (476.942586 sec): 3 clusters Score: Raw -119289.256608 + Penalty 1643.720589 = -117645.536018 nChanged 2 SP:Iteration 42Q (476.998084 sec): 3 clusters Score: Raw -119290.011382 + Penalty 1643.720589 = -117646.290793 nChanged 4 SP:Iteration 43Q (477.022528 sec): 3 clusters Score: Raw -119291.589299 + Penalty 1643.720589 = -117647.868709 nChanged 2 SP:Iteration 44Q (477.046728 sec): 3 clusters Score: Raw -119291.873103 + Penalty 1643.720589 = -117648.152513 nChanged 0 SP:Iteration 45F (477.070668 sec): 3 clusters Score: Raw -119291.873103 + Penalty 1643.720589 = -117648.152513 nChanged 0 Trying to split cluster 3 (6853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (477.119394 sec): 2 clusters Score: Raw -337835.468719 + Penalty 927.406388 = -336908.062331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (477.185720 sec): 3 clusters Score: Raw -333910.522404 + Penalty 1854.812776 = -332055.709628 nChanged 3014 SP:Iteration 1F (477.235570 sec): 3 clusters Score: Raw -335733.122509 + Penalty 1854.812776 = -333878.309733 nChanged 587 SP:Iteration 2F (477.282561 sec): 3 clusters Score: Raw -336197.301473 + Penalty 1854.812776 = -334342.488697 nChanged 576 SP:Iteration 3F (477.329783 sec): 3 clusters Score: Raw -336641.545997 + Penalty 1854.812776 = -334786.733221 nChanged 473 SP:Iteration 4F (477.378764 sec): 3 clusters Score: Raw -336962.905042 + Penalty 1854.812776 = -335108.092266 nChanged 367 SP:Iteration 5F (477.431194 sec): 3 clusters Score: Raw -337170.098511 + Penalty 1854.812776 = -335315.285734 nChanged 261 SP:Iteration 6Q (477.484729 sec): 3 clusters Score: Raw -337292.515232 + Penalty 1854.812776 = -335437.702455 nChanged 197 SP:Iteration 7Q (477.610601 sec): 3 clusters Score: Raw -337369.118034 + Penalty 1854.812776 = -335514.305257 nChanged 141 SP:Iteration 8Q (477.744663 sec): 3 clusters Score: Raw -337419.973778 + Penalty 1854.812776 = -335565.161002 nChanged 109 SP:Iteration 9Q (477.794278 sec): 3 clusters Score: Raw -337452.619974 + Penalty 1854.812776 = -335597.807197 nChanged 82 SP:Iteration 10Q (477.843784 sec): 3 clusters Score: Raw -337473.210474 + Penalty 1854.812776 = -335618.397698 nChanged 63 SP:Iteration 11Q (477.893984 sec): 3 clusters Score: Raw -337491.276789 + Penalty 1854.812776 = -335636.464012 nChanged 64 SP:Iteration 12Q (477.943992 sec): 3 clusters Score: Raw -337509.126527 + Penalty 1854.812776 = -335654.313750 nChanged 62 SP:Iteration 13Q (478.112308 sec): 3 clusters Score: Raw -337528.792904 + Penalty 1854.812776 = -335673.980128 nChanged 67 SP:Iteration 14Q (478.229027 sec): 3 clusters Score: Raw -337547.490847 + Penalty 1854.812776 = -335692.678071 nChanged 51 SP:Iteration 15Q (478.370821 sec): 3 clusters Score: Raw -337564.749274 + Penalty 1854.812776 = -335709.936498 nChanged 49 SP:Iteration 16Q (478.465582 sec): 3 clusters Score: Raw -337577.910569 + Penalty 1854.812776 = -335723.097793 nChanged 51 SP:Iteration 17Q (478.611844 sec): 3 clusters Score: Raw -337590.879195 + Penalty 1854.812776 = -335736.066418 nChanged 34 SP:Iteration 18Q (478.724287 sec): 3 clusters Score: Raw -337600.538748 + Penalty 1854.812776 = -335745.725972 nChanged 47 SP:Iteration 19Q (478.781829 sec): 3 clusters Score: Raw -337613.282564 + Penalty 1854.812776 = -335758.469788 nChanged 50 SP:Iteration 20F (478.836355 sec): 3 clusters Score: Raw -337625.898112 + Penalty 1854.812776 = -335771.085335 nChanged 39 SP:Iteration 21Q (478.891321 sec): 3 clusters Score: Raw -337634.779669 + Penalty 1854.812776 = -335779.966893 nChanged 37 SP:Iteration 22Q (478.940409 sec): 3 clusters Score: Raw -337643.248198 + Penalty 1854.812776 = -335788.435422 nChanged 29 SP:Iteration 23Q (478.990853 sec): 3 clusters Score: Raw -337651.770911 + Penalty 1854.812776 = -335796.958135 nChanged 24 SP:Iteration 24Q (479.039710 sec): 3 clusters Score: Raw -337657.687062 + Penalty 1854.812776 = -335802.874286 nChanged 19 SP:Iteration 25Q (479.092451 sec): 3 clusters Score: Raw -337663.481163 + Penalty 1854.812776 = -335808.668387 nChanged 27 SP:Iteration 26Q (479.145133 sec): 3 clusters Score: Raw -337668.304543 + Penalty 1854.812776 = -335813.491767 nChanged 24 SP:Iteration 27Q (479.197848 sec): 3 clusters Score: Raw -337675.359047 + Penalty 1854.812776 = -335820.546271 nChanged 25 SP:Iteration 28Q (479.249899 sec): 3 clusters Score: Raw -337683.705392 + Penalty 1854.812776 = -335828.892616 nChanged 26 SP:Iteration 29Q (479.298645 sec): 3 clusters Score: Raw -337692.216169 + Penalty 1854.812776 = -335837.403393 nChanged 38 SP:Iteration 30Q (479.347419 sec): 3 clusters Score: Raw -337707.283500 + Penalty 1854.812776 = -335852.470723 nChanged 42 SP:Iteration 31Q (479.396881 sec): 3 clusters Score: Raw -337727.420611 + Penalty 1854.812776 = -335872.607834 nChanged 44 SP:Iteration 32Q (479.450774 sec): 3 clusters Score: Raw -337739.908412 + Penalty 1854.812776 = -335885.095636 nChanged 35 SP:Iteration 33Q (479.504375 sec): 3 clusters Score: Raw -337750.841515 + Penalty 1854.812776 = -335896.028739 nChanged 35 SP:Iteration 34Q (479.558269 sec): 3 clusters Score: Raw -337762.703018 + Penalty 1854.812776 = -335907.890242 nChanged 22 SP:Iteration 35Q (479.607648 sec): 3 clusters Score: Raw -337769.472076 + Penalty 1854.812776 = -335914.659300 nChanged 29 SP:Iteration 36Q (479.656157 sec): 3 clusters Score: Raw -337780.276408 + Penalty 1854.812776 = -335925.463632 nChanged 26 SP:Iteration 37Q (479.705929 sec): 3 clusters Score: Raw -337790.346597 + Penalty 1854.812776 = -335935.533820 nChanged 36 SP:Iteration 38Q (479.755477 sec): 3 clusters Score: Raw -337807.410088 + Penalty 1854.812776 = -335952.597312 nChanged 36 SP:Iteration 39Q (479.807258 sec): 3 clusters Score: Raw -337824.063131 + Penalty 1854.812776 = -335969.250355 nChanged 32 SP:Iteration 40F (479.859426 sec): 3 clusters Score: Raw -337835.919785 + Penalty 1854.812776 = -335981.107009 nChanged 34 SP:Iteration 41Q (479.911147 sec): 3 clusters Score: Raw -337848.572679 + Penalty 1854.812776 = -335993.759903 nChanged 29 SP:Iteration 42Q (479.962346 sec): 3 clusters Score: Raw -337864.129970 + Penalty 1854.812776 = -336009.317194 nChanged 30 SP:Iteration 43Q (480.020434 sec): 3 clusters Score: Raw -337876.814719 + Penalty 1854.812776 = -336022.001943 nChanged 30 SP:Iteration 44Q (480.172484 sec): 3 clusters Score: Raw -337886.866645 + Penalty 1854.812776 = -336032.053869 nChanged 30 SP:Iteration 45Q (480.283788 sec): 3 clusters Score: Raw -337895.874450 + Penalty 1854.812776 = -336041.061673 nChanged 29 SP:Iteration 46Q (480.334716 sec): 3 clusters Score: Raw -337905.884093 + Penalty 1854.812776 = -336051.071317 nChanged 29 SP:Iteration 47Q (480.382501 sec): 3 clusters Score: Raw -337913.821052 + Penalty 1854.812776 = -336059.008276 nChanged 23 SP:Iteration 48Q (480.429718 sec): 3 clusters Score: Raw -337922.308489 + Penalty 1854.812776 = -336067.495713 nChanged 19 SP:Iteration 49Q (480.476816 sec): 3 clusters Score: Raw -337929.193282 + Penalty 1854.812776 = -336074.380505 nChanged 23 SP:Iteration 50Q (480.524665 sec): 3 clusters Score: Raw -337937.325817 + Penalty 1854.812776 = -336082.513040 nChanged 19 SP:Iteration 51Q (480.576396 sec): 3 clusters Score: Raw -337943.675227 + Penalty 1854.812776 = -336088.862451 nChanged 22 SP:Iteration 52Q (480.628382 sec): 3 clusters Score: Raw -337950.427672 + Penalty 1854.812776 = -336095.614895 nChanged 15 SP:Iteration 53Q (480.680213 sec): 3 clusters Score: Raw -337953.383145 + Penalty 1854.812776 = -336098.570368 nChanged 7 SP:Iteration 54Q (480.730556 sec): 3 clusters Score: Raw -337955.439645 + Penalty 1854.812776 = -336100.626869 nChanged 8 SP:Iteration 55Q (480.780554 sec): 3 clusters Score: Raw -337957.443320 + Penalty 1854.812776 = -336102.630544 nChanged 10 SP:Iteration 56Q (480.830865 sec): 3 clusters Score: Raw -337960.032857 + Penalty 1854.812776 = -336105.220081 nChanged 6 SP:Iteration 57Q (480.990062 sec): 3 clusters Score: Raw -337961.285933 + Penalty 1854.812776 = -336106.473157 nChanged 4 SP:Iteration 58Q (481.015126 sec): 3 clusters Score: Raw -337962.096351 + Penalty 1854.812776 = -336107.283575 nChanged 6 SP:Iteration 59Q (481.104257 sec): 3 clusters Score: Raw -337962.893299 + Penalty 1854.812776 = -336108.080523 nChanged 2 SP:Iteration 60F (481.170084 sec): 3 clusters Score: Raw -337963.248679 + Penalty 1854.812776 = -336108.435903 nChanged 2 SP:Iteration 61Q (481.235062 sec): 3 clusters Score: Raw -337963.801818 + Penalty 1854.812776 = -336108.989042 nChanged 3 SP:Iteration 62Q (481.292851 sec): 3 clusters Score: Raw -337964.335942 + Penalty 1854.812776 = -336109.523166 nChanged 2 SP:Iteration 63Q (481.340441 sec): 3 clusters Score: Raw -337964.605900 + Penalty 1854.812776 = -336109.793124 nChanged 0 SP:Iteration 64F (481.389928 sec): 3 clusters Score: Raw -337964.605900 + Penalty 1854.812776 = -336109.793124 nChanged 0 Trying to split cluster 4 (1452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (481.432651 sec): 2 clusters Score: Raw -53563.873000 + Penalty 764.473206 = -52799.399794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (481.578979 sec): 3 clusters Score: Raw -52897.149198 + Penalty 1528.946411 = -51368.202787 nChanged 546 SP:Iteration 1F (481.647496 sec): 3 clusters Score: Raw -53293.337396 + Penalty 1528.946411 = -51764.390985 nChanged 147 SP:Iteration 2F (481.682162 sec): 3 clusters Score: Raw -53465.531493 + Penalty 1528.946411 = -51936.585082 nChanged 104 SP:Iteration 3F (481.697549 sec): 3 clusters Score: Raw -53567.411616 + Penalty 1528.946411 = -52038.465205 nChanged 76 SP:Iteration 4F (481.715958 sec): 3 clusters Score: Raw -53628.911544 + Penalty 1528.946411 = -52099.965133 nChanged 40 SP:Iteration 5Q (481.817365 sec): 3 clusters Score: Raw -53666.449505 + Penalty 1528.946411 = -52137.503094 nChanged 39 SP:Iteration 6Q (481.941305 sec): 3 clusters Score: Raw -53702.520767 + Penalty 1528.946411 = -52173.574356 nChanged 34 SP:Iteration 7Q (482.046587 sec): 3 clusters Score: Raw -53741.475896 + Penalty 1528.946411 = -52212.529485 nChanged 32 SP:Iteration 8Q (482.062911 sec): 3 clusters Score: Raw -53773.421084 + Penalty 1528.946411 = -52244.474673 nChanged 34 SP:Iteration 9Q (482.078553 sec): 3 clusters Score: Raw -53798.032765 + Penalty 1528.946411 = -52269.086354 nChanged 24 SP:Iteration 10Q (482.195739 sec): 3 clusters Score: Raw -53820.383077 + Penalty 1528.946411 = -52291.436666 nChanged 22 SP:Iteration 11Q (482.301116 sec): 3 clusters Score: Raw -53836.111846 + Penalty 1528.946411 = -52307.165435 nChanged 14 SP:Iteration 12Q (482.401689 sec): 3 clusters Score: Raw -53845.760889 + Penalty 1528.946411 = -52316.814478 nChanged 17 SP:Iteration 13Q (482.417810 sec): 3 clusters Score: Raw -53859.274111 + Penalty 1528.946411 = -52330.327700 nChanged 18 SP:Iteration 14Q (482.433380 sec): 3 clusters Score: Raw -53870.512290 + Penalty 1528.946411 = -52341.565879 nChanged 13 SP:Iteration 15Q (482.448914 sec): 3 clusters Score: Raw -53879.395125 + Penalty 1528.946411 = -52350.448714 nChanged 14 SP:Iteration 16Q (482.464500 sec): 3 clusters Score: Raw -53888.136819 + Penalty 1528.946411 = -52359.190408 nChanged 13 SP:Iteration 17Q (482.480068 sec): 3 clusters Score: Raw -53895.781854 + Penalty 1528.946411 = -52366.835443 nChanged 7 SP:Iteration 18Q (482.495553 sec): 3 clusters Score: Raw -53898.270195 + Penalty 1528.946411 = -52369.323783 nChanged 3 SP:Iteration 19Q (482.514166 sec): 3 clusters Score: Raw -53899.331785 + Penalty 1528.946411 = -52370.385374 nChanged 7 SP:Iteration 20F (482.529519 sec): 3 clusters Score: Raw -53901.776833 + Penalty 1528.946411 = -52372.830421 nChanged 7 SP:Iteration 21Q (482.544903 sec): 3 clusters Score: Raw -53903.374869 + Penalty 1528.946411 = -52374.428458 nChanged 2 SP:Iteration 22Q (482.560440 sec): 3 clusters Score: Raw -53903.794962 + Penalty 1528.946411 = -52374.848551 nChanged 1 SP:Iteration 23Q (482.575905 sec): 3 clusters Score: Raw -53904.028663 + Penalty 1528.946411 = -52375.082252 nChanged 2 SP:Iteration 24Q (482.591462 sec): 3 clusters Score: Raw -53904.742615 + Penalty 1528.946411 = -52375.796204 nChanged 1 SP:Iteration 25Q (482.607138 sec): 3 clusters Score: Raw -53904.976744 + Penalty 1528.946411 = -52376.030333 nChanged 4 SP:Iteration 26Q (482.622631 sec): 3 clusters Score: Raw -53907.138123 + Penalty 1528.946411 = -52378.191712 nChanged 7 SP:Iteration 27Q (482.638165 sec): 3 clusters Score: Raw -53910.748964 + Penalty 1528.946411 = -52381.802553 nChanged 3 SP:Iteration 28Q (482.653622 sec): 3 clusters Score: Raw -53911.397268 + Penalty 1528.946411 = -52382.450857 nChanged 2 SP:Iteration 29Q (482.669191 sec): 3 clusters Score: Raw -53912.514611 + Penalty 1528.946411 = -52383.568200 nChanged 2 SP:Iteration 30Q (482.684662 sec): 3 clusters Score: Raw -53912.978579 + Penalty 1528.946411 = -52384.032168 nChanged 0 SP:Iteration 31F (482.699899 sec): 3 clusters Score: Raw -53912.978579 + Penalty 1528.946411 = -52384.032168 nChanged 0 Trying to split cluster 5 (1018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (482.731222 sec): 2 clusters Score: Raw -42332.734185 + Penalty 727.187496 = -41605.546690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (482.744070 sec): 3 clusters Score: Raw -41920.475521 + Penalty 1454.374991 = -40466.100530 nChanged 343 SP:Iteration 1F (482.756372 sec): 3 clusters Score: Raw -42165.970952 + Penalty 1454.374991 = -40711.595961 nChanged 94 SP:Iteration 2F (482.768569 sec): 3 clusters Score: Raw -42274.661745 + Penalty 1454.374991 = -40820.286754 nChanged 80 SP:Iteration 3F (482.780881 sec): 3 clusters Score: Raw -42387.231239 + Penalty 1454.374991 = -40932.856248 nChanged 73 SP:Iteration 4F (482.793089 sec): 3 clusters Score: Raw -42490.329407 + Penalty 1454.374991 = -41035.954415 nChanged 61 SP:Iteration 5F (482.807536 sec): 3 clusters Score: Raw -42565.896501 + Penalty 1454.374991 = -41111.521510 nChanged 48 SP:Iteration 6Q (482.819917 sec): 3 clusters Score: Raw -42625.599328 + Penalty 1454.374991 = -41171.224336 nChanged 30 SP:Iteration 7Q (482.832245 sec): 3 clusters Score: Raw -42662.420632 + Penalty 1454.374991 = -41208.045640 nChanged 15 SP:Iteration 8Q (482.947044 sec): 3 clusters Score: Raw -42678.683736 + Penalty 1454.374991 = -41224.308744 nChanged 7 SP:Iteration 9Q (483.043905 sec): 3 clusters Score: Raw -42682.333927 + Penalty 1454.374991 = -41227.958936 nChanged 5 SP:Iteration 10Q (483.142809 sec): 3 clusters Score: Raw -42687.971330 + Penalty 1454.374991 = -41233.596339 nChanged 5 SP:Iteration 11Q (483.155236 sec): 3 clusters Score: Raw -42692.588428 + Penalty 1454.374991 = -41238.213436 nChanged 5 SP:Iteration 12Q (483.249921 sec): 3 clusters Score: Raw -42695.759877 + Penalty 1454.374991 = -41241.384886 nChanged 5 SP:Iteration 13Q (483.364736 sec): 3 clusters Score: Raw -42701.410009 + Penalty 1454.374991 = -41247.035018 nChanged 4 SP:Iteration 14Q (483.481415 sec): 3 clusters Score: Raw -42703.771838 + Penalty 1454.374991 = -41249.396846 nChanged 1 SP:Iteration 15Q (483.567635 sec): 3 clusters Score: Raw -42704.159620 + Penalty 1454.374991 = -41249.784629 nChanged 1 SP:Iteration 16Q (483.680570 sec): 3 clusters Score: Raw -42704.964671 + Penalty 1454.374991 = -41250.589680 nChanged 3 SP:Iteration 17Q (483.792943 sec): 3 clusters Score: Raw -42707.986476 + Penalty 1454.374991 = -41253.611485 nChanged 3 SP:Iteration 18Q (483.905475 sec): 3 clusters Score: Raw -42709.724664 + Penalty 1454.374991 = -41255.349673 nChanged 3 SP:Iteration 19Q (484.005719 sec): 3 clusters Score: Raw -42713.489642 + Penalty 1454.374991 = -41259.114651 nChanged 6 SP:Iteration 20F (484.018006 sec): 3 clusters Score: Raw -42717.636224 + Penalty 1454.374991 = -41263.261233 nChanged 6 SP:Iteration 21Q (484.030194 sec): 3 clusters Score: Raw -42722.506026 + Penalty 1454.374991 = -41268.131035 nChanged 5 SP:Iteration 22Q (484.042511 sec): 3 clusters Score: Raw -42727.182635 + Penalty 1454.374991 = -41272.807643 nChanged 4 SP:Iteration 23Q (484.054772 sec): 3 clusters Score: Raw -42731.911726 + Penalty 1454.374991 = -41277.536735 nChanged 1 SP:Iteration 24Q (484.067005 sec): 3 clusters Score: Raw -42732.663736 + Penalty 1454.374991 = -41278.288744 nChanged 1 SP:Iteration 25Q (484.079352 sec): 3 clusters Score: Raw -42733.075489 + Penalty 1454.374991 = -41278.700498 nChanged 0 SP:Iteration 26F (484.091581 sec): 3 clusters Score: Raw -42733.075489 + Penalty 1454.374991 = -41278.700498 nChanged 0 Trying to split cluster 6 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (484.124064 sec): 2 clusters Score: Raw -58191.445590 + Penalty 750.079848 = -57441.365742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (484.138899 sec): 3 clusters Score: Raw -57668.412005 + Penalty 1500.159697 = -56168.252309 nChanged 448 SP:Iteration 1F (484.153045 sec): 3 clusters Score: Raw -58060.323151 + Penalty 1500.159697 = -56560.163454 nChanged 128 SP:Iteration 2F (484.167098 sec): 3 clusters Score: Raw -58244.239200 + Penalty 1500.159697 = -56744.079503 nChanged 101 SP:Iteration 3F (484.181152 sec): 3 clusters Score: Raw -58388.736192 + Penalty 1500.159697 = -56888.576496 nChanged 74 SP:Iteration 4F (484.195150 sec): 3 clusters Score: Raw -58488.663614 + Penalty 1500.159697 = -56988.503918 nChanged 52 SP:Iteration 5Q (484.209297 sec): 3 clusters Score: Raw -58544.714555 + Penalty 1500.159697 = -57044.554858 nChanged 31 SP:Iteration 6Q (484.237104 sec): 3 clusters Score: Raw -58572.852092 + Penalty 1500.159697 = -57072.692395 nChanged 16 SP:Iteration 7Q (484.251165 sec): 3 clusters Score: Raw -58587.032558 + Penalty 1500.159697 = -57086.872862 nChanged 20 SP:Iteration 8Q (484.265307 sec): 3 clusters Score: Raw -58604.430501 + Penalty 1500.159697 = -57104.270804 nChanged 15 SP:Iteration 9Q (484.279261 sec): 3 clusters Score: Raw -58615.963945 + Penalty 1500.159697 = -57115.804248 nChanged 16 SP:Iteration 10Q (484.293269 sec): 3 clusters Score: Raw -58627.620111 + Penalty 1500.159697 = -57127.460414 nChanged 12 SP:Iteration 11Q (484.307323 sec): 3 clusters Score: Raw -58635.212663 + Penalty 1500.159697 = -57135.052966 nChanged 8 SP:Iteration 12Q (484.427704 sec): 3 clusters Score: Raw -58641.316347 + Penalty 1500.159697 = -57141.156651 nChanged 7 SP:Iteration 13Q (484.545899 sec): 3 clusters Score: Raw -58647.703184 + Penalty 1500.159697 = -57147.543487 nChanged 9 SP:Iteration 14Q (484.574318 sec): 3 clusters Score: Raw -58657.933164 + Penalty 1500.159697 = -57157.773467 nChanged 12 SP:Iteration 15Q (484.588328 sec): 3 clusters Score: Raw -58668.734017 + Penalty 1500.159697 = -57168.574320 nChanged 14 SP:Iteration 16Q (484.602286 sec): 3 clusters Score: Raw -58681.859351 + Penalty 1500.159697 = -57181.699654 nChanged 11 SP:Iteration 17Q (484.616280 sec): 3 clusters Score: Raw -58693.182865 + Penalty 1500.159697 = -57193.023168 nChanged 16 SP:Iteration 18Q (484.630309 sec): 3 clusters Score: Raw -58705.323696 + Penalty 1500.159697 = -57205.163999 nChanged 16 SP:Iteration 19Q (484.644267 sec): 3 clusters Score: Raw -58716.856095 + Penalty 1500.159697 = -57216.696398 nChanged 7 SP:Iteration 20F (484.658225 sec): 3 clusters Score: Raw -58719.812764 + Penalty 1500.159697 = -57219.653067 nChanged 3 SP:Iteration 21Q (484.672101 sec): 3 clusters Score: Raw -58721.315540 + Penalty 1500.159697 = -57221.155844 nChanged 4 SP:Iteration 22Q (484.685970 sec): 3 clusters Score: Raw -58723.129347 + Penalty 1500.159697 = -57222.969650 nChanged 1 SP:Iteration 23Q (484.700040 sec): 3 clusters Score: Raw -58723.449942 + Penalty 1500.159697 = -57223.290245 nChanged 2 SP:Iteration 24Q (484.713996 sec): 3 clusters Score: Raw -58724.214001 + Penalty 1500.159697 = -57224.054304 nChanged 1 SP:Iteration 25Q (484.727919 sec): 3 clusters Score: Raw -58724.432833 + Penalty 1500.159697 = -57224.273136 nChanged 1 SP:Iteration 26Q (484.741730 sec): 3 clusters Score: Raw -58724.639075 + Penalty 1500.159697 = -57224.479379 nChanged 0 SP:Iteration 27F (484.755547 sec): 3 clusters Score: Raw -58724.639075 + Penalty 1500.159697 = -57224.479379 nChanged 0 Trying to split cluster 7 (3614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (484.795024 sec): 2 clusters Score: Raw -176021.814728 + Penalty 860.219899 = -175161.594828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (484.832977 sec): 3 clusters Score: Raw -174079.675175 + Penalty 1720.439799 = -172359.235376 nChanged 1487 SP:Iteration 1F (484.868536 sec): 3 clusters Score: Raw -174920.825706 + Penalty 1720.439799 = -173200.385907 nChanged 251 SP:Iteration 2F (484.904244 sec): 3 clusters Score: Raw -175062.557984 + Penalty 1720.439799 = -173342.118185 nChanged 213 SP:Iteration 3F (484.942227 sec): 3 clusters Score: Raw -175187.496255 + Penalty 1720.439799 = -173467.056456 nChanged 185 SP:Iteration 4F (484.978001 sec): 3 clusters Score: Raw -175283.998095 + Penalty 1720.439799 = -173563.558296 nChanged 151 SP:Iteration 5Q (485.014669 sec): 3 clusters Score: Raw -175372.815418 + Penalty 1720.439799 = -173652.375619 nChanged 150 SP:Iteration 6Q (485.049221 sec): 3 clusters Score: Raw -175486.839396 + Penalty 1720.439799 = -173766.399597 nChanged 166 SP:Iteration 7Q (485.083793 sec): 3 clusters Score: Raw -175609.841842 + Penalty 1720.439799 = -173889.402043 nChanged 159 SP:Iteration 8Q (485.118301 sec): 3 clusters Score: Raw -175751.314610 + Penalty 1720.439799 = -174030.874811 nChanged 147 SP:Iteration 9Q (485.152883 sec): 3 clusters Score: Raw -175905.109904 + Penalty 1720.439799 = -174184.670105 nChanged 133 SP:Iteration 10Q (485.187173 sec): 3 clusters Score: Raw -176027.624976 + Penalty 1720.439799 = -174307.185177 nChanged 122 SP:Iteration 11Q (485.221440 sec): 3 clusters Score: Raw -176109.590855 + Penalty 1720.439799 = -174389.151056 nChanged 82 SP:Iteration 12Q (485.255421 sec): 3 clusters Score: Raw -176146.654645 + Penalty 1720.439799 = -174426.214846 nChanged 52 SP:Iteration 13Q (485.289661 sec): 3 clusters Score: Raw -176165.362830 + Penalty 1720.439799 = -174444.923031 nChanged 43 SP:Iteration 14Q (485.414677 sec): 3 clusters Score: Raw -176179.457787 + Penalty 1720.439799 = -174459.017988 nChanged 36 SP:Iteration 15Q (485.540700 sec): 3 clusters Score: Raw -176190.397085 + Penalty 1720.439799 = -174469.957286 nChanged 27 SP:Iteration 16Q (485.654035 sec): 3 clusters Score: Raw -176198.715114 + Penalty 1720.439799 = -174478.275316 nChanged 22 SP:Iteration 17Q (485.771892 sec): 3 clusters Score: Raw -176204.121028 + Penalty 1720.439799 = -174483.681229 nChanged 18 SP:Iteration 18Q (485.873847 sec): 3 clusters Score: Raw -176209.020538 + Penalty 1720.439799 = -174488.580739 nChanged 17 SP:Iteration 19Q (485.992271 sec): 3 clusters Score: Raw -176213.551970 + Penalty 1720.439799 = -174493.112171 nChanged 16 SP:Iteration 20F (486.110109 sec): 3 clusters Score: Raw -176217.323689 + Penalty 1720.439799 = -174496.883890 nChanged 11 SP:Iteration 21Q (486.228497 sec): 3 clusters Score: Raw -176219.978838 + Penalty 1720.439799 = -174499.539039 nChanged 10 SP:Iteration 22Q (486.346357 sec): 3 clusters Score: Raw -176221.810542 + Penalty 1720.439799 = -174501.370743 nChanged 5 SP:Iteration 23Q (486.464447 sec): 3 clusters Score: Raw -176222.669749 + Penalty 1720.439799 = -174502.229950 nChanged 5 SP:Iteration 24Q (486.501348 sec): 3 clusters Score: Raw -176223.717158 + Penalty 1720.439799 = -174503.277359 nChanged 3 SP:Iteration 25Q (486.535651 sec): 3 clusters Score: Raw -176224.703117 + Penalty 1720.439799 = -174504.263318 nChanged 5 SP:Iteration 26Q (486.569781 sec): 3 clusters Score: Raw -176225.499655 + Penalty 1720.439799 = -174505.059856 nChanged 5 SP:Iteration 27Q (486.603694 sec): 3 clusters Score: Raw -176227.220657 + Penalty 1720.439799 = -174506.780858 nChanged 8 SP:Iteration 28Q (486.637575 sec): 3 clusters Score: Raw -176229.231592 + Penalty 1720.439799 = -174508.791793 nChanged 8 SP:Iteration 29Q (486.671551 sec): 3 clusters Score: Raw -176231.849254 + Penalty 1720.439799 = -174511.409455 nChanged 13 SP:Iteration 30Q (486.706124 sec): 3 clusters Score: Raw -176234.872582 + Penalty 1720.439799 = -174514.432783 nChanged 8 SP:Iteration 31Q (486.740079 sec): 3 clusters Score: Raw -176237.285957 + Penalty 1720.439799 = -174516.846158 nChanged 10 SP:Iteration 32Q (486.773950 sec): 3 clusters Score: Raw -176239.521964 + Penalty 1720.439799 = -174519.082165 nChanged 8 SP:Iteration 33Q (486.807684 sec): 3 clusters Score: Raw -176241.077953 + Penalty 1720.439799 = -174520.638154 nChanged 12 SP:Iteration 34Q (486.856605 sec): 3 clusters Score: Raw -176243.066544 + Penalty 1720.439799 = -174522.626746 nChanged 4 SP:Iteration 35Q (486.891794 sec): 3 clusters Score: Raw -176243.726880 + Penalty 1720.439799 = -174523.287081 nChanged 1 SP:Iteration 36Q (486.925572 sec): 3 clusters Score: Raw -176243.817874 + Penalty 1720.439799 = -174523.378075 nChanged 1 SP:Iteration 37Q (486.959722 sec): 3 clusters Score: Raw -176244.003436 + Penalty 1720.439799 = -174523.563637 nChanged 2 SP:Iteration 38Q (486.993577 sec): 3 clusters Score: Raw -176244.144497 + Penalty 1720.439799 = -174523.704698 nChanged 0 SP:Iteration 39F (487.027389 sec): 3 clusters Score: Raw -176244.144497 + Penalty 1720.439799 = -174523.704698 nChanged 0 Trying to split cluster 8 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (487.058317 sec): 2 clusters Score: Raw -11380.471738 + Penalty 624.543674 = -10755.928065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (487.065264 sec): 3 clusters Score: Raw -11342.214610 + Penalty 1249.087348 = -10093.127263 nChanged 101 SP:Iteration 1F (487.071806 sec): 3 clusters Score: Raw -11497.961016 + Penalty 1249.087348 = -10248.873668 nChanged 30 SP:Iteration 2F (487.078342 sec): 3 clusters Score: Raw -11551.084634 + Penalty 1249.087348 = -10301.997286 nChanged 18 SP:Iteration 3Q (487.084975 sec): 3 clusters Score: Raw -11575.152484 + Penalty 1249.087348 = -10326.065136 nChanged 12 SP:Iteration 4Q (487.202081 sec): 3 clusters Score: Raw -11591.715078 + Penalty 1249.087348 = -10342.627731 nChanged 3 SP:Iteration 5Q (487.311197 sec): 3 clusters Score: Raw -11595.700934 + Penalty 1249.087348 = -10346.613586 nChanged 0 SP:Iteration 6F (487.410386 sec): 3 clusters Score: Raw -11595.700934 + Penalty 1249.087348 = -10346.613586 nChanged 0 Trying to split cluster 9 (2252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (487.470361 sec): 2 clusters Score: Raw -104638.360542 + Penalty 810.555269 = -103827.805273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (487.573327 sec): 3 clusters Score: Raw -103527.637803 + Penalty 1621.110538 = -101906.527265 nChanged 872 SP:Iteration 1F (487.607892 sec): 3 clusters Score: Raw -104091.558416 + Penalty 1621.110538 = -102470.447878 nChanged 226 SP:Iteration 2F (487.631641 sec): 3 clusters Score: Raw -104253.283081 + Penalty 1621.110538 = -102632.172544 nChanged 139 SP:Iteration 3F (487.655289 sec): 3 clusters Score: Raw -104333.742542 + Penalty 1621.110538 = -102712.632004 nChanged 88 SP:Iteration 4Q (487.679654 sec): 3 clusters Score: Raw -104376.237888 + Penalty 1621.110538 = -102755.127350 nChanged 67 SP:Iteration 5Q (487.703939 sec): 3 clusters Score: Raw -104422.821072 + Penalty 1621.110538 = -102801.710534 nChanged 66 SP:Iteration 6Q (487.728032 sec): 3 clusters Score: Raw -104467.220536 + Penalty 1621.110538 = -102846.109998 nChanged 63 SP:Iteration 7Q (487.751416 sec): 3 clusters Score: Raw -104503.736770 + Penalty 1621.110538 = -102882.626232 nChanged 56 SP:Iteration 8Q (487.774485 sec): 3 clusters Score: Raw -104531.854124 + Penalty 1621.110538 = -102910.743587 nChanged 41 SP:Iteration 9Q (487.797345 sec): 3 clusters Score: Raw -104549.763436 + Penalty 1621.110538 = -102928.652899 nChanged 31 SP:Iteration 10Q (487.820202 sec): 3 clusters Score: Raw -104563.433836 + Penalty 1621.110538 = -102942.323298 nChanged 28 SP:Iteration 11Q (487.843018 sec): 3 clusters Score: Raw -104576.418081 + Penalty 1621.110538 = -102955.307544 nChanged 19 SP:Iteration 12Q (487.865924 sec): 3 clusters Score: Raw -104583.795929 + Penalty 1621.110538 = -102962.685391 nChanged 13 SP:Iteration 13Q (487.888691 sec): 3 clusters Score: Raw -104589.314702 + Penalty 1621.110538 = -102968.204164 nChanged 7 SP:Iteration 14Q (487.911529 sec): 3 clusters Score: Raw -104592.678783 + Penalty 1621.110538 = -102971.568245 nChanged 6 SP:Iteration 15Q (487.934466 sec): 3 clusters Score: Raw -104594.541301 + Penalty 1621.110538 = -102973.430763 nChanged 8 SP:Iteration 16Q (487.957349 sec): 3 clusters Score: Raw -104597.279790 + Penalty 1621.110538 = -102976.169252 nChanged 5 SP:Iteration 17Q (487.980127 sec): 3 clusters Score: Raw -104599.567959 + Penalty 1621.110538 = -102978.457421 nChanged 8 SP:Iteration 18Q (488.002486 sec): 3 clusters Score: Raw -104604.287307 + Penalty 1621.110538 = -102983.176769 nChanged 12 SP:Iteration 19Q (488.025266 sec): 3 clusters Score: Raw -104611.581560 + Penalty 1621.110538 = -102990.471023 nChanged 12 SP:Iteration 20F (488.047719 sec): 3 clusters Score: Raw -104617.060316 + Penalty 1621.110538 = -102995.949779 nChanged 9 SP:Iteration 21Q (488.070618 sec): 3 clusters Score: Raw -104620.792149 + Penalty 1621.110538 = -102999.681611 nChanged 6 SP:Iteration 22Q (488.093364 sec): 3 clusters Score: Raw -104624.133741 + Penalty 1621.110538 = -103003.023203 nChanged 7 SP:Iteration 23Q (488.116180 sec): 3 clusters Score: Raw -104626.340218 + Penalty 1621.110538 = -103005.229680 nChanged 5 SP:Iteration 24Q (488.139064 sec): 3 clusters Score: Raw -104627.562677 + Penalty 1621.110538 = -103006.452139 nChanged 4 SP:Iteration 25Q (488.161885 sec): 3 clusters Score: Raw -104629.380544 + Penalty 1621.110538 = -103008.270006 nChanged 4 SP:Iteration 26Q (488.184849 sec): 3 clusters Score: Raw -104631.497913 + Penalty 1621.110538 = -103010.387376 nChanged 9 SP:Iteration 27Q (488.293434 sec): 3 clusters Score: Raw -104635.436736 + Penalty 1621.110538 = -103014.326198 nChanged 7 SP:Iteration 28Q (488.435410 sec): 3 clusters Score: Raw -104638.749672 + Penalty 1621.110538 = -103017.639134 nChanged 8 SP:Iteration 29Q (488.552474 sec): 3 clusters Score: Raw -104641.893270 + Penalty 1621.110538 = -103020.782732 nChanged 5 SP:Iteration 30Q (488.643113 sec): 3 clusters Score: Raw -104643.184786 + Penalty 1621.110538 = -103022.074249 nChanged 3 SP:Iteration 31Q (488.759774 sec): 3 clusters Score: Raw -104643.890674 + Penalty 1621.110538 = -103022.780137 nChanged 3 SP:Iteration 32Q (488.849520 sec): 3 clusters Score: Raw -104644.624236 + Penalty 1621.110538 = -103023.513699 nChanged 1 SP:Iteration 33Q (488.872662 sec): 3 clusters Score: Raw -104644.814366 + Penalty 1621.110538 = -103023.703828 nChanged 1 SP:Iteration 34Q (488.895603 sec): 3 clusters Score: Raw -104645.050594 + Penalty 1621.110538 = -103023.940056 nChanged 2 SP:Iteration 35Q (488.918731 sec): 3 clusters Score: Raw -104645.429851 + Penalty 1621.110538 = -103024.319314 nChanged 2 SP:Iteration 36Q (488.943862 sec): 3 clusters Score: Raw -104646.037812 + Penalty 1621.110538 = -103024.927275 nChanged 1 SP:Iteration 37Q (488.968889 sec): 3 clusters Score: Raw -104646.947390 + Penalty 1621.110538 = -103025.836852 nChanged 3 SP:Iteration 38Q (488.994065 sec): 3 clusters Score: Raw -104647.817644 + Penalty 1621.110538 = -103026.707107 nChanged 3 SP:Iteration 39Q (489.016868 sec): 3 clusters Score: Raw -104648.448983 + Penalty 1621.110538 = -103027.338446 nChanged 2 SP:Iteration 40F (489.039235 sec): 3 clusters Score: Raw -104649.446952 + Penalty 1621.110538 = -103028.336414 nChanged 4 SP:Iteration 41Q (489.062211 sec): 3 clusters Score: Raw -104650.959230 + Penalty 1621.110538 = -103029.848692 nChanged 3 SP:Iteration 42Q (489.085074 sec): 3 clusters Score: Raw -104651.677162 + Penalty 1621.110538 = -103030.566625 nChanged 3 SP:Iteration 43Q (489.108067 sec): 3 clusters Score: Raw -104652.581085 + Penalty 1621.110538 = -103031.470547 nChanged 3 SP:Iteration 44Q (489.130883 sec): 3 clusters Score: Raw -104653.772478 + Penalty 1621.110538 = -103032.661940 nChanged 2 SP:Iteration 45Q (489.153651 sec): 3 clusters Score: Raw -104654.045058 + Penalty 1621.110538 = -103032.934520 nChanged 0 SP:Iteration 46F (489.176235 sec): 3 clusters Score: Raw -104654.045058 + Penalty 1621.110538 = -103032.934520 nChanged 0 Trying to split cluster 10 (1133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (489.207781 sec): 2 clusters Score: Raw -31148.836756 + Penalty 738.425547 = -30410.411209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (489.221479 sec): 3 clusters Score: Raw -30725.315261 + Penalty 1476.851095 = -29248.464166 nChanged 412 SP:Iteration 1F (489.234875 sec): 3 clusters Score: Raw -31143.087846 + Penalty 1476.851095 = -29666.236751 nChanged 134 SP:Iteration 2F (489.247897 sec): 3 clusters Score: Raw -31304.140258 + Penalty 1476.851095 = -29827.289163 nChanged 75 SP:Iteration 3F (489.260709 sec): 3 clusters Score: Raw -31385.755527 + Penalty 1476.851095 = -29908.904432 nChanged 55 SP:Iteration 4Q (489.276118 sec): 3 clusters Score: Raw -31445.933900 + Penalty 1476.851095 = -29969.082805 nChanged 31 SP:Iteration 5Q (489.289159 sec): 3 clusters Score: Raw -31470.302571 + Penalty 1476.851095 = -29993.451476 nChanged 20 SP:Iteration 6Q (489.302066 sec): 3 clusters Score: Raw -31492.152633 + Penalty 1476.851095 = -30015.301538 nChanged 19 SP:Iteration 7Q (489.314926 sec): 3 clusters Score: Raw -31519.414599 + Penalty 1476.851095 = -30042.563504 nChanged 21 SP:Iteration 8Q (489.327739 sec): 3 clusters Score: Raw -31541.811519 + Penalty 1476.851095 = -30064.960424 nChanged 12 SP:Iteration 9Q (489.340642 sec): 3 clusters Score: Raw -31547.521702 + Penalty 1476.851095 = -30070.670607 nChanged 4 SP:Iteration 10Q (489.481792 sec): 3 clusters Score: Raw -31549.031093 + Penalty 1476.851095 = -30072.179998 nChanged 0 SP:Iteration 11F (489.585093 sec): 3 clusters Score: Raw -31549.031093 + Penalty 1476.851095 = -30072.179998 nChanged 0 Trying to split cluster 11 (3090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (489.629266 sec): 2 clusters Score: Raw -139612.370379 + Penalty 843.772269 = -138768.598110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (489.661082 sec): 3 clusters Score: Raw -138071.153219 + Penalty 1687.544538 = -136383.608681 nChanged 1253 SP:Iteration 1F (489.690787 sec): 3 clusters Score: Raw -138818.862082 + Penalty 1687.544538 = -137131.317544 nChanged 287 SP:Iteration 2F (489.720654 sec): 3 clusters Score: Raw -139066.745194 + Penalty 1687.544538 = -137379.200656 nChanged 211 SP:Iteration 3F (489.750669 sec): 3 clusters Score: Raw -139216.691001 + Penalty 1687.544538 = -137529.146464 nChanged 163 SP:Iteration 4F (489.780431 sec): 3 clusters Score: Raw -139306.331896 + Penalty 1687.544538 = -137618.787358 nChanged 90 SP:Iteration 5Q (489.810901 sec): 3 clusters Score: Raw -139365.449041 + Penalty 1687.544538 = -137677.904503 nChanged 89 SP:Iteration 6Q (489.840607 sec): 3 clusters Score: Raw -139443.269717 + Penalty 1687.544538 = -137755.725180 nChanged 81 SP:Iteration 7Q (489.870194 sec): 3 clusters Score: Raw -139503.523613 + Penalty 1687.544538 = -137815.979076 nChanged 70 SP:Iteration 8Q (489.899899 sec): 3 clusters Score: Raw -139553.905853 + Penalty 1687.544538 = -137866.361315 nChanged 62 SP:Iteration 9Q (489.929185 sec): 3 clusters Score: Raw -139592.392868 + Penalty 1687.544538 = -137904.848331 nChanged 51 SP:Iteration 10Q (489.958390 sec): 3 clusters Score: Raw -139620.409138 + Penalty 1687.544538 = -137932.864600 nChanged 53 SP:Iteration 11Q (489.987630 sec): 3 clusters Score: Raw -139652.498511 + Penalty 1687.544538 = -137964.953973 nChanged 43 SP:Iteration 12Q (490.016839 sec): 3 clusters Score: Raw -139669.704528 + Penalty 1687.544538 = -137982.159990 nChanged 30 SP:Iteration 13Q (490.045887 sec): 3 clusters Score: Raw -139687.976539 + Penalty 1687.544538 = -138000.432001 nChanged 35 SP:Iteration 14Q (490.075237 sec): 3 clusters Score: Raw -139705.938135 + Penalty 1687.544538 = -138018.393597 nChanged 24 SP:Iteration 15Q (490.104368 sec): 3 clusters Score: Raw -139719.128882 + Penalty 1687.544538 = -138031.584345 nChanged 19 SP:Iteration 16Q (490.133322 sec): 3 clusters Score: Raw -139725.884654 + Penalty 1687.544538 = -138038.340117 nChanged 19 SP:Iteration 17Q (490.162238 sec): 3 clusters Score: Raw -139733.978215 + Penalty 1687.544538 = -138046.433677 nChanged 20 SP:Iteration 18Q (490.191273 sec): 3 clusters Score: Raw -139740.655647 + Penalty 1687.544538 = -138053.111109 nChanged 10 SP:Iteration 19Q (490.219989 sec): 3 clusters Score: Raw -139743.927190 + Penalty 1687.544538 = -138056.382652 nChanged 11 SP:Iteration 20F (490.249007 sec): 3 clusters Score: Raw -139746.837975 + Penalty 1687.544538 = -138059.293437 nChanged 7 SP:Iteration 21Q (490.277857 sec): 3 clusters Score: Raw -139749.825899 + Penalty 1687.544538 = -138062.281361 nChanged 5 SP:Iteration 22Q (490.306619 sec): 3 clusters Score: Raw -139752.146194 + Penalty 1687.544538 = -138064.601657 nChanged 4 SP:Iteration 23Q (490.335472 sec): 3 clusters Score: Raw -139754.359087 + Penalty 1687.544538 = -138066.814549 nChanged 4 SP:Iteration 24Q (490.364288 sec): 3 clusters Score: Raw -139755.427301 + Penalty 1687.544538 = -138067.882763 nChanged 4 SP:Iteration 25Q (490.393149 sec): 3 clusters Score: Raw -139756.364630 + Penalty 1687.544538 = -138068.820093 nChanged 7 SP:Iteration 26Q (490.421945 sec): 3 clusters Score: Raw -139759.533946 + Penalty 1687.544538 = -138071.989408 nChanged 11 SP:Iteration 27Q (490.476146 sec): 3 clusters Score: Raw -139764.192391 + Penalty 1687.544538 = -138076.647853 nChanged 12 SP:Iteration 28Q (490.577114 sec): 3 clusters Score: Raw -139767.678744 + Penalty 1687.544538 = -138080.134207 nChanged 6 SP:Iteration 29Q (490.694159 sec): 3 clusters Score: Raw -139769.951086 + Penalty 1687.544538 = -138082.406548 nChanged 5 SP:Iteration 30Q (490.805024 sec): 3 clusters Score: Raw -139771.779289 + Penalty 1687.544538 = -138084.234751 nChanged 3 SP:Iteration 31Q (490.909854 sec): 3 clusters Score: Raw -139772.866022 + Penalty 1687.544538 = -138085.321484 nChanged 2 SP:Iteration 32Q (491.027474 sec): 3 clusters Score: Raw -139773.567552 + Penalty 1687.544538 = -138086.023015 nChanged 1 SP:Iteration 33Q (491.062622 sec): 3 clusters Score: Raw -139773.862616 + Penalty 1687.544538 = -138086.318079 nChanged 1 SP:Iteration 34Q (491.091653 sec): 3 clusters Score: Raw -139774.031771 + Penalty 1687.544538 = -138086.487234 nChanged 1 SP:Iteration 35Q (491.120532 sec): 3 clusters Score: Raw -139774.183015 + Penalty 1687.544538 = -138086.638477 nChanged 1 SP:Iteration 36Q (491.151904 sec): 3 clusters Score: Raw -139774.255361 + Penalty 1687.544538 = -138086.710823 nChanged 1 SP:Iteration 37Q (491.183544 sec): 3 clusters Score: Raw -139774.534973 + Penalty 1687.544538 = -138086.990435 nChanged 1 SP:Iteration 38Q (491.215069 sec): 3 clusters Score: Raw -139774.631167 + Penalty 1687.544538 = -138087.086629 nChanged 0 SP:Iteration 39F (491.261966 sec): 3 clusters Score: Raw -139774.631167 + Penalty 1687.544538 = -138087.086629 nChanged 0 Trying to split cluster 12 (3467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (491.298452 sec): 2 clusters Score: Raw -164835.508928 + Penalty 855.859719 = -163979.649209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (491.332535 sec): 3 clusters Score: Raw -163023.335981 + Penalty 1711.719439 = -161311.616542 nChanged 1408 SP:Iteration 1F (491.364658 sec): 3 clusters Score: Raw -163905.610972 + Penalty 1711.719439 = -162193.891534 nChanged 273 SP:Iteration 2F (491.397132 sec): 3 clusters Score: Raw -164085.221656 + Penalty 1711.719439 = -162373.502218 nChanged 222 SP:Iteration 3F (491.429634 sec): 3 clusters Score: Raw -164231.440739 + Penalty 1711.719439 = -162519.721301 nChanged 168 SP:Iteration 4Q (491.463302 sec): 3 clusters Score: Raw -164327.987847 + Penalty 1711.719439 = -162616.268409 nChanged 131 SP:Iteration 5Q (491.496949 sec): 3 clusters Score: Raw -164392.817465 + Penalty 1711.719439 = -162681.098026 nChanged 108 SP:Iteration 6Q (491.530561 sec): 3 clusters Score: Raw -164435.679588 + Penalty 1711.719439 = -162723.960150 nChanged 80 SP:Iteration 7Q (491.564079 sec): 3 clusters Score: Raw -164470.432783 + Penalty 1711.719439 = -162758.713345 nChanged 65 SP:Iteration 8Q (491.596852 sec): 3 clusters Score: Raw -164495.554746 + Penalty 1711.719439 = -162783.835307 nChanged 59 SP:Iteration 9Q (491.629630 sec): 3 clusters Score: Raw -164512.419241 + Penalty 1711.719439 = -162800.699802 nChanged 34 SP:Iteration 10Q (491.662462 sec): 3 clusters Score: Raw -164521.851591 + Penalty 1711.719439 = -162810.132152 nChanged 32 SP:Iteration 11Q (491.695217 sec): 3 clusters Score: Raw -164533.499554 + Penalty 1711.719439 = -162821.780116 nChanged 37 SP:Iteration 12Q (491.728162 sec): 3 clusters Score: Raw -164551.016290 + Penalty 1711.719439 = -162839.296851 nChanged 45 SP:Iteration 13Q (491.760749 sec): 3 clusters Score: Raw -164565.205809 + Penalty 1711.719439 = -162853.486370 nChanged 29 SP:Iteration 14Q (491.793632 sec): 3 clusters Score: Raw -164575.915529 + Penalty 1711.719439 = -162864.196091 nChanged 33 SP:Iteration 15Q (491.826372 sec): 3 clusters Score: Raw -164585.315696 + Penalty 1711.719439 = -162873.596257 nChanged 31 SP:Iteration 16Q (491.859202 sec): 3 clusters Score: Raw -164594.920846 + Penalty 1711.719439 = -162883.201408 nChanged 31 SP:Iteration 17Q (491.891833 sec): 3 clusters Score: Raw -164602.693382 + Penalty 1711.719439 = -162890.973943 nChanged 28 SP:Iteration 18Q (492.037418 sec): 3 clusters Score: Raw -164609.802503 + Penalty 1711.719439 = -162898.083064 nChanged 20 SP:Iteration 19Q (492.165475 sec): 3 clusters Score: Raw -164614.045720 + Penalty 1711.719439 = -162902.326281 nChanged 15 SP:Iteration 20F (492.191260 sec): 3 clusters Score: Raw -164618.499778 + Penalty 1711.719439 = -162906.780339 nChanged 18 SP:Iteration 21Q (492.224503 sec): 3 clusters Score: Raw -164623.094248 + Penalty 1711.719439 = -162911.374810 nChanged 16 SP:Iteration 22Q (492.257431 sec): 3 clusters Score: Raw -164626.254182 + Penalty 1711.719439 = -162914.534743 nChanged 13 SP:Iteration 23Q (492.290553 sec): 3 clusters Score: Raw -164628.646051 + Penalty 1711.719439 = -162916.926612 nChanged 8 SP:Iteration 24Q (492.323470 sec): 3 clusters Score: Raw -164630.009835 + Penalty 1711.719439 = -162918.290396 nChanged 7 SP:Iteration 25Q (492.356554 sec): 3 clusters Score: Raw -164631.049164 + Penalty 1711.719439 = -162919.329726 nChanged 9 SP:Iteration 26Q (492.389585 sec): 3 clusters Score: Raw -164632.595983 + Penalty 1711.719439 = -162920.876544 nChanged 12 SP:Iteration 27Q (492.422520 sec): 3 clusters Score: Raw -164635.092134 + Penalty 1711.719439 = -162923.372696 nChanged 14 SP:Iteration 28Q (492.455467 sec): 3 clusters Score: Raw -164638.151073 + Penalty 1711.719439 = -162926.431634 nChanged 17 SP:Iteration 29Q (492.488099 sec): 3 clusters Score: Raw -164640.587836 + Penalty 1711.719439 = -162928.868398 nChanged 13 SP:Iteration 30Q (492.520733 sec): 3 clusters Score: Raw -164642.879616 + Penalty 1711.719439 = -162931.160177 nChanged 11 SP:Iteration 31Q (492.553393 sec): 3 clusters Score: Raw -164645.275418 + Penalty 1711.719439 = -162933.555979 nChanged 10 SP:Iteration 32Q (492.586055 sec): 3 clusters Score: Raw -164647.293447 + Penalty 1711.719439 = -162935.574009 nChanged 12 SP:Iteration 33Q (492.618538 sec): 3 clusters Score: Raw -164651.322031 + Penalty 1711.719439 = -162939.602592 nChanged 9 SP:Iteration 34Q (492.651166 sec): 3 clusters Score: Raw -164654.282147 + Penalty 1711.719439 = -162942.562709 nChanged 15 SP:Iteration 35Q (492.683682 sec): 3 clusters Score: Raw -164659.763356 + Penalty 1711.719439 = -162948.043918 nChanged 17 SP:Iteration 36Q (492.717406 sec): 3 clusters Score: Raw -164664.604443 + Penalty 1711.719439 = -162952.885005 nChanged 10 SP:Iteration 37Q (492.749955 sec): 3 clusters Score: Raw -164666.627747 + Penalty 1711.719439 = -162954.908309 nChanged 9 SP:Iteration 38Q (492.782569 sec): 3 clusters Score: Raw -164668.730495 + Penalty 1711.719439 = -162957.011056 nChanged 8 SP:Iteration 39Q (492.815187 sec): 3 clusters Score: Raw -164670.346372 + Penalty 1711.719439 = -162958.626933 nChanged 10 SP:Iteration 40F (492.847047 sec): 3 clusters Score: Raw -164672.152164 + Penalty 1711.719439 = -162960.432726 nChanged 9 SP:Iteration 41Q (492.879706 sec): 3 clusters Score: Raw -164673.047694 + Penalty 1711.719439 = -162961.328256 nChanged 5 SP:Iteration 42Q (492.912328 sec): 3 clusters Score: Raw -164673.605285 + Penalty 1711.719439 = -162961.885846 nChanged 4 SP:Iteration 43Q (492.944791 sec): 3 clusters Score: Raw -164673.965290 + Penalty 1711.719439 = -162962.245852 nChanged 3 SP:Iteration 44Q (492.977377 sec): 3 clusters Score: Raw -164674.358619 + Penalty 1711.719439 = -162962.639181 nChanged 2 SP:Iteration 45Q (493.010064 sec): 3 clusters Score: Raw -164674.759217 + Penalty 1711.719439 = -162963.039778 nChanged 7 SP:Iteration 46Q (493.042757 sec): 3 clusters Score: Raw -164675.917725 + Penalty 1711.719439 = -162964.198287 nChanged 11 SP:Iteration 47Q (493.075357 sec): 3 clusters Score: Raw -164678.174528 + Penalty 1711.719439 = -162966.455090 nChanged 13 SP:Iteration 48Q (493.107871 sec): 3 clusters Score: Raw -164680.959383 + Penalty 1711.719439 = -162969.239945 nChanged 19 SP:Iteration 49Q (493.140477 sec): 3 clusters Score: Raw -164685.311608 + Penalty 1711.719439 = -162973.592169 nChanged 18 SP:Iteration 50Q (493.240933 sec): 3 clusters Score: Raw -164690.011399 + Penalty 1711.719439 = -162978.291960 nChanged 21 SP:Iteration 51Q (493.358128 sec): 3 clusters Score: Raw -164694.736952 + Penalty 1711.719439 = -162983.017513 nChanged 18 SP:Iteration 52Q (493.477383 sec): 3 clusters Score: Raw -164699.404874 + Penalty 1711.719439 = -162987.685436 nChanged 20 SP:Iteration 53Q (493.595921 sec): 3 clusters Score: Raw -164703.677101 + Penalty 1711.719439 = -162991.957662 nChanged 18 SP:Iteration 54Q (493.713493 sec): 3 clusters Score: Raw -164707.899561 + Penalty 1711.719439 = -162996.180122 nChanged 20 SP:Iteration 55Q (493.831733 sec): 3 clusters Score: Raw -164711.764913 + Penalty 1711.719439 = -163000.045474 nChanged 14 SP:Iteration 56Q (493.950066 sec): 3 clusters Score: Raw -164715.002225 + Penalty 1711.719439 = -163003.282786 nChanged 9 SP:Iteration 57Q (494.039811 sec): 3 clusters Score: Raw -164716.538371 + Penalty 1711.719439 = -163004.818932 nChanged 7 SP:Iteration 58Q (494.072269 sec): 3 clusters Score: Raw -164717.549276 + Penalty 1711.719439 = -163005.829838 nChanged 8 SP:Iteration 59Q (494.104975 sec): 3 clusters Score: Raw -164718.980883 + Penalty 1711.719439 = -163007.261444 nChanged 9 SP:Iteration 60F (494.137215 sec): 3 clusters Score: Raw -164721.228028 + Penalty 1711.719439 = -163009.508589 nChanged 9 SP:Iteration 61Q (494.247936 sec): 3 clusters Score: Raw -164722.742142 + Penalty 1711.719439 = -163011.022704 nChanged 8 SP:Iteration 62Q (494.312032 sec): 3 clusters Score: Raw -164723.963933 + Penalty 1711.719439 = -163012.244494 nChanged 5 SP:Iteration 63Q (494.348346 sec): 3 clusters Score: Raw -164724.974390 + Penalty 1711.719439 = -163013.254952 nChanged 4 SP:Iteration 64Q (494.386933 sec): 3 clusters Score: Raw -164725.772941 + Penalty 1711.719439 = -163014.053502 nChanged 3 SP:Iteration 65Q (494.423694 sec): 3 clusters Score: Raw -164726.282272 + Penalty 1711.719439 = -163014.562833 nChanged 5 SP:Iteration 66Q (494.458559 sec): 3 clusters Score: Raw -164726.790562 + Penalty 1711.719439 = -163015.071124 nChanged 3 SP:Iteration 67Q (494.491167 sec): 3 clusters Score: Raw -164727.801036 + Penalty 1711.719439 = -163016.081597 nChanged 6 SP:Iteration 68Q (494.550884 sec): 3 clusters Score: Raw -164729.468123 + Penalty 1711.719439 = -163017.748684 nChanged 7 SP:Iteration 69Q (494.583650 sec): 3 clusters Score: Raw -164731.847732 + Penalty 1711.719439 = -163020.128293 nChanged 4 SP:Iteration 70Q (494.616288 sec): 3 clusters Score: Raw -164732.422014 + Penalty 1711.719439 = -163020.702575 nChanged 5 SP:Iteration 71Q (494.649063 sec): 3 clusters Score: Raw -164733.275733 + Penalty 1711.719439 = -163021.556294 nChanged 4 SP:Iteration 72Q (494.683682 sec): 3 clusters Score: Raw -164733.803189 + Penalty 1711.719439 = -163022.083750 nChanged 4 SP:Iteration 73Q (494.716060 sec): 3 clusters Score: Raw -164734.696744 + Penalty 1711.719439 = -163022.977306 nChanged 3 SP:Iteration 74Q (494.748557 sec): 3 clusters Score: Raw -164735.524673 + Penalty 1711.719439 = -163023.805235 nChanged 3 SP:Iteration 75Q (494.780870 sec): 3 clusters Score: Raw -164736.123496 + Penalty 1711.719439 = -163024.404057 nChanged 1 SP:Iteration 76Q (494.819323 sec): 3 clusters Score: Raw -164736.604277 + Penalty 1711.719439 = -163024.884838 nChanged 5 SP:Iteration 77Q (494.976775 sec): 3 clusters Score: Raw -164737.573670 + Penalty 1711.719439 = -163025.854231 nChanged 7 SP:Iteration 78Q (495.106381 sec): 3 clusters Score: Raw -164738.950641 + Penalty 1711.719439 = -163027.231202 nChanged 6 SP:Iteration 79Q (495.228458 sec): 3 clusters Score: Raw -164741.063208 + Penalty 1711.719439 = -163029.343769 nChanged 15 SP:Iteration 80F (495.332545 sec): 3 clusters Score: Raw -164746.913692 + Penalty 1711.719439 = -163035.194254 nChanged 11 SP:Iteration 81Q (495.450337 sec): 3 clusters Score: Raw -164749.501837 + Penalty 1711.719439 = -163037.782398 nChanged 4 SP:Iteration 82Q (495.589306 sec): 3 clusters Score: Raw -164750.748303 + Penalty 1711.719439 = -163039.028864 nChanged 2 SP:Iteration 83Q (495.642447 sec): 3 clusters Score: Raw -164751.090954 + Penalty 1711.719439 = -163039.371516 nChanged 1 SP:Iteration 84Q (495.675314 sec): 3 clusters Score: Raw -164751.486953 + Penalty 1711.719439 = -163039.767515 nChanged 3 SP:Iteration 85Q (495.708274 sec): 3 clusters Score: Raw -164752.231509 + Penalty 1711.719439 = -163040.512070 nChanged 4 SP:Iteration 86Q (495.740762 sec): 3 clusters Score: Raw -164753.644920 + Penalty 1711.719439 = -163041.925482 nChanged 3 SP:Iteration 87Q (495.773213 sec): 3 clusters Score: Raw -164754.206604 + Penalty 1711.719439 = -163042.487165 nChanged 2 SP:Iteration 88Q (495.805881 sec): 3 clusters Score: Raw -164754.658413 + Penalty 1711.719439 = -163042.938974 nChanged 1 SP:Iteration 89Q (495.838491 sec): 3 clusters Score: Raw -164755.158708 + Penalty 1711.719439 = -163043.439269 nChanged 4 SP:Iteration 90Q (495.870986 sec): 3 clusters Score: Raw -164755.777863 + Penalty 1711.719439 = -163044.058425 nChanged 3 SP:Iteration 91Q (495.903267 sec): 3 clusters Score: Raw -164756.067068 + Penalty 1711.719439 = -163044.347630 nChanged 2 SP:Iteration 92Q (495.935676 sec): 3 clusters Score: Raw -164756.439468 + Penalty 1711.719439 = -163044.720029 nChanged 1 SP:Iteration 93Q (495.968262 sec): 3 clusters Score: Raw -164756.547134 + Penalty 1711.719439 = -163044.827695 nChanged 1 SP:Iteration 94Q (496.000655 sec): 3 clusters Score: Raw -164756.789208 + Penalty 1711.719439 = -163045.069770 nChanged 2 SP:Iteration 95Q (496.033130 sec): 3 clusters Score: Raw -164757.653874 + Penalty 1711.719439 = -163045.934435 nChanged 5 SP:Iteration 96Q (496.065430 sec): 3 clusters Score: Raw -164759.161176 + Penalty 1711.719439 = -163047.441737 nChanged 7 SP:Iteration 97Q (496.097871 sec): 3 clusters Score: Raw -164760.859675 + Penalty 1711.719439 = -163049.140237 nChanged 11 SP:Iteration 98Q (496.130193 sec): 3 clusters Score: Raw -164763.707200 + Penalty 1711.719439 = -163051.987762 nChanged 11 SP:Iteration 99Q (496.162504 sec): 3 clusters Score: Raw -164766.406301 + Penalty 1711.719439 = -163054.686862 nChanged 16 SP:Iteration 100F (496.194233 sec): 3 clusters Score: Raw -164769.928720 + Penalty 1711.719439 = -163058.209282 nChanged 9 SP:Iteration 101Q (496.227275 sec): 3 clusters Score: Raw -164771.257044 + Penalty 1711.719439 = -163059.537606 nChanged 10 SP:Iteration 102Q (496.259589 sec): 3 clusters Score: Raw -164773.076257 + Penalty 1711.719439 = -163061.356819 nChanged 14 SP:Iteration 103Q (496.291922 sec): 3 clusters Score: Raw -164775.971365 + Penalty 1711.719439 = -163064.251926 nChanged 13 SP:Iteration 104Q (496.324206 sec): 3 clusters Score: Raw -164779.804014 + Penalty 1711.719439 = -163068.084575 nChanged 19 SP:Iteration 105Q (496.356496 sec): 3 clusters Score: Raw -164785.999848 + Penalty 1711.719439 = -163074.280410 nChanged 19 SP:Iteration 106Q (496.388758 sec): 3 clusters Score: Raw -164793.626411 + Penalty 1711.719439 = -163081.906972 nChanged 21 SP:Iteration 107Q (496.421185 sec): 3 clusters Score: Raw -164799.557343 + Penalty 1711.719439 = -163087.837904 nChanged 21 SP:Iteration 108Q (496.453442 sec): 3 clusters Score: Raw -164805.621822 + Penalty 1711.719439 = -163093.902384 nChanged 18 SP:Iteration 109Q (496.485680 sec): 3 clusters Score: Raw -164810.335797 + Penalty 1711.719439 = -163098.616359 nChanged 14 SP:Iteration 110Q (496.517843 sec): 3 clusters Score: Raw -164815.255709 + Penalty 1711.719439 = -163103.536270 nChanged 17 SP:Iteration 111Q (496.550051 sec): 3 clusters Score: Raw -164821.089711 + Penalty 1711.719439 = -163109.370272 nChanged 14 SP:Iteration 112Q (496.582064 sec): 3 clusters Score: Raw -164825.051095 + Penalty 1711.719439 = -163113.331657 nChanged 12 SP:Iteration 113Q (496.702837 sec): 3 clusters Score: Raw -164827.098742 + Penalty 1711.719439 = -163115.379303 nChanged 7 SP:Iteration 114Q (496.847981 sec): 3 clusters Score: Raw -164828.730094 + Penalty 1711.719439 = -163117.010655 nChanged 10 SP:Iteration 115Q (496.924494 sec): 3 clusters Score: Raw -164830.425034 + Penalty 1711.719439 = -163118.705595 nChanged 8 SP:Iteration 116Q (496.956746 sec): 3 clusters Score: Raw -164831.982653 + Penalty 1711.719439 = -163120.263214 nChanged 1 SP:Iteration 117Q (496.988184 sec): 3 clusters Score: Raw -164832.203914 + Penalty 1711.719439 = -163120.484476 nChanged 1 SP:Iteration 118Q (497.020265 sec): 3 clusters Score: Raw -164832.391116 + Penalty 1711.719439 = -163120.671678 nChanged 0 SP:Iteration 119F (497.052156 sec): 3 clusters Score: Raw -164832.391116 + Penalty 1711.719439 = -163120.671678 nChanged 0 Trying to split cluster 13 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (497.086051 sec): 2 clusters Score: Raw -43961.463969 + Penalty 743.755724 = -43217.708245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (497.100589 sec): 3 clusters Score: Raw -43454.492030 + Penalty 1487.511448 = -41966.980582 nChanged 441 SP:Iteration 1F (497.114376 sec): 3 clusters Score: Raw -43870.377906 + Penalty 1487.511448 = -42382.866458 nChanged 129 SP:Iteration 2F (497.128026 sec): 3 clusters Score: Raw -44065.727223 + Penalty 1487.511448 = -42578.215775 nChanged 98 SP:Iteration 3F (497.141592 sec): 3 clusters Score: Raw -44188.422733 + Penalty 1487.511448 = -42700.911285 nChanged 52 SP:Iteration 4Q (497.155506 sec): 3 clusters Score: Raw -44237.211075 + Penalty 1487.511448 = -42749.699627 nChanged 28 SP:Iteration 5Q (497.169390 sec): 3 clusters Score: Raw -44259.472135 + Penalty 1487.511448 = -42771.960687 nChanged 24 SP:Iteration 6Q (497.183158 sec): 3 clusters Score: Raw -44279.448440 + Penalty 1487.511448 = -42791.936992 nChanged 33 SP:Iteration 7Q (497.196922 sec): 3 clusters Score: Raw -44306.331897 + Penalty 1487.511448 = -42818.820449 nChanged 20 SP:Iteration 8Q (497.210441 sec): 3 clusters Score: Raw -44329.462337 + Penalty 1487.511448 = -42841.950889 nChanged 20 SP:Iteration 9Q (497.224172 sec): 3 clusters Score: Raw -44354.791324 + Penalty 1487.511448 = -42867.279876 nChanged 15 SP:Iteration 10Q (497.237835 sec): 3 clusters Score: Raw -44366.382352 + Penalty 1487.511448 = -42878.870904 nChanged 12 SP:Iteration 11Q (497.251460 sec): 3 clusters Score: Raw -44374.882336 + Penalty 1487.511448 = -42887.370888 nChanged 7 SP:Iteration 12Q (497.265009 sec): 3 clusters Score: Raw -44381.184221 + Penalty 1487.511448 = -42893.672773 nChanged 10 SP:Iteration 13Q (497.278673 sec): 3 clusters Score: Raw -44387.006999 + Penalty 1487.511448 = -42899.495551 nChanged 2 SP:Iteration 14Q (497.292084 sec): 3 clusters Score: Raw -44387.671177 + Penalty 1487.511448 = -42900.159729 nChanged 1 SP:Iteration 15Q (497.305425 sec): 3 clusters Score: Raw -44387.995047 + Penalty 1487.511448 = -42900.483599 nChanged 1 SP:Iteration 16Q (497.318991 sec): 3 clusters Score: Raw -44388.543690 + Penalty 1487.511448 = -42901.032242 nChanged 3 SP:Iteration 17Q (497.332409 sec): 3 clusters Score: Raw -44389.694145 + Penalty 1487.511448 = -42902.182697 nChanged 3 SP:Iteration 18Q (497.345913 sec): 3 clusters Score: Raw -44390.729146 + Penalty 1487.511448 = -42903.217698 nChanged 3 SP:Iteration 19Q (497.359265 sec): 3 clusters Score: Raw -44391.828714 + Penalty 1487.511448 = -42904.317266 nChanged 1 SP:Iteration 20F (497.372530 sec): 3 clusters Score: Raw -44391.984531 + Penalty 1487.511448 = -42904.473083 nChanged 0 Iteration 99Q (497.765692 sec): 14 clusters Score: Raw -1488372.877229 + Penalty 14262.060146 = -1474110.817083 nChanged 15 Iteration 100F (498.400201 sec): 14 clusters Score: Raw -1488381.490480 + Penalty 14262.060146 = -1474119.430334 nChanged 16 Iteration 101Q (498.821849 sec): 14 clusters Score: Raw -1488384.965224 + Penalty 14262.060146 = -1474122.905077 nChanged 10 Iteration 102Q (499.356266 sec): 14 clusters Score: Raw -1488386.838704 + Penalty 14262.060146 = -1474124.778558 nChanged 4 Iteration 103Q (499.770695 sec): 14 clusters Score: Raw -1488387.523621 + Penalty 14262.060146 = -1474125.463475 nChanged 3 Iteration 104Q (500.152584 sec): 14 clusters Score: Raw -1488387.999169 + Penalty 14262.060146 = -1474125.939023 nChanged 2 Iteration 105Q (500.583218 sec): 14 clusters Score: Raw -1488388.344360 + Penalty 14262.060146 = -1474126.284214 nChanged 0 Iteration 106F (501.168770 sec): 14 clusters Score: Raw -1488388.344360 + Penalty 14262.060146 = -1474126.284214 nChanged 0 Compute initial score before splitting: Score: Raw -1488388.344360 + Penalty 14262.060146 = -1474126.284214 Trying to split cluster 1 (6229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.219377 sec): 2 clusters Score: Raw -285693.310791 + Penalty 917.381964 = -284775.928827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.284354 sec): 3 clusters Score: Raw -282206.574217 + Penalty 1834.763928 = -280371.810289 nChanged 2673 SP:Iteration 1F (501.346879 sec): 3 clusters Score: Raw -283735.657341 + Penalty 1834.763928 = -281900.893414 nChanged 466 SP:Iteration 2F (501.400495 sec): 3 clusters Score: Raw -284102.853883 + Penalty 1834.763928 = -282268.089955 nChanged 423 SP:Iteration 3F (501.445411 sec): 3 clusters Score: Raw -284461.358607 + Penalty 1834.763928 = -282626.594679 nChanged 395 SP:Iteration 4F (501.490423 sec): 3 clusters Score: Raw -284877.841833 + Penalty 1834.763928 = -283043.077906 nChanged 404 SP:Iteration 5F (501.535429 sec): 3 clusters Score: Raw -285263.948812 + Penalty 1834.763928 = -283429.184884 nChanged 369 SP:Iteration 6F (501.583968 sec): 3 clusters Score: Raw -285550.834967 + Penalty 1834.763928 = -283716.071039 nChanged 317 SP:Iteration 7F (501.632325 sec): 3 clusters Score: Raw -285762.464430 + Penalty 1834.763928 = -283927.700502 nChanged 270 SP:Iteration 8Q (501.681227 sec): 3 clusters Score: Raw -285922.153035 + Penalty 1834.763928 = -284087.389107 nChanged 206 SP:Iteration 9Q (501.729719 sec): 3 clusters Score: Raw -286028.273511 + Penalty 1834.763928 = -284193.509583 nChanged 164 SP:Iteration 10Q (501.776017 sec): 3 clusters Score: Raw -286100.344171 + Penalty 1834.763928 = -284265.580243 nChanged 125 SP:Iteration 11Q (501.822369 sec): 3 clusters Score: Raw -286142.223027 + Penalty 1834.763928 = -284307.459099 nChanged 97 SP:Iteration 12Q (501.868264 sec): 3 clusters Score: Raw -286174.611540 + Penalty 1834.763928 = -284339.847612 nChanged 89 SP:Iteration 13Q (501.915700 sec): 3 clusters Score: Raw -286200.682172 + Penalty 1834.763928 = -284365.918244 nChanged 74 SP:Iteration 14Q (501.964346 sec): 3 clusters Score: Raw -286221.207417 + Penalty 1834.763928 = -284386.443489 nChanged 52 SP:Iteration 15Q (502.012920 sec): 3 clusters Score: Raw -286235.303895 + Penalty 1834.763928 = -284400.539967 nChanged 41 SP:Iteration 16Q (502.061603 sec): 3 clusters Score: Raw -286247.345094 + Penalty 1834.763928 = -284412.581166 nChanged 34 SP:Iteration 17Q (502.110227 sec): 3 clusters Score: Raw -286256.432524 + Penalty 1834.763928 = -284421.668596 nChanged 32 SP:Iteration 18Q (502.158577 sec): 3 clusters Score: Raw -286267.966263 + Penalty 1834.763928 = -284433.202335 nChanged 43 SP:Iteration 19Q (502.207135 sec): 3 clusters Score: Raw -286279.245193 + Penalty 1834.763928 = -284444.481265 nChanged 30 SP:Iteration 20F (502.255281 sec): 3 clusters Score: Raw -286285.323309 + Penalty 1834.763928 = -284450.559381 nChanged 26 SP:Iteration 21Q (502.301384 sec): 3 clusters Score: Raw -286291.925482 + Penalty 1834.763928 = -284457.161554 nChanged 32 SP:Iteration 22Q (502.348835 sec): 3 clusters Score: Raw -286298.233909 + Penalty 1834.763928 = -284463.469981 nChanged 28 SP:Iteration 23Q (502.477300 sec): 3 clusters Score: Raw -286305.043894 + Penalty 1834.763928 = -284470.279966 nChanged 29 SP:Iteration 24Q (502.571215 sec): 3 clusters Score: Raw -286312.638339 + Penalty 1834.763928 = -284477.874411 nChanged 24 SP:Iteration 25Q (502.615540 sec): 3 clusters Score: Raw -286317.891585 + Penalty 1834.763928 = -284483.127657 nChanged 24 SP:Iteration 26Q (502.659781 sec): 3 clusters Score: Raw -286322.280470 + Penalty 1834.763928 = -284487.516542 nChanged 16 SP:Iteration 27Q (502.703761 sec): 3 clusters Score: Raw -286324.943281 + Penalty 1834.763928 = -284490.179353 nChanged 8 SP:Iteration 28Q (502.746637 sec): 3 clusters Score: Raw -286325.874399 + Penalty 1834.763928 = -284491.110471 nChanged 6 SP:Iteration 29Q (502.789628 sec): 3 clusters Score: Raw -286326.733635 + Penalty 1834.763928 = -284491.969707 nChanged 2 SP:Iteration 30Q (502.832302 sec): 3 clusters Score: Raw -286326.961590 + Penalty 1834.763928 = -284492.197662 nChanged 1 SP:Iteration 31Q (502.874948 sec): 3 clusters Score: Raw -286327.098391 + Penalty 1834.763928 = -284492.334463 nChanged 0 SP:Iteration 32F (502.917739 sec): 3 clusters Score: Raw -286327.098391 + Penalty 1834.763928 = -284492.334463 nChanged 0 Trying to split cluster 2 (2494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.952307 sec): 2 clusters Score: Raw -118516.463007 + Penalty 821.272528 = -117695.190479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.972979 sec): 3 clusters Score: Raw -117281.027674 + Penalty 1642.545057 = -115638.482617 nChanged 961 SP:Iteration 1F (502.995346 sec): 3 clusters Score: Raw -117897.912878 + Penalty 1642.545057 = -116255.367822 nChanged 224 SP:Iteration 2F (503.014752 sec): 3 clusters Score: Raw -118069.215421 + Penalty 1642.545057 = -116426.670364 nChanged 167 SP:Iteration 3F (503.035526 sec): 3 clusters Score: Raw -118174.951064 + Penalty 1642.545057 = -116532.406007 nChanged 124 SP:Iteration 4Q (503.056903 sec): 3 clusters Score: Raw -118251.240652 + Penalty 1642.545057 = -116608.695595 nChanged 92 SP:Iteration 5Q (503.078329 sec): 3 clusters Score: Raw -118305.157258 + Penalty 1642.545057 = -116662.612201 nChanged 71 SP:Iteration 6Q (503.099426 sec): 3 clusters Score: Raw -118341.768752 + Penalty 1642.545057 = -116699.223695 nChanged 55 SP:Iteration 7Q (503.120468 sec): 3 clusters Score: Raw -118371.729947 + Penalty 1642.545057 = -116729.184891 nChanged 43 SP:Iteration 8Q (503.141498 sec): 3 clusters Score: Raw -118394.318040 + Penalty 1642.545057 = -116751.772984 nChanged 37 SP:Iteration 9Q (503.162600 sec): 3 clusters Score: Raw -118406.941249 + Penalty 1642.545057 = -116764.396193 nChanged 28 SP:Iteration 10Q (503.209327 sec): 3 clusters Score: Raw -118421.334412 + Penalty 1642.545057 = -116778.789356 nChanged 42 SP:Iteration 11Q (503.293151 sec): 3 clusters Score: Raw -118444.745083 + Penalty 1642.545057 = -116802.200027 nChanged 48 SP:Iteration 12Q (503.384246 sec): 3 clusters Score: Raw -118474.651264 + Penalty 1642.545057 = -116832.106207 nChanged 59 SP:Iteration 13Q (503.446966 sec): 3 clusters Score: Raw -118507.812550 + Penalty 1642.545057 = -116865.267494 nChanged 54 SP:Iteration 14Q (503.466216 sec): 3 clusters Score: Raw -118541.649066 + Penalty 1642.545057 = -116899.104009 nChanged 63 SP:Iteration 15Q (503.485395 sec): 3 clusters Score: Raw -118587.626700 + Penalty 1642.545057 = -116945.081644 nChanged 75 SP:Iteration 16Q (503.504532 sec): 3 clusters Score: Raw -118641.191522 + Penalty 1642.545057 = -116998.646465 nChanged 85 SP:Iteration 17Q (503.523973 sec): 3 clusters Score: Raw -118696.550891 + Penalty 1642.545057 = -117054.005834 nChanged 76 SP:Iteration 18Q (503.542912 sec): 3 clusters Score: Raw -118745.871715 + Penalty 1642.545057 = -117103.326658 nChanged 69 SP:Iteration 19Q (503.561837 sec): 3 clusters Score: Raw -118795.992611 + Penalty 1642.545057 = -117153.447554 nChanged 63 SP:Iteration 20F (503.682036 sec): 3 clusters Score: Raw -118845.547706 + Penalty 1642.545057 = -117203.002650 nChanged 61 SP:Iteration 21Q (503.764039 sec): 3 clusters Score: Raw -118886.939006 + Penalty 1642.545057 = -117244.393949 nChanged 49 SP:Iteration 22Q (503.881048 sec): 3 clusters Score: Raw -118915.980866 + Penalty 1642.545057 = -117273.435810 nChanged 38 SP:Iteration 23Q (503.995932 sec): 3 clusters Score: Raw -118935.270881 + Penalty 1642.545057 = -117292.725824 nChanged 32 SP:Iteration 24Q (504.110655 sec): 3 clusters Score: Raw -118954.375478 + Penalty 1642.545057 = -117311.830422 nChanged 20 SP:Iteration 25Q (504.248608 sec): 3 clusters Score: Raw -118964.635677 + Penalty 1642.545057 = -117322.090621 nChanged 15 SP:Iteration 26Q (504.331199 sec): 3 clusters Score: Raw -118971.181199 + Penalty 1642.545057 = -117328.636143 nChanged 8 SP:Iteration 27Q (504.436265 sec): 3 clusters Score: Raw -118975.682728 + Penalty 1642.545057 = -117333.137671 nChanged 8 SP:Iteration 28Q (504.567090 sec): 3 clusters Score: Raw -118978.907277 + Penalty 1642.545057 = -117336.362221 nChanged 10 SP:Iteration 29Q (504.595875 sec): 3 clusters Score: Raw -118983.804956 + Penalty 1642.545057 = -117341.259899 nChanged 10 SP:Iteration 30Q (504.646569 sec): 3 clusters Score: Raw -118987.907252 + Penalty 1642.545057 = -117345.362196 nChanged 6 SP:Iteration 31Q (504.756840 sec): 3 clusters Score: Raw -118989.814939 + Penalty 1642.545057 = -117347.269883 nChanged 6 SP:Iteration 32Q (504.872221 sec): 3 clusters Score: Raw -118992.054224 + Penalty 1642.545057 = -117349.509167 nChanged 4 SP:Iteration 33Q (504.965049 sec): 3 clusters Score: Raw -118993.590486 + Penalty 1642.545057 = -117351.045430 nChanged 5 SP:Iteration 34Q (505.080326 sec): 3 clusters Score: Raw -118995.199760 + Penalty 1642.545057 = -117352.654704 nChanged 1 SP:Iteration 35Q (505.186493 sec): 3 clusters Score: Raw -118996.345762 + Penalty 1642.545057 = -117353.800705 nChanged 3 SP:Iteration 36Q (505.293388 sec): 3 clusters Score: Raw -118996.983852 + Penalty 1642.545057 = -117354.438795 nChanged 1 SP:Iteration 37Q (505.404811 sec): 3 clusters Score: Raw -118997.153420 + Penalty 1642.545057 = -117354.608364 nChanged 0 SP:Iteration 38F (505.493950 sec): 3 clusters Score: Raw -118997.153420 + Penalty 1642.545057 = -117354.608364 nChanged 0 Trying to split cluster 3 (6854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (505.559423 sec): 2 clusters Score: Raw -337877.989539 + Penalty 927.421709 = -336950.567830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (505.655576 sec): 3 clusters Score: Raw -333983.303750 + Penalty 1854.843418 = -332128.460333 nChanged 2969 SP:Iteration 1F (505.698784 sec): 3 clusters Score: Raw -335610.758610 + Penalty 1854.843418 = -333755.915193 nChanged 450 SP:Iteration 2F (505.742305 sec): 3 clusters Score: Raw -335836.336394 + Penalty 1854.843418 = -333981.492977 nChanged 407 SP:Iteration 3F (505.786011 sec): 3 clusters Score: Raw -336081.618126 + Penalty 1854.843418 = -334226.774709 nChanged 413 SP:Iteration 4F (505.832406 sec): 3 clusters Score: Raw -336358.333593 + Penalty 1854.843418 = -334503.490176 nChanged 411 SP:Iteration 5F (505.883193 sec): 3 clusters Score: Raw -336631.176836 + Penalty 1854.843418 = -334776.333419 nChanged 368 SP:Iteration 6F (505.934068 sec): 3 clusters Score: Raw -336860.459186 + Penalty 1854.843418 = -335005.615769 nChanged 308 SP:Iteration 7Q (505.985946 sec): 3 clusters Score: Raw -337055.024331 + Penalty 1854.843418 = -335200.180913 nChanged 275 SP:Iteration 8Q (506.035333 sec): 3 clusters Score: Raw -337244.024683 + Penalty 1854.843418 = -335389.181265 nChanged 227 SP:Iteration 9Q (506.138933 sec): 3 clusters Score: Raw -337384.459061 + Penalty 1854.843418 = -335529.615644 nChanged 202 SP:Iteration 10Q (506.186466 sec): 3 clusters Score: Raw -337500.923397 + Penalty 1854.843418 = -335646.079979 nChanged 151 SP:Iteration 11Q (506.311251 sec): 3 clusters Score: Raw -337591.593855 + Penalty 1854.843418 = -335736.750438 nChanged 141 SP:Iteration 12Q (506.437876 sec): 3 clusters Score: Raw -337677.960118 + Penalty 1854.843418 = -335823.116701 nChanged 121 SP:Iteration 13Q (506.540179 sec): 3 clusters Score: Raw -337748.362346 + Penalty 1854.843418 = -335893.518929 nChanged 96 SP:Iteration 14Q (506.588893 sec): 3 clusters Score: Raw -337815.244089 + Penalty 1854.843418 = -335960.400672 nChanged 82 SP:Iteration 15Q (506.636864 sec): 3 clusters Score: Raw -337873.445772 + Penalty 1854.843418 = -336018.602355 nChanged 77 SP:Iteration 16Q (506.682631 sec): 3 clusters Score: Raw -337931.204050 + Penalty 1854.843418 = -336076.360632 nChanged 63 SP:Iteration 17Q (506.728277 sec): 3 clusters Score: Raw -337983.254203 + Penalty 1854.843418 = -336128.410786 nChanged 46 SP:Iteration 18Q (506.801415 sec): 3 clusters Score: Raw -338027.171879 + Penalty 1854.843418 = -336172.328461 nChanged 39 SP:Iteration 19Q (506.908006 sec): 3 clusters Score: Raw -338053.552857 + Penalty 1854.843418 = -336198.709439 nChanged 36 SP:Iteration 20F (506.955113 sec): 3 clusters Score: Raw -338072.045131 + Penalty 1854.843418 = -336217.201714 nChanged 24 SP:Iteration 21Q (507.000722 sec): 3 clusters Score: Raw -338082.528613 + Penalty 1854.843418 = -336227.685196 nChanged 21 SP:Iteration 22Q (507.047327 sec): 3 clusters Score: Raw -338092.271857 + Penalty 1854.843418 = -336237.428439 nChanged 20 SP:Iteration 23Q (507.106672 sec): 3 clusters Score: Raw -338103.043492 + Penalty 1854.843418 = -336248.200075 nChanged 20 SP:Iteration 24Q (507.154904 sec): 3 clusters Score: Raw -338115.592793 + Penalty 1854.843418 = -336260.749376 nChanged 20 SP:Iteration 25Q (507.269562 sec): 3 clusters Score: Raw -338127.644485 + Penalty 1854.843418 = -336272.801068 nChanged 10 SP:Iteration 26Q (507.411648 sec): 3 clusters Score: Raw -338133.204515 + Penalty 1854.843418 = -336278.361097 nChanged 15 SP:Iteration 27Q (507.539841 sec): 3 clusters Score: Raw -338145.103250 + Penalty 1854.843418 = -336290.259833 nChanged 12 SP:Iteration 28Q (507.623340 sec): 3 clusters Score: Raw -338153.804757 + Penalty 1854.843418 = -336298.961339 nChanged 9 SP:Iteration 29Q (507.755363 sec): 3 clusters Score: Raw -338158.943138 + Penalty 1854.843418 = -336304.099721 nChanged 7 SP:Iteration 30Q (507.820647 sec): 3 clusters Score: Raw -338162.058399 + Penalty 1854.843418 = -336307.214981 nChanged 8 SP:Iteration 31Q (507.863039 sec): 3 clusters Score: Raw -338168.080662 + Penalty 1854.843418 = -336313.237245 nChanged 9 SP:Iteration 32Q (507.904790 sec): 3 clusters Score: Raw -338172.396414 + Penalty 1854.843418 = -336317.552996 nChanged 6 SP:Iteration 33Q (507.946869 sec): 3 clusters Score: Raw -338175.106177 + Penalty 1854.843418 = -336320.262760 nChanged 4 SP:Iteration 34Q (507.987674 sec): 3 clusters Score: Raw -338177.342263 + Penalty 1854.843418 = -336322.498846 nChanged 7 SP:Iteration 35Q (508.028598 sec): 3 clusters Score: Raw -338182.647551 + Penalty 1854.843418 = -336327.804134 nChanged 9 SP:Iteration 36Q (508.069423 sec): 3 clusters Score: Raw -338187.606818 + Penalty 1854.843418 = -336332.763400 nChanged 5 SP:Iteration 37Q (508.110238 sec): 3 clusters Score: Raw -338191.779751 + Penalty 1854.843418 = -336336.936334 nChanged 9 SP:Iteration 38Q (508.150917 sec): 3 clusters Score: Raw -338200.278192 + Penalty 1854.843418 = -336345.434775 nChanged 11 SP:Iteration 39Q (508.191475 sec): 3 clusters Score: Raw -338207.056453 + Penalty 1854.843418 = -336352.213036 nChanged 7 SP:Iteration 40F (508.234835 sec): 3 clusters Score: Raw -338210.046345 + Penalty 1854.843418 = -336355.202927 nChanged 5 SP:Iteration 41Q (508.275402 sec): 3 clusters Score: Raw -338212.621219 + Penalty 1854.843418 = -336357.777802 nChanged 8 SP:Iteration 42Q (508.315925 sec): 3 clusters Score: Raw -338218.162531 + Penalty 1854.843418 = -336363.319113 nChanged 6 SP:Iteration 43Q (508.438271 sec): 3 clusters Score: Raw -338223.078155 + Penalty 1854.843418 = -336368.234738 nChanged 6 SP:Iteration 44Q (508.504515 sec): 3 clusters Score: Raw -338225.808859 + Penalty 1854.843418 = -336370.965441 nChanged 3 SP:Iteration 45Q (508.558442 sec): 3 clusters Score: Raw -338227.304527 + Penalty 1854.843418 = -336372.461110 nChanged 1 SP:Iteration 46Q (508.612530 sec): 3 clusters Score: Raw -338227.774452 + Penalty 1854.843418 = -336372.931034 nChanged 1 SP:Iteration 47Q (508.657803 sec): 3 clusters Score: Raw -338228.214204 + Penalty 1854.843418 = -336373.370787 nChanged 2 SP:Iteration 48Q (508.701885 sec): 3 clusters Score: Raw -338230.025056 + Penalty 1854.843418 = -336375.181638 nChanged 1 SP:Iteration 49Q (508.745933 sec): 3 clusters Score: Raw -338230.656884 + Penalty 1854.843418 = -336375.813466 nChanged 2 SP:Iteration 50Q (508.790231 sec): 3 clusters Score: Raw -338231.536628 + Penalty 1854.843418 = -336376.693210 nChanged 0 SP:Iteration 51F (508.838502 sec): 3 clusters Score: Raw -338231.536628 + Penalty 1854.843418 = -336376.693210 nChanged 0 Trying to split cluster 4 (1450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (508.875668 sec): 2 clusters Score: Raw -53493.052014 + Penalty 764.328478 = -52728.723536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (508.891054 sec): 3 clusters Score: Raw -52891.633895 + Penalty 1528.656955 = -51362.976939 nChanged 533 SP:Iteration 1F (508.905848 sec): 3 clusters Score: Raw -53298.211042 + Penalty 1528.656955 = -51769.554087 nChanged 121 SP:Iteration 2F (508.921323 sec): 3 clusters Score: Raw -53383.084426 + Penalty 1528.656955 = -51854.427471 nChanged 67 SP:Iteration 3Q (508.937018 sec): 3 clusters Score: Raw -53435.625449 + Penalty 1528.656955 = -51906.968493 nChanged 40 SP:Iteration 4Q (508.952683 sec): 3 clusters Score: Raw -53465.793276 + Penalty 1528.656955 = -51937.136321 nChanged 46 SP:Iteration 5Q (508.968392 sec): 3 clusters Score: Raw -53490.194649 + Penalty 1528.656955 = -51961.537694 nChanged 29 SP:Iteration 6Q (508.984029 sec): 3 clusters Score: Raw -53507.957849 + Penalty 1528.656955 = -51979.300894 nChanged 19 SP:Iteration 7Q (508.999657 sec): 3 clusters Score: Raw -53518.434633 + Penalty 1528.656955 = -51989.777678 nChanged 13 SP:Iteration 8Q (509.015882 sec): 3 clusters Score: Raw -53524.428985 + Penalty 1528.656955 = -51995.772029 nChanged 9 SP:Iteration 9Q (509.031678 sec): 3 clusters Score: Raw -53527.818003 + Penalty 1528.656955 = -51999.161047 nChanged 10 SP:Iteration 10Q (509.047322 sec): 3 clusters Score: Raw -53535.859323 + Penalty 1528.656955 = -52007.202367 nChanged 13 SP:Iteration 11Q (509.066051 sec): 3 clusters Score: Raw -53543.722592 + Penalty 1528.656955 = -52015.065636 nChanged 13 SP:Iteration 12Q (509.081694 sec): 3 clusters Score: Raw -53551.929275 + Penalty 1528.656955 = -52023.272320 nChanged 13 SP:Iteration 13Q (509.097405 sec): 3 clusters Score: Raw -53559.280907 + Penalty 1528.656955 = -52030.623952 nChanged 8 SP:Iteration 14Q (509.111817 sec): 3 clusters Score: Raw -53566.644364 + Penalty 1528.656955 = -52037.987408 nChanged 9 SP:Iteration 15Q (509.126200 sec): 3 clusters Score: Raw -53573.025223 + Penalty 1528.656955 = -52044.368267 nChanged 14 SP:Iteration 16Q (509.140577 sec): 3 clusters Score: Raw -53580.084854 + Penalty 1528.656955 = -52051.427898 nChanged 7 SP:Iteration 17Q (509.154974 sec): 3 clusters Score: Raw -53582.248987 + Penalty 1528.656955 = -52053.592032 nChanged 4 SP:Iteration 18Q (509.169464 sec): 3 clusters Score: Raw -53583.568784 + Penalty 1528.656955 = -52054.911829 nChanged 1 SP:Iteration 19Q (509.183866 sec): 3 clusters Score: Raw -53584.782522 + Penalty 1528.656955 = -52056.125566 nChanged 3 SP:Iteration 20F (509.198029 sec): 3 clusters Score: Raw -53586.881065 + Penalty 1528.656955 = -52058.224109 nChanged 7 SP:Iteration 21Q (509.300979 sec): 3 clusters Score: Raw -53590.642696 + Penalty 1528.656955 = -52061.985741 nChanged 8 SP:Iteration 22Q (509.381741 sec): 3 clusters Score: Raw -53594.185429 + Penalty 1528.656955 = -52065.528474 nChanged 5 SP:Iteration 23Q (509.477172 sec): 3 clusters Score: Raw -53596.894002 + Penalty 1528.656955 = -52068.237047 nChanged 6 SP:Iteration 24Q (509.572081 sec): 3 clusters Score: Raw -53601.124290 + Penalty 1528.656955 = -52072.467334 nChanged 5 SP:Iteration 25Q (509.634348 sec): 3 clusters Score: Raw -53604.667203 + Penalty 1528.656955 = -52076.010248 nChanged 7 SP:Iteration 26Q (509.695958 sec): 3 clusters Score: Raw -53608.891140 + Penalty 1528.656955 = -52080.234185 nChanged 11 SP:Iteration 27Q (509.708164 sec): 3 clusters Score: Raw -53614.831034 + Penalty 1528.656955 = -52086.174079 nChanged 11 SP:Iteration 28Q (509.720258 sec): 3 clusters Score: Raw -53623.798309 + Penalty 1528.656955 = -52095.141354 nChanged 16 SP:Iteration 29Q (509.732459 sec): 3 clusters Score: Raw -53636.291625 + Penalty 1528.656955 = -52107.634669 nChanged 18 SP:Iteration 30Q (509.744595 sec): 3 clusters Score: Raw -53649.029327 + Penalty 1528.656955 = -52120.372371 nChanged 20 SP:Iteration 31Q (509.775209 sec): 3 clusters Score: Raw -53661.575310 + Penalty 1528.656955 = -52132.918354 nChanged 28 SP:Iteration 32Q (509.787411 sec): 3 clusters Score: Raw -53688.028106 + Penalty 1528.656955 = -52159.371150 nChanged 29 SP:Iteration 33Q (509.799851 sec): 3 clusters Score: Raw -53710.085061 + Penalty 1528.656955 = -52181.428105 nChanged 28 SP:Iteration 34Q (509.812156 sec): 3 clusters Score: Raw -53727.112017 + Penalty 1528.656955 = -52198.455061 nChanged 19 SP:Iteration 35Q (509.824293 sec): 3 clusters Score: Raw -53741.089782 + Penalty 1528.656955 = -52212.432826 nChanged 18 SP:Iteration 36Q (509.836385 sec): 3 clusters Score: Raw -53750.415365 + Penalty 1528.656955 = -52221.758409 nChanged 16 SP:Iteration 37Q (509.848475 sec): 3 clusters Score: Raw -53761.290267 + Penalty 1528.656955 = -52232.633311 nChanged 13 SP:Iteration 38Q (509.860522 sec): 3 clusters Score: Raw -53770.205080 + Penalty 1528.656955 = -52241.548125 nChanged 6 SP:Iteration 39Q (509.872544 sec): 3 clusters Score: Raw -53773.246919 + Penalty 1528.656955 = -52244.589963 nChanged 7 SP:Iteration 40F (509.884379 sec): 3 clusters Score: Raw -53778.217640 + Penalty 1528.656955 = -52249.560685 nChanged 12 SP:Iteration 41Q (509.896462 sec): 3 clusters Score: Raw -53785.484805 + Penalty 1528.656955 = -52256.827850 nChanged 10 SP:Iteration 42Q (509.908542 sec): 3 clusters Score: Raw -53792.191297 + Penalty 1528.656955 = -52263.534341 nChanged 13 SP:Iteration 43Q (509.920598 sec): 3 clusters Score: Raw -53799.819675 + Penalty 1528.656955 = -52271.162720 nChanged 11 SP:Iteration 44Q (509.932678 sec): 3 clusters Score: Raw -53806.794229 + Penalty 1528.656955 = -52278.137274 nChanged 9 SP:Iteration 45Q (509.944687 sec): 3 clusters Score: Raw -53812.247237 + Penalty 1528.656955 = -52283.590282 nChanged 11 SP:Iteration 46Q (509.956842 sec): 3 clusters Score: Raw -53818.671703 + Penalty 1528.656955 = -52290.014748 nChanged 13 SP:Iteration 47Q (509.969161 sec): 3 clusters Score: Raw -53830.644843 + Penalty 1528.656955 = -52301.987887 nChanged 15 SP:Iteration 48Q (509.981422 sec): 3 clusters Score: Raw -53839.591549 + Penalty 1528.656955 = -52310.934594 nChanged 9 SP:Iteration 49Q (509.993469 sec): 3 clusters Score: Raw -53844.614881 + Penalty 1528.656955 = -52315.957926 nChanged 7 SP:Iteration 50Q (510.005467 sec): 3 clusters Score: Raw -53848.207349 + Penalty 1528.656955 = -52319.550393 nChanged 6 SP:Iteration 51Q (510.034388 sec): 3 clusters Score: Raw -53850.930356 + Penalty 1528.656955 = -52322.273400 nChanged 1 SP:Iteration 52Q (510.047885 sec): 3 clusters Score: Raw -53851.238620 + Penalty 1528.656955 = -52322.581664 nChanged 0 SP:Iteration 53F (510.059831 sec): 3 clusters Score: Raw -53851.238620 + Penalty 1528.656955 = -52322.581664 nChanged 0 Trying to split cluster 5 (1018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (510.117530 sec): 2 clusters Score: Raw -42278.552068 + Penalty 727.187496 = -41551.364572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (510.234881 sec): 3 clusters Score: Raw -41918.864280 + Penalty 1454.374991 = -40464.489289 nChanged 357 SP:Iteration 1F (510.281676 sec): 3 clusters Score: Raw -42237.705358 + Penalty 1454.374991 = -40783.330367 nChanged 95 SP:Iteration 2F (510.295007 sec): 3 clusters Score: Raw -42344.302189 + Penalty 1454.374991 = -40889.927198 nChanged 67 SP:Iteration 3F (510.308121 sec): 3 clusters Score: Raw -42422.066153 + Penalty 1454.374991 = -40967.691162 nChanged 44 SP:Iteration 4Q (510.321374 sec): 3 clusters Score: Raw -42480.220489 + Penalty 1454.374991 = -41025.845498 nChanged 40 SP:Iteration 5Q (510.334612 sec): 3 clusters Score: Raw -42535.499323 + Penalty 1454.374991 = -41081.124332 nChanged 43 SP:Iteration 6Q (510.347904 sec): 3 clusters Score: Raw -42594.051350 + Penalty 1454.374991 = -41139.676359 nChanged 33 SP:Iteration 7Q (510.360121 sec): 3 clusters Score: Raw -42636.817663 + Penalty 1454.374991 = -41182.442671 nChanged 28 SP:Iteration 8Q (510.371507 sec): 3 clusters Score: Raw -42658.837863 + Penalty 1454.374991 = -41204.462871 nChanged 15 SP:Iteration 9Q (510.382902 sec): 3 clusters Score: Raw -42671.356142 + Penalty 1454.374991 = -41216.981150 nChanged 6 SP:Iteration 10Q (510.394273 sec): 3 clusters Score: Raw -42676.099806 + Penalty 1454.374991 = -41221.724815 nChanged 2 SP:Iteration 11Q (510.405603 sec): 3 clusters Score: Raw -42677.235607 + Penalty 1454.374991 = -41222.860615 nChanged 5 SP:Iteration 12Q (510.417028 sec): 3 clusters Score: Raw -42681.162107 + Penalty 1454.374991 = -41226.787116 nChanged 2 SP:Iteration 13Q (510.428418 sec): 3 clusters Score: Raw -42682.414905 + Penalty 1454.374991 = -41228.039913 nChanged 1 SP:Iteration 14Q (510.439747 sec): 3 clusters Score: Raw -42682.555419 + Penalty 1454.374991 = -41228.180428 nChanged 0 SP:Iteration 15F (510.451048 sec): 3 clusters Score: Raw -42682.555419 + Penalty 1454.374991 = -41228.180428 nChanged 0 Trying to split cluster 6 (1266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (510.482116 sec): 2 clusters Score: Raw -58191.445590 + Penalty 750.079848 = -57441.365742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (510.495930 sec): 3 clusters Score: Raw -57664.414654 + Penalty 1500.159697 = -56164.254957 nChanged 464 SP:Iteration 1F (510.508965 sec): 3 clusters Score: Raw -58021.491888 + Penalty 1500.159697 = -56521.332191 nChanged 105 SP:Iteration 2F (510.521792 sec): 3 clusters Score: Raw -58135.788659 + Penalty 1500.159697 = -56635.628962 nChanged 80 SP:Iteration 3F (510.534773 sec): 3 clusters Score: Raw -58245.631315 + Penalty 1500.159697 = -56745.471618 nChanged 67 SP:Iteration 4F (510.547924 sec): 3 clusters Score: Raw -58351.370509 + Penalty 1500.159697 = -56851.210812 nChanged 69 SP:Iteration 5F (510.560876 sec): 3 clusters Score: Raw -58431.874139 + Penalty 1500.159697 = -56931.714442 nChanged 50 SP:Iteration 6Q (510.573989 sec): 3 clusters Score: Raw -58486.141795 + Penalty 1500.159697 = -56985.982099 nChanged 36 SP:Iteration 7Q (510.587064 sec): 3 clusters Score: Raw -58536.806274 + Penalty 1500.159697 = -57036.646577 nChanged 34 SP:Iteration 8Q (510.600102 sec): 3 clusters Score: Raw -58570.551125 + Penalty 1500.159697 = -57070.391428 nChanged 26 SP:Iteration 9Q (510.613102 sec): 3 clusters Score: Raw -58605.641653 + Penalty 1500.159697 = -57105.481956 nChanged 26 SP:Iteration 10Q (510.626124 sec): 3 clusters Score: Raw -58629.248885 + Penalty 1500.159697 = -57129.089188 nChanged 12 SP:Iteration 11Q (510.639010 sec): 3 clusters Score: Raw -58636.600026 + Penalty 1500.159697 = -57136.440330 nChanged 4 SP:Iteration 12Q (510.725282 sec): 3 clusters Score: Raw -58638.743951 + Penalty 1500.159697 = -57138.584255 nChanged 4 SP:Iteration 13Q (510.828469 sec): 3 clusters Score: Raw -58642.547538 + Penalty 1500.159697 = -57142.387842 nChanged 4 SP:Iteration 14Q (510.919142 sec): 3 clusters Score: Raw -58646.428316 + Penalty 1500.159697 = -57146.268619 nChanged 2 SP:Iteration 15Q (511.013840 sec): 3 clusters Score: Raw -58646.799618 + Penalty 1500.159697 = -57146.639921 nChanged 0 SP:Iteration 16F (511.090219 sec): 3 clusters Score: Raw -58646.799618 + Penalty 1500.159697 = -57146.639921 nChanged 0 Trying to split cluster 7 (3634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (511.127421 sec): 2 clusters Score: Raw -176900.048572 + Penalty 860.799371 = -176039.249201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (511.155730 sec): 3 clusters Score: Raw -174973.877731 + Penalty 1721.598742 = -173252.278988 nChanged 1492 SP:Iteration 1F (511.187026 sec): 3 clusters Score: Raw -175792.731952 + Penalty 1721.598742 = -174071.133210 nChanged 239 SP:Iteration 2F (511.215796 sec): 3 clusters Score: Raw -175922.474798 + Penalty 1721.598742 = -174200.876056 nChanged 220 SP:Iteration 3F (511.244586 sec): 3 clusters Score: Raw -176065.550007 + Penalty 1721.598742 = -174343.951265 nChanged 188 SP:Iteration 4F (511.273340 sec): 3 clusters Score: Raw -176212.040728 + Penalty 1721.598742 = -174490.441985 nChanged 175 SP:Iteration 5Q (511.302813 sec): 3 clusters Score: Raw -176363.559995 + Penalty 1721.598742 = -174641.961253 nChanged 183 SP:Iteration 6F (511.380810 sec): 3 clusters Score: Raw -176542.318842 + Penalty 1721.598742 = -174820.720100 nChanged 181 SP:Iteration 7Q (511.499252 sec): 3 clusters Score: Raw -176720.802209 + Penalty 1721.598742 = -174999.203467 nChanged 171 SP:Iteration 8Q (511.531396 sec): 3 clusters Score: Raw -176853.251544 + Penalty 1721.598742 = -175131.652802 nChanged 165 SP:Iteration 9Q (511.563972 sec): 3 clusters Score: Raw -176963.399524 + Penalty 1721.598742 = -175241.800781 nChanged 119 SP:Iteration 10Q (511.596840 sec): 3 clusters Score: Raw -177037.622745 + Penalty 1721.598742 = -175316.024003 nChanged 102 SP:Iteration 11Q (511.629739 sec): 3 clusters Score: Raw -177110.016665 + Penalty 1721.598742 = -175388.417923 nChanged 90 SP:Iteration 12Q (511.662823 sec): 3 clusters Score: Raw -177168.644165 + Penalty 1721.598742 = -175447.045422 nChanged 83 SP:Iteration 13Q (511.695546 sec): 3 clusters Score: Raw -177222.486335 + Penalty 1721.598742 = -175500.887593 nChanged 74 SP:Iteration 14Q (511.728443 sec): 3 clusters Score: Raw -177276.436503 + Penalty 1721.598742 = -175554.837761 nChanged 82 SP:Iteration 15Q (511.759931 sec): 3 clusters Score: Raw -177327.882639 + Penalty 1721.598742 = -175606.283897 nChanged 60 SP:Iteration 16Q (511.791308 sec): 3 clusters Score: Raw -177370.898446 + Penalty 1721.598742 = -175649.299704 nChanged 55 SP:Iteration 17Q (511.822348 sec): 3 clusters Score: Raw -177409.606494 + Penalty 1721.598742 = -175688.007751 nChanged 47 SP:Iteration 18Q (511.853834 sec): 3 clusters Score: Raw -177452.309825 + Penalty 1721.598742 = -175730.711083 nChanged 49 SP:Iteration 19Q (511.885062 sec): 3 clusters Score: Raw -177484.091427 + Penalty 1721.598742 = -175762.492685 nChanged 45 SP:Iteration 20F (511.916674 sec): 3 clusters Score: Raw -177516.077581 + Penalty 1721.598742 = -175794.478838 nChanged 41 SP:Iteration 21Q (511.947637 sec): 3 clusters Score: Raw -177542.626883 + Penalty 1721.598742 = -175821.028141 nChanged 34 SP:Iteration 22Q (511.978707 sec): 3 clusters Score: Raw -177562.799009 + Penalty 1721.598742 = -175841.200266 nChanged 32 SP:Iteration 23Q (512.009623 sec): 3 clusters Score: Raw -177579.994190 + Penalty 1721.598742 = -175858.395447 nChanged 34 SP:Iteration 24Q (512.040490 sec): 3 clusters Score: Raw -177604.222621 + Penalty 1721.598742 = -175882.623879 nChanged 29 SP:Iteration 25Q (512.147747 sec): 3 clusters Score: Raw -177620.421566 + Penalty 1721.598742 = -175898.822824 nChanged 33 SP:Iteration 26Q (512.270219 sec): 3 clusters Score: Raw -177639.953422 + Penalty 1721.598742 = -175918.354680 nChanged 40 SP:Iteration 27Q (512.349454 sec): 3 clusters Score: Raw -177669.977750 + Penalty 1721.598742 = -175948.379008 nChanged 36 SP:Iteration 28Q (512.380069 sec): 3 clusters Score: Raw -177701.515492 + Penalty 1721.598742 = -175979.916749 nChanged 37 SP:Iteration 29Q (512.410506 sec): 3 clusters Score: Raw -177724.974223 + Penalty 1721.598742 = -176003.375481 nChanged 24 SP:Iteration 30Q (512.441516 sec): 3 clusters Score: Raw -177743.957457 + Penalty 1721.598742 = -176022.358715 nChanged 22 SP:Iteration 31Q (512.472172 sec): 3 clusters Score: Raw -177760.975505 + Penalty 1721.598742 = -176039.376763 nChanged 22 SP:Iteration 32Q (512.502689 sec): 3 clusters Score: Raw -177773.509547 + Penalty 1721.598742 = -176051.910805 nChanged 16 SP:Iteration 33Q (512.533118 sec): 3 clusters Score: Raw -177779.212121 + Penalty 1721.598742 = -176057.613379 nChanged 6 SP:Iteration 34Q (512.563726 sec): 3 clusters Score: Raw -177780.549471 + Penalty 1721.598742 = -176058.950729 nChanged 1 SP:Iteration 35Q (512.593836 sec): 3 clusters Score: Raw -177780.955458 + Penalty 1721.598742 = -176059.356716 nChanged 4 SP:Iteration 36Q (512.624235 sec): 3 clusters Score: Raw -177782.436763 + Penalty 1721.598742 = -176060.838021 nChanged 1 SP:Iteration 37Q (512.654473 sec): 3 clusters Score: Raw -177783.365912 + Penalty 1721.598742 = -176061.767170 nChanged 2 SP:Iteration 38Q (512.684614 sec): 3 clusters Score: Raw -177784.650646 + Penalty 1721.598742 = -176063.051904 nChanged 3 SP:Iteration 39Q (512.714678 sec): 3 clusters Score: Raw -177785.722605 + Penalty 1721.598742 = -176064.123863 nChanged 1 SP:Iteration 40F (512.745700 sec): 3 clusters Score: Raw -177785.802691 + Penalty 1721.598742 = -176064.203949 nChanged 0 Score: Raw -1489274.098479 + Penalty 15359.141696 = -1473914.956783 Splitting cluster 7 changes total score from -1474126.284214 to -1473914.956783 So it's not getting split. Trying to split cluster 8 (383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (513.303186 sec): 2 clusters Score: Raw -11380.471738 + Penalty 624.543674 = -10755.928065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (513.309609 sec): 3 clusters Score: Raw -11320.191205 + Penalty 1249.087348 = -10071.103857 nChanged 107 SP:Iteration 1F (513.315768 sec): 3 clusters Score: Raw -11455.858856 + Penalty 1249.087348 = -10206.771508 nChanged 26 SP:Iteration 2F (513.321800 sec): 3 clusters Score: Raw -11500.654276 + Penalty 1249.087348 = -10251.566928 nChanged 13 SP:Iteration 3Q (513.327862 sec): 3 clusters Score: Raw -11525.329927 + Penalty 1249.087348 = -10276.242579 nChanged 8 SP:Iteration 4Q (513.333920 sec): 3 clusters Score: Raw -11544.649175 + Penalty 1249.087348 = -10295.561827 nChanged 5 SP:Iteration 5Q (513.339964 sec): 3 clusters Score: Raw -11557.264129 + Penalty 1249.087348 = -10308.176781 nChanged 4 SP:Iteration 6Q (513.345992 sec): 3 clusters Score: Raw -11561.918335 + Penalty 1249.087348 = -10312.830988 nChanged 1 SP:Iteration 7Q (513.352006 sec): 3 clusters Score: Raw -11562.788468 + Penalty 1249.087348 = -10313.701121 nChanged 0 SP:Iteration 8F (513.357765 sec): 3 clusters Score: Raw -11562.788468 + Penalty 1249.087348 = -10313.701121 nChanged 0 Trying to split cluster 9 (2254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (513.391053 sec): 2 clusters Score: Raw -104746.138470 + Penalty 810.648478 = -103935.489992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (513.414094 sec): 3 clusters Score: Raw -103666.671186 + Penalty 1621.296956 = -102045.374230 nChanged 850 SP:Iteration 1F (513.436686 sec): 3 clusters Score: Raw -104152.483471 + Penalty 1621.296956 = -102531.186516 nChanged 195 SP:Iteration 2F (513.599476 sec): 3 clusters Score: Raw -104303.396346 + Penalty 1621.296956 = -102682.099390 nChanged 162 SP:Iteration 3F (513.695311 sec): 3 clusters Score: Raw -104432.928615 + Penalty 1621.296956 = -102811.631659 nChanged 131 SP:Iteration 4F (513.813755 sec): 3 clusters Score: Raw -104518.279844 + Penalty 1621.296956 = -102896.982888 nChanged 95 SP:Iteration 5Q (513.870605 sec): 3 clusters Score: Raw -104589.064228 + Penalty 1621.296956 = -102967.767272 nChanged 88 SP:Iteration 6Q (513.892210 sec): 3 clusters Score: Raw -104648.389127 + Penalty 1621.296956 = -103027.092171 nChanged 66 SP:Iteration 7Q (513.913723 sec): 3 clusters Score: Raw -104687.573329 + Penalty 1621.296956 = -103066.276373 nChanged 46 SP:Iteration 8Q (513.935397 sec): 3 clusters Score: Raw -104714.432736 + Penalty 1621.296956 = -103093.135780 nChanged 41 SP:Iteration 9Q (513.957385 sec): 3 clusters Score: Raw -104740.050767 + Penalty 1621.296956 = -103118.753811 nChanged 32 SP:Iteration 10Q (513.979265 sec): 3 clusters Score: Raw -104759.184703 + Penalty 1621.296956 = -103137.887747 nChanged 31 SP:Iteration 11Q (514.001332 sec): 3 clusters Score: Raw -104778.415250 + Penalty 1621.296956 = -103157.118294 nChanged 27 SP:Iteration 12Q (514.023270 sec): 3 clusters Score: Raw -104792.701098 + Penalty 1621.296956 = -103171.404143 nChanged 19 SP:Iteration 13Q (514.045310 sec): 3 clusters Score: Raw -104803.772364 + Penalty 1621.296956 = -103182.475408 nChanged 23 SP:Iteration 14Q (514.067365 sec): 3 clusters Score: Raw -104815.918656 + Penalty 1621.296956 = -103194.621700 nChanged 17 SP:Iteration 15Q (514.089320 sec): 3 clusters Score: Raw -104824.742153 + Penalty 1621.296956 = -103203.445197 nChanged 19 SP:Iteration 16Q (514.111201 sec): 3 clusters Score: Raw -104832.802569 + Penalty 1621.296956 = -103211.505614 nChanged 14 SP:Iteration 17Q (514.133411 sec): 3 clusters Score: Raw -104837.375691 + Penalty 1621.296956 = -103216.078736 nChanged 10 SP:Iteration 18Q (514.154786 sec): 3 clusters Score: Raw -104841.696869 + Penalty 1621.296956 = -103220.399914 nChanged 10 SP:Iteration 19Q (514.176175 sec): 3 clusters Score: Raw -104847.342244 + Penalty 1621.296956 = -103226.045288 nChanged 8 SP:Iteration 20F (514.197261 sec): 3 clusters Score: Raw -104852.265188 + Penalty 1621.296956 = -103230.968232 nChanged 10 SP:Iteration 21Q (514.218602 sec): 3 clusters Score: Raw -104856.355256 + Penalty 1621.296956 = -103235.058301 nChanged 5 SP:Iteration 22Q (514.239971 sec): 3 clusters Score: Raw -104860.508842 + Penalty 1621.296956 = -103239.211887 nChanged 10 SP:Iteration 23Q (514.261350 sec): 3 clusters Score: Raw -104866.218636 + Penalty 1621.296956 = -103244.921681 nChanged 13 SP:Iteration 24Q (514.282720 sec): 3 clusters Score: Raw -104872.881514 + Penalty 1621.296956 = -103251.584558 nChanged 5 SP:Iteration 25Q (514.304144 sec): 3 clusters Score: Raw -104875.626429 + Penalty 1621.296956 = -103254.329473 nChanged 4 SP:Iteration 26Q (514.325565 sec): 3 clusters Score: Raw -104877.468196 + Penalty 1621.296956 = -103256.171240 nChanged 4 SP:Iteration 27Q (514.346872 sec): 3 clusters Score: Raw -104880.163519 + Penalty 1621.296956 = -103258.866563 nChanged 6 SP:Iteration 28Q (514.368203 sec): 3 clusters Score: Raw -104884.692836 + Penalty 1621.296956 = -103263.395880 nChanged 5 SP:Iteration 29Q (514.389529 sec): 3 clusters Score: Raw -104887.685471 + Penalty 1621.296956 = -103266.388516 nChanged 6 SP:Iteration 30Q (514.410875 sec): 3 clusters Score: Raw -104892.636635 + Penalty 1621.296956 = -103271.339679 nChanged 7 SP:Iteration 31Q (514.432258 sec): 3 clusters Score: Raw -104899.655409 + Penalty 1621.296956 = -103278.358453 nChanged 14 SP:Iteration 32Q (514.453723 sec): 3 clusters Score: Raw -104908.633247 + Penalty 1621.296956 = -103287.336292 nChanged 9 SP:Iteration 33Q (514.475016 sec): 3 clusters Score: Raw -104913.455999 + Penalty 1621.296956 = -103292.159043 nChanged 7 SP:Iteration 34Q (514.582561 sec): 3 clusters Score: Raw -104917.525024 + Penalty 1621.296956 = -103296.228068 nChanged 3 SP:Iteration 35Q (514.698574 sec): 3 clusters Score: Raw -104919.825034 + Penalty 1621.296956 = -103298.528078 nChanged 4 SP:Iteration 36Q (514.810285 sec): 3 clusters Score: Raw -104922.952181 + Penalty 1621.296956 = -103301.655225 nChanged 9 SP:Iteration 37Q (514.901950 sec): 3 clusters Score: Raw -104930.408497 + Penalty 1621.296956 = -103309.111541 nChanged 8 SP:Iteration 38Q (515.017654 sec): 3 clusters Score: Raw -104937.371648 + Penalty 1621.296956 = -103316.074692 nChanged 3 SP:Iteration 39Q (515.115104 sec): 3 clusters Score: Raw -104940.269445 + Penalty 1621.296956 = -103318.972489 nChanged 0 SP:Iteration 40F (515.132854 sec): 3 clusters Score: Raw -104940.269445 + Penalty 1621.296956 = -103318.972489 nChanged 0 Trying to split cluster 10 (1135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.163823 sec): 2 clusters Score: Raw -31208.170066 + Penalty 738.610733 = -30469.559334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.174465 sec): 3 clusters Score: Raw -30777.117675 + Penalty 1477.221465 = -29299.896209 nChanged 400 SP:Iteration 1F (515.184597 sec): 3 clusters Score: Raw -31180.416487 + Penalty 1477.221465 = -29703.195022 nChanged 98 SP:Iteration 2F (515.195314 sec): 3 clusters Score: Raw -31307.567064 + Penalty 1477.221465 = -29830.345599 nChanged 78 SP:Iteration 3F (515.207771 sec): 3 clusters Score: Raw -31451.801090 + Penalty 1477.221465 = -29974.579625 nChanged 76 SP:Iteration 4F (515.220086 sec): 3 clusters Score: Raw -31564.674109 + Penalty 1477.221465 = -30087.452644 nChanged 52 SP:Iteration 5Q (515.232558 sec): 3 clusters Score: Raw -31628.806134 + Penalty 1477.221465 = -30151.584668 nChanged 32 SP:Iteration 6Q (515.244997 sec): 3 clusters Score: Raw -31651.764360 + Penalty 1477.221465 = -30174.542895 nChanged 22 SP:Iteration 7Q (515.257495 sec): 3 clusters Score: Raw -31667.569863 + Penalty 1477.221465 = -30190.348398 nChanged 10 SP:Iteration 8Q (515.270272 sec): 3 clusters Score: Raw -31675.601730 + Penalty 1477.221465 = -30198.380265 nChanged 11 SP:Iteration 9Q (515.282749 sec): 3 clusters Score: Raw -31683.670227 + Penalty 1477.221465 = -30206.448762 nChanged 17 SP:Iteration 10Q (515.295176 sec): 3 clusters Score: Raw -31696.620515 + Penalty 1477.221465 = -30219.399050 nChanged 20 SP:Iteration 11Q (515.307610 sec): 3 clusters Score: Raw -31710.935551 + Penalty 1477.221465 = -30233.714086 nChanged 15 SP:Iteration 12Q (515.319900 sec): 3 clusters Score: Raw -31720.631845 + Penalty 1477.221465 = -30243.410379 nChanged 11 SP:Iteration 13Q (515.332306 sec): 3 clusters Score: Raw -31731.451812 + Penalty 1477.221465 = -30254.230347 nChanged 7 SP:Iteration 14Q (515.344705 sec): 3 clusters Score: Raw -31736.162830 + Penalty 1477.221465 = -30258.941365 nChanged 5 SP:Iteration 15Q (515.357063 sec): 3 clusters Score: Raw -31738.897119 + Penalty 1477.221465 = -30261.675654 nChanged 3 SP:Iteration 16Q (515.369451 sec): 3 clusters Score: Raw -31740.583201 + Penalty 1477.221465 = -30263.361735 nChanged 2 SP:Iteration 17Q (515.381507 sec): 3 clusters Score: Raw -31741.185770 + Penalty 1477.221465 = -30263.964305 nChanged 1 SP:Iteration 18Q (515.391559 sec): 3 clusters Score: Raw -31742.204628 + Penalty 1477.221465 = -30264.983163 nChanged 3 SP:Iteration 19Q (515.401578 sec): 3 clusters Score: Raw -31746.543431 + Penalty 1477.221465 = -30269.321966 nChanged 2 SP:Iteration 20F (515.411569 sec): 3 clusters Score: Raw -31747.745727 + Penalty 1477.221465 = -30270.524261 nChanged 1 SP:Iteration 21Q (515.421570 sec): 3 clusters Score: Raw -31748.165668 + Penalty 1477.221465 = -30270.944202 nChanged 1 SP:Iteration 22Q (515.431564 sec): 3 clusters Score: Raw -31748.399938 + Penalty 1477.221465 = -30271.178473 nChanged 0 SP:Iteration 23F (515.536140 sec): 3 clusters Score: Raw -31748.399938 + Penalty 1477.221465 = -30271.178473 nChanged 0 Trying to split cluster 11 (3089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.601719 sec): 2 clusters Score: Raw -139578.912906 + Penalty 843.738283 = -138735.174624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.636863 sec): 3 clusters Score: Raw -137977.324946 + Penalty 1687.476566 = -136289.848381 nChanged 1255 SP:Iteration 1F (515.668579 sec): 3 clusters Score: Raw -138826.735156 + Penalty 1687.476566 = -137139.258591 nChanged 262 SP:Iteration 2F (515.697579 sec): 3 clusters Score: Raw -139066.079389 + Penalty 1687.476566 = -137378.602823 nChanged 206 SP:Iteration 3F (515.726224 sec): 3 clusters Score: Raw -139232.410810 + Penalty 1687.476566 = -137544.934245 nChanged 184 SP:Iteration 4F (515.757961 sec): 3 clusters Score: Raw -139355.716268 + Penalty 1687.476566 = -137668.239702 nChanged 136 SP:Iteration 5Q (515.787323 sec): 3 clusters Score: Raw -139438.311462 + Penalty 1687.476566 = -137750.834896 nChanged 114 SP:Iteration 6Q (515.816532 sec): 3 clusters Score: Raw -139508.136085 + Penalty 1687.476566 = -137820.659520 nChanged 94 SP:Iteration 7Q (515.893178 sec): 3 clusters Score: Raw -139564.583545 + Penalty 1687.476566 = -137877.106979 nChanged 89 SP:Iteration 8Q (515.921283 sec): 3 clusters Score: Raw -139613.134419 + Penalty 1687.476566 = -137925.657853 nChanged 84 SP:Iteration 9Q (515.948962 sec): 3 clusters Score: Raw -139670.370107 + Penalty 1687.476566 = -137982.893542 nChanged 73 SP:Iteration 10Q (515.976702 sec): 3 clusters Score: Raw -139705.597521 + Penalty 1687.476566 = -138018.120955 nChanged 54 SP:Iteration 11Q (516.005974 sec): 3 clusters Score: Raw -139729.875259 + Penalty 1687.476566 = -138042.398694 nChanged 51 SP:Iteration 12Q (516.033735 sec): 3 clusters Score: Raw -139752.076081 + Penalty 1687.476566 = -138064.599516 nChanged 44 SP:Iteration 13Q (516.061275 sec): 3 clusters Score: Raw -139776.472231 + Penalty 1687.476566 = -138088.995665 nChanged 43 SP:Iteration 14Q (516.089101 sec): 3 clusters Score: Raw -139796.694383 + Penalty 1687.476566 = -138109.217818 nChanged 38 SP:Iteration 15Q (516.116748 sec): 3 clusters Score: Raw -139812.342902 + Penalty 1687.476566 = -138124.866336 nChanged 44 SP:Iteration 16Q (516.144286 sec): 3 clusters Score: Raw -139830.374589 + Penalty 1687.476566 = -138142.898024 nChanged 33 SP:Iteration 17Q (516.171921 sec): 3 clusters Score: Raw -139842.691255 + Penalty 1687.476566 = -138155.214690 nChanged 25 SP:Iteration 18Q (516.199516 sec): 3 clusters Score: Raw -139849.736529 + Penalty 1687.476566 = -138162.259964 nChanged 17 SP:Iteration 19Q (516.227448 sec): 3 clusters Score: Raw -139856.130304 + Penalty 1687.476566 = -138168.653739 nChanged 20 SP:Iteration 20F (516.254837 sec): 3 clusters Score: Raw -139866.582442 + Penalty 1687.476566 = -138179.105876 nChanged 33 SP:Iteration 21Q (516.283856 sec): 3 clusters Score: Raw -139880.712546 + Penalty 1687.476566 = -138193.235981 nChanged 29 SP:Iteration 22Q (516.311526 sec): 3 clusters Score: Raw -139890.015019 + Penalty 1687.476566 = -138202.538453 nChanged 22 SP:Iteration 23Q (516.339065 sec): 3 clusters Score: Raw -139895.505684 + Penalty 1687.476566 = -138208.029119 nChanged 12 SP:Iteration 24Q (516.366769 sec): 3 clusters Score: Raw -139898.897545 + Penalty 1687.476566 = -138211.420979 nChanged 5 SP:Iteration 25Q (516.394353 sec): 3 clusters Score: Raw -139900.200418 + Penalty 1687.476566 = -138212.723852 nChanged 5 SP:Iteration 26Q (516.422243 sec): 3 clusters Score: Raw -139900.894488 + Penalty 1687.476566 = -138213.417922 nChanged 2 SP:Iteration 27Q (516.449793 sec): 3 clusters Score: Raw -139901.427330 + Penalty 1687.476566 = -138213.950764 nChanged 4 SP:Iteration 28Q (516.558649 sec): 3 clusters Score: Raw -139902.044381 + Penalty 1687.476566 = -138214.567816 nChanged 1 SP:Iteration 29Q (516.719582 sec): 3 clusters Score: Raw -139902.207763 + Penalty 1687.476566 = -138214.731198 nChanged 1 SP:Iteration 30Q (516.820011 sec): 3 clusters Score: Raw -139902.288071 + Penalty 1687.476566 = -138214.811506 nChanged 0 SP:Iteration 31F (516.936118 sec): 3 clusters Score: Raw -139902.288071 + Penalty 1687.476566 = -138214.811506 nChanged 0 Trying to split cluster 12 (3471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (517.002015 sec): 2 clusters Score: Raw -165002.122935 + Penalty 855.980792 = -164146.142143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (517.123882 sec): 3 clusters Score: Raw -163219.069068 + Penalty 1711.961583 = -161507.107485 nChanged 1413 SP:Iteration 1F (517.155984 sec): 3 clusters Score: Raw -164074.839115 + Penalty 1711.961583 = -162362.877531 nChanged 273 SP:Iteration 2F (517.188154 sec): 3 clusters Score: Raw -164224.724128 + Penalty 1711.961583 = -162512.762545 nChanged 194 SP:Iteration 3F (517.218657 sec): 3 clusters Score: Raw -164341.521806 + Penalty 1711.961583 = -162629.560223 nChanged 174 SP:Iteration 4F (517.248704 sec): 3 clusters Score: Raw -164440.901082 + Penalty 1711.961583 = -162728.939499 nChanged 137 SP:Iteration 5Q (517.279488 sec): 3 clusters Score: Raw -164509.893945 + Penalty 1711.961583 = -162797.932361 nChanged 111 SP:Iteration 6Q (517.310100 sec): 3 clusters Score: Raw -164555.405898 + Penalty 1711.961583 = -162843.444314 nChanged 73 SP:Iteration 7Q (517.340817 sec): 3 clusters Score: Raw -164584.140414 + Penalty 1711.961583 = -162872.178831 nChanged 78 SP:Iteration 8Q (517.371527 sec): 3 clusters Score: Raw -164614.335056 + Penalty 1711.961583 = -162902.373473 nChanged 72 SP:Iteration 9Q (517.401987 sec): 3 clusters Score: Raw -164643.852123 + Penalty 1711.961583 = -162931.890539 nChanged 65 SP:Iteration 10Q (517.432297 sec): 3 clusters Score: Raw -164668.035538 + Penalty 1711.961583 = -162956.073955 nChanged 56 SP:Iteration 11Q (517.462699 sec): 3 clusters Score: Raw -164687.976136 + Penalty 1711.961583 = -162976.014553 nChanged 57 SP:Iteration 12Q (517.492992 sec): 3 clusters Score: Raw -164711.644712 + Penalty 1711.961583 = -162999.683129 nChanged 45 SP:Iteration 13Q (517.523347 sec): 3 clusters Score: Raw -164729.452755 + Penalty 1711.961583 = -163017.491172 nChanged 50 SP:Iteration 14Q (517.553642 sec): 3 clusters Score: Raw -164748.369208 + Penalty 1711.961583 = -163036.407624 nChanged 47 SP:Iteration 15Q (517.584108 sec): 3 clusters Score: Raw -164770.212576 + Penalty 1711.961583 = -163058.250993 nChanged 61 SP:Iteration 16Q (517.614297 sec): 3 clusters Score: Raw -164797.589260 + Penalty 1711.961583 = -163085.627677 nChanged 58 SP:Iteration 17Q (517.644554 sec): 3 clusters Score: Raw -164825.456095 + Penalty 1711.961583 = -163113.494511 nChanged 60 SP:Iteration 18Q (517.674755 sec): 3 clusters Score: Raw -164849.561846 + Penalty 1711.961583 = -163137.600263 nChanged 45 SP:Iteration 19Q (517.704963 sec): 3 clusters Score: Raw -164873.254540 + Penalty 1711.961583 = -163161.292957 nChanged 45 SP:Iteration 20F (517.734573 sec): 3 clusters Score: Raw -164894.949794 + Penalty 1711.961583 = -163182.988211 nChanged 44 SP:Iteration 21Q (517.764713 sec): 3 clusters Score: Raw -164917.441061 + Penalty 1711.961583 = -163205.479478 nChanged 42 SP:Iteration 22Q (517.794850 sec): 3 clusters Score: Raw -164943.271257 + Penalty 1711.961583 = -163231.309674 nChanged 46 SP:Iteration 23Q (517.825037 sec): 3 clusters Score: Raw -164970.602875 + Penalty 1711.961583 = -163258.641292 nChanged 44 SP:Iteration 24Q (517.855248 sec): 3 clusters Score: Raw -164994.115199 + Penalty 1711.961583 = -163282.153615 nChanged 36 SP:Iteration 25Q (517.885354 sec): 3 clusters Score: Raw -165012.796754 + Penalty 1711.961583 = -163300.835171 nChanged 44 SP:Iteration 26Q (517.915612 sec): 3 clusters Score: Raw -165038.050157 + Penalty 1711.961583 = -163326.088573 nChanged 42 SP:Iteration 27Q (518.020131 sec): 3 clusters Score: Raw -165066.967439 + Penalty 1711.961583 = -163355.005855 nChanged 44 SP:Iteration 28Q (518.138677 sec): 3 clusters Score: Raw -165095.329501 + Penalty 1711.961583 = -163383.367917 nChanged 30 SP:Iteration 29Q (518.253583 sec): 3 clusters Score: Raw -165115.892650 + Penalty 1711.961583 = -163403.931067 nChanged 21 SP:Iteration 30Q (518.375523 sec): 3 clusters Score: Raw -165128.194044 + Penalty 1711.961583 = -163416.232461 nChanged 20 SP:Iteration 31Q (518.442214 sec): 3 clusters Score: Raw -165142.212877 + Penalty 1711.961583 = -163430.251294 nChanged 17 SP:Iteration 32Q (518.472323 sec): 3 clusters Score: Raw -165152.903934 + Penalty 1711.961583 = -163440.942351 nChanged 9 SP:Iteration 33Q (518.502314 sec): 3 clusters Score: Raw -165157.589961 + Penalty 1711.961583 = -163445.628378 nChanged 5 SP:Iteration 34Q (518.532236 sec): 3 clusters Score: Raw -165160.696181 + Penalty 1711.961583 = -163448.734598 nChanged 4 SP:Iteration 35Q (518.562140 sec): 3 clusters Score: Raw -165163.807602 + Penalty 1711.961583 = -163451.846019 nChanged 3 SP:Iteration 36Q (518.592130 sec): 3 clusters Score: Raw -165164.828873 + Penalty 1711.961583 = -163452.867290 nChanged 0 SP:Iteration 37F (518.621982 sec): 3 clusters Score: Raw -165164.828873 + Penalty 1711.961583 = -163452.867290 nChanged 0 Trying to split cluster 13 (1184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (518.654294 sec): 2 clusters Score: Raw -43699.772577 + Penalty 743.048651 = -42956.723926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (518.667525 sec): 3 clusters Score: Raw -43236.762729 + Penalty 1486.097301 = -41750.665428 nChanged 408 SP:Iteration 1F (518.680020 sec): 3 clusters Score: Raw -43554.790569 + Penalty 1486.097301 = -42068.693268 nChanged 109 SP:Iteration 2F (518.692371 sec): 3 clusters Score: Raw -43682.159686 + Penalty 1486.097301 = -42196.062385 nChanged 79 SP:Iteration 3F (518.704717 sec): 3 clusters Score: Raw -43783.703762 + Penalty 1486.097301 = -42297.606460 nChanged 58 SP:Iteration 4Q (518.717252 sec): 3 clusters Score: Raw -43865.117483 + Penalty 1486.097301 = -42379.020181 nChanged 45 SP:Iteration 5Q (518.729797 sec): 3 clusters Score: Raw -43922.415738 + Penalty 1486.097301 = -42436.318437 nChanged 39 SP:Iteration 6Q (518.742357 sec): 3 clusters Score: Raw -43957.387454 + Penalty 1486.097301 = -42471.290152 nChanged 28 SP:Iteration 7Q (518.754834 sec): 3 clusters Score: Raw -43979.786103 + Penalty 1486.097301 = -42493.688801 nChanged 24 SP:Iteration 8Q (518.767241 sec): 3 clusters Score: Raw -43998.908441 + Penalty 1486.097301 = -42512.811140 nChanged 13 SP:Iteration 9Q (518.779720 sec): 3 clusters Score: Raw -44007.885300 + Penalty 1486.097301 = -42521.787999 nChanged 8 SP:Iteration 10Q (518.792216 sec): 3 clusters Score: Raw -44011.032161 + Penalty 1486.097301 = -42524.934860 nChanged 2 SP:Iteration 11Q (518.804971 sec): 3 clusters Score: Raw -44012.007245 + Penalty 1486.097301 = -42525.909944 nChanged 4 SP:Iteration 12Q (518.817722 sec): 3 clusters Score: Raw -44014.208548 + Penalty 1486.097301 = -42528.111246 nChanged 4 SP:Iteration 13Q (518.830437 sec): 3 clusters Score: Raw -44016.932276 + Penalty 1486.097301 = -42530.834975 nChanged 4 SP:Iteration 14Q (518.843150 sec): 3 clusters Score: Raw -44018.509138 + Penalty 1486.097301 = -42532.411837 nChanged 1 SP:Iteration 15Q (518.855871 sec): 3 clusters Score: Raw -44019.664111 + Penalty 1486.097301 = -42533.566809 nChanged 1 SP:Iteration 16Q (518.868729 sec): 3 clusters Score: Raw -44020.777087 + Penalty 1486.097301 = -42534.679786 nChanged 2 SP:Iteration 17Q (518.881462 sec): 3 clusters Score: Raw -44022.071485 + Penalty 1486.097301 = -42535.974184 nChanged 2 SP:Iteration 18Q (518.894169 sec): 3 clusters Score: Raw -44022.477177 + Penalty 1486.097301 = -42536.379876 nChanged 3 SP:Iteration 19Q (519.018519 sec): 3 clusters Score: Raw -44023.826257 + Penalty 1486.097301 = -42537.728956 nChanged 1 SP:Iteration 20F (519.132860 sec): 3 clusters Score: Raw -44023.956072 + Penalty 1486.097301 = -42537.858771 nChanged 1 SP:Iteration 21Q (519.224473 sec): 3 clusters Score: Raw -44024.801537 + Penalty 1486.097301 = -42538.704235 nChanged 0 SP:Iteration 22F (519.237211 sec): 3 clusters Score: Raw -44024.801537 + Penalty 1486.097301 = -42538.704235 nChanged 0 Time taken for this iteration:113.840358 seconds. 5->14 Clusters: Score -1474126.284214, best is -1476509.221545 Starting from 6 clusters... ------ Clustering full data set of 34489 points ------ SP: Assigned 6 initial classes randomly. Deleting Class 5 (5183 points): Lose 850.371774 but Gain 1097.081550 Iteration 0F (519.486962 sec): 5 clusters Score: Raw -1326050.479100 + Penalty 4388.326199 = -1321662.152901 nChanged 27251 Iteration 1F (519.688908 sec): 5 clusters Score: Raw -1404633.191668 + Penalty 4388.326199 = -1400244.865470 nChanged 8878 Iteration 2F (519.914131 sec): 5 clusters Score: Raw -1428244.252726 + Penalty 4388.326199 = -1423855.926527 nChanged 4656 Iteration 3F (520.121509 sec): 5 clusters Score: Raw -1434458.470239 + Penalty 4388.326199 = -1430070.144040 nChanged 3509 Iteration 4F (520.366610 sec): 5 clusters Score: Raw -1438209.539495 + Penalty 4388.326199 = -1433821.213296 nChanged 3080 Iteration 5F (520.597703 sec): 5 clusters Score: Raw -1441500.490846 + Penalty 4388.326199 = -1437112.164647 nChanged 2710 Iteration 6F (520.949862 sec): 5 clusters Score: Raw -1444118.493232 + Penalty 4388.326199 = -1439730.167033 nChanged 2005 Iteration 7F (521.191272 sec): 5 clusters Score: Raw -1445786.980551 + Penalty 4388.326199 = -1441398.654352 nChanged 1432 Iteration 8Q (521.373542 sec): 5 clusters Score: Raw -1446824.860603 + Penalty 4388.326199 = -1442436.534404 nChanged 1096 Iteration 9Q (521.591401 sec): 5 clusters Score: Raw -1447532.071686 + Penalty 4388.326199 = -1443143.745487 nChanged 940 Iteration 10Q (521.772460 sec): 5 clusters Score: Raw -1448147.326701 + Penalty 4388.326199 = -1443759.000502 nChanged 850 Iteration 11Q (521.995806 sec): 5 clusters Score: Raw -1448826.930525 + Penalty 4388.326199 = -1444438.604326 nChanged 907 Iteration 12Q (522.195495 sec): 5 clusters Score: Raw -1449722.174727 + Penalty 4388.326199 = -1445333.848528 nChanged 1024 Iteration 13Q (522.413208 sec): 5 clusters Score: Raw -1450903.144390 + Penalty 4388.326199 = -1446514.818191 nChanged 1110 Iteration 14Q (522.610872 sec): 5 clusters Score: Raw -1452318.462072 + Penalty 4388.326199 = -1447930.135873 nChanged 1084 Iteration 15Q (522.825320 sec): 5 clusters Score: Raw -1453547.793421 + Penalty 4388.326199 = -1449159.467222 nChanged 795 Iteration 16Q (523.031726 sec): 5 clusters Score: Raw -1454057.806847 + Penalty 4388.326199 = -1449669.480649 nChanged 526 Iteration 17Q (523.247693 sec): 5 clusters Score: Raw -1454222.190238 + Penalty 4388.326199 = -1449833.864040 nChanged 337 Iteration 18Q (523.464332 sec): 5 clusters Score: Raw -1454299.160626 + Penalty 4388.326199 = -1449910.834427 nChanged 210 Iteration 19Q (523.662483 sec): 5 clusters Score: Raw -1454332.989931 + Penalty 4388.326199 = -1449944.663732 nChanged 141 Writing temp clu file Because OldScore, -1449910.834427, is greater than current (better) Score,-1449944.663732 Compute initial score before splitting: Score: Raw -1454332.989931 + Penalty 4388.326199 = -1449944.663732 Trying to split cluster 1 (11488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (523.847259 sec): 2 clusters Score: Raw -498589.479716 + Penalty 981.651121 = -497607.828595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (523.953860 sec): 3 clusters Score: Raw -491715.911529 + Penalty 1963.302241 = -489752.609288 nChanged 5236 SP:Iteration 1F (524.016596 sec): 3 clusters Score: Raw -496309.187812 + Penalty 1963.302241 = -494345.885571 nChanged 1555 SP:Iteration 2F (524.205276 sec): 3 clusters Score: Raw -499551.297904 + Penalty 1963.302241 = -497587.995663 nChanged 1718 SP:Iteration 3F (524.278304 sec): 3 clusters Score: Raw -503523.566174 + Penalty 1963.302241 = -501560.263933 nChanged 1091 SP:Iteration 4F (524.361977 sec): 3 clusters Score: Raw -505528.369465 + Penalty 1963.302241 = -503565.067223 nChanged 484 SP:Iteration 5Q (524.428597 sec): 3 clusters Score: Raw -505931.762027 + Penalty 1963.302241 = -503968.459786 nChanged 194 SP:Iteration 6Q (524.496305 sec): 3 clusters Score: Raw -506018.080922 + Penalty 1963.302241 = -504054.778681 nChanged 88 SP:Iteration 7Q (524.563947 sec): 3 clusters Score: Raw -506042.652236 + Penalty 1963.302241 = -504079.349995 nChanged 48 SP:Iteration 8Q (524.630400 sec): 3 clusters Score: Raw -506050.686624 + Penalty 1963.302241 = -504087.384383 nChanged 23 SP:Iteration 9Q (524.696300 sec): 3 clusters Score: Raw -506053.254092 + Penalty 1963.302241 = -504089.951850 nChanged 10 SP:Iteration 10Q (524.761821 sec): 3 clusters Score: Raw -506054.258860 + Penalty 1963.302241 = -504090.956619 nChanged 6 SP:Iteration 11Q (524.827575 sec): 3 clusters Score: Raw -506054.718161 + Penalty 1963.302241 = -504091.415919 nChanged 3 SP:Iteration 12Q (524.897458 sec): 3 clusters Score: Raw -506055.098384 + Penalty 1963.302241 = -504091.796143 nChanged 1 SP:Iteration 13Q (524.970460 sec): 3 clusters Score: Raw -506055.295019 + Penalty 1963.302241 = -504091.992778 nChanged 2 SP:Iteration 14Q (525.042778 sec): 3 clusters Score: Raw -506055.440404 + Penalty 1963.302241 = -504092.138163 nChanged 0 SP:Iteration 15F (525.108376 sec): 3 clusters Score: Raw -506055.440404 + Penalty 1963.302241 = -504092.138163 nChanged 0 Score: Raw -1461812.788604 + Penalty 5485.407749 = -1456327.380856 Splitting cluster 1 changes total score from -1449944.663732 to -1456327.380856 So it's getting split into cluster 5. Trying to split cluster 2 (13209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (525.452834 sec): 2 clusters Score: Raw -623240.635515 + Penalty 996.308638 = -622244.326877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (525.565157 sec): 3 clusters Score: Raw -615286.662109 + Penalty 1992.617276 = -613294.044833 nChanged 5993 SP:Iteration 1F (525.663442 sec): 3 clusters Score: Raw -618760.493181 + Penalty 1992.617276 = -616767.875905 nChanged 912 SP:Iteration 2F (525.726948 sec): 3 clusters Score: Raw -619293.055354 + Penalty 1992.617276 = -617300.438078 nChanged 911 SP:Iteration 3F (525.793083 sec): 3 clusters Score: Raw -619861.580107 + Penalty 1992.617276 = -617868.962831 nChanged 892 SP:Iteration 4F (525.872591 sec): 3 clusters Score: Raw -620431.783054 + Penalty 1992.617276 = -618439.165778 nChanged 825 SP:Iteration 5F (525.950862 sec): 3 clusters Score: Raw -620938.131013 + Penalty 1992.617276 = -618945.513738 nChanged 780 SP:Iteration 6F (526.021603 sec): 3 clusters Score: Raw -621422.749027 + Penalty 1992.617276 = -619430.131751 nChanged 704 SP:Iteration 7F (526.093175 sec): 3 clusters Score: Raw -621837.198029 + Penalty 1992.617276 = -619844.580753 nChanged 594 SP:Iteration 8Q (526.171384 sec): 3 clusters Score: Raw -622197.100740 + Penalty 1992.617276 = -620204.483464 nChanged 549 SP:Iteration 9Q (526.249264 sec): 3 clusters Score: Raw -622554.684723 + Penalty 1992.617276 = -620562.067447 nChanged 510 SP:Iteration 10Q (526.323827 sec): 3 clusters Score: Raw -622975.573042 + Penalty 1992.617276 = -620982.955766 nChanged 493 SP:Iteration 11Q (526.399375 sec): 3 clusters Score: Raw -623469.296169 + Penalty 1992.617276 = -621476.678893 nChanged 529 SP:Iteration 12Q (526.472880 sec): 3 clusters Score: Raw -624037.504039 + Penalty 1992.617276 = -622044.886763 nChanged 480 SP:Iteration 13Q (526.545798 sec): 3 clusters Score: Raw -624564.715862 + Penalty 1992.617276 = -622572.098586 nChanged 448 SP:Iteration 14Q (526.739379 sec): 3 clusters Score: Raw -625034.844973 + Penalty 1992.617276 = -623042.227697 nChanged 359 SP:Iteration 15Q (526.848648 sec): 3 clusters Score: Raw -625439.116089 + Penalty 1992.617276 = -623446.498813 nChanged 268 SP:Iteration 16Q (526.986115 sec): 3 clusters Score: Raw -625712.805605 + Penalty 1992.617276 = -623720.188329 nChanged 178 SP:Iteration 17Q (527.075930 sec): 3 clusters Score: Raw -625851.195635 + Penalty 1992.617276 = -623858.578359 nChanged 121 SP:Iteration 18Q (527.142964 sec): 3 clusters Score: Raw -625928.597035 + Penalty 1992.617276 = -623935.979759 nChanged 92 SP:Iteration 19Q (527.210762 sec): 3 clusters Score: Raw -625976.378530 + Penalty 1992.617276 = -623983.761254 nChanged 84 SP:Iteration 20F (527.289618 sec): 3 clusters Score: Raw -626024.949926 + Penalty 1992.617276 = -624032.332650 nChanged 73 SP:Iteration 21Q (527.362996 sec): 3 clusters Score: Raw -626061.631831 + Penalty 1992.617276 = -624069.014555 nChanged 63 SP:Iteration 22Q (527.431531 sec): 3 clusters Score: Raw -626093.979814 + Penalty 1992.617276 = -624101.362538 nChanged 51 SP:Iteration 23Q (527.500265 sec): 3 clusters Score: Raw -626117.119943 + Penalty 1992.617276 = -624124.502668 nChanged 43 SP:Iteration 24Q (527.569843 sec): 3 clusters Score: Raw -626129.242930 + Penalty 1992.617276 = -624136.625654 nChanged 34 SP:Iteration 25Q (527.639530 sec): 3 clusters Score: Raw -626139.321558 + Penalty 1992.617276 = -624146.704282 nChanged 30 SP:Iteration 26Q (527.708683 sec): 3 clusters Score: Raw -626146.679194 + Penalty 1992.617276 = -624154.061918 nChanged 26 SP:Iteration 27Q (527.777352 sec): 3 clusters Score: Raw -626153.828725 + Penalty 1992.617276 = -624161.211449 nChanged 26 SP:Iteration 28Q (527.846118 sec): 3 clusters Score: Raw -626158.961972 + Penalty 1992.617276 = -624166.344696 nChanged 14 SP:Iteration 29Q (527.914722 sec): 3 clusters Score: Raw -626160.542676 + Penalty 1992.617276 = -624167.925400 nChanged 5 SP:Iteration 30Q (527.983643 sec): 3 clusters Score: Raw -626160.926993 + Penalty 1992.617276 = -624168.309718 nChanged 3 SP:Iteration 31Q (528.052258 sec): 3 clusters Score: Raw -626161.112449 + Penalty 1992.617276 = -624168.495174 nChanged 0 SP:Iteration 32F (528.125288 sec): 3 clusters Score: Raw -626161.112449 + Penalty 1992.617276 = -624168.495174 nChanged 0 Score: Raw -1464733.265539 + Penalty 6582.489298 = -1458150.776240 Splitting cluster 2 changes total score from -1449944.663732 to -1458150.776240 So it's getting split into cluster 6. Trying to split cluster 3 (5561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (528.508870 sec): 2 clusters Score: Raw -248769.533748 + Penalty 905.470989 = -247864.062759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (528.568946 sec): 3 clusters Score: Raw -245656.580163 + Penalty 1810.941978 = -243845.638185 nChanged 2380 SP:Iteration 1F (528.615897 sec): 3 clusters Score: Raw -247164.513075 + Penalty 1810.941978 = -245353.571097 nChanged 510 SP:Iteration 2F (528.660008 sec): 3 clusters Score: Raw -247639.984156 + Penalty 1810.941978 = -245829.042178 nChanged 505 SP:Iteration 3F (528.704234 sec): 3 clusters Score: Raw -248156.918512 + Penalty 1810.941978 = -246345.976534 nChanged 460 SP:Iteration 4F (528.748515 sec): 3 clusters Score: Raw -248696.964923 + Penalty 1810.941978 = -246886.022945 nChanged 413 SP:Iteration 5F (528.795027 sec): 3 clusters Score: Raw -249301.929784 + Penalty 1810.941978 = -247490.987806 nChanged 368 SP:Iteration 6F (528.841782 sec): 3 clusters Score: Raw -250009.317299 + Penalty 1810.941978 = -248198.375321 nChanged 349 SP:Iteration 7F (528.888251 sec): 3 clusters Score: Raw -250655.052778 + Penalty 1810.941978 = -248844.110800 nChanged 282 SP:Iteration 8F (528.934372 sec): 3 clusters Score: Raw -251207.901782 + Penalty 1810.941978 = -249396.959804 nChanged 206 SP:Iteration 9Q (528.979150 sec): 3 clusters Score: Raw -251512.471481 + Penalty 1810.941978 = -249701.529504 nChanged 186 SP:Iteration 10Q (529.142947 sec): 3 clusters Score: Raw -251763.860739 + Penalty 1810.941978 = -249952.918761 nChanged 139 SP:Iteration 11Q (529.257460 sec): 3 clusters Score: Raw -251936.121657 + Penalty 1810.941978 = -250125.179680 nChanged 89 SP:Iteration 12Q (529.381264 sec): 3 clusters Score: Raw -252003.821837 + Penalty 1810.941978 = -250192.879859 nChanged 41 SP:Iteration 13Q (529.424524 sec): 3 clusters Score: Raw -252021.738250 + Penalty 1810.941978 = -250210.796272 nChanged 18 SP:Iteration 14Q (529.467904 sec): 3 clusters Score: Raw -252026.581258 + Penalty 1810.941978 = -250215.639280 nChanged 12 SP:Iteration 15Q (529.511150 sec): 3 clusters Score: Raw -252029.327813 + Penalty 1810.941978 = -250218.385836 nChanged 5 SP:Iteration 16Q (529.555202 sec): 3 clusters Score: Raw -252029.905536 + Penalty 1810.941978 = -250218.963559 nChanged 3 SP:Iteration 17Q (529.601691 sec): 3 clusters Score: Raw -252030.777218 + Penalty 1810.941978 = -250219.835240 nChanged 5 SP:Iteration 18Q (529.648171 sec): 3 clusters Score: Raw -252031.357225 + Penalty 1810.941978 = -250220.415247 nChanged 3 SP:Iteration 19Q (529.694726 sec): 3 clusters Score: Raw -252031.909470 + Penalty 1810.941978 = -250220.967492 nChanged 1 SP:Iteration 20F (529.742092 sec): 3 clusters Score: Raw -252031.974729 + Penalty 1810.941978 = -250221.032751 nChanged 0 Score: Raw -1467995.706520 + Penalty 7679.570848 = -1460316.135672 Splitting cluster 3 changes total score from -1449944.663732 to -1460316.135672 So it's getting split into cluster 7. Trying to split cluster 4 (4186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (530.137394 sec): 2 clusters Score: Raw -128324.382695 + Penalty 875.647595 = -127448.735100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (530.178201 sec): 3 clusters Score: Raw -126159.307494 + Penalty 1751.295190 = -124408.012305 nChanged 1755 SP:Iteration 1F (530.218205 sec): 3 clusters Score: Raw -128045.366748 + Penalty 1751.295190 = -126294.071559 nChanged 549 SP:Iteration 2F (530.259417 sec): 3 clusters Score: Raw -128872.659449 + Penalty 1751.295190 = -127121.364260 nChanged 457 SP:Iteration 3F (530.299992 sec): 3 clusters Score: Raw -129578.161731 + Penalty 1751.295190 = -127826.866541 nChanged 321 SP:Iteration 4F (530.339840 sec): 3 clusters Score: Raw -129940.121649 + Penalty 1751.295190 = -128188.826459 nChanged 204 SP:Iteration 5Q (530.380589 sec): 3 clusters Score: Raw -130107.249811 + Penalty 1751.295190 = -128355.954621 nChanged 118 SP:Iteration 6Q (530.427363 sec): 3 clusters Score: Raw -130183.077778 + Penalty 1751.295190 = -128431.782589 nChanged 81 SP:Iteration 7Q (530.475466 sec): 3 clusters Score: Raw -130232.780162 + Penalty 1751.295190 = -128481.484972 nChanged 58 SP:Iteration 8Q (530.523679 sec): 3 clusters Score: Raw -130275.056609 + Penalty 1751.295190 = -128523.761420 nChanged 60 SP:Iteration 9Q (530.685510 sec): 3 clusters Score: Raw -130313.087569 + Penalty 1751.295190 = -128561.792379 nChanged 65 SP:Iteration 10Q (530.806294 sec): 3 clusters Score: Raw -130354.877620 + Penalty 1751.295190 = -128603.582431 nChanged 61 SP:Iteration 11Q (530.928844 sec): 3 clusters Score: Raw -130399.616225 + Penalty 1751.295190 = -128648.321036 nChanged 58 SP:Iteration 12Q (531.050556 sec): 3 clusters Score: Raw -130429.931082 + Penalty 1751.295190 = -128678.635893 nChanged 52 SP:Iteration 13Q (531.149917 sec): 3 clusters Score: Raw -130461.887929 + Penalty 1751.295190 = -128710.592740 nChanged 51 SP:Iteration 14Q (531.188011 sec): 3 clusters Score: Raw -130494.594682 + Penalty 1751.295190 = -128743.299492 nChanged 46 SP:Iteration 15Q (531.226904 sec): 3 clusters Score: Raw -130514.491232 + Penalty 1751.295190 = -128763.196042 nChanged 38 SP:Iteration 16Q (531.266141 sec): 3 clusters Score: Raw -130527.504787 + Penalty 1751.295190 = -128776.209597 nChanged 39 SP:Iteration 17Q (531.366023 sec): 3 clusters Score: Raw -130543.154807 + Penalty 1751.295190 = -128791.859618 nChanged 39 SP:Iteration 18Q (531.481211 sec): 3 clusters Score: Raw -130563.860801 + Penalty 1751.295190 = -128812.565612 nChanged 34 SP:Iteration 19Q (531.603031 sec): 3 clusters Score: Raw -130578.795627 + Penalty 1751.295190 = -128827.500438 nChanged 30 SP:Iteration 20F (531.691320 sec): 3 clusters Score: Raw -130601.080016 + Penalty 1751.295190 = -128849.784826 nChanged 32 SP:Iteration 21Q (531.730331 sec): 3 clusters Score: Raw -130621.154802 + Penalty 1751.295190 = -128869.859612 nChanged 30 SP:Iteration 22Q (531.769667 sec): 3 clusters Score: Raw -130628.967672 + Penalty 1751.295190 = -128877.672482 nChanged 16 SP:Iteration 23Q (531.808639 sec): 3 clusters Score: Raw -130633.176388 + Penalty 1751.295190 = -128881.881198 nChanged 17 SP:Iteration 24Q (531.847883 sec): 3 clusters Score: Raw -130641.527186 + Penalty 1751.295190 = -128890.231997 nChanged 15 SP:Iteration 25Q (531.886909 sec): 3 clusters Score: Raw -130646.218528 + Penalty 1751.295190 = -128894.923339 nChanged 9 SP:Iteration 26Q (531.925942 sec): 3 clusters Score: Raw -130648.175216 + Penalty 1751.295190 = -128896.880026 nChanged 8 SP:Iteration 27Q (531.964909 sec): 3 clusters Score: Raw -130649.144937 + Penalty 1751.295190 = -128897.849747 nChanged 2 SP:Iteration 28Q (532.003849 sec): 3 clusters Score: Raw -130649.366135 + Penalty 1751.295190 = -128898.070945 nChanged 4 SP:Iteration 29Q (532.042902 sec): 3 clusters Score: Raw -130650.962073 + Penalty 1751.295190 = -128899.666884 nChanged 8 SP:Iteration 30Q (532.081823 sec): 3 clusters Score: Raw -130652.797227 + Penalty 1751.295190 = -128901.502037 nChanged 4 SP:Iteration 31Q (532.120666 sec): 3 clusters Score: Raw -130653.458244 + Penalty 1751.295190 = -128902.163055 nChanged 3 SP:Iteration 32Q (532.159660 sec): 3 clusters Score: Raw -130653.663966 + Penalty 1751.295190 = -128902.368776 nChanged 1 SP:Iteration 33Q (532.198488 sec): 3 clusters Score: Raw -130654.780527 + Penalty 1751.295190 = -128903.485337 nChanged 2 SP:Iteration 34Q (532.237336 sec): 3 clusters Score: Raw -130654.942868 + Penalty 1751.295190 = -128903.647678 nChanged 1 SP:Iteration 35Q (532.276388 sec): 3 clusters Score: Raw -130655.013579 + Penalty 1751.295190 = -128903.718389 nChanged 0 SP:Iteration 36F (532.314835 sec): 3 clusters Score: Raw -130655.013579 + Penalty 1751.295190 = -128903.718389 nChanged 0 Score: Raw -1470326.337403 + Penalty 8776.652398 = -1461549.685006 Splitting cluster 4 changes total score from -1449944.663732 to -1461549.685006 So it's getting split into cluster 8. Iteration 20F (533.150558 sec): 9 clusters Score: Raw -1472424.053470 + Penalty 8776.652398 = -1463647.401072 nChanged 1746 Iteration 21F (533.577766 sec): 9 clusters Score: Raw -1473480.516163 + Penalty 8776.652398 = -1464703.863766 nChanged 688 Iteration 22Q (533.840452 sec): 9 clusters Score: Raw -1473833.175123 + Penalty 8776.652398 = -1465056.522725 nChanged 442 Iteration 23Q (534.097054 sec): 9 clusters Score: Raw -1474015.010212 + Penalty 8776.652398 = -1465238.357814 nChanged 310 Iteration 24Q (534.352949 sec): 9 clusters Score: Raw -1474135.537270 + Penalty 8776.652398 = -1465358.884872 nChanged 215 Iteration 25Q (534.610425 sec): 9 clusters Score: Raw -1474221.780209 + Penalty 8776.652398 = -1465445.127811 nChanged 193 Iteration 26Q (534.870062 sec): 9 clusters Score: Raw -1474294.766888 + Penalty 8776.652398 = -1465518.114490 nChanged 143 Iteration 27Q (535.127977 sec): 9 clusters Score: Raw -1474348.816043 + Penalty 8776.652398 = -1465572.163646 nChanged 119 Iteration 28Q (535.384226 sec): 9 clusters Score: Raw -1474386.620309 + Penalty 8776.652398 = -1465609.967911 nChanged 110 Iteration 29Q (535.641074 sec): 9 clusters Score: Raw -1474426.095690 + Penalty 8776.652398 = -1465649.443292 nChanged 111 Iteration 30Q (535.921693 sec): 9 clusters Score: Raw -1474479.547819 + Penalty 8776.652398 = -1465702.895421 nChanged 129 Iteration 31Q (536.308619 sec): 9 clusters Score: Raw -1474547.456456 + Penalty 8776.652398 = -1465770.804059 nChanged 122 Iteration 32Q (536.595349 sec): 9 clusters Score: Raw -1474595.814791 + Penalty 8776.652398 = -1465819.162393 nChanged 117 Iteration 33Q (536.879816 sec): 9 clusters Score: Raw -1474636.610758 + Penalty 8776.652398 = -1465859.958360 nChanged 128 Iteration 34Q (537.134158 sec): 9 clusters Score: Raw -1474679.514159 + Penalty 8776.652398 = -1465902.861762 nChanged 128 Iteration 35Q (537.415908 sec): 9 clusters Score: Raw -1474724.859313 + Penalty 8776.652398 = -1465948.206915 nChanged 124 Iteration 36Q (537.671817 sec): 9 clusters Score: Raw -1474776.243171 + Penalty 8776.652398 = -1465999.590774 nChanged 113 Iteration 37Q (537.952529 sec): 9 clusters Score: Raw -1474852.450949 + Penalty 8776.652398 = -1466075.798552 nChanged 139 Iteration 38Q (538.206201 sec): 9 clusters Score: Raw -1474950.978376 + Penalty 8776.652398 = -1466174.325978 nChanged 161 Iteration 39Q (538.486746 sec): 9 clusters Score: Raw -1475078.007690 + Penalty 8776.652398 = -1466301.355292 nChanged 155 Iteration 40F (538.866003 sec): 9 clusters Score: Raw -1475185.112701 + Penalty 8776.652398 = -1466408.460304 nChanged 136 Iteration 41Q (539.150972 sec): 9 clusters Score: Raw -1475256.056981 + Penalty 8776.652398 = -1466479.404583 nChanged 133 Iteration 42Q (539.440675 sec): 9 clusters Score: Raw -1475296.363726 + Penalty 8776.652398 = -1466519.711328 nChanged 88 Iteration 43Q (539.745424 sec): 9 clusters Score: Raw -1475314.893174 + Penalty 8776.652398 = -1466538.240776 nChanged 65 Iteration 44Q (540.022684 sec): 9 clusters Score: Raw -1475325.075478 + Penalty 8776.652398 = -1466548.423081 nChanged 39 Iteration 45Q (540.297371 sec): 9 clusters Score: Raw -1475332.566637 + Penalty 8776.652398 = -1466555.914239 nChanged 33 Iteration 46Q (540.574894 sec): 9 clusters Score: Raw -1475337.598043 + Penalty 8776.652398 = -1466560.945646 nChanged 26 Iteration 47Q (540.856429 sec): 9 clusters Score: Raw -1475341.460435 + Penalty 8776.652398 = -1466564.808037 nChanged 19 Iteration 48Q (541.117944 sec): 9 clusters Score: Raw -1475345.746945 + Penalty 8776.652398 = -1466569.094548 nChanged 13 Iteration 49Q (541.372255 sec): 9 clusters Score: Raw -1475347.330177 + Penalty 8776.652398 = -1466570.677779 nChanged 6 Iteration 50Q (541.625351 sec): 9 clusters Score: Raw -1475348.382197 + Penalty 8776.652398 = -1466571.729799 nChanged 13 Iteration 51Q (541.900018 sec): 9 clusters Score: Raw -1475350.071589 + Penalty 8776.652398 = -1466573.419192 nChanged 9 Iteration 52Q (542.163662 sec): 9 clusters Score: Raw -1475351.448598 + Penalty 8776.652398 = -1466574.796201 nChanged 11 Iteration 53Q (542.690348 sec): 9 clusters Score: Raw -1475353.437170 + Penalty 8776.652398 = -1466576.784772 nChanged 9 Iteration 54Q (542.992345 sec): 9 clusters Score: Raw -1475354.790461 + Penalty 8776.652398 = -1466578.138063 nChanged 5 Iteration 55Q (543.249808 sec): 9 clusters Score: Raw -1475355.601503 + Penalty 8776.652398 = -1466578.949106 nChanged 10 Iteration 56Q (543.550606 sec): 9 clusters Score: Raw -1475356.851887 + Penalty 8776.652398 = -1466580.199489 nChanged 9 Iteration 57Q (543.807877 sec): 9 clusters Score: Raw -1475358.656859 + Penalty 8776.652398 = -1466582.004461 nChanged 11 Iteration 58Q (544.064391 sec): 9 clusters Score: Raw -1475360.750129 + Penalty 8776.652398 = -1466584.097731 nChanged 13 Writing temp clu file Because OldScore, -1466582.004461, is greater than current (better) Score,-1466584.097731 Compute initial score before splitting: Score: Raw -1475360.750129 + Penalty 8776.652398 = -1466584.097731 Trying to split cluster 1 (3345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (544.111143 sec): 2 clusters Score: Raw -150996.901832 + Penalty 852.098307 = -150144.803525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (544.274920 sec): 3 clusters Score: Raw -149253.161629 + Penalty 1704.196614 = -147548.965015 nChanged 1362 SP:Iteration 1F (544.311735 sec): 3 clusters Score: Raw -150089.389351 + Penalty 1704.196614 = -148385.192736 nChanged 282 SP:Iteration 2F (544.342477 sec): 3 clusters Score: Raw -150319.563860 + Penalty 1704.196614 = -148615.367246 nChanged 246 SP:Iteration 3F (544.373165 sec): 3 clusters Score: Raw -150513.968611 + Penalty 1704.196614 = -148809.771997 nChanged 202 SP:Iteration 4F (544.403937 sec): 3 clusters Score: Raw -150668.400457 + Penalty 1704.196614 = -148964.203843 nChanged 177 SP:Iteration 5F (544.434212 sec): 3 clusters Score: Raw -150814.555842 + Penalty 1704.196614 = -149110.359228 nChanged 145 SP:Iteration 6Q (544.465186 sec): 3 clusters Score: Raw -150931.068396 + Penalty 1704.196614 = -149226.871782 nChanged 108 SP:Iteration 7Q (544.523143 sec): 3 clusters Score: Raw -151000.197643 + Penalty 1704.196614 = -149296.001028 nChanged 88 SP:Iteration 8Q (544.628384 sec): 3 clusters Score: Raw -151057.455810 + Penalty 1704.196614 = -149353.259196 nChanged 70 SP:Iteration 9Q (544.700862 sec): 3 clusters Score: Raw -151088.641275 + Penalty 1704.196614 = -149384.444661 nChanged 45 SP:Iteration 10Q (544.732650 sec): 3 clusters Score: Raw -151106.106588 + Penalty 1704.196614 = -149401.909974 nChanged 37 SP:Iteration 11Q (544.764199 sec): 3 clusters Score: Raw -151122.758283 + Penalty 1704.196614 = -149418.561669 nChanged 34 SP:Iteration 12Q (544.799494 sec): 3 clusters Score: Raw -151137.126024 + Penalty 1704.196614 = -149432.929410 nChanged 30 SP:Iteration 13Q (544.834422 sec): 3 clusters Score: Raw -151152.762030 + Penalty 1704.196614 = -149448.565416 nChanged 18 SP:Iteration 14Q (544.864629 sec): 3 clusters Score: Raw -151161.102443 + Penalty 1704.196614 = -149456.905829 nChanged 31 SP:Iteration 15Q (544.972668 sec): 3 clusters Score: Raw -151177.029636 + Penalty 1704.196614 = -149472.833022 nChanged 32 SP:Iteration 16Q (545.064634 sec): 3 clusters Score: Raw -151188.826806 + Penalty 1704.196614 = -149484.630192 nChanged 27 SP:Iteration 17Q (545.094707 sec): 3 clusters Score: Raw -151199.412323 + Penalty 1704.196614 = -149495.215709 nChanged 25 SP:Iteration 18Q (545.124598 sec): 3 clusters Score: Raw -151210.106761 + Penalty 1704.196614 = -149505.910146 nChanged 24 SP:Iteration 19Q (545.154555 sec): 3 clusters Score: Raw -151221.910540 + Penalty 1704.196614 = -149517.713926 nChanged 16 SP:Iteration 20F (545.184112 sec): 3 clusters Score: Raw -151226.474090 + Penalty 1704.196614 = -149522.277476 nChanged 15 SP:Iteration 21Q (545.213979 sec): 3 clusters Score: Raw -151230.128054 + Penalty 1704.196614 = -149525.931439 nChanged 9 SP:Iteration 22Q (545.243368 sec): 3 clusters Score: Raw -151232.684509 + Penalty 1704.196614 = -149528.487895 nChanged 14 SP:Iteration 23Q (545.272942 sec): 3 clusters Score: Raw -151238.357940 + Penalty 1704.196614 = -149534.161326 nChanged 18 SP:Iteration 24Q (545.302316 sec): 3 clusters Score: Raw -151245.686999 + Penalty 1704.196614 = -149541.490384 nChanged 17 SP:Iteration 25Q (545.331700 sec): 3 clusters Score: Raw -151252.698449 + Penalty 1704.196614 = -149548.501834 nChanged 15 SP:Iteration 26Q (545.361060 sec): 3 clusters Score: Raw -151259.608123 + Penalty 1704.196614 = -149555.411509 nChanged 15 SP:Iteration 27Q (545.390525 sec): 3 clusters Score: Raw -151269.323401 + Penalty 1704.196614 = -149565.126787 nChanged 17 SP:Iteration 28Q (545.419618 sec): 3 clusters Score: Raw -151275.879743 + Penalty 1704.196614 = -149571.683129 nChanged 8 SP:Iteration 29Q (545.448639 sec): 3 clusters Score: Raw -151277.845022 + Penalty 1704.196614 = -149573.648408 nChanged 6 SP:Iteration 30Q (545.477624 sec): 3 clusters Score: Raw -151279.827095 + Penalty 1704.196614 = -149575.630481 nChanged 7 SP:Iteration 31Q (545.524055 sec): 3 clusters Score: Raw -151282.211270 + Penalty 1704.196614 = -149578.014656 nChanged 3 SP:Iteration 32Q (545.631732 sec): 3 clusters Score: Raw -151283.603540 + Penalty 1704.196614 = -149579.406926 nChanged 4 SP:Iteration 33Q (545.752496 sec): 3 clusters Score: Raw -151285.745923 + Penalty 1704.196614 = -149581.549309 nChanged 6 SP:Iteration 34Q (545.846528 sec): 3 clusters Score: Raw -151288.463635 + Penalty 1704.196614 = -149584.267020 nChanged 6 SP:Iteration 35Q (545.917668 sec): 3 clusters Score: Raw -151289.738490 + Penalty 1704.196614 = -149585.541876 nChanged 4 SP:Iteration 36Q (545.946882 sec): 3 clusters Score: Raw -151290.547374 + Penalty 1704.196614 = -149586.350759 nChanged 3 SP:Iteration 37Q (545.975756 sec): 3 clusters Score: Raw -151290.937017 + Penalty 1704.196614 = -149586.740403 nChanged 1 SP:Iteration 38Q (546.004630 sec): 3 clusters Score: Raw -151291.180403 + Penalty 1704.196614 = -149586.983789 nChanged 0 SP:Iteration 39F (546.033597 sec): 3 clusters Score: Raw -151291.180403 + Penalty 1704.196614 = -149586.983789 nChanged 0 Trying to split cluster 2 (8911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (546.085440 sec): 2 clusters Score: Raw -426848.534017 + Penalty 954.979383 = -425893.554634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (546.152780 sec): 3 clusters Score: Raw -421596.806601 + Penalty 1909.958767 = -419686.847834 nChanged 3968 SP:Iteration 1F (546.226162 sec): 3 clusters Score: Raw -423972.242580 + Penalty 1909.958767 = -422062.283813 nChanged 570 SP:Iteration 2F (546.292851 sec): 3 clusters Score: Raw -424261.747092 + Penalty 1909.958767 = -422351.788325 nChanged 506 SP:Iteration 3F (546.343103 sec): 3 clusters Score: Raw -424546.043941 + Penalty 1909.958767 = -422636.085174 nChanged 510 SP:Iteration 4F (546.393445 sec): 3 clusters Score: Raw -424873.578173 + Penalty 1909.958767 = -422963.619406 nChanged 568 SP:Iteration 5F (546.444923 sec): 3 clusters Score: Raw -425361.747000 + Penalty 1909.958767 = -423451.788233 nChanged 618 SP:Iteration 6F (546.503985 sec): 3 clusters Score: Raw -426066.283872 + Penalty 1909.958767 = -424156.325105 nChanged 680 SP:Iteration 7F (546.562678 sec): 3 clusters Score: Raw -427173.915037 + Penalty 1909.958767 = -425263.956270 nChanged 737 SP:Iteration 8F (546.620997 sec): 3 clusters Score: Raw -428964.602259 + Penalty 1909.958767 = -427054.643492 nChanged 689 SP:Iteration 9F (546.679298 sec): 3 clusters Score: Raw -430363.156066 + Penalty 1909.958767 = -428453.197299 nChanged 506 SP:Iteration 10F (546.735265 sec): 3 clusters Score: Raw -430976.222733 + Penalty 1909.958767 = -429066.263966 nChanged 309 SP:Iteration 11Q (546.788181 sec): 3 clusters Score: Raw -431415.749399 + Penalty 1909.958767 = -429505.790632 nChanged 219 SP:Iteration 12Q (546.840514 sec): 3 clusters Score: Raw -431722.967350 + Penalty 1909.958767 = -429813.008583 nChanged 133 SP:Iteration 13Q (546.892077 sec): 3 clusters Score: Raw -431871.070556 + Penalty 1909.958767 = -429961.111789 nChanged 92 SP:Iteration 14Q (546.965914 sec): 3 clusters Score: Raw -431967.790996 + Penalty 1909.958767 = -430057.832229 nChanged 80 SP:Iteration 15Q (547.018907 sec): 3 clusters Score: Raw -432046.810539 + Penalty 1909.958767 = -430136.851772 nChanged 68 SP:Iteration 16Q (547.072862 sec): 3 clusters Score: Raw -432122.253165 + Penalty 1909.958767 = -430212.294398 nChanged 54 SP:Iteration 17Q (547.151654 sec): 3 clusters Score: Raw -432167.148943 + Penalty 1909.958767 = -430257.190176 nChanged 35 SP:Iteration 18Q (547.204966 sec): 3 clusters Score: Raw -432183.927531 + Penalty 1909.958767 = -430273.968764 nChanged 14 SP:Iteration 19Q (547.258046 sec): 3 clusters Score: Raw -432188.353294 + Penalty 1909.958767 = -430278.394527 nChanged 7 SP:Iteration 20F (547.313458 sec): 3 clusters Score: Raw -432195.582726 + Penalty 1909.958767 = -430285.623959 nChanged 6 SP:Iteration 21Q (547.364818 sec): 3 clusters Score: Raw -432200.034133 + Penalty 1909.958767 = -430290.075366 nChanged 3 SP:Iteration 22Q (547.495590 sec): 3 clusters Score: Raw -432200.410400 + Penalty 1909.958767 = -430290.451633 nChanged 0 SP:Iteration 23F (547.656591 sec): 3 clusters Score: Raw -432200.410400 + Penalty 1909.958767 = -430290.451633 nChanged 0 Score: Raw -1480713.744398 + Penalty 9873.733947 = -1470840.010451 Splitting cluster 2 changes total score from -1466584.097731 to -1470840.010451 So it's getting split into cluster 9. Trying to split cluster 3 (3131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (548.047666 sec): 2 clusters Score: Raw -146962.825244 + Penalty 845.156311 = -146117.668934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (548.081187 sec): 3 clusters Score: Raw -145319.880395 + Penalty 1690.312621 = -143629.567774 nChanged 1263 SP:Iteration 1F (548.114216 sec): 3 clusters Score: Raw -146087.373943 + Penalty 1690.312621 = -144397.061322 nChanged 245 SP:Iteration 2F (548.147069 sec): 3 clusters Score: Raw -146284.426426 + Penalty 1690.312621 = -144594.113804 nChanged 229 SP:Iteration 3F (548.180638 sec): 3 clusters Score: Raw -146465.316159 + Penalty 1690.312621 = -144775.003537 nChanged 203 SP:Iteration 4F (548.213932 sec): 3 clusters Score: Raw -146619.526212 + Penalty 1690.312621 = -144929.213591 nChanged 168 SP:Iteration 5F (548.247094 sec): 3 clusters Score: Raw -146746.314202 + Penalty 1690.312621 = -145056.001580 nChanged 152 SP:Iteration 6Q (548.276522 sec): 3 clusters Score: Raw -146872.032905 + Penalty 1690.312621 = -145181.720283 nChanged 140 SP:Iteration 7Q (548.305969 sec): 3 clusters Score: Raw -146995.383904 + Penalty 1690.312621 = -145305.071282 nChanged 136 SP:Iteration 8Q (548.335922 sec): 3 clusters Score: Raw -147101.948198 + Penalty 1690.312621 = -145411.635577 nChanged 106 SP:Iteration 9Q (548.365318 sec): 3 clusters Score: Raw -147170.423654 + Penalty 1690.312621 = -145480.111033 nChanged 76 SP:Iteration 10Q (548.394630 sec): 3 clusters Score: Raw -147223.779667 + Penalty 1690.312621 = -145533.467045 nChanged 72 SP:Iteration 11Q (548.423895 sec): 3 clusters Score: Raw -147263.648133 + Penalty 1690.312621 = -145573.335512 nChanged 54 SP:Iteration 12Q (548.453259 sec): 3 clusters Score: Raw -147289.868908 + Penalty 1690.312621 = -145599.556287 nChanged 46 SP:Iteration 13Q (548.482997 sec): 3 clusters Score: Raw -147311.649205 + Penalty 1690.312621 = -145621.336583 nChanged 50 SP:Iteration 14Q (548.512541 sec): 3 clusters Score: Raw -147332.706038 + Penalty 1690.312621 = -145642.393417 nChanged 40 SP:Iteration 15Q (548.542034 sec): 3 clusters Score: Raw -147349.093306 + Penalty 1690.312621 = -145658.780685 nChanged 38 SP:Iteration 16Q (548.571530 sec): 3 clusters Score: Raw -147362.471759 + Penalty 1690.312621 = -145672.159137 nChanged 31 SP:Iteration 17Q (548.600950 sec): 3 clusters Score: Raw -147375.000517 + Penalty 1690.312621 = -145684.687896 nChanged 31 SP:Iteration 18Q (548.630733 sec): 3 clusters Score: Raw -147386.611107 + Penalty 1690.312621 = -145696.298486 nChanged 30 SP:Iteration 19Q (548.660617 sec): 3 clusters Score: Raw -147397.158985 + Penalty 1690.312621 = -145706.846364 nChanged 31 SP:Iteration 20F (548.690085 sec): 3 clusters Score: Raw -147408.680535 + Penalty 1690.312621 = -145718.367914 nChanged 31 SP:Iteration 21Q (548.719724 sec): 3 clusters Score: Raw -147421.631734 + Penalty 1690.312621 = -145731.319112 nChanged 33 SP:Iteration 22Q (548.749456 sec): 3 clusters Score: Raw -147433.030762 + Penalty 1690.312621 = -145742.718140 nChanged 26 SP:Iteration 23Q (548.779169 sec): 3 clusters Score: Raw -147443.165800 + Penalty 1690.312621 = -145752.853178 nChanged 35 SP:Iteration 24Q (548.808868 sec): 3 clusters Score: Raw -147464.601814 + Penalty 1690.312621 = -145774.289192 nChanged 43 SP:Iteration 25Q (548.838511 sec): 3 clusters Score: Raw -147497.094228 + Penalty 1690.312621 = -145806.781606 nChanged 54 SP:Iteration 26Q (548.958082 sec): 3 clusters Score: Raw -147525.669516 + Penalty 1690.312621 = -145835.356895 nChanged 46 SP:Iteration 27Q (549.080759 sec): 3 clusters Score: Raw -147552.906504 + Penalty 1690.312621 = -145862.593882 nChanged 45 SP:Iteration 28Q (549.165195 sec): 3 clusters Score: Raw -147580.509820 + Penalty 1690.312621 = -145890.197199 nChanged 47 SP:Iteration 29Q (549.194719 sec): 3 clusters Score: Raw -147611.746547 + Penalty 1690.312621 = -145921.433926 nChanged 37 SP:Iteration 30Q (549.224156 sec): 3 clusters Score: Raw -147634.816326 + Penalty 1690.312621 = -145944.503705 nChanged 32 SP:Iteration 31Q (549.253611 sec): 3 clusters Score: Raw -147654.419758 + Penalty 1690.312621 = -145964.107136 nChanged 28 SP:Iteration 32Q (549.283116 sec): 3 clusters Score: Raw -147670.362175 + Penalty 1690.312621 = -145980.049553 nChanged 19 SP:Iteration 33Q (549.312376 sec): 3 clusters Score: Raw -147684.937570 + Penalty 1690.312621 = -145994.624949 nChanged 16 SP:Iteration 34Q (549.341486 sec): 3 clusters Score: Raw -147694.851031 + Penalty 1690.312621 = -146004.538410 nChanged 14 SP:Iteration 35Q (549.370539 sec): 3 clusters Score: Raw -147705.608076 + Penalty 1690.312621 = -146015.295454 nChanged 14 SP:Iteration 36Q (549.399435 sec): 3 clusters Score: Raw -147710.135684 + Penalty 1690.312621 = -146019.823063 nChanged 8 SP:Iteration 37Q (549.428546 sec): 3 clusters Score: Raw -147712.586467 + Penalty 1690.312621 = -146022.273845 nChanged 4 SP:Iteration 38Q (549.457484 sec): 3 clusters Score: Raw -147713.212918 + Penalty 1690.312621 = -146022.900296 nChanged 3 SP:Iteration 39Q (549.486547 sec): 3 clusters Score: Raw -147713.904196 + Penalty 1690.312621 = -146023.591575 nChanged 4 SP:Iteration 40F (549.515809 sec): 3 clusters Score: Raw -147714.569716 + Penalty 1690.312621 = -146024.257095 nChanged 3 SP:Iteration 41Q (549.545025 sec): 3 clusters Score: Raw -147716.216118 + Penalty 1690.312621 = -146025.903497 nChanged 5 SP:Iteration 42Q (549.574068 sec): 3 clusters Score: Raw -147718.146969 + Penalty 1690.312621 = -146027.834348 nChanged 0 SP:Iteration 43F (549.682345 sec): 3 clusters Score: Raw -147718.146969 + Penalty 1690.312621 = -146027.834348 nChanged 0 Trying to split cluster 4 (2988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (549.743285 sec): 2 clusters Score: Raw -108779.756416 + Penalty 840.247752 = -107939.508664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (549.856313 sec): 3 clusters Score: Raw -107310.671813 + Penalty 1680.495505 = -105630.176308 nChanged 1170 SP:Iteration 1F (549.884830 sec): 3 clusters Score: Raw -108276.139857 + Penalty 1680.495505 = -106595.644353 nChanged 343 SP:Iteration 2F (549.913208 sec): 3 clusters Score: Raw -108708.491964 + Penalty 1680.495505 = -107027.996459 nChanged 275 SP:Iteration 3F (549.941606 sec): 3 clusters Score: Raw -109015.588985 + Penalty 1680.495505 = -107335.093481 nChanged 178 SP:Iteration 4F (549.969913 sec): 3 clusters Score: Raw -109244.846812 + Penalty 1680.495505 = -107564.351307 nChanged 175 SP:Iteration 5F (549.998250 sec): 3 clusters Score: Raw -109461.457683 + Penalty 1680.495505 = -107780.962178 nChanged 133 SP:Iteration 6Q (550.026962 sec): 3 clusters Score: Raw -109602.444396 + Penalty 1680.495505 = -107921.948892 nChanged 104 SP:Iteration 7Q (550.055793 sec): 3 clusters Score: Raw -109725.118145 + Penalty 1680.495505 = -108044.622640 nChanged 79 SP:Iteration 8Q (550.084371 sec): 3 clusters Score: Raw -109803.683148 + Penalty 1680.495505 = -108123.187644 nChanged 56 SP:Iteration 9Q (550.112896 sec): 3 clusters Score: Raw -109842.124067 + Penalty 1680.495505 = -108161.628562 nChanged 38 SP:Iteration 10Q (550.141370 sec): 3 clusters Score: Raw -109859.486322 + Penalty 1680.495505 = -108178.990818 nChanged 26 SP:Iteration 11Q (550.169812 sec): 3 clusters Score: Raw -109872.049619 + Penalty 1680.495505 = -108191.554114 nChanged 12 SP:Iteration 12Q (550.316120 sec): 3 clusters Score: Raw -109876.247083 + Penalty 1680.495505 = -108195.751578 nChanged 8 SP:Iteration 13Q (550.443893 sec): 3 clusters Score: Raw -109878.445203 + Penalty 1680.495505 = -108197.949699 nChanged 6 SP:Iteration 14Q (550.535295 sec): 3 clusters Score: Raw -109880.506946 + Penalty 1680.495505 = -108200.011441 nChanged 6 SP:Iteration 15Q (550.564361 sec): 3 clusters Score: Raw -109885.843466 + Penalty 1680.495505 = -108205.347961 nChanged 3 SP:Iteration 16Q (550.592943 sec): 3 clusters Score: Raw -109886.849448 + Penalty 1680.495505 = -108206.353944 nChanged 3 SP:Iteration 17Q (550.621794 sec): 3 clusters Score: Raw -109887.367875 + Penalty 1680.495505 = -108206.872370 nChanged 3 SP:Iteration 18Q (550.650494 sec): 3 clusters Score: Raw -109887.774830 + Penalty 1680.495505 = -108207.279326 nChanged 3 SP:Iteration 19Q (550.679169 sec): 3 clusters Score: Raw -109888.892105 + Penalty 1680.495505 = -108208.396600 nChanged 4 SP:Iteration 20F (550.707769 sec): 3 clusters Score: Raw -109890.329282 + Penalty 1680.495505 = -108209.833778 nChanged 5 SP:Iteration 21Q (550.736409 sec): 3 clusters Score: Raw -109891.705575 + Penalty 1680.495505 = -108211.210070 nChanged 4 SP:Iteration 22Q (550.764944 sec): 3 clusters Score: Raw -109893.672509 + Penalty 1680.495505 = -108213.177004 nChanged 4 SP:Iteration 23Q (550.793543 sec): 3 clusters Score: Raw -109894.825704 + Penalty 1680.495505 = -108214.330199 nChanged 5 SP:Iteration 24Q (550.822111 sec): 3 clusters Score: Raw -109896.500056 + Penalty 1680.495505 = -108216.004551 nChanged 5 SP:Iteration 25Q (550.851528 sec): 3 clusters Score: Raw -109897.602139 + Penalty 1680.495505 = -108217.106634 nChanged 4 SP:Iteration 26Q (550.880953 sec): 3 clusters Score: Raw -109898.668517 + Penalty 1680.495505 = -108218.173012 nChanged 3 SP:Iteration 27Q (550.909372 sec): 3 clusters Score: Raw -109899.268251 + Penalty 1680.495505 = -108218.772747 nChanged 3 SP:Iteration 28Q (550.937868 sec): 3 clusters Score: Raw -109899.920545 + Penalty 1680.495505 = -108219.425040 nChanged 1 SP:Iteration 29Q (550.966246 sec): 3 clusters Score: Raw -109900.187398 + Penalty 1680.495505 = -108219.691894 nChanged 0 SP:Iteration 30F (550.994507 sec): 3 clusters Score: Raw -109900.187398 + Penalty 1680.495505 = -108219.691894 nChanged 0 Score: Raw -1481834.175381 + Penalty 10970.815497 = -1470863.359883 Splitting cluster 4 changes total score from -1466584.097731 to -1470863.359883 So it's getting split into cluster 10. Trying to split cluster 5 (6639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (551.763649 sec): 2 clusters Score: Raw -303144.657060 + Penalty 924.075246 = -302220.581814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (551.811159 sec): 3 clusters Score: Raw -299552.975814 + Penalty 1848.150492 = -297704.825322 nChanged 2786 SP:Iteration 1F (551.858974 sec): 3 clusters Score: Raw -301220.664728 + Penalty 1848.150492 = -299372.514236 nChanged 475 SP:Iteration 2F (551.914601 sec): 3 clusters Score: Raw -301519.958251 + Penalty 1848.150492 = -299671.807759 nChanged 388 SP:Iteration 3F (551.970505 sec): 3 clusters Score: Raw -301821.629485 + Penalty 1848.150492 = -299973.478993 nChanged 385 SP:Iteration 4F (552.018961 sec): 3 clusters Score: Raw -302135.548089 + Penalty 1848.150492 = -300287.397597 nChanged 381 SP:Iteration 5F (552.065674 sec): 3 clusters Score: Raw -302425.647483 + Penalty 1848.150492 = -300577.496991 nChanged 351 SP:Iteration 6F (552.112322 sec): 3 clusters Score: Raw -302672.653510 + Penalty 1848.150492 = -300824.503018 nChanged 321 SP:Iteration 7Q (552.160509 sec): 3 clusters Score: Raw -302879.980366 + Penalty 1848.150492 = -301031.829874 nChanged 289 SP:Iteration 8Q (552.208607 sec): 3 clusters Score: Raw -303050.137957 + Penalty 1848.150492 = -301201.987465 nChanged 234 SP:Iteration 9Q (552.261096 sec): 3 clusters Score: Raw -303174.097342 + Penalty 1848.150492 = -301325.946850 nChanged 205 SP:Iteration 10Q (552.394272 sec): 3 clusters Score: Raw -303273.953439 + Penalty 1848.150492 = -301425.802947 nChanged 167 SP:Iteration 11Q (552.505845 sec): 3 clusters Score: Raw -303358.491451 + Penalty 1848.150492 = -301510.340959 nChanged 167 SP:Iteration 12Q (552.573843 sec): 3 clusters Score: Raw -303453.780823 + Penalty 1848.150492 = -301605.630331 nChanged 179 SP:Iteration 13Q (552.620748 sec): 3 clusters Score: Raw -303548.511067 + Penalty 1848.150492 = -301700.360575 nChanged 158 SP:Iteration 14Q (552.668459 sec): 3 clusters Score: Raw -303636.303833 + Penalty 1848.150492 = -301788.153341 nChanged 165 SP:Iteration 15Q (552.716536 sec): 3 clusters Score: Raw -303743.044319 + Penalty 1848.150492 = -301894.893827 nChanged 175 SP:Iteration 16Q (552.764244 sec): 3 clusters Score: Raw -303870.296545 + Penalty 1848.150492 = -302022.146053 nChanged 150 SP:Iteration 17Q (552.813091 sec): 3 clusters Score: Raw -304001.724476 + Penalty 1848.150492 = -302153.573984 nChanged 142 SP:Iteration 18Q (552.862822 sec): 3 clusters Score: Raw -304145.794613 + Penalty 1848.150492 = -302297.644121 nChanged 117 SP:Iteration 19Q (552.912361 sec): 3 clusters Score: Raw -304310.939903 + Penalty 1848.150492 = -302462.789411 nChanged 113 SP:Iteration 20F (552.962543 sec): 3 clusters Score: Raw -304598.080758 + Penalty 1848.150492 = -302749.930266 nChanged 109 SP:Iteration 21Q (553.010610 sec): 3 clusters Score: Raw -304963.299340 + Penalty 1848.150492 = -303115.148848 nChanged 95 SP:Iteration 22Q (553.057699 sec): 3 clusters Score: Raw -305249.537636 + Penalty 1848.150492 = -303401.387144 nChanged 69 SP:Iteration 23Q (553.104499 sec): 3 clusters Score: Raw -305462.855555 + Penalty 1848.150492 = -303614.705063 nChanged 24 SP:Iteration 24Q (553.234481 sec): 3 clusters Score: Raw -305491.421940 + Penalty 1848.150492 = -303643.271448 nChanged 9 SP:Iteration 25Q (553.347407 sec): 3 clusters Score: Raw -305493.847117 + Penalty 1848.150492 = -303645.696625 nChanged 5 SP:Iteration 26Q (553.477794 sec): 3 clusters Score: Raw -305495.077107 + Penalty 1848.150492 = -303646.926615 nChanged 2 SP:Iteration 27Q (553.602574 sec): 3 clusters Score: Raw -305495.264438 + Penalty 1848.150492 = -303647.113946 nChanged 0 SP:Iteration 28F (553.719081 sec): 3 clusters Score: Raw -305495.264438 + Penalty 1848.150492 = -303647.113946 nChanged 0 Score: Raw -1484184.782758 + Penalty 12067.897047 = -1472116.885711 Splitting cluster 5 changes total score from -1466584.097731 to -1472116.885711 So it's getting split into cluster 11. Trying to split cluster 6 (4951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (554.324597 sec): 2 clusters Score: Raw -236326.112522 + Penalty 893.271210 = -235432.841313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (554.448774 sec): 3 clusters Score: Raw -233645.181064 + Penalty 1786.542420 = -231858.638645 nChanged 2074 SP:Iteration 1F (554.570478 sec): 3 clusters Score: Raw -234799.288198 + Penalty 1786.542420 = -233012.745778 nChanged 413 SP:Iteration 2F (554.693967 sec): 3 clusters Score: Raw -235056.995217 + Penalty 1786.542420 = -233270.452798 nChanged 343 SP:Iteration 3F (554.817802 sec): 3 clusters Score: Raw -235336.057509 + Penalty 1786.542420 = -233549.515089 nChanged 307 SP:Iteration 4F (554.943918 sec): 3 clusters Score: Raw -235664.217715 + Penalty 1786.542420 = -233877.675296 nChanged 316 SP:Iteration 5F (555.067753 sec): 3 clusters Score: Raw -235981.995690 + Penalty 1786.542420 = -234195.453270 nChanged 287 SP:Iteration 6F (555.190365 sec): 3 clusters Score: Raw -236213.470761 + Penalty 1786.542420 = -234426.928341 nChanged 247 SP:Iteration 7Q (555.232261 sec): 3 clusters Score: Raw -236388.912195 + Penalty 1786.542420 = -234602.369775 nChanged 220 SP:Iteration 8Q (555.277947 sec): 3 clusters Score: Raw -236520.309698 + Penalty 1786.542420 = -234733.767279 nChanged 181 SP:Iteration 9Q (555.395007 sec): 3 clusters Score: Raw -236627.391830 + Penalty 1786.542420 = -234840.849410 nChanged 147 SP:Iteration 10Q (555.562771 sec): 3 clusters Score: Raw -236699.593369 + Penalty 1786.542420 = -234913.050949 nChanged 122 SP:Iteration 11Q (555.616143 sec): 3 clusters Score: Raw -236747.743983 + Penalty 1786.542420 = -234961.201563 nChanged 101 SP:Iteration 12Q (555.661312 sec): 3 clusters Score: Raw -236784.416660 + Penalty 1786.542420 = -234997.874241 nChanged 82 SP:Iteration 13Q (555.706712 sec): 3 clusters Score: Raw -236808.443905 + Penalty 1786.542420 = -235021.901485 nChanged 48 SP:Iteration 14Q (555.751840 sec): 3 clusters Score: Raw -236822.741512 + Penalty 1786.542420 = -235036.199092 nChanged 44 SP:Iteration 15Q (555.794131 sec): 3 clusters Score: Raw -236835.930650 + Penalty 1786.542420 = -235049.388230 nChanged 42 SP:Iteration 16Q (555.836681 sec): 3 clusters Score: Raw -236846.541837 + Penalty 1786.542420 = -235059.999418 nChanged 35 SP:Iteration 17Q (555.879018 sec): 3 clusters Score: Raw -236858.019950 + Penalty 1786.542420 = -235071.477530 nChanged 31 SP:Iteration 18Q (555.921658 sec): 3 clusters Score: Raw -236865.368160 + Penalty 1786.542420 = -235078.825741 nChanged 32 SP:Iteration 19Q (555.964752 sec): 3 clusters Score: Raw -236871.424666 + Penalty 1786.542420 = -235084.882247 nChanged 24 SP:Iteration 20F (556.008128 sec): 3 clusters Score: Raw -236877.377260 + Penalty 1786.542420 = -235090.834840 nChanged 30 SP:Iteration 21Q (556.051380 sec): 3 clusters Score: Raw -236883.655337 + Penalty 1786.542420 = -235097.112917 nChanged 25 SP:Iteration 22Q (556.094478 sec): 3 clusters Score: Raw -236890.611250 + Penalty 1786.542420 = -235104.068831 nChanged 26 SP:Iteration 23Q (556.137687 sec): 3 clusters Score: Raw -236897.590783 + Penalty 1786.542420 = -235111.048364 nChanged 33 SP:Iteration 24Q (556.180762 sec): 3 clusters Score: Raw -236905.732131 + Penalty 1786.542420 = -235119.189712 nChanged 34 SP:Iteration 25Q (556.223791 sec): 3 clusters Score: Raw -236917.157384 + Penalty 1786.542420 = -235130.614965 nChanged 44 SP:Iteration 26Q (556.266869 sec): 3 clusters Score: Raw -236929.710333 + Penalty 1786.542420 = -235143.167913 nChanged 32 SP:Iteration 27Q (556.309960 sec): 3 clusters Score: Raw -236942.182770 + Penalty 1786.542420 = -235155.640350 nChanged 48 SP:Iteration 28Q (556.352951 sec): 3 clusters Score: Raw -236959.167794 + Penalty 1786.542420 = -235172.625374 nChanged 46 SP:Iteration 29Q (556.395998 sec): 3 clusters Score: Raw -236973.748234 + Penalty 1786.542420 = -235187.205814 nChanged 48 SP:Iteration 30Q (556.439069 sec): 3 clusters Score: Raw -236990.747935 + Penalty 1786.542420 = -235204.205516 nChanged 50 SP:Iteration 31Q (556.527110 sec): 3 clusters Score: Raw -237005.566482 + Penalty 1786.542420 = -235219.024062 nChanged 34 SP:Iteration 32Q (556.650838 sec): 3 clusters Score: Raw -237018.758175 + Penalty 1786.542420 = -235232.215755 nChanged 42 SP:Iteration 33Q (556.794760 sec): 3 clusters Score: Raw -237031.265665 + Penalty 1786.542420 = -235244.723245 nChanged 37 SP:Iteration 34Q (556.920056 sec): 3 clusters Score: Raw -237046.445777 + Penalty 1786.542420 = -235259.903358 nChanged 50 SP:Iteration 35Q (557.044296 sec): 3 clusters Score: Raw -237063.237947 + Penalty 1786.542420 = -235276.695527 nChanged 48 SP:Iteration 36Q (557.147322 sec): 3 clusters Score: Raw -237083.041527 + Penalty 1786.542420 = -235296.499107 nChanged 50 SP:Iteration 37Q (557.187481 sec): 3 clusters Score: Raw -237098.259012 + Penalty 1786.542420 = -235311.716593 nChanged 40 SP:Iteration 38Q (557.229660 sec): 3 clusters Score: Raw -237111.146850 + Penalty 1786.542420 = -235324.604430 nChanged 39 SP:Iteration 39Q (557.271835 sec): 3 clusters Score: Raw -237123.900034 + Penalty 1786.542420 = -235337.357614 nChanged 30 SP:Iteration 40F (557.314682 sec): 3 clusters Score: Raw -237133.239599 + Penalty 1786.542420 = -235346.697180 nChanged 24 SP:Iteration 41Q (557.442655 sec): 3 clusters Score: Raw -237137.948332 + Penalty 1786.542420 = -235351.405912 nChanged 17 SP:Iteration 42Q (557.585380 sec): 3 clusters Score: Raw -237141.022236 + Penalty 1786.542420 = -235354.479817 nChanged 20 SP:Iteration 43Q (557.711892 sec): 3 clusters Score: Raw -237145.447696 + Penalty 1786.542420 = -235358.905276 nChanged 16 SP:Iteration 44Q (557.834395 sec): 3 clusters Score: Raw -237148.712094 + Penalty 1786.542420 = -235362.169675 nChanged 18 SP:Iteration 45Q (557.956771 sec): 3 clusters Score: Raw -237151.219338 + Penalty 1786.542420 = -235364.676919 nChanged 12 SP:Iteration 46Q (558.080480 sec): 3 clusters Score: Raw -237153.756607 + Penalty 1786.542420 = -235367.214188 nChanged 12 SP:Iteration 47Q (558.196133 sec): 3 clusters Score: Raw -237156.070344 + Penalty 1786.542420 = -235369.527924 nChanged 15 SP:Iteration 48Q (558.311795 sec): 3 clusters Score: Raw -237158.344454 + Penalty 1786.542420 = -235371.802035 nChanged 8 SP:Iteration 49Q (558.435472 sec): 3 clusters Score: Raw -237159.269300 + Penalty 1786.542420 = -235372.726881 nChanged 4 SP:Iteration 50Q (558.545594 sec): 3 clusters Score: Raw -237159.829705 + Penalty 1786.542420 = -235373.287286 nChanged 5 SP:Iteration 51Q (558.671052 sec): 3 clusters Score: Raw -237160.800179 + Penalty 1786.542420 = -235374.257760 nChanged 4 SP:Iteration 52Q (558.794285 sec): 3 clusters Score: Raw -237161.632868 + Penalty 1786.542420 = -235375.090448 nChanged 9 SP:Iteration 53Q (558.891433 sec): 3 clusters Score: Raw -237163.470032 + Penalty 1786.542420 = -235376.927612 nChanged 13 SP:Iteration 54Q (558.990773 sec): 3 clusters Score: Raw -237165.470037 + Penalty 1786.542420 = -235378.927618 nChanged 7 SP:Iteration 55Q (559.116932 sec): 3 clusters Score: Raw -237166.300830 + Penalty 1786.542420 = -235379.758410 nChanged 5 SP:Iteration 56Q (559.223186 sec): 3 clusters Score: Raw -237166.931424 + Penalty 1786.542420 = -235380.389005 nChanged 4 SP:Iteration 57Q (559.337035 sec): 3 clusters Score: Raw -237167.334683 + Penalty 1786.542420 = -235380.792263 nChanged 1 SP:Iteration 58Q (559.453343 sec): 3 clusters Score: Raw -237167.516787 + Penalty 1786.542420 = -235380.974368 nChanged 1 SP:Iteration 59Q (559.495476 sec): 3 clusters Score: Raw -237167.738016 + Penalty 1786.542420 = -235381.195596 nChanged 3 SP:Iteration 60F (559.538164 sec): 3 clusters Score: Raw -237168.185017 + Penalty 1786.542420 = -235381.642597 nChanged 7 SP:Iteration 61Q (559.580999 sec): 3 clusters Score: Raw -237169.744198 + Penalty 1786.542420 = -235383.201778 nChanged 5 SP:Iteration 62Q (559.623810 sec): 3 clusters Score: Raw -237170.896711 + Penalty 1786.542420 = -235384.354292 nChanged 4 SP:Iteration 63Q (559.666518 sec): 3 clusters Score: Raw -237171.432992 + Penalty 1786.542420 = -235384.890573 nChanged 3 SP:Iteration 64Q (559.709271 sec): 3 clusters Score: Raw -237171.855610 + Penalty 1786.542420 = -235385.313190 nChanged 3 SP:Iteration 65Q (559.752111 sec): 3 clusters Score: Raw -237172.265227 + Penalty 1786.542420 = -235385.722807 nChanged 1 SP:Iteration 66Q (559.794768 sec): 3 clusters Score: Raw -237172.361147 + Penalty 1786.542420 = -235385.818727 nChanged 2 SP:Iteration 67Q (559.837506 sec): 3 clusters Score: Raw -237172.610544 + Penalty 1786.542420 = -235386.068125 nChanged 4 SP:Iteration 68Q (559.880337 sec): 3 clusters Score: Raw -237173.485409 + Penalty 1786.542420 = -235386.942989 nChanged 4 SP:Iteration 69Q (559.923184 sec): 3 clusters Score: Raw -237174.369124 + Penalty 1786.542420 = -235387.826705 nChanged 2 SP:Iteration 70Q (559.966140 sec): 3 clusters Score: Raw -237174.850652 + Penalty 1786.542420 = -235388.308233 nChanged 1 SP:Iteration 71Q (560.008854 sec): 3 clusters Score: Raw -237174.904048 + Penalty 1786.542420 = -235388.361628 nChanged 0 SP:Iteration 72F (560.052045 sec): 3 clusters Score: Raw -237174.904048 + Penalty 1786.542420 = -235388.361628 nChanged 0 Trying to split cluster 7 (2571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (560.143413 sec): 2 clusters Score: Raw -116423.831633 + Penalty 824.465272 = -115599.366362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (560.291425 sec): 3 clusters Score: Raw -115136.712452 + Penalty 1648.930544 = -113487.781908 nChanged 1046 SP:Iteration 1F (560.370777 sec): 3 clusters Score: Raw -115843.229017 + Penalty 1648.930544 = -114194.298474 nChanged 237 SP:Iteration 2F (560.395515 sec): 3 clusters Score: Raw -116048.659707 + Penalty 1648.930544 = -114399.729164 nChanged 183 SP:Iteration 3F (560.420431 sec): 3 clusters Score: Raw -116175.054372 + Penalty 1648.930544 = -114526.123829 nChanged 124 SP:Iteration 4Q (560.446034 sec): 3 clusters Score: Raw -116260.962673 + Penalty 1648.930544 = -114612.032129 nChanged 90 SP:Iteration 5Q (560.498754 sec): 3 clusters Score: Raw -116310.895013 + Penalty 1648.930544 = -114661.964469 nChanged 73 SP:Iteration 6Q (560.581329 sec): 3 clusters Score: Raw -116347.035095 + Penalty 1648.930544 = -114698.104551 nChanged 59 SP:Iteration 7Q (560.681546 sec): 3 clusters Score: Raw -116382.449755 + Penalty 1648.930544 = -114733.519211 nChanged 58 SP:Iteration 8Q (560.736445 sec): 3 clusters Score: Raw -116416.762847 + Penalty 1648.930544 = -114767.832304 nChanged 54 SP:Iteration 9Q (560.761833 sec): 3 clusters Score: Raw -116443.301379 + Penalty 1648.930544 = -114794.370836 nChanged 46 SP:Iteration 10Q (560.787327 sec): 3 clusters Score: Raw -116467.247333 + Penalty 1648.930544 = -114818.316789 nChanged 46 SP:Iteration 11Q (560.812755 sec): 3 clusters Score: Raw -116488.349757 + Penalty 1648.930544 = -114839.419213 nChanged 51 SP:Iteration 12Q (560.838289 sec): 3 clusters Score: Raw -116513.739696 + Penalty 1648.930544 = -114864.809153 nChanged 34 SP:Iteration 13Q (560.863719 sec): 3 clusters Score: Raw -116540.216288 + Penalty 1648.930544 = -114891.285745 nChanged 38 SP:Iteration 14Q (560.889106 sec): 3 clusters Score: Raw -116569.717014 + Penalty 1648.930544 = -114920.786470 nChanged 43 SP:Iteration 15Q (560.914453 sec): 3 clusters Score: Raw -116590.303349 + Penalty 1648.930544 = -114941.372806 nChanged 41 SP:Iteration 16Q (560.939635 sec): 3 clusters Score: Raw -116613.912452 + Penalty 1648.930544 = -114964.981908 nChanged 41 SP:Iteration 17Q (560.965091 sec): 3 clusters Score: Raw -116642.251518 + Penalty 1648.930544 = -114993.320974 nChanged 48 SP:Iteration 18Q (560.990505 sec): 3 clusters Score: Raw -116677.155744 + Penalty 1648.930544 = -115028.225200 nChanged 58 SP:Iteration 19Q (561.015741 sec): 3 clusters Score: Raw -116717.791904 + Penalty 1648.930544 = -115068.861360 nChanged 58 SP:Iteration 20F (561.040658 sec): 3 clusters Score: Raw -116760.498773 + Penalty 1648.930544 = -115111.568229 nChanged 50 SP:Iteration 21Q (561.065776 sec): 3 clusters Score: Raw -116801.058247 + Penalty 1648.930544 = -115152.127704 nChanged 47 SP:Iteration 22Q (561.090809 sec): 3 clusters Score: Raw -116843.599841 + Penalty 1648.930544 = -115194.669297 nChanged 52 SP:Iteration 23Q (561.115872 sec): 3 clusters Score: Raw -116891.850711 + Penalty 1648.930544 = -115242.920168 nChanged 55 SP:Iteration 24Q (561.140801 sec): 3 clusters Score: Raw -116939.511409 + Penalty 1648.930544 = -115290.580866 nChanged 46 SP:Iteration 25Q (561.165620 sec): 3 clusters Score: Raw -116969.388198 + Penalty 1648.930544 = -115320.457654 nChanged 46 SP:Iteration 26Q (561.190780 sec): 3 clusters Score: Raw -117000.533866 + Penalty 1648.930544 = -115351.603322 nChanged 29 SP:Iteration 27Q (561.215438 sec): 3 clusters Score: Raw -117019.457853 + Penalty 1648.930544 = -115370.527310 nChanged 21 SP:Iteration 28Q (561.240368 sec): 3 clusters Score: Raw -117035.731235 + Penalty 1648.930544 = -115386.800692 nChanged 25 SP:Iteration 29Q (561.359090 sec): 3 clusters Score: Raw -117057.161251 + Penalty 1648.930544 = -115408.230707 nChanged 24 SP:Iteration 30Q (561.472597 sec): 3 clusters Score: Raw -117078.557858 + Penalty 1648.930544 = -115429.627315 nChanged 17 SP:Iteration 31Q (561.593597 sec): 3 clusters Score: Raw -117089.914354 + Penalty 1648.930544 = -115440.983811 nChanged 20 SP:Iteration 32Q (561.621014 sec): 3 clusters Score: Raw -117103.960445 + Penalty 1648.930544 = -115455.029901 nChanged 18 SP:Iteration 33Q (561.645712 sec): 3 clusters Score: Raw -117120.881831 + Penalty 1648.930544 = -115471.951287 nChanged 22 SP:Iteration 34Q (561.670256 sec): 3 clusters Score: Raw -117139.790409 + Penalty 1648.930544 = -115490.859865 nChanged 17 SP:Iteration 35Q (561.694825 sec): 3 clusters Score: Raw -117156.094826 + Penalty 1648.930544 = -115507.164282 nChanged 17 SP:Iteration 36Q (561.719407 sec): 3 clusters Score: Raw -117171.643480 + Penalty 1648.930544 = -115522.712937 nChanged 16 SP:Iteration 37Q (561.743883 sec): 3 clusters Score: Raw -117193.054915 + Penalty 1648.930544 = -115544.124371 nChanged 22 SP:Iteration 38Q (561.768268 sec): 3 clusters Score: Raw -117222.200544 + Penalty 1648.930544 = -115573.270000 nChanged 21 SP:Iteration 39Q (561.792476 sec): 3 clusters Score: Raw -117261.198607 + Penalty 1648.930544 = -115612.268063 nChanged 23 SP:Iteration 40F (561.817194 sec): 3 clusters Score: Raw -117302.310610 + Penalty 1648.930544 = -115653.380066 nChanged 13 SP:Iteration 41Q (561.840884 sec): 3 clusters Score: Raw -117320.121416 + Penalty 1648.930544 = -115671.190873 nChanged 6 SP:Iteration 42Q (561.864604 sec): 3 clusters Score: Raw -117326.053302 + Penalty 1648.930544 = -115677.122758 nChanged 4 SP:Iteration 43Q (561.888378 sec): 3 clusters Score: Raw -117327.982647 + Penalty 1648.930544 = -115679.052104 nChanged 1 SP:Iteration 44Q (561.912010 sec): 3 clusters Score: Raw -117328.424636 + Penalty 1648.930544 = -115679.494092 nChanged 0 SP:Iteration 45F (561.936712 sec): 3 clusters Score: Raw -117328.424636 + Penalty 1648.930544 = -115679.494092 nChanged 0 Score: Raw -1485089.375761 + Penalty 13164.978597 = -1471924.397164 Splitting cluster 7 changes total score from -1466584.097731 to -1471924.397164 So it's getting split into cluster 12. Trying to split cluster 8 (1922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (562.578396 sec): 2 clusters Score: Raw -53547.472361 + Penalty 793.917767 = -52753.554594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (562.598993 sec): 3 clusters Score: Raw -52747.279953 + Penalty 1587.835534 = -51159.444419 nChanged 729 SP:Iteration 1F (562.618554 sec): 3 clusters Score: Raw -53599.046684 + Penalty 1587.835534 = -52011.211150 nChanged 229 SP:Iteration 2F (562.638144 sec): 3 clusters Score: Raw -53978.362367 + Penalty 1587.835534 = -52390.526833 nChanged 154 SP:Iteration 3F (562.657924 sec): 3 clusters Score: Raw -54217.486487 + Penalty 1587.835534 = -52629.650954 nChanged 108 SP:Iteration 4F (562.677598 sec): 3 clusters Score: Raw -54345.795303 + Penalty 1587.835534 = -52757.959769 nChanged 69 SP:Iteration 5Q (562.697682 sec): 3 clusters Score: Raw -54408.758410 + Penalty 1587.835534 = -52820.922876 nChanged 42 SP:Iteration 6Q (562.717781 sec): 3 clusters Score: Raw -54442.374224 + Penalty 1587.835534 = -52854.538690 nChanged 29 SP:Iteration 7Q (562.737818 sec): 3 clusters Score: Raw -54462.362517 + Penalty 1587.835534 = -52874.526983 nChanged 16 SP:Iteration 8Q (562.757817 sec): 3 clusters Score: Raw -54472.021838 + Penalty 1587.835534 = -52884.186304 nChanged 13 SP:Iteration 9Q (562.777677 sec): 3 clusters Score: Raw -54478.601022 + Penalty 1587.835534 = -52890.765489 nChanged 11 SP:Iteration 10Q (562.797515 sec): 3 clusters Score: Raw -54485.788691 + Penalty 1587.835534 = -52897.953157 nChanged 12 SP:Iteration 11Q (562.817302 sec): 3 clusters Score: Raw -54495.826089 + Penalty 1587.835534 = -52907.990555 nChanged 6 SP:Iteration 12Q (562.934405 sec): 3 clusters Score: Raw -54499.704931 + Penalty 1587.835534 = -52911.869397 nChanged 4 SP:Iteration 13Q (563.056170 sec): 3 clusters Score: Raw -54501.020144 + Penalty 1587.835534 = -52913.184610 nChanged 4 SP:Iteration 14Q (563.144495 sec): 3 clusters Score: Raw -54502.807543 + Penalty 1587.835534 = -52914.972009 nChanged 4 SP:Iteration 15Q (563.164392 sec): 3 clusters Score: Raw -54503.857986 + Penalty 1587.835534 = -52916.022453 nChanged 2 SP:Iteration 16Q (563.184151 sec): 3 clusters Score: Raw -54504.456289 + Penalty 1587.835534 = -52916.620755 nChanged 0 SP:Iteration 17F (563.203763 sec): 3 clusters Score: Raw -54504.456289 + Penalty 1587.835534 = -52916.620755 nChanged 0 Score: Raw -1486046.359688 + Penalty 14262.060146 = -1471784.299542 Splitting cluster 8 changes total score from -1466584.097731 to -1471784.299542 So it's getting split into cluster 13. Iteration 59Q (564.483046 sec): 14 clusters Score: Raw -1487025.760316 + Penalty 14262.060146 = -1472763.700170 nChanged 852 Iteration 60F (565.077634 sec): 14 clusters Score: Raw -1487762.867479 + Penalty 14262.060146 = -1473500.807333 nChanged 678 Iteration 61Q (565.461770 sec): 14 clusters Score: Raw -1488084.854517 + Penalty 14262.060146 = -1473822.794370 nChanged 393 Iteration 62Q (565.968490 sec): 14 clusters Score: Raw -1488275.092471 + Penalty 14262.060146 = -1474013.032325 nChanged 329 Iteration 63Q (566.498107 sec): 14 clusters Score: Raw -1488474.483609 + Penalty 14262.060146 = -1474212.423462 nChanged 339 Iteration 64Q (566.875105 sec): 14 clusters Score: Raw -1488741.652826 + Penalty 14262.060146 = -1474479.592680 nChanged 296 Iteration 65Q (567.255787 sec): 14 clusters Score: Raw -1488992.267560 + Penalty 14262.060146 = -1474730.207414 nChanged 219 Iteration 66Q (567.991597 sec): 14 clusters Score: Raw -1489106.729254 + Penalty 14262.060146 = -1474844.669108 nChanged 165 Iteration 67Q (568.407804 sec): 14 clusters Score: Raw -1489179.136507 + Penalty 14262.060146 = -1474917.076360 nChanged 128 Iteration 68Q (568.756093 sec): 14 clusters Score: Raw -1489226.583243 + Penalty 14262.060146 = -1474964.523096 nChanged 115 Iteration 69Q (569.131391 sec): 14 clusters Score: Raw -1489278.763664 + Penalty 14262.060146 = -1475016.703518 nChanged 121 Iteration 70Q (569.681461 sec): 14 clusters Score: Raw -1489355.861111 + Penalty 14262.060146 = -1475093.800965 nChanged 129 Iteration 71Q (570.040675 sec): 14 clusters Score: Raw -1489459.604433 + Penalty 14262.060146 = -1475197.544286 nChanged 142 Iteration 72Q (570.424006 sec): 14 clusters Score: Raw -1489563.812571 + Penalty 14262.060146 = -1475301.752425 nChanged 132 Iteration 73Q (570.959671 sec): 14 clusters Score: Raw -1489643.213278 + Penalty 14262.060146 = -1475381.153131 nChanged 101 Iteration 74Q (571.315908 sec): 14 clusters Score: Raw -1489699.741280 + Penalty 14262.060146 = -1475437.681134 nChanged 92 Iteration 75Q (571.899203 sec): 14 clusters Score: Raw -1489739.572683 + Penalty 14262.060146 = -1475477.512537 nChanged 72 Iteration 76Q (572.317642 sec): 14 clusters Score: Raw -1489762.804687 + Penalty 14262.060146 = -1475500.744541 nChanged 58 Iteration 77Q (572.661280 sec): 14 clusters Score: Raw -1489779.469136 + Penalty 14262.060146 = -1475517.408990 nChanged 44 Iteration 78Q (573.040171 sec): 14 clusters Score: Raw -1489791.423242 + Penalty 14262.060146 = -1475529.363096 nChanged 36 Iteration 79Q (573.410905 sec): 14 clusters Score: Raw -1489801.885688 + Penalty 14262.060146 = -1475539.825542 nChanged 36 Iteration 80F (574.007604 sec): 14 clusters Score: Raw -1489811.885507 + Penalty 14262.060146 = -1475549.825361 nChanged 32 Iteration 81Q (574.386600 sec): 14 clusters Score: Raw -1489821.045329 + Penalty 14262.060146 = -1475558.985182 nChanged 24 Iteration 82Q (574.806423 sec): 14 clusters Score: Raw -1489827.644010 + Penalty 14262.060146 = -1475565.583863 nChanged 26 Iteration 83Q (575.400149 sec): 14 clusters Score: Raw -1489834.025586 + Penalty 14262.060146 = -1475571.965440 nChanged 21 Iteration 84Q (575.752319 sec): 14 clusters Score: Raw -1489840.099281 + Penalty 14262.060146 = -1475578.039135 nChanged 29 Iteration 85Q (576.167337 sec): 14 clusters Score: Raw -1489849.221477 + Penalty 14262.060146 = -1475587.161331 nChanged 33 Iteration 86Q (576.587735 sec): 14 clusters Score: Raw -1489860.763534 + Penalty 14262.060146 = -1475598.703388 nChanged 31 Iteration 87Q (577.235089 sec): 14 clusters Score: Raw -1489870.999195 + Penalty 14262.060146 = -1475608.939049 nChanged 33 Iteration 88Q (577.653702 sec): 14 clusters Score: Raw -1489881.745029 + Penalty 14262.060146 = -1475619.684883 nChanged 35 Iteration 89Q (578.071053 sec): 14 clusters Score: Raw -1489895.308634 + Penalty 14262.060146 = -1475633.248488 nChanged 32 Iteration 90Q (578.420520 sec): 14 clusters Score: Raw -1489904.371205 + Penalty 14262.060146 = -1475642.311059 nChanged 33 Iteration 91Q (578.798486 sec): 14 clusters Score: Raw -1489912.987713 + Penalty 14262.060146 = -1475650.927566 nChanged 24 Iteration 92Q (579.168298 sec): 14 clusters Score: Raw -1489919.679459 + Penalty 14262.060146 = -1475657.619313 nChanged 22 Iteration 93Q (579.544052 sec): 14 clusters Score: Raw -1489926.846563 + Penalty 14262.060146 = -1475664.786416 nChanged 22 Iteration 94Q (579.983327 sec): 14 clusters Score: Raw -1489930.847386 + Penalty 14262.060146 = -1475668.787240 nChanged 20 Iteration 95Q (580.611018 sec): 14 clusters Score: Raw -1489934.380052 + Penalty 14262.060146 = -1475672.319906 nChanged 16 Iteration 96Q (580.973648 sec): 14 clusters Score: Raw -1489939.526706 + Penalty 14262.060146 = -1475677.466560 nChanged 21 Iteration 97Q (581.293300 sec): 14 clusters Score: Raw -1489945.808731 + Penalty 14262.060146 = -1475683.748584 nChanged 26 Iteration 98Q (581.615218 sec): 14 clusters Score: Raw -1489955.203114 + Penalty 14262.060146 = -1475693.142968 nChanged 32 Writing temp clu file Because OldScore, -1475683.748584, is greater than current (better) Score,-1475693.142968 Compute initial score before splitting: Score: Raw -1489955.203114 + Penalty 14262.060146 = -1475693.142968 Trying to split cluster 1 (3098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (581.683955 sec): 2 clusters Score: Raw -139872.108434 + Penalty 844.043762 = -139028.064672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (581.820600 sec): 3 clusters Score: Raw -138298.490382 + Penalty 1688.087524 = -136610.402857 nChanged 1250 SP:Iteration 1F (581.855325 sec): 3 clusters Score: Raw -138995.127955 + Penalty 1688.087524 = -137307.040431 nChanged 207 SP:Iteration 2F (581.904137 sec): 3 clusters Score: Raw -139096.186495 + Penalty 1688.087524 = -137408.098970 nChanged 138 SP:Iteration 3Q (581.941879 sec): 3 clusters Score: Raw -139168.057011 + Penalty 1688.087524 = -137479.969487 nChanged 126 SP:Iteration 4Q (581.979731 sec): 3 clusters Score: Raw -139250.696517 + Penalty 1688.087524 = -137562.608993 nChanged 134 SP:Iteration 5Q (582.017598 sec): 3 clusters Score: Raw -139350.144219 + Penalty 1688.087524 = -137662.056695 nChanged 152 SP:Iteration 6Q (582.055694 sec): 3 clusters Score: Raw -139468.181688 + Penalty 1688.087524 = -137780.094163 nChanged 154 SP:Iteration 7Q (582.083100 sec): 3 clusters Score: Raw -139581.191679 + Penalty 1688.087524 = -137893.104155 nChanged 133 SP:Iteration 8Q (582.107285 sec): 3 clusters Score: Raw -139672.163477 + Penalty 1688.087524 = -137984.075953 nChanged 111 SP:Iteration 9Q (582.131468 sec): 3 clusters Score: Raw -139745.905097 + Penalty 1688.087524 = -138057.817573 nChanged 115 SP:Iteration 10Q (582.155531 sec): 3 clusters Score: Raw -139818.570494 + Penalty 1688.087524 = -138130.482970 nChanged 91 SP:Iteration 11Q (582.179734 sec): 3 clusters Score: Raw -139873.543965 + Penalty 1688.087524 = -138185.456441 nChanged 77 SP:Iteration 12Q (582.203855 sec): 3 clusters Score: Raw -139920.024640 + Penalty 1688.087524 = -138231.937116 nChanged 82 SP:Iteration 13Q (582.304724 sec): 3 clusters Score: Raw -139968.646419 + Penalty 1688.087524 = -138280.558894 nChanged 66 SP:Iteration 14Q (582.398851 sec): 3 clusters Score: Raw -140002.929621 + Penalty 1688.087524 = -138314.842097 nChanged 46 SP:Iteration 15Q (582.487841 sec): 3 clusters Score: Raw -140024.010537 + Penalty 1688.087524 = -138335.923013 nChanged 34 SP:Iteration 16Q (582.515757 sec): 3 clusters Score: Raw -140040.094889 + Penalty 1688.087524 = -138352.007364 nChanged 24 SP:Iteration 17Q (582.543512 sec): 3 clusters Score: Raw -140048.838549 + Penalty 1688.087524 = -138360.751025 nChanged 21 SP:Iteration 18Q (582.571264 sec): 3 clusters Score: Raw -140057.902686 + Penalty 1688.087524 = -138369.815161 nChanged 26 SP:Iteration 19Q (582.599111 sec): 3 clusters Score: Raw -140069.053229 + Penalty 1688.087524 = -138380.965705 nChanged 26 SP:Iteration 20F (582.626509 sec): 3 clusters Score: Raw -140079.437727 + Penalty 1688.087524 = -138391.350202 nChanged 21 SP:Iteration 21Q (582.654162 sec): 3 clusters Score: Raw -140085.236576 + Penalty 1688.087524 = -138397.149051 nChanged 15 SP:Iteration 22Q (582.681870 sec): 3 clusters Score: Raw -140087.406967 + Penalty 1688.087524 = -138399.319442 nChanged 3 SP:Iteration 23Q (582.709507 sec): 3 clusters Score: Raw -140088.090908 + Penalty 1688.087524 = -138400.003384 nChanged 6 SP:Iteration 24Q (582.737230 sec): 3 clusters Score: Raw -140089.403271 + Penalty 1688.087524 = -138401.315747 nChanged 4 SP:Iteration 25Q (582.764816 sec): 3 clusters Score: Raw -140090.795329 + Penalty 1688.087524 = -138402.707804 nChanged 7 SP:Iteration 26Q (582.792595 sec): 3 clusters Score: Raw -140093.250917 + Penalty 1688.087524 = -138405.163393 nChanged 6 SP:Iteration 27Q (582.820364 sec): 3 clusters Score: Raw -140095.057864 + Penalty 1688.087524 = -138406.970339 nChanged 9 SP:Iteration 28Q (582.848118 sec): 3 clusters Score: Raw -140097.650971 + Penalty 1688.087524 = -138409.563446 nChanged 5 SP:Iteration 29Q (582.933643 sec): 3 clusters Score: Raw -140099.248702 + Penalty 1688.087524 = -138411.161177 nChanged 4 SP:Iteration 30Q (582.961645 sec): 3 clusters Score: Raw -140099.678868 + Penalty 1688.087524 = -138411.591343 nChanged 1 SP:Iteration 31Q (583.001603 sec): 3 clusters Score: Raw -140099.786019 + Penalty 1688.087524 = -138411.698495 nChanged 1 SP:Iteration 32Q (583.028125 sec): 3 clusters Score: Raw -140099.979729 + Penalty 1688.087524 = -138411.892205 nChanged 1 SP:Iteration 33Q (583.056680 sec): 3 clusters Score: Raw -140100.081435 + Penalty 1688.087524 = -138411.993911 nChanged 0 SP:Iteration 34F (583.084156 sec): 3 clusters Score: Raw -140100.081435 + Penalty 1688.087524 = -138411.993911 nChanged 0 Trying to split cluster 2 (3163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (583.118355 sec): 2 clusters Score: Raw -151509.183400 + Penalty 846.224003 = -150662.959397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (583.149193 sec): 3 clusters Score: Raw -149885.419065 + Penalty 1692.448007 = -148192.971058 nChanged 1273 SP:Iteration 1F (583.178323 sec): 3 clusters Score: Raw -150639.480378 + Penalty 1692.448007 = -148947.032371 nChanged 279 SP:Iteration 2F (583.207434 sec): 3 clusters Score: Raw -150800.580177 + Penalty 1692.448007 = -149108.132170 nChanged 164 SP:Iteration 3F (583.236358 sec): 3 clusters Score: Raw -150869.973836 + Penalty 1692.448007 = -149177.525829 nChanged 116 SP:Iteration 4Q (583.265751 sec): 3 clusters Score: Raw -150915.609690 + Penalty 1692.448007 = -149223.161684 nChanged 96 SP:Iteration 5Q (583.295329 sec): 3 clusters Score: Raw -150949.558572 + Penalty 1692.448007 = -149257.110565 nChanged 88 SP:Iteration 6Q (583.324465 sec): 3 clusters Score: Raw -150982.995682 + Penalty 1692.448007 = -149290.547675 nChanged 66 SP:Iteration 7Q (583.352928 sec): 3 clusters Score: Raw -151004.489235 + Penalty 1692.448007 = -149312.041228 nChanged 56 SP:Iteration 8Q (583.452451 sec): 3 clusters Score: Raw -151021.786794 + Penalty 1692.448007 = -149329.338787 nChanged 58 SP:Iteration 9Q (583.530039 sec): 3 clusters Score: Raw -151039.115738 + Penalty 1692.448007 = -149346.667731 nChanged 55 SP:Iteration 10Q (583.623503 sec): 3 clusters Score: Raw -151057.600999 + Penalty 1692.448007 = -149365.152992 nChanged 64 SP:Iteration 11Q (583.716191 sec): 3 clusters Score: Raw -151078.763217 + Penalty 1692.448007 = -149386.315210 nChanged 59 SP:Iteration 12Q (583.743525 sec): 3 clusters Score: Raw -151099.757389 + Penalty 1692.448007 = -149407.309382 nChanged 57 SP:Iteration 13Q (583.767446 sec): 3 clusters Score: Raw -151122.361851 + Penalty 1692.448007 = -149429.913844 nChanged 60 SP:Iteration 14Q (583.791174 sec): 3 clusters Score: Raw -151147.402625 + Penalty 1692.448007 = -149454.954618 nChanged 57 SP:Iteration 15Q (583.815022 sec): 3 clusters Score: Raw -151167.229922 + Penalty 1692.448007 = -149474.781916 nChanged 54 SP:Iteration 16Q (583.838801 sec): 3 clusters Score: Raw -151188.992782 + Penalty 1692.448007 = -149496.544775 nChanged 56 SP:Iteration 17Q (583.862671 sec): 3 clusters Score: Raw -151209.150160 + Penalty 1692.448007 = -149516.702153 nChanged 61 SP:Iteration 18Q (583.886903 sec): 3 clusters Score: Raw -151235.617072 + Penalty 1692.448007 = -149543.169065 nChanged 64 SP:Iteration 19Q (583.911064 sec): 3 clusters Score: Raw -151268.038350 + Penalty 1692.448007 = -149575.590343 nChanged 74 SP:Iteration 20F (583.934353 sec): 3 clusters Score: Raw -151301.448667 + Penalty 1692.448007 = -149609.000660 nChanged 62 SP:Iteration 21Q (583.958717 sec): 3 clusters Score: Raw -151327.243722 + Penalty 1692.448007 = -149634.795715 nChanged 50 SP:Iteration 22Q (583.982417 sec): 3 clusters Score: Raw -151351.449292 + Penalty 1692.448007 = -149659.001285 nChanged 49 SP:Iteration 23Q (584.006990 sec): 3 clusters Score: Raw -151378.043563 + Penalty 1692.448007 = -149685.595557 nChanged 43 SP:Iteration 24Q (584.030705 sec): 3 clusters Score: Raw -151402.778252 + Penalty 1692.448007 = -149710.330245 nChanged 31 SP:Iteration 25Q (584.054596 sec): 3 clusters Score: Raw -151415.838344 + Penalty 1692.448007 = -149723.390337 nChanged 21 SP:Iteration 26Q (584.078485 sec): 3 clusters Score: Raw -151426.753720 + Penalty 1692.448007 = -149734.305713 nChanged 19 SP:Iteration 27Q (584.102168 sec): 3 clusters Score: Raw -151434.236651 + Penalty 1692.448007 = -149741.788644 nChanged 17 SP:Iteration 28Q (584.125792 sec): 3 clusters Score: Raw -151441.136328 + Penalty 1692.448007 = -149748.688321 nChanged 18 SP:Iteration 29Q (584.149296 sec): 3 clusters Score: Raw -151449.351102 + Penalty 1692.448007 = -149756.903096 nChanged 19 SP:Iteration 30Q (584.172839 sec): 3 clusters Score: Raw -151459.854366 + Penalty 1692.448007 = -149767.406360 nChanged 24 SP:Iteration 31Q (584.196418 sec): 3 clusters Score: Raw -151469.415660 + Penalty 1692.448007 = -149776.967653 nChanged 14 SP:Iteration 32Q (584.219918 sec): 3 clusters Score: Raw -151475.285456 + Penalty 1692.448007 = -149782.837450 nChanged 15 SP:Iteration 33Q (584.243628 sec): 3 clusters Score: Raw -151483.586823 + Penalty 1692.448007 = -149791.138816 nChanged 11 SP:Iteration 34Q (584.267460 sec): 3 clusters Score: Raw -151488.737845 + Penalty 1692.448007 = -149796.289838 nChanged 15 SP:Iteration 35Q (584.291137 sec): 3 clusters Score: Raw -151495.662423 + Penalty 1692.448007 = -149803.214416 nChanged 13 SP:Iteration 36Q (584.314752 sec): 3 clusters Score: Raw -151501.204811 + Penalty 1692.448007 = -149808.756804 nChanged 17 SP:Iteration 37Q (584.338166 sec): 3 clusters Score: Raw -151508.503213 + Penalty 1692.448007 = -149816.055207 nChanged 9 SP:Iteration 38Q (584.361521 sec): 3 clusters Score: Raw -151512.880405 + Penalty 1692.448007 = -149820.432398 nChanged 8 SP:Iteration 39Q (584.487156 sec): 3 clusters Score: Raw -151516.814010 + Penalty 1692.448007 = -149824.366003 nChanged 8 SP:Iteration 40F (584.585317 sec): 3 clusters Score: Raw -151519.654524 + Penalty 1692.448007 = -149827.206517 nChanged 3 SP:Iteration 41Q (584.704844 sec): 3 clusters Score: Raw -151520.574468 + Penalty 1692.448007 = -149828.126461 nChanged 5 SP:Iteration 42Q (584.740703 sec): 3 clusters Score: Raw -151522.511378 + Penalty 1692.448007 = -149830.063371 nChanged 3 SP:Iteration 43Q (584.765807 sec): 3 clusters Score: Raw -151524.606357 + Penalty 1692.448007 = -149832.158350 nChanged 7 SP:Iteration 44Q (584.797661 sec): 3 clusters Score: Raw -151527.438650 + Penalty 1692.448007 = -149834.990643 nChanged 4 SP:Iteration 45Q (584.829570 sec): 3 clusters Score: Raw -151529.446214 + Penalty 1692.448007 = -149836.998207 nChanged 10 SP:Iteration 46Q (584.861526 sec): 3 clusters Score: Raw -151533.275546 + Penalty 1692.448007 = -149840.827540 nChanged 9 SP:Iteration 47Q (584.893287 sec): 3 clusters Score: Raw -151537.831189 + Penalty 1692.448007 = -149845.383182 nChanged 7 SP:Iteration 48Q (584.925121 sec): 3 clusters Score: Raw -151540.931522 + Penalty 1692.448007 = -149848.483515 nChanged 10 SP:Iteration 49Q (584.956996 sec): 3 clusters Score: Raw -151549.603885 + Penalty 1692.448007 = -149857.155878 nChanged 15 SP:Iteration 50Q (584.983689 sec): 3 clusters Score: Raw -151561.057078 + Penalty 1692.448007 = -149868.609071 nChanged 13 SP:Iteration 51Q (585.006550 sec): 3 clusters Score: Raw -151572.800599 + Penalty 1692.448007 = -149880.352592 nChanged 17 SP:Iteration 52Q (585.031154 sec): 3 clusters Score: Raw -151583.301182 + Penalty 1692.448007 = -149890.853175 nChanged 11 SP:Iteration 53Q (585.054390 sec): 3 clusters Score: Raw -151589.606059 + Penalty 1692.448007 = -149897.158052 nChanged 5 SP:Iteration 54Q (585.077510 sec): 3 clusters Score: Raw -151593.827439 + Penalty 1692.448007 = -149901.379432 nChanged 4 SP:Iteration 55Q (585.100700 sec): 3 clusters Score: Raw -151595.386603 + Penalty 1692.448007 = -149902.938597 nChanged 1 SP:Iteration 56Q (585.123913 sec): 3 clusters Score: Raw -151596.307299 + Penalty 1692.448007 = -149903.859292 nChanged 2 SP:Iteration 57Q (585.147086 sec): 3 clusters Score: Raw -151598.009987 + Penalty 1692.448007 = -149905.561980 nChanged 2 SP:Iteration 58Q (585.170286 sec): 3 clusters Score: Raw -151598.750443 + Penalty 1692.448007 = -149906.302436 nChanged 0 SP:Iteration 59F (585.193293 sec): 3 clusters Score: Raw -151598.750443 + Penalty 1692.448007 = -149906.302436 nChanged 0 Trying to split cluster 3 (3053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (585.227349 sec): 2 clusters Score: Raw -143516.592050 + Penalty 842.507399 = -142674.084651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (585.251017 sec): 3 clusters Score: Raw -141926.829119 + Penalty 1685.014798 = -140241.814321 nChanged 1275 SP:Iteration 1F (585.274505 sec): 3 clusters Score: Raw -142723.949626 + Penalty 1685.014798 = -141038.934828 nChanged 288 SP:Iteration 2F (585.297019 sec): 3 clusters Score: Raw -142980.221120 + Penalty 1685.014798 = -141295.206322 nChanged 237 SP:Iteration 3F (585.319458 sec): 3 clusters Score: Raw -143218.248747 + Penalty 1685.014798 = -141533.233948 nChanged 218 SP:Iteration 4F (585.342289 sec): 3 clusters Score: Raw -143451.647575 + Penalty 1685.014798 = -141766.632777 nChanged 208 SP:Iteration 5F (585.365011 sec): 3 clusters Score: Raw -143636.156136 + Penalty 1685.014798 = -141951.141338 nChanged 154 SP:Iteration 6F (585.387794 sec): 3 clusters Score: Raw -143761.322177 + Penalty 1685.014798 = -142076.307379 nChanged 130 SP:Iteration 7Q (585.411161 sec): 3 clusters Score: Raw -143851.751296 + Penalty 1685.014798 = -142166.736497 nChanged 75 SP:Iteration 8Q (585.434403 sec): 3 clusters Score: Raw -143899.122164 + Penalty 1685.014798 = -142214.107365 nChanged 59 SP:Iteration 9Q (585.533066 sec): 3 clusters Score: Raw -143929.913132 + Penalty 1685.014798 = -142244.898334 nChanged 46 SP:Iteration 10Q (585.650465 sec): 3 clusters Score: Raw -143948.577281 + Penalty 1685.014798 = -142263.562483 nChanged 36 SP:Iteration 11Q (585.763250 sec): 3 clusters Score: Raw -143959.934426 + Penalty 1685.014798 = -142274.919627 nChanged 25 SP:Iteration 12Q (585.904892 sec): 3 clusters Score: Raw -143968.136296 + Penalty 1685.014798 = -142283.121497 nChanged 20 SP:Iteration 13Q (585.940564 sec): 3 clusters Score: Raw -143974.991724 + Penalty 1685.014798 = -142289.976926 nChanged 25 SP:Iteration 14Q (585.968036 sec): 3 clusters Score: Raw -143984.966469 + Penalty 1685.014798 = -142299.951671 nChanged 24 SP:Iteration 15Q (585.995283 sec): 3 clusters Score: Raw -143995.439949 + Penalty 1685.014798 = -142310.425150 nChanged 22 SP:Iteration 16Q (586.022727 sec): 3 clusters Score: Raw -144003.330013 + Penalty 1685.014798 = -142318.315215 nChanged 18 SP:Iteration 17Q (586.050036 sec): 3 clusters Score: Raw -144008.926997 + Penalty 1685.014798 = -142323.912199 nChanged 13 SP:Iteration 18Q (586.077218 sec): 3 clusters Score: Raw -144011.501047 + Penalty 1685.014798 = -142326.486249 nChanged 5 SP:Iteration 19Q (586.104522 sec): 3 clusters Score: Raw -144012.617386 + Penalty 1685.014798 = -142327.602587 nChanged 4 SP:Iteration 20F (586.131465 sec): 3 clusters Score: Raw -144013.124758 + Penalty 1685.014798 = -142328.109959 nChanged 4 SP:Iteration 21Q (586.186290 sec): 3 clusters Score: Raw -144013.541466 + Penalty 1685.014798 = -142328.526668 nChanged 2 SP:Iteration 22Q (586.217298 sec): 3 clusters Score: Raw -144013.834039 + Penalty 1685.014798 = -142328.819240 nChanged 1 SP:Iteration 23Q (586.248081 sec): 3 clusters Score: Raw -144014.005542 + Penalty 1685.014798 = -142328.990743 nChanged 2 SP:Iteration 24Q (586.279020 sec): 3 clusters Score: Raw -144014.839153 + Penalty 1685.014798 = -142329.824355 nChanged 6 SP:Iteration 25Q (586.309817 sec): 3 clusters Score: Raw -144016.872136 + Penalty 1685.014798 = -142331.857337 nChanged 7 SP:Iteration 26Q (586.340667 sec): 3 clusters Score: Raw -144018.414154 + Penalty 1685.014798 = -142333.399356 nChanged 7 SP:Iteration 27Q (586.371373 sec): 3 clusters Score: Raw -144019.804734 + Penalty 1685.014798 = -142334.789936 nChanged 4 SP:Iteration 28Q (586.400154 sec): 3 clusters Score: Raw -144021.111677 + Penalty 1685.014798 = -142336.096879 nChanged 8 SP:Iteration 29Q (586.427345 sec): 3 clusters Score: Raw -144024.288374 + Penalty 1685.014798 = -142339.273575 nChanged 9 SP:Iteration 30Q (586.454524 sec): 3 clusters Score: Raw -144025.873749 + Penalty 1685.014798 = -142340.858950 nChanged 5 SP:Iteration 31Q (586.481582 sec): 3 clusters Score: Raw -144027.358009 + Penalty 1685.014798 = -142342.343211 nChanged 5 SP:Iteration 32Q (586.508678 sec): 3 clusters Score: Raw -144028.788901 + Penalty 1685.014798 = -142343.774103 nChanged 9 SP:Iteration 33Q (586.535751 sec): 3 clusters Score: Raw -144030.820619 + Penalty 1685.014798 = -142345.805821 nChanged 9 SP:Iteration 34Q (586.562763 sec): 3 clusters Score: Raw -144032.099557 + Penalty 1685.014798 = -142347.084758 nChanged 2 SP:Iteration 35Q (586.589902 sec): 3 clusters Score: Raw -144032.304679 + Penalty 1685.014798 = -142347.289880 nChanged 2 SP:Iteration 36Q (586.616947 sec): 3 clusters Score: Raw -144032.415005 + Penalty 1685.014798 = -142347.400207 nChanged 2 SP:Iteration 37Q (586.644066 sec): 3 clusters Score: Raw -144032.685309 + Penalty 1685.014798 = -142347.670510 nChanged 3 SP:Iteration 38Q (586.671133 sec): 3 clusters Score: Raw -144032.963505 + Penalty 1685.014798 = -142347.948706 nChanged 0 SP:Iteration 39F (586.697870 sec): 3 clusters Score: Raw -144032.963505 + Penalty 1685.014798 = -142347.948706 nChanged 0 Trying to split cluster 4 (1764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (586.729531 sec): 2 clusters Score: Raw -64945.758044 + Penalty 784.910620 = -64160.847424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (586.853033 sec): 3 clusters Score: Raw -64138.855085 + Penalty 1569.821240 = -62569.033845 nChanged 644 SP:Iteration 1F (586.974534 sec): 3 clusters Score: Raw -64582.354695 + Penalty 1569.821240 = -63012.533456 nChanged 150 SP:Iteration 2F (587.064836 sec): 3 clusters Score: Raw -64689.179527 + Penalty 1569.821240 = -63119.358287 nChanged 90 SP:Iteration 3F (587.081857 sec): 3 clusters Score: Raw -64743.257736 + Penalty 1569.821240 = -63173.436496 nChanged 61 SP:Iteration 4Q (587.109240 sec): 3 clusters Score: Raw -64777.483981 + Penalty 1569.821240 = -63207.662741 nChanged 44 SP:Iteration 5Q (587.126602 sec): 3 clusters Score: Raw -64802.881200 + Penalty 1569.821240 = -63233.059960 nChanged 34 SP:Iteration 6Q (587.143795 sec): 3 clusters Score: Raw -64819.389788 + Penalty 1569.821240 = -63249.568548 nChanged 25 SP:Iteration 7Q (587.173548 sec): 3 clusters Score: Raw -64832.882376 + Penalty 1569.821240 = -63263.061137 nChanged 24 SP:Iteration 8Q (587.190717 sec): 3 clusters Score: Raw -64846.435349 + Penalty 1569.821240 = -63276.614110 nChanged 23 SP:Iteration 9Q (587.207786 sec): 3 clusters Score: Raw -64859.225811 + Penalty 1569.821240 = -63289.404571 nChanged 25 SP:Iteration 10Q (587.224920 sec): 3 clusters Score: Raw -64875.688887 + Penalty 1569.821240 = -63305.867648 nChanged 36 SP:Iteration 11Q (587.242234 sec): 3 clusters Score: Raw -64902.819800 + Penalty 1569.821240 = -63332.998560 nChanged 36 SP:Iteration 12Q (587.259500 sec): 3 clusters Score: Raw -64924.363998 + Penalty 1569.821240 = -63354.542759 nChanged 34 SP:Iteration 13Q (587.276590 sec): 3 clusters Score: Raw -64948.654697 + Penalty 1569.821240 = -63378.833457 nChanged 39 SP:Iteration 14Q (587.293646 sec): 3 clusters Score: Raw -64983.486578 + Penalty 1569.821240 = -63413.665338 nChanged 63 SP:Iteration 15Q (587.310829 sec): 3 clusters Score: Raw -65041.298506 + Penalty 1569.821240 = -63471.477266 nChanged 64 SP:Iteration 16Q (587.327929 sec): 3 clusters Score: Raw -65114.845359 + Penalty 1569.821240 = -63545.024119 nChanged 68 SP:Iteration 17Q (587.345019 sec): 3 clusters Score: Raw -65188.846541 + Penalty 1569.821240 = -63619.025302 nChanged 50 SP:Iteration 18Q (587.362077 sec): 3 clusters Score: Raw -65241.592900 + Penalty 1569.821240 = -63671.771660 nChanged 63 SP:Iteration 19Q (587.379149 sec): 3 clusters Score: Raw -65312.416168 + Penalty 1569.821240 = -63742.594928 nChanged 66 SP:Iteration 20F (587.395973 sec): 3 clusters Score: Raw -65395.585720 + Penalty 1569.821240 = -63825.764480 nChanged 64 SP:Iteration 21Q (587.412905 sec): 3 clusters Score: Raw -65455.367777 + Penalty 1569.821240 = -63885.546537 nChanged 42 SP:Iteration 22Q (587.429889 sec): 3 clusters Score: Raw -65487.369998 + Penalty 1569.821240 = -63917.548759 nChanged 32 SP:Iteration 23Q (587.446848 sec): 3 clusters Score: Raw -65513.516371 + Penalty 1569.821240 = -63943.695131 nChanged 22 SP:Iteration 24Q (587.463722 sec): 3 clusters Score: Raw -65529.924255 + Penalty 1569.821240 = -63960.103015 nChanged 15 SP:Iteration 25Q (587.480523 sec): 3 clusters Score: Raw -65536.471743 + Penalty 1569.821240 = -63966.650504 nChanged 6 SP:Iteration 26Q (587.497429 sec): 3 clusters Score: Raw -65538.471087 + Penalty 1569.821240 = -63968.649848 nChanged 5 SP:Iteration 27Q (587.514296 sec): 3 clusters Score: Raw -65540.951032 + Penalty 1569.821240 = -63971.129793 nChanged 6 SP:Iteration 28Q (587.531113 sec): 3 clusters Score: Raw -65543.441436 + Penalty 1569.821240 = -63973.620196 nChanged 2 SP:Iteration 29Q (587.547931 sec): 3 clusters Score: Raw -65544.057427 + Penalty 1569.821240 = -63974.236187 nChanged 1 SP:Iteration 30Q (587.564813 sec): 3 clusters Score: Raw -65544.663846 + Penalty 1569.821240 = -63974.842606 nChanged 2 SP:Iteration 31Q (587.581674 sec): 3 clusters Score: Raw -65545.034568 + Penalty 1569.821240 = -63975.213328 nChanged 2 SP:Iteration 32Q (587.683275 sec): 3 clusters Score: Raw -65545.893579 + Penalty 1569.821240 = -63976.072339 nChanged 1 SP:Iteration 33Q (587.774540 sec): 3 clusters Score: Raw -65546.540978 + Penalty 1569.821240 = -63976.719738 nChanged 1 SP:Iteration 34Q (587.865268 sec): 3 clusters Score: Raw -65546.725672 + Penalty 1569.821240 = -63976.904432 nChanged 1 SP:Iteration 35Q (587.955930 sec): 3 clusters Score: Raw -65547.015142 + Penalty 1569.821240 = -63977.193902 nChanged 1 SP:Iteration 36Q (588.017750 sec): 3 clusters Score: Raw -65547.944275 + Penalty 1569.821240 = -63978.123036 nChanged 1 SP:Iteration 37Q (588.034645 sec): 3 clusters Score: Raw -65548.274587 + Penalty 1569.821240 = -63978.453347 nChanged 0 SP:Iteration 38F (588.051506 sec): 3 clusters Score: Raw -65548.274587 + Penalty 1569.821240 = -63978.453347 nChanged 0 Trying to split cluster 5 (5122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (588.112514 sec): 2 clusters Score: Raw -238735.482763 + Penalty 896.836528 = -237838.646235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (588.200052 sec): 3 clusters Score: Raw -235913.557754 + Penalty 1793.673056 = -234119.884698 nChanged 2151 SP:Iteration 1F (588.244774 sec): 3 clusters Score: Raw -237144.097154 + Penalty 1793.673056 = -235350.424098 nChanged 393 SP:Iteration 2F (588.284545 sec): 3 clusters Score: Raw -237415.204941 + Penalty 1793.673056 = -235621.531885 nChanged 397 SP:Iteration 3F (588.324170 sec): 3 clusters Score: Raw -237756.715382 + Penalty 1793.673056 = -235963.042326 nChanged 423 SP:Iteration 4F (588.363700 sec): 3 clusters Score: Raw -238152.274281 + Penalty 1793.673056 = -236358.601225 nChanged 367 SP:Iteration 5F (588.403316 sec): 3 clusters Score: Raw -238452.391529 + Penalty 1793.673056 = -236658.718473 nChanged 271 SP:Iteration 6F (588.445011 sec): 3 clusters Score: Raw -238631.818512 + Penalty 1793.673056 = -236838.145456 nChanged 192 SP:Iteration 7Q (588.492386 sec): 3 clusters Score: Raw -238737.465945 + Penalty 1793.673056 = -236943.792889 nChanged 147 SP:Iteration 8Q (588.535744 sec): 3 clusters Score: Raw -238808.320646 + Penalty 1793.673056 = -237014.647590 nChanged 112 SP:Iteration 9Q (588.578649 sec): 3 clusters Score: Raw -238861.681221 + Penalty 1793.673056 = -237068.008165 nChanged 90 SP:Iteration 10Q (588.620942 sec): 3 clusters Score: Raw -238895.787203 + Penalty 1793.673056 = -237102.114147 nChanged 52 SP:Iteration 11Q (588.661978 sec): 3 clusters Score: Raw -238915.324633 + Penalty 1793.673056 = -237121.651577 nChanged 53 SP:Iteration 12Q (588.703145 sec): 3 clusters Score: Raw -238934.023060 + Penalty 1793.673056 = -237140.350004 nChanged 46 SP:Iteration 13Q (588.744447 sec): 3 clusters Score: Raw -238950.437288 + Penalty 1793.673056 = -237156.764232 nChanged 37 SP:Iteration 14Q (588.785548 sec): 3 clusters Score: Raw -238966.409998 + Penalty 1793.673056 = -237172.736942 nChanged 32 SP:Iteration 15Q (588.826620 sec): 3 clusters Score: Raw -238984.515576 + Penalty 1793.673056 = -237190.842520 nChanged 36 SP:Iteration 16Q (588.869385 sec): 3 clusters Score: Raw -239015.523236 + Penalty 1793.673056 = -237221.850180 nChanged 39 SP:Iteration 17Q (588.911998 sec): 3 clusters Score: Raw -239045.137488 + Penalty 1793.673056 = -237251.464432 nChanged 30 SP:Iteration 18Q (588.954596 sec): 3 clusters Score: Raw -239064.487538 + Penalty 1793.673056 = -237270.814482 nChanged 35 SP:Iteration 19Q (588.995591 sec): 3 clusters Score: Raw -239085.016713 + Penalty 1793.673056 = -237291.343657 nChanged 38 SP:Iteration 20F (589.036213 sec): 3 clusters Score: Raw -239102.609296 + Penalty 1793.673056 = -237308.936240 nChanged 31 SP:Iteration 21Q (589.077030 sec): 3 clusters Score: Raw -239116.712141 + Penalty 1793.673056 = -237323.039085 nChanged 34 SP:Iteration 22Q (589.117862 sec): 3 clusters Score: Raw -239130.123129 + Penalty 1793.673056 = -237336.450073 nChanged 28 SP:Iteration 23Q (589.245500 sec): 3 clusters Score: Raw -239141.616368 + Penalty 1793.673056 = -237347.943312 nChanged 23 SP:Iteration 24Q (589.354424 sec): 3 clusters Score: Raw -239149.506338 + Penalty 1793.673056 = -237355.833282 nChanged 19 SP:Iteration 25Q (589.474914 sec): 3 clusters Score: Raw -239158.099288 + Penalty 1793.673056 = -237364.426232 nChanged 21 SP:Iteration 26Q (589.519506 sec): 3 clusters Score: Raw -239164.659620 + Penalty 1793.673056 = -237370.986564 nChanged 11 SP:Iteration 27Q (589.559170 sec): 3 clusters Score: Raw -239166.473884 + Penalty 1793.673056 = -237372.800828 nChanged 7 SP:Iteration 28Q (589.598776 sec): 3 clusters Score: Raw -239168.296573 + Penalty 1793.673056 = -237374.623517 nChanged 7 SP:Iteration 29Q (589.639946 sec): 3 clusters Score: Raw -239170.535488 + Penalty 1793.673056 = -237376.862432 nChanged 5 SP:Iteration 30Q (589.682517 sec): 3 clusters Score: Raw -239172.459932 + Penalty 1793.673056 = -237378.786876 nChanged 4 SP:Iteration 31Q (589.725160 sec): 3 clusters Score: Raw -239173.434773 + Penalty 1793.673056 = -237379.761717 nChanged 5 SP:Iteration 32Q (589.767916 sec): 3 clusters Score: Raw -239174.439770 + Penalty 1793.673056 = -237380.766714 nChanged 2 SP:Iteration 33Q (589.809456 sec): 3 clusters Score: Raw -239174.693528 + Penalty 1793.673056 = -237381.020472 nChanged 0 SP:Iteration 34F (589.850725 sec): 3 clusters Score: Raw -239174.693528 + Penalty 1793.673056 = -237381.020472 nChanged 0 Trying to split cluster 6 (3848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (589.887325 sec): 2 clusters Score: Raw -186475.201718 + Penalty 866.807425 = -185608.394292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (589.922541 sec): 3 clusters Score: Raw -184430.458330 + Penalty 1733.614850 = -182696.843479 nChanged 1581 SP:Iteration 1F (590.028450 sec): 3 clusters Score: Raw -185284.557759 + Penalty 1733.614850 = -183550.942908 nChanged 294 SP:Iteration 2F (590.124137 sec): 3 clusters Score: Raw -185463.473475 + Penalty 1733.614850 = -183729.858625 nChanged 224 SP:Iteration 3F (590.187938 sec): 3 clusters Score: Raw -185612.248075 + Penalty 1733.614850 = -183878.633225 nChanged 202 SP:Iteration 4F (590.221185 sec): 3 clusters Score: Raw -185760.101641 + Penalty 1733.614850 = -184026.486790 nChanged 200 SP:Iteration 5F (590.254256 sec): 3 clusters Score: Raw -185911.916306 + Penalty 1733.614850 = -184178.301456 nChanged 176 SP:Iteration 6Q (590.287874 sec): 3 clusters Score: Raw -186023.258420 + Penalty 1733.614850 = -184289.643570 nChanged 141 SP:Iteration 7Q (590.322096 sec): 3 clusters Score: Raw -186104.838352 + Penalty 1733.614850 = -184371.223502 nChanged 128 SP:Iteration 8Q (590.356267 sec): 3 clusters Score: Raw -186184.848117 + Penalty 1733.614850 = -184451.233267 nChanged 126 SP:Iteration 9Q (590.390411 sec): 3 clusters Score: Raw -186265.931774 + Penalty 1733.614850 = -184532.316923 nChanged 121 SP:Iteration 10Q (590.424590 sec): 3 clusters Score: Raw -186331.653092 + Penalty 1733.614850 = -184598.038242 nChanged 101 SP:Iteration 11Q (590.458751 sec): 3 clusters Score: Raw -186382.579869 + Penalty 1733.614850 = -184648.965019 nChanged 91 SP:Iteration 12Q (590.492623 sec): 3 clusters Score: Raw -186431.452046 + Penalty 1733.614850 = -184697.837196 nChanged 102 SP:Iteration 13Q (590.526586 sec): 3 clusters Score: Raw -186497.220642 + Penalty 1733.614850 = -184763.605791 nChanged 100 SP:Iteration 14Q (590.559837 sec): 3 clusters Score: Raw -186552.890795 + Penalty 1733.614850 = -184819.275945 nChanged 86 SP:Iteration 15Q (590.593175 sec): 3 clusters Score: Raw -186600.469597 + Penalty 1733.614850 = -184866.854747 nChanged 91 SP:Iteration 16Q (590.626447 sec): 3 clusters Score: Raw -186651.870462 + Penalty 1733.614850 = -184918.255611 nChanged 78 SP:Iteration 17Q (590.757840 sec): 3 clusters Score: Raw -186692.545884 + Penalty 1733.614850 = -184958.931034 nChanged 67 SP:Iteration 18Q (590.891108 sec): 3 clusters Score: Raw -186725.268138 + Penalty 1733.614850 = -184991.653287 nChanged 45 SP:Iteration 19Q (590.926532 sec): 3 clusters Score: Raw -186748.458973 + Penalty 1733.614850 = -185014.844122 nChanged 49 SP:Iteration 20F (590.961012 sec): 3 clusters Score: Raw -186774.245482 + Penalty 1733.614850 = -185040.630631 nChanged 41 SP:Iteration 21Q (590.995222 sec): 3 clusters Score: Raw -186794.762976 + Penalty 1733.614850 = -185061.148126 nChanged 38 SP:Iteration 22Q (591.029358 sec): 3 clusters Score: Raw -186809.980311 + Penalty 1733.614850 = -185076.365460 nChanged 38 SP:Iteration 23Q (591.063727 sec): 3 clusters Score: Raw -186830.703522 + Penalty 1733.614850 = -185097.088671 nChanged 49 SP:Iteration 24Q (591.097960 sec): 3 clusters Score: Raw -186858.043064 + Penalty 1733.614850 = -185124.428213 nChanged 46 SP:Iteration 25Q (591.131868 sec): 3 clusters Score: Raw -186884.298035 + Penalty 1733.614850 = -185150.683184 nChanged 51 SP:Iteration 26Q (591.165493 sec): 3 clusters Score: Raw -186917.502888 + Penalty 1733.614850 = -185183.888038 nChanged 47 SP:Iteration 27Q (591.198439 sec): 3 clusters Score: Raw -186947.510181 + Penalty 1733.614850 = -185213.895330 nChanged 49 SP:Iteration 28Q (591.231358 sec): 3 clusters Score: Raw -186980.578300 + Penalty 1733.614850 = -185246.963449 nChanged 48 SP:Iteration 29Q (591.264488 sec): 3 clusters Score: Raw -187017.597912 + Penalty 1733.614850 = -185283.983062 nChanged 66 SP:Iteration 30Q (591.297250 sec): 3 clusters Score: Raw -187068.520143 + Penalty 1733.614850 = -185334.905293 nChanged 50 SP:Iteration 31Q (591.329762 sec): 3 clusters Score: Raw -187115.286704 + Penalty 1733.614850 = -185381.671853 nChanged 57 SP:Iteration 32Q (591.362671 sec): 3 clusters Score: Raw -187190.683480 + Penalty 1733.614850 = -185457.068629 nChanged 57 SP:Iteration 33Q (591.395332 sec): 3 clusters Score: Raw -187273.333355 + Penalty 1733.614850 = -185539.718504 nChanged 53 SP:Iteration 34Q (591.428044 sec): 3 clusters Score: Raw -187342.910919 + Penalty 1733.614850 = -185609.296068 nChanged 34 SP:Iteration 35Q (591.531184 sec): 3 clusters Score: Raw -187374.046269 + Penalty 1733.614850 = -185640.431418 nChanged 30 SP:Iteration 36Q (591.563490 sec): 3 clusters Score: Raw -187394.666893 + Penalty 1733.614850 = -185661.052043 nChanged 18 SP:Iteration 37Q (591.595206 sec): 3 clusters Score: Raw -187401.823131 + Penalty 1733.614850 = -185668.208280 nChanged 9 SP:Iteration 38Q (591.626574 sec): 3 clusters Score: Raw -187404.879327 + Penalty 1733.614850 = -185671.264476 nChanged 4 SP:Iteration 39Q (591.658093 sec): 3 clusters Score: Raw -187405.455608 + Penalty 1733.614850 = -185671.840757 nChanged 2 SP:Iteration 40F (591.690666 sec): 3 clusters Score: Raw -187408.627238 + Penalty 1733.614850 = -185675.012388 nChanged 2 SP:Iteration 41Q (591.722061 sec): 3 clusters Score: Raw -187409.492094 + Penalty 1733.614850 = -185675.877244 nChanged 3 SP:Iteration 42Q (591.754347 sec): 3 clusters Score: Raw -187410.421953 + Penalty 1733.614850 = -185676.807102 nChanged 0 SP:Iteration 43F (591.787520 sec): 3 clusters Score: Raw -187410.421953 + Penalty 1733.614850 = -185676.807102 nChanged 0 Score: Raw -1490896.916830 + Penalty 15359.141696 = -1475537.775134 Splitting cluster 6 changes total score from -1475693.142968 to -1475537.775134 So it's not getting split. Trying to split cluster 7 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (592.370140 sec): 2 clusters Score: Raw -23046.637876 + Penalty 649.335634 = -22397.302242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (592.377456 sec): 3 clusters Score: Raw -22918.029208 + Penalty 1298.671267 = -21619.357940 nChanged 141 SP:Iteration 1F (592.384341 sec): 3 clusters Score: Raw -23085.195332 + Penalty 1298.671267 = -21786.524065 nChanged 31 SP:Iteration 2F (592.495701 sec): 3 clusters Score: Raw -23135.389442 + Penalty 1298.671267 = -21836.718175 nChanged 13 SP:Iteration 3Q (592.604694 sec): 3 clusters Score: Raw -23158.101162 + Penalty 1298.671267 = -21859.429895 nChanged 10 SP:Iteration 4Q (592.716627 sec): 3 clusters Score: Raw -23175.081011 + Penalty 1298.671267 = -21876.409743 nChanged 4 SP:Iteration 5Q (592.763557 sec): 3 clusters Score: Raw -23179.871416 + Penalty 1298.671267 = -21881.200149 nChanged 2 SP:Iteration 6Q (592.770484 sec): 3 clusters Score: Raw -23187.907267 + Penalty 1298.671267 = -21889.236000 nChanged 3 SP:Iteration 7Q (592.777313 sec): 3 clusters Score: Raw -23192.144428 + Penalty 1298.671267 = -21893.473161 nChanged 2 SP:Iteration 8Q (592.784133 sec): 3 clusters Score: Raw -23194.114162 + Penalty 1298.671267 = -21895.442895 nChanged 1 SP:Iteration 9Q (592.790905 sec): 3 clusters Score: Raw -23194.838198 + Penalty 1298.671267 = -21896.166931 nChanged 0 SP:Iteration 10F (592.797652 sec): 3 clusters Score: Raw -23194.838198 + Penalty 1298.671267 = -21896.166931 nChanged 0 Trying to split cluster 8 (869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (592.824385 sec): 2 clusters Score: Raw -23956.095695 + Penalty 710.571028 = -23245.524667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (592.834707 sec): 3 clusters Score: Raw -23723.402101 + Penalty 1421.142056 = -22302.260045 nChanged 280 SP:Iteration 1F (592.844420 sec): 3 clusters Score: Raw -24123.663544 + Penalty 1421.142056 = -22702.521487 nChanged 97 SP:Iteration 2F (592.854123 sec): 3 clusters Score: Raw -24314.529789 + Penalty 1421.142056 = -22893.387733 nChanged 65 SP:Iteration 3F (592.863809 sec): 3 clusters Score: Raw -24447.221201 + Penalty 1421.142056 = -23026.079145 nChanged 40 SP:Iteration 4Q (592.873609 sec): 3 clusters Score: Raw -24512.982571 + Penalty 1421.142056 = -23091.840515 nChanged 17 SP:Iteration 5Q (592.883096 sec): 3 clusters Score: Raw -24529.734318 + Penalty 1421.142056 = -23108.592261 nChanged 11 SP:Iteration 6Q (592.892927 sec): 3 clusters Score: Raw -24543.653958 + Penalty 1421.142056 = -23122.511902 nChanged 10 SP:Iteration 7Q (592.902684 sec): 3 clusters Score: Raw -24556.040508 + Penalty 1421.142056 = -23134.898452 nChanged 7 SP:Iteration 8Q (592.994927 sec): 3 clusters Score: Raw -24560.918814 + Penalty 1421.142056 = -23139.776758 nChanged 6 SP:Iteration 9Q (593.047039 sec): 3 clusters Score: Raw -24566.999827 + Penalty 1421.142056 = -23145.857771 nChanged 2 SP:Iteration 10Q (593.077449 sec): 3 clusters Score: Raw -24567.918379 + Penalty 1421.142056 = -23146.776323 nChanged 1 SP:Iteration 11Q (593.087684 sec): 3 clusters Score: Raw -24568.237944 + Penalty 1421.142056 = -23147.095888 nChanged 1 SP:Iteration 12Q (593.099224 sec): 3 clusters Score: Raw -24568.416212 + Penalty 1421.142056 = -23147.274155 nChanged 1 SP:Iteration 13Q (593.110639 sec): 3 clusters Score: Raw -24569.227898 + Penalty 1421.142056 = -23148.085842 nChanged 0 SP:Iteration 14F (593.122026 sec): 3 clusters Score: Raw -24569.227898 + Penalty 1421.142056 = -23148.085842 nChanged 0 Trying to split cluster 9 (6848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (593.187073 sec): 2 clusters Score: Raw -337592.026675 + Penalty 927.329751 = -336664.696924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (593.254661 sec): 3 clusters Score: Raw -333693.026424 + Penalty 1854.659503 = -331838.366922 nChanged 2970 SP:Iteration 1F (593.320663 sec): 3 clusters Score: Raw -335297.119259 + Penalty 1854.659503 = -333442.459756 nChanged 447 SP:Iteration 2F (593.387265 sec): 3 clusters Score: Raw -335536.179971 + Penalty 1854.659503 = -333681.520469 nChanged 446 SP:Iteration 3F (593.438060 sec): 3 clusters Score: Raw -335795.081467 + Penalty 1854.659503 = -333940.421964 nChanged 449 SP:Iteration 4F (593.574768 sec): 3 clusters Score: Raw -336072.017992 + Penalty 1854.659503 = -334217.358489 nChanged 416 SP:Iteration 5F (593.705906 sec): 3 clusters Score: Raw -336326.319504 + Penalty 1854.659503 = -334471.660001 nChanged 402 SP:Iteration 6F (593.813041 sec): 3 clusters Score: Raw -336590.179820 + Penalty 1854.659503 = -334735.520317 nChanged 369 SP:Iteration 7F (593.858750 sec): 3 clusters Score: Raw -336830.799024 + Penalty 1854.659503 = -334976.139521 nChanged 313 SP:Iteration 8Q (593.907681 sec): 3 clusters Score: Raw -337014.004345 + Penalty 1854.659503 = -335159.344842 nChanged 238 SP:Iteration 9Q (593.956937 sec): 3 clusters Score: Raw -337148.900323 + Penalty 1854.659503 = -335294.240820 nChanged 210 SP:Iteration 10Q (594.006034 sec): 3 clusters Score: Raw -337273.334252 + Penalty 1854.659503 = -335418.674749 nChanged 159 SP:Iteration 11Q (594.055043 sec): 3 clusters Score: Raw -337378.675991 + Penalty 1854.659503 = -335524.016489 nChanged 138 SP:Iteration 12Q (594.104242 sec): 3 clusters Score: Raw -337467.344452 + Penalty 1854.659503 = -335612.684949 nChanged 110 SP:Iteration 13Q (594.153344 sec): 3 clusters Score: Raw -337537.174328 + Penalty 1854.659503 = -335682.514825 nChanged 89 SP:Iteration 14Q (594.201629 sec): 3 clusters Score: Raw -337589.171245 + Penalty 1854.659503 = -335734.511743 nChanged 61 SP:Iteration 15Q (594.248869 sec): 3 clusters Score: Raw -337625.348797 + Penalty 1854.659503 = -335770.689294 nChanged 49 SP:Iteration 16Q (594.294707 sec): 3 clusters Score: Raw -337649.499369 + Penalty 1854.659503 = -335794.839866 nChanged 39 SP:Iteration 17Q (594.340422 sec): 3 clusters Score: Raw -337668.347499 + Penalty 1854.659503 = -335813.687996 nChanged 25 SP:Iteration 18Q (594.386696 sec): 3 clusters Score: Raw -337678.202841 + Penalty 1854.659503 = -335823.543338 nChanged 21 SP:Iteration 19Q (594.437071 sec): 3 clusters Score: Raw -337688.054483 + Penalty 1854.659503 = -335833.394980 nChanged 26 SP:Iteration 20F (594.488733 sec): 3 clusters Score: Raw -337701.159161 + Penalty 1854.659503 = -335846.499659 nChanged 24 SP:Iteration 21Q (594.539092 sec): 3 clusters Score: Raw -337713.886905 + Penalty 1854.659503 = -335859.227402 nChanged 26 SP:Iteration 22Q (594.586530 sec): 3 clusters Score: Raw -337724.042343 + Penalty 1854.659503 = -335869.382841 nChanged 16 SP:Iteration 23Q (594.632053 sec): 3 clusters Score: Raw -337728.771429 + Penalty 1854.659503 = -335874.111926 nChanged 7 SP:Iteration 24Q (594.677309 sec): 3 clusters Score: Raw -337731.080503 + Penalty 1854.659503 = -335876.421000 nChanged 8 SP:Iteration 25Q (594.722302 sec): 3 clusters Score: Raw -337733.685143 + Penalty 1854.659503 = -335879.025640 nChanged 6 SP:Iteration 26Q (594.771938 sec): 3 clusters Score: Raw -337735.927960 + Penalty 1854.659503 = -335881.268457 nChanged 6 SP:Iteration 27Q (594.822083 sec): 3 clusters Score: Raw -337738.122958 + Penalty 1854.659503 = -335883.463455 nChanged 4 SP:Iteration 28Q (594.871834 sec): 3 clusters Score: Raw -337739.524650 + Penalty 1854.659503 = -335884.865147 nChanged 3 SP:Iteration 29Q (594.919534 sec): 3 clusters Score: Raw -337740.049440 + Penalty 1854.659503 = -335885.389937 nChanged 2 SP:Iteration 30Q (595.047184 sec): 3 clusters Score: Raw -337740.347031 + Penalty 1854.659503 = -335885.687528 nChanged 1 SP:Iteration 31Q (595.092679 sec): 3 clusters Score: Raw -337740.478295 + Penalty 1854.659503 = -335885.818792 nChanged 1 SP:Iteration 32Q (595.139382 sec): 3 clusters Score: Raw -337740.650871 + Penalty 1854.659503 = -335885.991369 nChanged 0 SP:Iteration 33F (595.188448 sec): 3 clusters Score: Raw -337740.650871 + Penalty 1854.659503 = -335885.991369 nChanged 0 Trying to split cluster 10 (1342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (595.224687 sec): 2 clusters Score: Raw -53351.666648 + Penalty 756.201213 = -52595.465435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.374582 sec): 3 clusters Score: Raw -52792.163307 + Penalty 1512.402427 = -51279.760880 nChanged 486 SP:Iteration 1F (595.506373 sec): 3 clusters Score: Raw -53199.956496 + Penalty 1512.402427 = -51687.554070 nChanged 128 SP:Iteration 2F (595.595877 sec): 3 clusters Score: Raw -53348.077345 + Penalty 1512.402427 = -51835.674918 nChanged 107 SP:Iteration 3F (595.610757 sec): 3 clusters Score: Raw -53458.948589 + Penalty 1512.402427 = -51946.546162 nChanged 72 SP:Iteration 4F (595.625520 sec): 3 clusters Score: Raw -53538.653049 + Penalty 1512.402427 = -52026.250622 nChanged 68 SP:Iteration 5F (595.640225 sec): 3 clusters Score: Raw -53596.213267 + Penalty 1512.402427 = -52083.810840 nChanged 50 SP:Iteration 6Q (595.655124 sec): 3 clusters Score: Raw -53636.455659 + Penalty 1512.402427 = -52124.053232 nChanged 38 SP:Iteration 7Q (595.670258 sec): 3 clusters Score: Raw -53662.815993 + Penalty 1512.402427 = -52150.413567 nChanged 18 SP:Iteration 8Q (595.685277 sec): 3 clusters Score: Raw -53674.618737 + Penalty 1512.402427 = -52162.216310 nChanged 15 SP:Iteration 9Q (595.700213 sec): 3 clusters Score: Raw -53684.430767 + Penalty 1512.402427 = -52172.028340 nChanged 10 SP:Iteration 10Q (595.715192 sec): 3 clusters Score: Raw -53687.909536 + Penalty 1512.402427 = -52175.507110 nChanged 6 SP:Iteration 11Q (595.730202 sec): 3 clusters Score: Raw -53689.320030 + Penalty 1512.402427 = -52176.917603 nChanged 3 SP:Iteration 12Q (595.745083 sec): 3 clusters Score: Raw -53691.236803 + Penalty 1512.402427 = -52178.834376 nChanged 3 SP:Iteration 13Q (595.759984 sec): 3 clusters Score: Raw -53692.535402 + Penalty 1512.402427 = -52180.132975 nChanged 0 SP:Iteration 14F (595.774713 sec): 3 clusters Score: Raw -53692.535402 + Penalty 1512.402427 = -52180.132975 nChanged 0 Trying to split cluster 11 (1563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (595.807092 sec): 2 clusters Score: Raw -73626.058130 + Penalty 772.208045 = -72853.850085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.824526 sec): 3 clusters Score: Raw -72905.026108 + Penalty 1544.416089 = -71360.610019 nChanged 586 SP:Iteration 1F (595.841132 sec): 3 clusters Score: Raw -73289.406542 + Penalty 1544.416089 = -71744.990452 nChanged 119 SP:Iteration 2F (595.857854 sec): 3 clusters Score: Raw -73389.728954 + Penalty 1544.416089 = -71845.312864 nChanged 93 SP:Iteration 3F (595.874447 sec): 3 clusters Score: Raw -73467.700012 + Penalty 1544.416089 = -71923.283922 nChanged 71 SP:Iteration 4Q (595.891430 sec): 3 clusters Score: Raw -73512.148248 + Penalty 1544.416089 = -71967.732159 nChanged 50 SP:Iteration 5Q (595.908364 sec): 3 clusters Score: Raw -73545.232763 + Penalty 1544.416089 = -72000.816674 nChanged 39 SP:Iteration 6Q (595.925334 sec): 3 clusters Score: Raw -73568.400659 + Penalty 1544.416089 = -72023.984570 nChanged 30 SP:Iteration 7Q (595.942223 sec): 3 clusters Score: Raw -73590.820244 + Penalty 1544.416089 = -72046.404154 nChanged 26 SP:Iteration 8Q (595.959116 sec): 3 clusters Score: Raw -73611.591520 + Penalty 1544.416089 = -72067.175431 nChanged 17 SP:Iteration 9Q (595.976062 sec): 3 clusters Score: Raw -73621.942105 + Penalty 1544.416089 = -72077.526016 nChanged 17 SP:Iteration 10Q (595.993029 sec): 3 clusters Score: Raw -73633.225110 + Penalty 1544.416089 = -72088.809021 nChanged 12 SP:Iteration 11Q (596.009889 sec): 3 clusters Score: Raw -73639.195066 + Penalty 1544.416089 = -72094.778977 nChanged 12 SP:Iteration 12Q (596.026719 sec): 3 clusters Score: Raw -73643.558983 + Penalty 1544.416089 = -72099.142893 nChanged 12 SP:Iteration 13Q (596.043761 sec): 3 clusters Score: Raw -73649.905179 + Penalty 1544.416089 = -72105.489090 nChanged 16 SP:Iteration 14Q (596.060617 sec): 3 clusters Score: Raw -73659.624250 + Penalty 1544.416089 = -72115.208161 nChanged 20 SP:Iteration 15Q (596.077362 sec): 3 clusters Score: Raw -73670.051373 + Penalty 1544.416089 = -72125.635284 nChanged 11 SP:Iteration 16Q (596.193546 sec): 3 clusters Score: Raw -73676.117967 + Penalty 1544.416089 = -72131.701878 nChanged 11 SP:Iteration 17Q (596.290052 sec): 3 clusters Score: Raw -73679.613941 + Penalty 1544.416089 = -72135.197851 nChanged 10 SP:Iteration 18Q (596.398064 sec): 3 clusters Score: Raw -73682.726895 + Penalty 1544.416089 = -72138.310806 nChanged 3 SP:Iteration 19Q (596.505223 sec): 3 clusters Score: Raw -73683.466625 + Penalty 1544.416089 = -72139.050536 nChanged 1 SP:Iteration 20F (596.610979 sec): 3 clusters Score: Raw -73684.427367 + Penalty 1544.416089 = -72140.011278 nChanged 1 SP:Iteration 21Q (596.717770 sec): 3 clusters Score: Raw -73685.351645 + Penalty 1544.416089 = -72140.935556 nChanged 3 SP:Iteration 22Q (596.830346 sec): 3 clusters Score: Raw -73687.153221 + Penalty 1544.416089 = -72142.737132 nChanged 2 SP:Iteration 23Q (596.929165 sec): 3 clusters Score: Raw -73687.673767 + Penalty 1544.416089 = -72143.257678 nChanged 2 SP:Iteration 24Q (596.946670 sec): 3 clusters Score: Raw -73687.973180 + Penalty 1544.416089 = -72143.557091 nChanged 0 SP:Iteration 25F (596.963646 sec): 3 clusters Score: Raw -73687.973180 + Penalty 1544.416089 = -72143.557091 nChanged 0 Trying to split cluster 12 (2225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (596.998152 sec): 2 clusters Score: Raw -101830.122867 + Penalty 809.288780 = -101020.834087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (597.022393 sec): 3 clusters Score: Raw -100778.181287 + Penalty 1618.577561 = -99159.603726 nChanged 876 SP:Iteration 1F (597.045588 sec): 3 clusters Score: Raw -101425.633279 + Penalty 1618.577561 = -99807.055718 nChanged 202 SP:Iteration 2F (597.068708 sec): 3 clusters Score: Raw -101617.040454 + Penalty 1618.577561 = -99998.462893 nChanged 164 SP:Iteration 3F (597.091613 sec): 3 clusters Score: Raw -101750.158875 + Penalty 1618.577561 = -100131.581314 nChanged 152 SP:Iteration 4F (597.114562 sec): 3 clusters Score: Raw -101864.852050 + Penalty 1618.577561 = -100246.274490 nChanged 139 SP:Iteration 5F (597.137356 sec): 3 clusters Score: Raw -101979.240580 + Penalty 1618.577561 = -100360.663019 nChanged 125 SP:Iteration 6F (597.160555 sec): 3 clusters Score: Raw -102087.792199 + Penalty 1618.577561 = -100469.214639 nChanged 101 SP:Iteration 7Q (597.184101 sec): 3 clusters Score: Raw -102158.748099 + Penalty 1618.577561 = -100540.170538 nChanged 66 SP:Iteration 8Q (597.207564 sec): 3 clusters Score: Raw -102202.153755 + Penalty 1618.577561 = -100583.576195 nChanged 40 SP:Iteration 9Q (597.230926 sec): 3 clusters Score: Raw -102228.276633 + Penalty 1618.577561 = -100609.699072 nChanged 31 SP:Iteration 10Q (597.253314 sec): 3 clusters Score: Raw -102248.364036 + Penalty 1618.577561 = -100629.786475 nChanged 22 SP:Iteration 11Q (597.275765 sec): 3 clusters Score: Raw -102264.719725 + Penalty 1618.577561 = -100646.142164 nChanged 23 SP:Iteration 12Q (597.298351 sec): 3 clusters Score: Raw -102281.504220 + Penalty 1618.577561 = -100662.926659 nChanged 22 SP:Iteration 13Q (597.320821 sec): 3 clusters Score: Raw -102297.767294 + Penalty 1618.577561 = -100679.189733 nChanged 18 SP:Iteration 14Q (597.343104 sec): 3 clusters Score: Raw -102308.140290 + Penalty 1618.577561 = -100689.562729 nChanged 7 SP:Iteration 15Q (597.365573 sec): 3 clusters Score: Raw -102311.438374 + Penalty 1618.577561 = -100692.860813 nChanged 6 SP:Iteration 16Q (597.387956 sec): 3 clusters Score: Raw -102314.267855 + Penalty 1618.577561 = -100695.690294 nChanged 1 SP:Iteration 17Q (597.410488 sec): 3 clusters Score: Raw -102314.631239 + Penalty 1618.577561 = -100696.053678 nChanged 1 SP:Iteration 18Q (597.432569 sec): 3 clusters Score: Raw -102315.139968 + Penalty 1618.577561 = -100696.562407 nChanged 2 SP:Iteration 19Q (597.454537 sec): 3 clusters Score: Raw -102316.029792 + Penalty 1618.577561 = -100697.452231 nChanged 1 SP:Iteration 20F (597.572645 sec): 3 clusters Score: Raw -102316.936895 + Penalty 1618.577561 = -100698.359334 nChanged 3 SP:Iteration 21Q (597.692968 sec): 3 clusters Score: Raw -102319.435224 + Penalty 1618.577561 = -100700.857663 nChanged 1 SP:Iteration 22Q (597.792449 sec): 3 clusters Score: Raw -102320.228875 + Penalty 1618.577561 = -100701.651314 nChanged 0 SP:Iteration 23F (597.908494 sec): 3 clusters Score: Raw -102320.228875 + Penalty 1618.577561 = -100701.651314 nChanged 0 Trying to split cluster 13 (1080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (597.939577 sec): 2 clusters Score: Raw -32943.433184 + Penalty 733.395214 = -32210.037971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (597.953046 sec): 3 clusters Score: Raw -32524.999605 + Penalty 1466.790427 = -31058.209177 nChanged 386 SP:Iteration 1F (597.965486 sec): 3 clusters Score: Raw -32902.476133 + Penalty 1466.790427 = -31435.685706 nChanged 114 SP:Iteration 2F (597.977959 sec): 3 clusters Score: Raw -33068.016128 + Penalty 1466.790427 = -31601.225701 nChanged 95 SP:Iteration 3F (597.990181 sec): 3 clusters Score: Raw -33189.861697 + Penalty 1466.790427 = -31723.071269 nChanged 67 SP:Iteration 4F (598.002997 sec): 3 clusters Score: Raw -33260.510346 + Penalty 1466.790427 = -31793.719919 nChanged 50 SP:Iteration 5Q (598.015973 sec): 3 clusters Score: Raw -33320.972829 + Penalty 1466.790427 = -31854.182401 nChanged 38 SP:Iteration 6Q (598.028804 sec): 3 clusters Score: Raw -33362.580185 + Penalty 1466.790427 = -31895.789757 nChanged 25 SP:Iteration 7Q (598.041643 sec): 3 clusters Score: Raw -33393.678595 + Penalty 1466.790427 = -31926.888167 nChanged 16 SP:Iteration 8Q (598.054414 sec): 3 clusters Score: Raw -33417.190021 + Penalty 1466.790427 = -31950.399594 nChanged 11 SP:Iteration 9Q (598.067235 sec): 3 clusters Score: Raw -33430.742316 + Penalty 1466.790427 = -31963.951888 nChanged 9 SP:Iteration 10Q (598.079964 sec): 3 clusters Score: Raw -33436.417452 + Penalty 1466.790427 = -31969.627025 nChanged 9 SP:Iteration 11Q (598.092720 sec): 3 clusters Score: Raw -33445.829356 + Penalty 1466.790427 = -31979.038928 nChanged 5 SP:Iteration 12Q (598.105416 sec): 3 clusters Score: Raw -33448.708240 + Penalty 1466.790427 = -31981.917813 nChanged 3 SP:Iteration 13Q (598.118189 sec): 3 clusters Score: Raw -33451.150489 + Penalty 1466.790427 = -31984.360062 nChanged 2 SP:Iteration 14Q (598.131044 sec): 3 clusters Score: Raw -33452.517270 + Penalty 1466.790427 = -31985.726843 nChanged 3 SP:Iteration 15Q (598.143480 sec): 3 clusters Score: Raw -33455.403558 + Penalty 1466.790427 = -31988.613131 nChanged 5 SP:Iteration 16Q (598.155869 sec): 3 clusters Score: Raw -33457.675510 + Penalty 1466.790427 = -31990.885083 nChanged 5 SP:Iteration 17Q (598.168340 sec): 3 clusters Score: Raw -33462.001860 + Penalty 1466.790427 = -31995.211433 nChanged 4 SP:Iteration 18Q (598.180769 sec): 3 clusters Score: Raw -33464.691974 + Penalty 1466.790427 = -31997.901547 nChanged 4 SP:Iteration 19Q (598.193229 sec): 3 clusters Score: Raw -33469.261346 + Penalty 1466.790427 = -32002.470919 nChanged 3 SP:Iteration 20F (598.205621 sec): 3 clusters Score: Raw -33470.485402 + Penalty 1466.790427 = -32003.694975 nChanged 2 SP:Iteration 21Q (598.219055 sec): 3 clusters Score: Raw -33471.517426 + Penalty 1466.790427 = -32004.726999 nChanged 3 SP:Iteration 22Q (598.231515 sec): 3 clusters Score: Raw -33473.794809 + Penalty 1466.790427 = -32007.004382 nChanged 2 SP:Iteration 23Q (598.243825 sec): 3 clusters Score: Raw -33475.581535 + Penalty 1466.790427 = -32008.791108 nChanged 1 SP:Iteration 24Q (598.256316 sec): 3 clusters Score: Raw -33476.239940 + Penalty 1466.790427 = -32009.449513 nChanged 3 SP:Iteration 25Q (598.268722 sec): 3 clusters Score: Raw -33478.371474 + Penalty 1466.790427 = -32011.581047 nChanged 2 SP:Iteration 26Q (598.377458 sec): 3 clusters Score: Raw -33479.969006 + Penalty 1466.790427 = -32013.178579 nChanged 1 SP:Iteration 27Q (598.494315 sec): 3 clusters Score: Raw -33480.911730 + Penalty 1466.790427 = -32014.121303 nChanged 2 SP:Iteration 28Q (598.589996 sec): 3 clusters Score: Raw -33482.932010 + Penalty 1466.790427 = -32016.141583 nChanged 4 SP:Iteration 29Q (598.703499 sec): 3 clusters Score: Raw -33486.841253 + Penalty 1466.790427 = -32020.050826 nChanged 2 SP:Iteration 30Q (598.816332 sec): 3 clusters Score: Raw -33488.019812 + Penalty 1466.790427 = -32021.229384 nChanged 2 SP:Iteration 31Q (598.908446 sec): 3 clusters Score: Raw -33489.499229 + Penalty 1466.790427 = -32022.708801 nChanged 3 SP:Iteration 32Q (599.015050 sec): 3 clusters Score: Raw -33492.988915 + Penalty 1466.790427 = -32026.198488 nChanged 2 SP:Iteration 33Q (599.119166 sec): 3 clusters Score: Raw -33493.581187 + Penalty 1466.790427 = -32026.790760 nChanged 0 SP:Iteration 34F (599.223065 sec): 3 clusters Score: Raw -33493.581187 + Penalty 1466.790427 = -32026.790760 nChanged 0 Iteration 99Q (599.762249 sec): 14 clusters Score: Raw -1489962.821864 + Penalty 14262.060146 = -1475700.761718 nChanged 28 Iteration 100F (600.334922 sec): 14 clusters Score: Raw -1489968.288464 + Penalty 14262.060146 = -1475706.228317 nChanged 20 Iteration 101Q (600.709860 sec): 14 clusters Score: Raw -1489972.035552 + Penalty 14262.060146 = -1475709.975405 nChanged 24 Iteration 102Q (601.128910 sec): 14 clusters Score: Raw -1489978.764469 + Penalty 14262.060146 = -1475716.704323 nChanged 27 Iteration 103Q (601.545747 sec): 14 clusters Score: Raw -1489983.648433 + Penalty 14262.060146 = -1475721.588287 nChanged 21 Iteration 104Q (601.895873 sec): 14 clusters Score: Raw -1489986.689031 + Penalty 14262.060146 = -1475724.628885 nChanged 11 Iteration 105Q (602.276865 sec): 14 clusters Score: Raw -1489988.638151 + Penalty 14262.060146 = -1475726.578005 nChanged 15 Iteration 106Q (602.646980 sec): 14 clusters Score: Raw -1489990.968665 + Penalty 14262.060146 = -1475728.908519 nChanged 19 Iteration 107Q (603.027226 sec): 14 clusters Score: Raw -1489993.962554 + Penalty 14262.060146 = -1475731.902408 nChanged 17 Iteration 108Q (603.439123 sec): 14 clusters Score: Raw -1489996.447419 + Penalty 14262.060146 = -1475734.387273 nChanged 11 Iteration 109Q (603.855766 sec): 14 clusters Score: Raw -1489998.094484 + Penalty 14262.060146 = -1475736.034338 nChanged 14 Iteration 110Q (604.205054 sec): 14 clusters Score: Raw -1490000.226374 + Penalty 14262.060146 = -1475738.166228 nChanged 17 Iteration 111Q (604.592074 sec): 14 clusters Score: Raw -1490002.765800 + Penalty 14262.060146 = -1475740.705654 nChanged 18 Iteration 112Q (605.010259 sec): 14 clusters Score: Raw -1490006.572857 + Penalty 14262.060146 = -1475744.512711 nChanged 23 Iteration 113Q (605.678733 sec): 14 clusters Score: Raw -1490011.211389 + Penalty 14262.060146 = -1475749.151243 nChanged 25 Iteration 114Q (606.061790 sec): 14 clusters Score: Raw -1490017.283434 + Penalty 14262.060146 = -1475755.223287 nChanged 31 Iteration 115Q (606.476663 sec): 14 clusters Score: Raw -1490025.631323 + Penalty 14262.060146 = -1475763.571177 nChanged 33 Iteration 116Q (606.848643 sec): 14 clusters Score: Raw -1490035.086326 + Penalty 14262.060146 = -1475773.026180 nChanged 41 Iteration 117Q (607.225117 sec): 14 clusters Score: Raw -1490046.008175 + Penalty 14262.060146 = -1475783.948029 nChanged 49 Iteration 118Q (607.640418 sec): 14 clusters Score: Raw -1490060.855315 + Penalty 14262.060146 = -1475798.795169 nChanged 46 Iteration 119Q (608.063615 sec): 14 clusters Score: Raw -1490074.287602 + Penalty 14262.060146 = -1475812.227455 nChanged 49 Iteration 120F (608.633088 sec): 14 clusters Score: Raw -1490090.437170 + Penalty 14262.060146 = -1475828.377024 nChanged 48 Iteration 121Q (609.242220 sec): 14 clusters Score: Raw -1490104.792452 + Penalty 14262.060146 = -1475842.732306 nChanged 56 Iteration 122Q (609.680725 sec): 14 clusters Score: Raw -1490120.863673 + Penalty 14262.060146 = -1475858.803526 nChanged 53 Iteration 123Q (609.988579 sec): 14 clusters Score: Raw -1490137.390383 + Penalty 14262.060146 = -1475875.330237 nChanged 49 Iteration 124Q (610.350008 sec): 14 clusters Score: Raw -1490155.199144 + Penalty 14262.060146 = -1475893.138997 nChanged 46 Iteration 125Q (610.707924 sec): 14 clusters Score: Raw -1490170.877211 + Penalty 14262.060146 = -1475908.817065 nChanged 42 Iteration 126Q (611.030733 sec): 14 clusters Score: Raw -1490180.717926 + Penalty 14262.060146 = -1475918.657780 nChanged 35 Iteration 127Q (611.341335 sec): 14 clusters Score: Raw -1490188.130678 + Penalty 14262.060146 = -1475926.070531 nChanged 23 Iteration 128Q (611.644688 sec): 14 clusters Score: Raw -1490192.202009 + Penalty 14262.060146 = -1475930.141863 nChanged 19 Iteration 129Q (612.012356 sec): 14 clusters Score: Raw -1490195.374917 + Penalty 14262.060146 = -1475933.314771 nChanged 13 Iteration 130Q (612.372716 sec): 14 clusters Score: Raw -1490197.624933 + Penalty 14262.060146 = -1475935.564787 nChanged 9 Iteration 131Q (612.691798 sec): 14 clusters Score: Raw -1490199.485044 + Penalty 14262.060146 = -1475937.424897 nChanged 11 Iteration 132Q (612.994010 sec): 14 clusters Score: Raw -1490201.478765 + Penalty 14262.060146 = -1475939.418619 nChanged 13 Iteration 133Q (613.293910 sec): 14 clusters Score: Raw -1490204.359137 + Penalty 14262.060146 = -1475942.298990 nChanged 18 Iteration 134Q (613.596678 sec): 14 clusters Score: Raw -1490207.540122 + Penalty 14262.060146 = -1475945.479976 nChanged 10 Iteration 135Q (613.959217 sec): 14 clusters Score: Raw -1490209.401222 + Penalty 14262.060146 = -1475947.341075 nChanged 9 Iteration 136Q (614.320810 sec): 14 clusters Score: Raw -1490210.942374 + Penalty 14262.060146 = -1475948.882227 nChanged 11 Iteration 137Q (614.683221 sec): 14 clusters Score: Raw -1490212.936235 + Penalty 14262.060146 = -1475950.876089 nChanged 13 Iteration 138Q (615.044641 sec): 14 clusters Score: Raw -1490216.113857 + Penalty 14262.060146 = -1475954.053711 nChanged 18 Writing temp clu file Because OldScore, -1475950.876089, is greater than current (better) Score,-1475954.053711 Compute initial score before splitting: Score: Raw -1490216.113857 + Penalty 14262.060146 = -1475954.053711 Trying to split cluster 1 (3076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (615.107355 sec): 2 clusters Score: Raw -138930.600642 + Penalty 843.295460 = -138087.305182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (615.148065 sec): 3 clusters Score: Raw -137338.414333 + Penalty 1686.590919 = -135651.823414 nChanged 1252 SP:Iteration 1F (615.182809 sec): 3 clusters Score: Raw -138106.912085 + Penalty 1686.590919 = -136420.321165 nChanged 268 SP:Iteration 2F (615.217553 sec): 3 clusters Score: Raw -138294.138398 + Penalty 1686.590919 = -136607.547478 nChanged 225 SP:Iteration 3F (615.246725 sec): 3 clusters Score: Raw -138450.800480 + Penalty 1686.590919 = -136764.209561 nChanged 183 SP:Iteration 4F (615.275566 sec): 3 clusters Score: Raw -138578.627537 + Penalty 1686.590919 = -136892.036618 nChanged 146 SP:Iteration 5Q (615.305072 sec): 3 clusters Score: Raw -138674.289531 + Penalty 1686.590919 = -136987.698611 nChanged 115 SP:Iteration 6Q (615.334539 sec): 3 clusters Score: Raw -138755.200430 + Penalty 1686.590919 = -137068.609511 nChanged 114 SP:Iteration 7Q (615.364124 sec): 3 clusters Score: Raw -138833.942094 + Penalty 1686.590919 = -137147.351174 nChanged 98 SP:Iteration 8Q (615.393561 sec): 3 clusters Score: Raw -138902.514166 + Penalty 1686.590919 = -137215.923246 nChanged 80 SP:Iteration 9Q (615.422496 sec): 3 clusters Score: Raw -138951.631621 + Penalty 1686.590919 = -137265.040701 nChanged 55 SP:Iteration 10Q (615.451644 sec): 3 clusters Score: Raw -138984.828846 + Penalty 1686.590919 = -137298.237927 nChanged 52 SP:Iteration 11Q (615.557702 sec): 3 clusters Score: Raw -139008.868202 + Penalty 1686.590919 = -137322.277282 nChanged 29 SP:Iteration 12Q (615.650597 sec): 3 clusters Score: Raw -139020.009291 + Penalty 1686.590919 = -137333.418371 nChanged 25 SP:Iteration 13Q (615.779378 sec): 3 clusters Score: Raw -139029.308163 + Penalty 1686.590919 = -137342.717244 nChanged 23 SP:Iteration 14Q (615.816775 sec): 3 clusters Score: Raw -139037.704039 + Penalty 1686.590919 = -137351.113119 nChanged 21 SP:Iteration 15Q (615.851759 sec): 3 clusters Score: Raw -139045.411822 + Penalty 1686.590919 = -137358.820903 nChanged 22 SP:Iteration 16Q (615.880289 sec): 3 clusters Score: Raw -139052.437564 + Penalty 1686.590919 = -137365.846644 nChanged 20 SP:Iteration 17Q (615.908824 sec): 3 clusters Score: Raw -139057.509202 + Penalty 1686.590919 = -137370.918283 nChanged 11 SP:Iteration 18Q (615.937372 sec): 3 clusters Score: Raw -139061.201380 + Penalty 1686.590919 = -137374.610460 nChanged 10 SP:Iteration 19Q (615.965533 sec): 3 clusters Score: Raw -139064.933839 + Penalty 1686.590919 = -137378.342920 nChanged 14 SP:Iteration 20F (615.993376 sec): 3 clusters Score: Raw -139068.960965 + Penalty 1686.590919 = -137382.370046 nChanged 12 SP:Iteration 21Q (616.021332 sec): 3 clusters Score: Raw -139074.336339 + Penalty 1686.590919 = -137387.745420 nChanged 13 SP:Iteration 22Q (616.049308 sec): 3 clusters Score: Raw -139080.315613 + Penalty 1686.590919 = -137393.724693 nChanged 19 SP:Iteration 23Q (616.077243 sec): 3 clusters Score: Raw -139087.679230 + Penalty 1686.590919 = -137401.088311 nChanged 20 SP:Iteration 24Q (616.105000 sec): 3 clusters Score: Raw -139093.622842 + Penalty 1686.590919 = -137407.031922 nChanged 17 SP:Iteration 25Q (616.134400 sec): 3 clusters Score: Raw -139097.079778 + Penalty 1686.590919 = -137410.488858 nChanged 13 SP:Iteration 26Q (616.162230 sec): 3 clusters Score: Raw -139099.840641 + Penalty 1686.590919 = -137413.249722 nChanged 10 SP:Iteration 27Q (616.189959 sec): 3 clusters Score: Raw -139102.653121 + Penalty 1686.590919 = -137416.062201 nChanged 12 SP:Iteration 28Q (616.217751 sec): 3 clusters Score: Raw -139105.704320 + Penalty 1686.590919 = -137419.113401 nChanged 10 SP:Iteration 29Q (616.245480 sec): 3 clusters Score: Raw -139108.070951 + Penalty 1686.590919 = -137421.480031 nChanged 11 SP:Iteration 30Q (616.273269 sec): 3 clusters Score: Raw -139110.896896 + Penalty 1686.590919 = -137424.305976 nChanged 7 SP:Iteration 31Q (616.301106 sec): 3 clusters Score: Raw -139113.003949 + Penalty 1686.590919 = -137426.413030 nChanged 9 SP:Iteration 32Q (616.328781 sec): 3 clusters Score: Raw -139114.617924 + Penalty 1686.590919 = -137428.027005 nChanged 5 SP:Iteration 33Q (616.356384 sec): 3 clusters Score: Raw -139115.405361 + Penalty 1686.590919 = -137428.814441 nChanged 3 SP:Iteration 34Q (616.383971 sec): 3 clusters Score: Raw -139115.965645 + Penalty 1686.590919 = -137429.374726 nChanged 1 SP:Iteration 35Q (616.411428 sec): 3 clusters Score: Raw -139116.082919 + Penalty 1686.590919 = -137429.492000 nChanged 3 SP:Iteration 36Q (616.438996 sec): 3 clusters Score: Raw -139116.572287 + Penalty 1686.590919 = -137429.981368 nChanged 2 SP:Iteration 37Q (616.466570 sec): 3 clusters Score: Raw -139116.842464 + Penalty 1686.590919 = -137430.251544 nChanged 3 SP:Iteration 38Q (616.494161 sec): 3 clusters Score: Raw -139117.190868 + Penalty 1686.590919 = -137430.599949 nChanged 3 SP:Iteration 39Q (616.521769 sec): 3 clusters Score: Raw -139117.761025 + Penalty 1686.590919 = -137431.170106 nChanged 5 SP:Iteration 40F (616.549068 sec): 3 clusters Score: Raw -139118.705311 + Penalty 1686.590919 = -137432.114391 nChanged 7 SP:Iteration 41Q (616.576657 sec): 3 clusters Score: Raw -139120.294599 + Penalty 1686.590919 = -137433.703680 nChanged 11 SP:Iteration 42Q (616.604287 sec): 3 clusters Score: Raw -139123.605975 + Penalty 1686.590919 = -137437.015056 nChanged 8 SP:Iteration 43Q (616.720429 sec): 3 clusters Score: Raw -139125.458487 + Penalty 1686.590919 = -137438.867568 nChanged 6 SP:Iteration 44Q (616.839571 sec): 3 clusters Score: Raw -139126.960111 + Penalty 1686.590919 = -137440.369191 nChanged 10 SP:Iteration 45Q (616.969650 sec): 3 clusters Score: Raw -139129.480425 + Penalty 1686.590919 = -137442.889506 nChanged 11 SP:Iteration 46Q (617.057020 sec): 3 clusters Score: Raw -139134.551209 + Penalty 1686.590919 = -137447.960289 nChanged 16 SP:Iteration 47Q (617.186651 sec): 3 clusters Score: Raw -139140.659003 + Penalty 1686.590919 = -137454.068084 nChanged 18 SP:Iteration 48Q (617.221490 sec): 3 clusters Score: Raw -139145.230101 + Penalty 1686.590919 = -137458.639182 nChanged 14 SP:Iteration 49Q (617.249655 sec): 3 clusters Score: Raw -139150.232070 + Penalty 1686.590919 = -137463.641150 nChanged 18 SP:Iteration 50Q (617.278044 sec): 3 clusters Score: Raw -139155.842248 + Penalty 1686.590919 = -137469.251329 nChanged 18 SP:Iteration 51Q (617.306192 sec): 3 clusters Score: Raw -139162.911987 + Penalty 1686.590919 = -137476.321068 nChanged 21 SP:Iteration 52Q (617.334102 sec): 3 clusters Score: Raw -139170.888430 + Penalty 1686.590919 = -137484.297510 nChanged 25 SP:Iteration 53Q (617.362090 sec): 3 clusters Score: Raw -139180.808818 + Penalty 1686.590919 = -137494.217899 nChanged 25 SP:Iteration 54Q (617.390063 sec): 3 clusters Score: Raw -139192.379653 + Penalty 1686.590919 = -137505.788733 nChanged 30 SP:Iteration 55Q (617.418101 sec): 3 clusters Score: Raw -139204.559935 + Penalty 1686.590919 = -137517.969016 nChanged 24 SP:Iteration 56Q (617.445998 sec): 3 clusters Score: Raw -139214.075114 + Penalty 1686.590919 = -137527.484195 nChanged 22 SP:Iteration 57Q (617.473715 sec): 3 clusters Score: Raw -139220.642793 + Penalty 1686.590919 = -137534.051873 nChanged 13 SP:Iteration 58Q (617.501321 sec): 3 clusters Score: Raw -139225.045043 + Penalty 1686.590919 = -137538.454124 nChanged 13 SP:Iteration 59Q (617.528951 sec): 3 clusters Score: Raw -139229.393684 + Penalty 1686.590919 = -137542.802765 nChanged 17 SP:Iteration 60F (617.556392 sec): 3 clusters Score: Raw -139236.092161 + Penalty 1686.590919 = -137549.501242 nChanged 20 SP:Iteration 61Q (617.584086 sec): 3 clusters Score: Raw -139243.868667 + Penalty 1686.590919 = -137557.277748 nChanged 18 SP:Iteration 62Q (617.612081 sec): 3 clusters Score: Raw -139249.604251 + Penalty 1686.590919 = -137563.013331 nChanged 16 SP:Iteration 63Q (617.639598 sec): 3 clusters Score: Raw -139257.881365 + Penalty 1686.590919 = -137571.290446 nChanged 24 SP:Iteration 64Q (617.667141 sec): 3 clusters Score: Raw -139273.663967 + Penalty 1686.590919 = -137587.073047 nChanged 27 SP:Iteration 65Q (617.694596 sec): 3 clusters Score: Raw -139294.222857 + Penalty 1686.590919 = -137607.631937 nChanged 31 SP:Iteration 66Q (617.721887 sec): 3 clusters Score: Raw -139316.047043 + Penalty 1686.590919 = -137629.456124 nChanged 33 SP:Iteration 67Q (617.749434 sec): 3 clusters Score: Raw -139344.906181 + Penalty 1686.590919 = -137658.315261 nChanged 47 SP:Iteration 68Q (617.776840 sec): 3 clusters Score: Raw -139388.719718 + Penalty 1686.590919 = -137702.128798 nChanged 52 SP:Iteration 69Q (617.804269 sec): 3 clusters Score: Raw -139445.762362 + Penalty 1686.590919 = -137759.171443 nChanged 53 SP:Iteration 70Q (617.831456 sec): 3 clusters Score: Raw -139492.634787 + Penalty 1686.590919 = -137806.043867 nChanged 40 SP:Iteration 71Q (617.858641 sec): 3 clusters Score: Raw -139527.492849 + Penalty 1686.590919 = -137840.901930 nChanged 45 SP:Iteration 72Q (617.885687 sec): 3 clusters Score: Raw -139562.143807 + Penalty 1686.590919 = -137875.552887 nChanged 34 SP:Iteration 73Q (617.912637 sec): 3 clusters Score: Raw -139585.190007 + Penalty 1686.590919 = -137898.599088 nChanged 25 SP:Iteration 74Q (617.939633 sec): 3 clusters Score: Raw -139599.289393 + Penalty 1686.590919 = -137912.698474 nChanged 21 SP:Iteration 75Q (618.045226 sec): 3 clusters Score: Raw -139609.331471 + Penalty 1686.590919 = -137922.740552 nChanged 14 SP:Iteration 76Q (618.164586 sec): 3 clusters Score: Raw -139614.030411 + Penalty 1686.590919 = -137927.439491 nChanged 7 SP:Iteration 77Q (618.279449 sec): 3 clusters Score: Raw -139615.891495 + Penalty 1686.590919 = -137929.300576 nChanged 8 SP:Iteration 78Q (618.395365 sec): 3 clusters Score: Raw -139617.762388 + Penalty 1686.590919 = -137931.171468 nChanged 5 SP:Iteration 79Q (618.510019 sec): 3 clusters Score: Raw -139618.861427 + Penalty 1686.590919 = -137932.270508 nChanged 5 SP:Iteration 80F (618.624056 sec): 3 clusters Score: Raw -139622.528924 + Penalty 1686.590919 = -137935.938004 nChanged 4 SP:Iteration 81Q (618.718310 sec): 3 clusters Score: Raw -139625.204647 + Penalty 1686.590919 = -137938.613728 nChanged 6 SP:Iteration 82Q (618.748996 sec): 3 clusters Score: Raw -139627.721742 + Penalty 1686.590919 = -137941.130823 nChanged 7 SP:Iteration 83Q (618.779228 sec): 3 clusters Score: Raw -139629.632425 + Penalty 1686.590919 = -137943.041505 nChanged 5 SP:Iteration 84Q (618.809464 sec): 3 clusters Score: Raw -139631.139748 + Penalty 1686.590919 = -137944.548829 nChanged 6 SP:Iteration 85Q (618.839605 sec): 3 clusters Score: Raw -139633.091944 + Penalty 1686.590919 = -137946.501024 nChanged 4 SP:Iteration 86Q (618.864068 sec): 3 clusters Score: Raw -139633.942130 + Penalty 1686.590919 = -137947.351210 nChanged 8 SP:Iteration 87Q (618.887076 sec): 3 clusters Score: Raw -139636.454498 + Penalty 1686.590919 = -137949.863579 nChanged 5 SP:Iteration 88Q (618.909927 sec): 3 clusters Score: Raw -139637.577300 + Penalty 1686.590919 = -137950.986381 nChanged 1 SP:Iteration 89Q (618.932509 sec): 3 clusters Score: Raw -139637.714241 + Penalty 1686.590919 = -137951.123321 nChanged 0 SP:Iteration 90F (618.955226 sec): 3 clusters Score: Raw -139637.714241 + Penalty 1686.590919 = -137951.123321 nChanged 0 Trying to split cluster 2 (3752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (618.990691 sec): 2 clusters Score: Raw -179073.141537 + Penalty 864.154653 = -178208.986884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (619.022187 sec): 3 clusters Score: Raw -177099.454068 + Penalty 1728.309305 = -175371.144763 nChanged 1526 SP:Iteration 1F (619.051461 sec): 3 clusters Score: Raw -177909.415363 + Penalty 1728.309305 = -176181.106058 nChanged 297 SP:Iteration 2F (619.080461 sec): 3 clusters Score: Raw -178059.074523 + Penalty 1728.309305 = -176330.765218 nChanged 202 SP:Iteration 3F (619.109518 sec): 3 clusters Score: Raw -178156.692400 + Penalty 1728.309305 = -176428.383095 nChanged 163 SP:Iteration 4Q (619.139352 sec): 3 clusters Score: Raw -178224.118294 + Penalty 1728.309305 = -176495.808989 nChanged 125 SP:Iteration 5Q (619.170544 sec): 3 clusters Score: Raw -178280.186036 + Penalty 1728.309305 = -176551.876731 nChanged 130 SP:Iteration 6Q (619.199548 sec): 3 clusters Score: Raw -178346.763592 + Penalty 1728.309305 = -176618.454287 nChanged 123 SP:Iteration 7Q (619.246378 sec): 3 clusters Score: Raw -178410.171848 + Penalty 1728.309305 = -176681.862542 nChanged 121 SP:Iteration 8Q (619.278771 sec): 3 clusters Score: Raw -178484.541200 + Penalty 1728.309305 = -176756.231895 nChanged 131 SP:Iteration 9Q (619.313803 sec): 3 clusters Score: Raw -178571.036867 + Penalty 1728.309305 = -176842.727562 nChanged 124 SP:Iteration 10Q (619.342127 sec): 3 clusters Score: Raw -178653.417858 + Penalty 1728.309305 = -176925.108552 nChanged 113 SP:Iteration 11Q (619.369940 sec): 3 clusters Score: Raw -178732.442040 + Penalty 1728.309305 = -177004.132735 nChanged 113 SP:Iteration 12Q (619.398178 sec): 3 clusters Score: Raw -178802.045078 + Penalty 1728.309305 = -177073.735773 nChanged 78 SP:Iteration 13Q (619.426067 sec): 3 clusters Score: Raw -178849.170709 + Penalty 1728.309305 = -177120.861404 nChanged 77 SP:Iteration 14Q (619.551910 sec): 3 clusters Score: Raw -178900.985566 + Penalty 1728.309305 = -177172.676260 nChanged 66 SP:Iteration 15Q (619.657145 sec): 3 clusters Score: Raw -178951.415787 + Penalty 1728.309305 = -177223.106482 nChanged 56 SP:Iteration 16Q (619.740481 sec): 3 clusters Score: Raw -178996.620133 + Penalty 1728.309305 = -177268.310828 nChanged 49 SP:Iteration 17Q (619.769175 sec): 3 clusters Score: Raw -179032.899387 + Penalty 1728.309305 = -177304.590082 nChanged 35 SP:Iteration 18Q (619.797496 sec): 3 clusters Score: Raw -179061.861118 + Penalty 1728.309305 = -177333.551813 nChanged 31 SP:Iteration 19Q (619.826793 sec): 3 clusters Score: Raw -179089.950913 + Penalty 1728.309305 = -177361.641608 nChanged 24 SP:Iteration 20F (619.855040 sec): 3 clusters Score: Raw -179108.309346 + Penalty 1728.309305 = -177380.000041 nChanged 23 SP:Iteration 21Q (619.883105 sec): 3 clusters Score: Raw -179129.999686 + Penalty 1728.309305 = -177401.690381 nChanged 17 SP:Iteration 22Q (619.910298 sec): 3 clusters Score: Raw -179145.212965 + Penalty 1728.309305 = -177416.903660 nChanged 14 SP:Iteration 23Q (619.937393 sec): 3 clusters Score: Raw -179158.783851 + Penalty 1728.309305 = -177430.474546 nChanged 11 SP:Iteration 24Q (619.964395 sec): 3 clusters Score: Raw -179167.789626 + Penalty 1728.309305 = -177439.480321 nChanged 8 SP:Iteration 25Q (619.991159 sec): 3 clusters Score: Raw -179175.228908 + Penalty 1728.309305 = -177446.919603 nChanged 6 SP:Iteration 26Q (620.017928 sec): 3 clusters Score: Raw -179179.659926 + Penalty 1728.309305 = -177451.350621 nChanged 5 SP:Iteration 27Q (620.044809 sec): 3 clusters Score: Raw -179184.611389 + Penalty 1728.309305 = -177456.302084 nChanged 6 SP:Iteration 28Q (620.071481 sec): 3 clusters Score: Raw -179191.156221 + Penalty 1728.309305 = -177462.846916 nChanged 2 SP:Iteration 29Q (620.098179 sec): 3 clusters Score: Raw -179194.613499 + Penalty 1728.309305 = -177466.304194 nChanged 3 SP:Iteration 30Q (620.124763 sec): 3 clusters Score: Raw -179200.481621 + Penalty 1728.309305 = -177472.172315 nChanged 4 SP:Iteration 31Q (620.151247 sec): 3 clusters Score: Raw -179205.417469 + Penalty 1728.309305 = -177477.108164 nChanged 4 SP:Iteration 32Q (620.178394 sec): 3 clusters Score: Raw -179210.013722 + Penalty 1728.309305 = -177481.704417 nChanged 3 SP:Iteration 33Q (620.204831 sec): 3 clusters Score: Raw -179211.928262 + Penalty 1728.309305 = -177483.618957 nChanged 1 SP:Iteration 34Q (620.231267 sec): 3 clusters Score: Raw -179213.261204 + Penalty 1728.309305 = -177484.951899 nChanged 3 SP:Iteration 35Q (620.257755 sec): 3 clusters Score: Raw -179216.933595 + Penalty 1728.309305 = -177488.624290 nChanged 2 SP:Iteration 36Q (620.284233 sec): 3 clusters Score: Raw -179219.629477 + Penalty 1728.309305 = -177491.320171 nChanged 1 SP:Iteration 37Q (620.310599 sec): 3 clusters Score: Raw -179221.549054 + Penalty 1728.309305 = -177493.239749 nChanged 1 SP:Iteration 38Q (620.336899 sec): 3 clusters Score: Raw -179222.500057 + Penalty 1728.309305 = -177494.190752 nChanged 1 SP:Iteration 39Q (620.363291 sec): 3 clusters Score: Raw -179223.133756 + Penalty 1728.309305 = -177494.824451 nChanged 0 SP:Iteration 40F (620.390272 sec): 3 clusters Score: Raw -179223.133756 + Penalty 1728.309305 = -177494.824451 nChanged 0 Trying to split cluster 3 (3030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (620.424468 sec): 2 clusters Score: Raw -142462.467219 + Penalty 841.713379 = -141620.753839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (620.448289 sec): 3 clusters Score: Raw -140903.016969 + Penalty 1683.426759 = -139219.590211 nChanged 1240 SP:Iteration 1F (620.471018 sec): 3 clusters Score: Raw -141735.815725 + Penalty 1683.426759 = -140052.388967 nChanged 292 SP:Iteration 2F (620.494898 sec): 3 clusters Score: Raw -141967.366520 + Penalty 1683.426759 = -140283.939762 nChanged 228 SP:Iteration 3F (620.642445 sec): 3 clusters Score: Raw -142144.365315 + Penalty 1683.426759 = -140460.938556 nChanged 171 SP:Iteration 4F (620.745838 sec): 3 clusters Score: Raw -142272.538941 + Penalty 1683.426759 = -140589.112182 nChanged 131 SP:Iteration 5Q (620.822931 sec): 3 clusters Score: Raw -142395.063907 + Penalty 1683.426759 = -140711.637148 nChanged 121 SP:Iteration 6Q (620.847171 sec): 3 clusters Score: Raw -142502.071576 + Penalty 1683.426759 = -140818.644817 nChanged 121 SP:Iteration 7Q (620.870472 sec): 3 clusters Score: Raw -142603.741691 + Penalty 1683.426759 = -140920.314932 nChanged 116 SP:Iteration 8Q (620.893671 sec): 3 clusters Score: Raw -142687.005994 + Penalty 1683.426759 = -141003.579236 nChanged 94 SP:Iteration 9Q (620.917510 sec): 3 clusters Score: Raw -142755.793293 + Penalty 1683.426759 = -141072.366534 nChanged 80 SP:Iteration 10Q (620.940606 sec): 3 clusters Score: Raw -142819.180079 + Penalty 1683.426759 = -141135.753320 nChanged 75 SP:Iteration 11Q (620.965310 sec): 3 clusters Score: Raw -142860.761650 + Penalty 1683.426759 = -141177.334891 nChanged 54 SP:Iteration 12Q (620.992906 sec): 3 clusters Score: Raw -142889.643348 + Penalty 1683.426759 = -141206.216589 nChanged 45 SP:Iteration 13Q (621.020638 sec): 3 clusters Score: Raw -142911.774374 + Penalty 1683.426759 = -141228.347615 nChanged 35 SP:Iteration 14Q (621.048144 sec): 3 clusters Score: Raw -142931.207836 + Penalty 1683.426759 = -141247.781077 nChanged 27 SP:Iteration 15Q (621.075502 sec): 3 clusters Score: Raw -142942.454683 + Penalty 1683.426759 = -141259.027925 nChanged 23 SP:Iteration 16Q (621.102928 sec): 3 clusters Score: Raw -142954.122785 + Penalty 1683.426759 = -141270.696027 nChanged 42 SP:Iteration 17Q (621.130347 sec): 3 clusters Score: Raw -142977.781197 + Penalty 1683.426759 = -141294.354439 nChanged 36 SP:Iteration 18Q (621.156318 sec): 3 clusters Score: Raw -143002.268693 + Penalty 1683.426759 = -141318.841935 nChanged 45 SP:Iteration 19Q (621.178631 sec): 3 clusters Score: Raw -143026.985802 + Penalty 1683.426759 = -141343.559043 nChanged 48 SP:Iteration 20F (621.200714 sec): 3 clusters Score: Raw -143058.316266 + Penalty 1683.426759 = -141374.889508 nChanged 47 SP:Iteration 21Q (621.222962 sec): 3 clusters Score: Raw -143085.920995 + Penalty 1683.426759 = -141402.494237 nChanged 42 SP:Iteration 22Q (621.245570 sec): 3 clusters Score: Raw -143110.440746 + Penalty 1683.426759 = -141427.013988 nChanged 41 SP:Iteration 23Q (621.267758 sec): 3 clusters Score: Raw -143140.098897 + Penalty 1683.426759 = -141456.672138 nChanged 42 SP:Iteration 24Q (621.289817 sec): 3 clusters Score: Raw -143173.200525 + Penalty 1683.426759 = -141489.773766 nChanged 33 SP:Iteration 25Q (621.312165 sec): 3 clusters Score: Raw -143203.573526 + Penalty 1683.426759 = -141520.146768 nChanged 25 SP:Iteration 26Q (621.334570 sec): 3 clusters Score: Raw -143226.507038 + Penalty 1683.426759 = -141543.080279 nChanged 18 SP:Iteration 27Q (621.356470 sec): 3 clusters Score: Raw -143240.883355 + Penalty 1683.426759 = -141557.456596 nChanged 13 SP:Iteration 28Q (621.378202 sec): 3 clusters Score: Raw -143249.095498 + Penalty 1683.426759 = -141565.668739 nChanged 14 SP:Iteration 29Q (621.400012 sec): 3 clusters Score: Raw -143257.397878 + Penalty 1683.426759 = -141573.971119 nChanged 13 SP:Iteration 30Q (621.421596 sec): 3 clusters Score: Raw -143265.089581 + Penalty 1683.426759 = -141581.662822 nChanged 9 SP:Iteration 31Q (621.443237 sec): 3 clusters Score: Raw -143269.476598 + Penalty 1683.426759 = -141586.049840 nChanged 11 SP:Iteration 32Q (621.464905 sec): 3 clusters Score: Raw -143277.411535 + Penalty 1683.426759 = -141593.984777 nChanged 12 SP:Iteration 33Q (621.486460 sec): 3 clusters Score: Raw -143287.274934 + Penalty 1683.426759 = -141603.848175 nChanged 19 SP:Iteration 34Q (621.609810 sec): 3 clusters Score: Raw -143299.535730 + Penalty 1683.426759 = -141616.108971 nChanged 11 SP:Iteration 35Q (621.712123 sec): 3 clusters Score: Raw -143307.517952 + Penalty 1683.426759 = -141624.091194 nChanged 8 SP:Iteration 36Q (621.789252 sec): 3 clusters Score: Raw -143310.616506 + Penalty 1683.426759 = -141627.189748 nChanged 7 SP:Iteration 37Q (621.811121 sec): 3 clusters Score: Raw -143313.113096 + Penalty 1683.426759 = -141629.686338 nChanged 5 SP:Iteration 38Q (621.832629 sec): 3 clusters Score: Raw -143315.470344 + Penalty 1683.426759 = -141632.043585 nChanged 7 SP:Iteration 39Q (621.854180 sec): 3 clusters Score: Raw -143319.100511 + Penalty 1683.426759 = -141635.673752 nChanged 4 SP:Iteration 40F (621.876680 sec): 3 clusters Score: Raw -143320.675993 + Penalty 1683.426759 = -141637.249235 nChanged 4 SP:Iteration 41Q (621.898217 sec): 3 clusters Score: Raw -143322.343494 + Penalty 1683.426759 = -141638.916736 nChanged 5 SP:Iteration 42Q (621.919762 sec): 3 clusters Score: Raw -143324.922692 + Penalty 1683.426759 = -141641.495933 nChanged 3 SP:Iteration 43Q (621.941337 sec): 3 clusters Score: Raw -143325.780301 + Penalty 1683.426759 = -141642.353543 nChanged 0 SP:Iteration 44F (621.963537 sec): 3 clusters Score: Raw -143325.780301 + Penalty 1683.426759 = -141642.353543 nChanged 0 Score: Raw -1491081.942788 + Penalty 15359.141696 = -1475722.801092 Splitting cluster 3 changes total score from -1475954.053711 to -1475722.801092 So it's not getting split. Trying to split cluster 4 (1726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (622.531853 sec): 2 clusters Score: Raw -63602.422660 + Penalty 782.623997 = -62819.798663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (622.547141 sec): 3 clusters Score: Raw -62807.142603 + Penalty 1565.247993 = -61241.894610 nChanged 622 SP:Iteration 1F (622.561368 sec): 3 clusters Score: Raw -63317.994981 + Penalty 1565.247993 = -61752.746988 nChanged 206 SP:Iteration 2F (622.579885 sec): 3 clusters Score: Raw -63592.820480 + Penalty 1565.247993 = -62027.572487 nChanged 154 SP:Iteration 3F (622.594063 sec): 3 clusters Score: Raw -63769.394061 + Penalty 1565.247993 = -62204.146068 nChanged 110 SP:Iteration 4F (622.608033 sec): 3 clusters Score: Raw -63881.894172 + Penalty 1565.247993 = -62316.646179 nChanged 77 SP:Iteration 5Q (622.622486 sec): 3 clusters Score: Raw -63946.747740 + Penalty 1565.247993 = -62381.499747 nChanged 59 SP:Iteration 6Q (622.636890 sec): 3 clusters Score: Raw -64008.607208 + Penalty 1565.247993 = -62443.359215 nChanged 50 SP:Iteration 7Q (622.651503 sec): 3 clusters Score: Raw -64047.988429 + Penalty 1565.247993 = -62482.740436 nChanged 40 SP:Iteration 8Q (622.666007 sec): 3 clusters Score: Raw -64081.345613 + Penalty 1565.247993 = -62516.097620 nChanged 31 SP:Iteration 9Q (622.680388 sec): 3 clusters Score: Raw -64103.626452 + Penalty 1565.247993 = -62538.378459 nChanged 19 SP:Iteration 10Q (622.694696 sec): 3 clusters Score: Raw -64114.651502 + Penalty 1565.247993 = -62549.403509 nChanged 16 SP:Iteration 11Q (622.709041 sec): 3 clusters Score: Raw -64121.677858 + Penalty 1565.247993 = -62556.429865 nChanged 10 SP:Iteration 12Q (622.723334 sec): 3 clusters Score: Raw -64127.330065 + Penalty 1565.247993 = -62562.082072 nChanged 9 SP:Iteration 13Q (622.737420 sec): 3 clusters Score: Raw -64135.591754 + Penalty 1565.247993 = -62570.343761 nChanged 12 SP:Iteration 14Q (622.751513 sec): 3 clusters Score: Raw -64141.691978 + Penalty 1565.247993 = -62576.443985 nChanged 10 SP:Iteration 15Q (622.765574 sec): 3 clusters Score: Raw -64147.566639 + Penalty 1565.247993 = -62582.318646 nChanged 9 SP:Iteration 16Q (622.779641 sec): 3 clusters Score: Raw -64153.821529 + Penalty 1565.247993 = -62588.573536 nChanged 9 SP:Iteration 17Q (622.793741 sec): 3 clusters Score: Raw -64157.671938 + Penalty 1565.247993 = -62592.423945 nChanged 4 SP:Iteration 18Q (622.894354 sec): 3 clusters Score: Raw -64158.538618 + Penalty 1565.247993 = -62593.290625 nChanged 3 SP:Iteration 19Q (622.998495 sec): 3 clusters Score: Raw -64159.143618 + Penalty 1565.247993 = -62593.895625 nChanged 3 SP:Iteration 20F (623.079847 sec): 3 clusters Score: Raw -64159.948047 + Penalty 1565.247993 = -62594.700054 nChanged 2 SP:Iteration 21Q (623.094017 sec): 3 clusters Score: Raw -64161.268627 + Penalty 1565.247993 = -62596.020634 nChanged 3 SP:Iteration 22Q (623.108047 sec): 3 clusters Score: Raw -64161.798463 + Penalty 1565.247993 = -62596.550470 nChanged 0 SP:Iteration 23F (623.122893 sec): 3 clusters Score: Raw -64161.798463 + Penalty 1565.247993 = -62596.550470 nChanged 0 Trying to split cluster 5 (5105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (623.164037 sec): 2 clusters Score: Raw -237991.988005 + Penalty 896.487452 = -237095.500553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (623.207075 sec): 3 clusters Score: Raw -235134.835240 + Penalty 1792.974903 = -233341.860337 nChanged 2173 SP:Iteration 1F (623.252407 sec): 3 clusters Score: Raw -236379.865160 + Penalty 1792.974903 = -234586.890257 nChanged 436 SP:Iteration 2F (623.293631 sec): 3 clusters Score: Raw -236703.746997 + Penalty 1792.974903 = -234910.772094 nChanged 405 SP:Iteration 3F (623.334610 sec): 3 clusters Score: Raw -236990.245234 + Penalty 1792.974903 = -235197.270330 nChanged 316 SP:Iteration 4F (623.371160 sec): 3 clusters Score: Raw -237232.778109 + Penalty 1792.974903 = -235439.803205 nChanged 293 SP:Iteration 5F (623.407030 sec): 3 clusters Score: Raw -237451.992855 + Penalty 1792.974903 = -235659.017952 nChanged 249 SP:Iteration 6Q (623.443910 sec): 3 clusters Score: Raw -237608.341845 + Penalty 1792.974903 = -235815.366941 nChanged 182 SP:Iteration 7Q (623.480721 sec): 3 clusters Score: Raw -237716.214949 + Penalty 1792.974903 = -235923.240045 nChanged 146 SP:Iteration 8Q (623.517457 sec): 3 clusters Score: Raw -237798.761868 + Penalty 1792.974903 = -236005.786964 nChanged 119 SP:Iteration 9Q (623.554168 sec): 3 clusters Score: Raw -237869.943466 + Penalty 1792.974903 = -236076.968563 nChanged 97 SP:Iteration 10Q (623.590867 sec): 3 clusters Score: Raw -237934.284734 + Penalty 1792.974903 = -236141.309831 nChanged 86 SP:Iteration 11Q (623.627201 sec): 3 clusters Score: Raw -237984.312218 + Penalty 1792.974903 = -236191.337314 nChanged 74 SP:Iteration 12Q (623.663184 sec): 3 clusters Score: Raw -238026.470860 + Penalty 1792.974903 = -236233.495957 nChanged 57 SP:Iteration 13Q (623.699193 sec): 3 clusters Score: Raw -238054.420429 + Penalty 1792.974903 = -236261.445526 nChanged 38 SP:Iteration 14Q (623.735046 sec): 3 clusters Score: Raw -238074.535937 + Penalty 1792.974903 = -236281.561034 nChanged 33 SP:Iteration 15Q (623.770955 sec): 3 clusters Score: Raw -238090.629578 + Penalty 1792.974903 = -236297.654675 nChanged 28 SP:Iteration 16Q (623.806648 sec): 3 clusters Score: Raw -238101.205907 + Penalty 1792.974903 = -236308.231004 nChanged 20 SP:Iteration 17Q (623.842303 sec): 3 clusters Score: Raw -238109.838027 + Penalty 1792.974903 = -236316.863123 nChanged 16 SP:Iteration 18Q (623.877959 sec): 3 clusters Score: Raw -238117.691579 + Penalty 1792.974903 = -236324.716676 nChanged 11 SP:Iteration 19Q (623.913529 sec): 3 clusters Score: Raw -238122.938677 + Penalty 1792.974903 = -236329.963774 nChanged 5 SP:Iteration 20F (623.949332 sec): 3 clusters Score: Raw -238125.363703 + Penalty 1792.974903 = -236332.388799 nChanged 9 SP:Iteration 21Q (623.984888 sec): 3 clusters Score: Raw -238128.973088 + Penalty 1792.974903 = -236335.998185 nChanged 7 SP:Iteration 22Q (624.020306 sec): 3 clusters Score: Raw -238132.531576 + Penalty 1792.974903 = -236339.556672 nChanged 8 SP:Iteration 23Q (624.056971 sec): 3 clusters Score: Raw -238136.275907 + Penalty 1792.974903 = -236343.301004 nChanged 8 SP:Iteration 24Q (624.185424 sec): 3 clusters Score: Raw -238140.419277 + Penalty 1792.974903 = -236347.444373 nChanged 8 SP:Iteration 25Q (624.280512 sec): 3 clusters Score: Raw -238145.657844 + Penalty 1792.974903 = -236352.682941 nChanged 10 SP:Iteration 26Q (624.320928 sec): 3 clusters Score: Raw -238151.942884 + Penalty 1792.974903 = -236358.967981 nChanged 10 SP:Iteration 27Q (624.443464 sec): 3 clusters Score: Raw -238155.974183 + Penalty 1792.974903 = -236362.999280 nChanged 4 SP:Iteration 28Q (624.560518 sec): 3 clusters Score: Raw -238157.439258 + Penalty 1792.974903 = -236364.464355 nChanged 3 SP:Iteration 29Q (624.615383 sec): 3 clusters Score: Raw -238158.495461 + Penalty 1792.974903 = -236365.520557 nChanged 5 SP:Iteration 30Q (624.650993 sec): 3 clusters Score: Raw -238160.778468 + Penalty 1792.974903 = -236367.803565 nChanged 4 SP:Iteration 31Q (624.686992 sec): 3 clusters Score: Raw -238162.691951 + Penalty 1792.974903 = -236369.717048 nChanged 6 SP:Iteration 32Q (624.722699 sec): 3 clusters Score: Raw -238164.814668 + Penalty 1792.974903 = -236371.839765 nChanged 3 SP:Iteration 33Q (624.758126 sec): 3 clusters Score: Raw -238165.962517 + Penalty 1792.974903 = -236372.987613 nChanged 1 SP:Iteration 34Q (624.793348 sec): 3 clusters Score: Raw -238166.770839 + Penalty 1792.974903 = -236373.795936 nChanged 2 SP:Iteration 35Q (624.828610 sec): 3 clusters Score: Raw -238168.048775 + Penalty 1792.974903 = -236375.073871 nChanged 1 SP:Iteration 36Q (624.863774 sec): 3 clusters Score: Raw -238168.692166 + Penalty 1792.974903 = -236375.717263 nChanged 1 SP:Iteration 37Q (624.898907 sec): 3 clusters Score: Raw -238169.239977 + Penalty 1792.974903 = -236376.265073 nChanged 1 SP:Iteration 38Q (624.934173 sec): 3 clusters Score: Raw -238169.903028 + Penalty 1792.974903 = -236376.928125 nChanged 1 SP:Iteration 39Q (624.969408 sec): 3 clusters Score: Raw -238170.146779 + Penalty 1792.974903 = -236377.171875 nChanged 0 SP:Iteration 40F (625.004893 sec): 3 clusters Score: Raw -238170.146779 + Penalty 1792.974903 = -236377.171875 nChanged 0 Trying to split cluster 6 (3207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (625.039816 sec): 2 clusters Score: Raw -156828.581972 + Penalty 847.674576 = -155980.907396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (625.064686 sec): 3 clusters Score: Raw -155164.288593 + Penalty 1695.349152 = -153468.939441 nChanged 1288 SP:Iteration 1F (625.089493 sec): 3 clusters Score: Raw -155945.897557 + Penalty 1695.349152 = -154250.548405 nChanged 256 SP:Iteration 2F (625.113997 sec): 3 clusters Score: Raw -156099.462940 + Penalty 1695.349152 = -154404.113788 nChanged 190 SP:Iteration 3F (625.138520 sec): 3 clusters Score: Raw -156210.821685 + Penalty 1695.349152 = -154515.472533 nChanged 168 SP:Iteration 4F (625.163243 sec): 3 clusters Score: Raw -156316.360898 + Penalty 1695.349152 = -154621.011746 nChanged 134 SP:Iteration 5Q (625.190875 sec): 3 clusters Score: Raw -156392.930239 + Penalty 1695.349152 = -154697.581087 nChanged 125 SP:Iteration 6Q (625.216124 sec): 3 clusters Score: Raw -156470.950714 + Penalty 1695.349152 = -154775.601562 nChanged 106 SP:Iteration 7Q (625.241202 sec): 3 clusters Score: Raw -156535.011673 + Penalty 1695.349152 = -154839.662521 nChanged 91 SP:Iteration 8Q (625.266230 sec): 3 clusters Score: Raw -156587.487247 + Penalty 1695.349152 = -154892.138095 nChanged 91 SP:Iteration 9Q (625.290097 sec): 3 clusters Score: Raw -156647.100412 + Penalty 1695.349152 = -154951.751260 nChanged 81 SP:Iteration 10Q (625.314115 sec): 3 clusters Score: Raw -156702.372183 + Penalty 1695.349152 = -155007.023031 nChanged 70 SP:Iteration 11Q (625.337881 sec): 3 clusters Score: Raw -156746.737064 + Penalty 1695.349152 = -155051.387912 nChanged 71 SP:Iteration 12Q (625.361627 sec): 3 clusters Score: Raw -156801.291620 + Penalty 1695.349152 = -155105.942468 nChanged 63 SP:Iteration 13Q (625.468457 sec): 3 clusters Score: Raw -156839.151434 + Penalty 1695.349152 = -155143.802282 nChanged 46 SP:Iteration 14Q (625.582039 sec): 3 clusters Score: Raw -156865.573100 + Penalty 1695.349152 = -155170.223948 nChanged 39 SP:Iteration 15Q (625.681835 sec): 3 clusters Score: Raw -156887.431581 + Penalty 1695.349152 = -155192.082429 nChanged 29 SP:Iteration 16Q (625.699921 sec): 3 clusters Score: Raw -156901.404351 + Penalty 1695.349152 = -155206.055199 nChanged 16 SP:Iteration 17Q (625.723612 sec): 3 clusters Score: Raw -156907.428022 + Penalty 1695.349152 = -155212.078870 nChanged 14 SP:Iteration 18Q (625.747322 sec): 3 clusters Score: Raw -156912.878137 + Penalty 1695.349152 = -155217.528985 nChanged 7 SP:Iteration 19Q (625.772358 sec): 3 clusters Score: Raw -156917.097285 + Penalty 1695.349152 = -155221.748133 nChanged 11 SP:Iteration 20F (625.795744 sec): 3 clusters Score: Raw -156922.564207 + Penalty 1695.349152 = -155227.215055 nChanged 8 SP:Iteration 21Q (625.823948 sec): 3 clusters Score: Raw -156928.145368 + Penalty 1695.349152 = -155232.796216 nChanged 9 SP:Iteration 22Q (625.852677 sec): 3 clusters Score: Raw -156934.466062 + Penalty 1695.349152 = -155239.116910 nChanged 7 SP:Iteration 23Q (625.881358 sec): 3 clusters Score: Raw -156937.231274 + Penalty 1695.349152 = -155241.882122 nChanged 3 SP:Iteration 24Q (625.909969 sec): 3 clusters Score: Raw -156939.717819 + Penalty 1695.349152 = -155244.368667 nChanged 7 SP:Iteration 25Q (625.939396 sec): 3 clusters Score: Raw -156944.761826 + Penalty 1695.349152 = -155249.412674 nChanged 7 SP:Iteration 26Q (625.967994 sec): 3 clusters Score: Raw -156948.930279 + Penalty 1695.349152 = -155253.581127 nChanged 8 SP:Iteration 27Q (625.996598 sec): 3 clusters Score: Raw -156953.913953 + Penalty 1695.349152 = -155258.564801 nChanged 6 SP:Iteration 28Q (626.020065 sec): 3 clusters Score: Raw -156957.395815 + Penalty 1695.349152 = -155262.046663 nChanged 5 SP:Iteration 29Q (626.043393 sec): 3 clusters Score: Raw -156960.023698 + Penalty 1695.349152 = -155264.674546 nChanged 4 SP:Iteration 30Q (626.066813 sec): 3 clusters Score: Raw -156961.827063 + Penalty 1695.349152 = -155266.477911 nChanged 8 SP:Iteration 31Q (626.090157 sec): 3 clusters Score: Raw -156965.667987 + Penalty 1695.349152 = -155270.318835 nChanged 6 SP:Iteration 32Q (626.113635 sec): 3 clusters Score: Raw -156968.580680 + Penalty 1695.349152 = -155273.231528 nChanged 1 SP:Iteration 33Q (626.136884 sec): 3 clusters Score: Raw -156969.101853 + Penalty 1695.349152 = -155273.752701 nChanged 1 SP:Iteration 34Q (626.160242 sec): 3 clusters Score: Raw -156969.659892 + Penalty 1695.349152 = -155274.310740 nChanged 3 SP:Iteration 35Q (626.183643 sec): 3 clusters Score: Raw -156970.993091 + Penalty 1695.349152 = -155275.643939 nChanged 2 SP:Iteration 36Q (626.206988 sec): 3 clusters Score: Raw -156971.919951 + Penalty 1695.349152 = -155276.570799 nChanged 0 SP:Iteration 37F (626.229847 sec): 3 clusters Score: Raw -156971.919951 + Penalty 1695.349152 = -155276.570799 nChanged 0 Trying to split cluster 7 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (626.260258 sec): 2 clusters Score: Raw -23046.637876 + Penalty 649.335634 = -22397.302242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (626.266350 sec): 3 clusters Score: Raw -22920.942396 + Penalty 1298.671267 = -21622.271129 nChanged 116 SP:Iteration 1F (626.272096 sec): 3 clusters Score: Raw -23041.266415 + Penalty 1298.671267 = -21742.595148 nChanged 32 SP:Iteration 2F (626.277808 sec): 3 clusters Score: Raw -23081.953213 + Penalty 1298.671267 = -21783.281946 nChanged 22 SP:Iteration 3Q (626.283651 sec): 3 clusters Score: Raw -23113.743409 + Penalty 1298.671267 = -21815.072142 nChanged 15 SP:Iteration 4Q (626.289506 sec): 3 clusters Score: Raw -23139.301195 + Penalty 1298.671267 = -21840.629928 nChanged 10 SP:Iteration 5Q (626.394594 sec): 3 clusters Score: Raw -23151.451273 + Penalty 1298.671267 = -21852.780006 nChanged 10 SP:Iteration 6Q (626.476758 sec): 3 clusters Score: Raw -23172.361043 + Penalty 1298.671267 = -21873.689776 nChanged 11 SP:Iteration 7Q (626.567245 sec): 3 clusters Score: Raw -23186.977742 + Penalty 1298.671267 = -21888.306475 nChanged 5 SP:Iteration 8Q (626.574443 sec): 3 clusters Score: Raw -23193.514562 + Penalty 1298.671267 = -21894.843295 nChanged 5 SP:Iteration 9Q (626.581333 sec): 3 clusters Score: Raw -23197.747762 + Penalty 1298.671267 = -21899.076495 nChanged 1 SP:Iteration 10Q (626.588226 sec): 3 clusters Score: Raw -23198.216496 + Penalty 1298.671267 = -21899.545229 nChanged 0 SP:Iteration 11F (626.595055 sec): 3 clusters Score: Raw -23198.216496 + Penalty 1298.671267 = -21899.545229 nChanged 0 Trying to split cluster 8 (866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (626.621950 sec): 2 clusters Score: Raw -23901.521818 + Penalty 710.207915 = -23191.313903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (626.632267 sec): 3 clusters Score: Raw -23661.548250 + Penalty 1420.415831 = -22241.132419 nChanged 345 SP:Iteration 1F (626.642000 sec): 3 clusters Score: Raw -24169.732579 + Penalty 1420.415831 = -22749.316748 nChanged 85 SP:Iteration 2F (626.651717 sec): 3 clusters Score: Raw -24340.773151 + Penalty 1420.415831 = -22920.357320 nChanged 52 SP:Iteration 3F (626.661433 sec): 3 clusters Score: Raw -24442.777463 + Penalty 1420.415831 = -23022.361632 nChanged 32 SP:Iteration 4Q (626.671191 sec): 3 clusters Score: Raw -24474.953492 + Penalty 1420.415831 = -23054.537661 nChanged 11 SP:Iteration 5Q (626.681110 sec): 3 clusters Score: Raw -24485.530933 + Penalty 1420.415831 = -23065.115102 nChanged 10 SP:Iteration 6Q (626.690886 sec): 3 clusters Score: Raw -24497.013874 + Penalty 1420.415831 = -23076.598043 nChanged 11 SP:Iteration 7Q (626.700648 sec): 3 clusters Score: Raw -24512.664618 + Penalty 1420.415831 = -23092.248787 nChanged 10 SP:Iteration 8Q (626.710371 sec): 3 clusters Score: Raw -24522.905913 + Penalty 1420.415831 = -23102.490082 nChanged 6 SP:Iteration 9Q (626.720082 sec): 3 clusters Score: Raw -24525.427394 + Penalty 1420.415831 = -23105.011563 nChanged 1 SP:Iteration 10Q (626.729823 sec): 3 clusters Score: Raw -24526.140326 + Penalty 1420.415831 = -23105.724496 nChanged 1 SP:Iteration 11Q (626.739811 sec): 3 clusters Score: Raw -24527.598376 + Penalty 1420.415831 = -23107.182545 nChanged 0 SP:Iteration 12F (626.749535 sec): 3 clusters Score: Raw -24527.598376 + Penalty 1420.415831 = -23107.182545 nChanged 0 Trying to split cluster 9 (6853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (626.796708 sec): 2 clusters Score: Raw -337816.292824 + Penalty 927.406388 = -336888.886436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (626.842044 sec): 3 clusters Score: Raw -333868.268293 + Penalty 1854.812776 = -332013.455516 nChanged 3009 SP:Iteration 1F (626.903534 sec): 3 clusters Score: Raw -335571.811619 + Penalty 1854.812776 = -333716.998843 nChanged 493 SP:Iteration 2F (626.949266 sec): 3 clusters Score: Raw -335849.842353 + Penalty 1854.812776 = -333995.029577 nChanged 457 SP:Iteration 3F (626.993002 sec): 3 clusters Score: Raw -336155.155673 + Penalty 1854.812776 = -334300.342897 nChanged 468 SP:Iteration 4F (627.036815 sec): 3 clusters Score: Raw -336491.323988 + Penalty 1854.812776 = -334636.511212 nChanged 442 SP:Iteration 5F (627.080411 sec): 3 clusters Score: Raw -336826.512153 + Penalty 1854.812776 = -334971.699377 nChanged 385 SP:Iteration 6F (627.124710 sec): 3 clusters Score: Raw -337134.821131 + Penalty 1854.812776 = -335280.008355 nChanged 341 SP:Iteration 7Q (627.178040 sec): 3 clusters Score: Raw -337404.053776 + Penalty 1854.812776 = -335549.240999 nChanged 249 SP:Iteration 8Q (627.231041 sec): 3 clusters Score: Raw -337593.739790 + Penalty 1854.812776 = -335738.927014 nChanged 184 SP:Iteration 9Q (627.362252 sec): 3 clusters Score: Raw -337754.516593 + Penalty 1854.812776 = -335899.703817 nChanged 140 SP:Iteration 10Q (627.479837 sec): 3 clusters Score: Raw -337850.750951 + Penalty 1854.812776 = -335995.938175 nChanged 84 SP:Iteration 11Q (627.600930 sec): 3 clusters Score: Raw -337902.356875 + Penalty 1854.812776 = -336047.544099 nChanged 72 SP:Iteration 12Q (627.717849 sec): 3 clusters Score: Raw -337944.712400 + Penalty 1854.812776 = -336089.899624 nChanged 42 SP:Iteration 13Q (627.811430 sec): 3 clusters Score: Raw -337974.943547 + Penalty 1854.812776 = -336120.130771 nChanged 39 SP:Iteration 14Q (627.854127 sec): 3 clusters Score: Raw -338000.518603 + Penalty 1854.812776 = -336145.705827 nChanged 28 SP:Iteration 15Q (627.898016 sec): 3 clusters Score: Raw -338014.349522 + Penalty 1854.812776 = -336159.536746 nChanged 25 SP:Iteration 16Q (627.942164 sec): 3 clusters Score: Raw -338026.891729 + Penalty 1854.812776 = -336172.078953 nChanged 26 SP:Iteration 17Q (627.986046 sec): 3 clusters Score: Raw -338041.193777 + Penalty 1854.812776 = -336186.381001 nChanged 24 SP:Iteration 18Q (628.030112 sec): 3 clusters Score: Raw -338062.311759 + Penalty 1854.812776 = -336207.498983 nChanged 24 SP:Iteration 19Q (628.074212 sec): 3 clusters Score: Raw -338080.338779 + Penalty 1854.812776 = -336225.526003 nChanged 21 SP:Iteration 20F (628.120085 sec): 3 clusters Score: Raw -338094.667031 + Penalty 1854.812776 = -336239.854255 nChanged 15 SP:Iteration 21Q (628.163976 sec): 3 clusters Score: Raw -338107.358092 + Penalty 1854.812776 = -336252.545316 nChanged 19 SP:Iteration 22Q (628.208159 sec): 3 clusters Score: Raw -338118.645605 + Penalty 1854.812776 = -336263.832829 nChanged 14 SP:Iteration 23Q (628.249764 sec): 3 clusters Score: Raw -338126.310207 + Penalty 1854.812776 = -336271.497431 nChanged 10 SP:Iteration 24Q (628.291570 sec): 3 clusters Score: Raw -338131.973446 + Penalty 1854.812776 = -336277.160670 nChanged 10 SP:Iteration 25Q (628.332980 sec): 3 clusters Score: Raw -338139.549376 + Penalty 1854.812776 = -336284.736600 nChanged 15 SP:Iteration 26Q (628.374547 sec): 3 clusters Score: Raw -338150.129356 + Penalty 1854.812776 = -336295.316579 nChanged 13 SP:Iteration 27Q (628.415689 sec): 3 clusters Score: Raw -338157.408823 + Penalty 1854.812776 = -336302.596047 nChanged 8 SP:Iteration 28Q (628.456991 sec): 3 clusters Score: Raw -338163.635263 + Penalty 1854.812776 = -336308.822486 nChanged 8 SP:Iteration 29Q (628.498163 sec): 3 clusters Score: Raw -338168.850888 + Penalty 1854.812776 = -336314.038112 nChanged 8 SP:Iteration 30Q (628.539310 sec): 3 clusters Score: Raw -338173.493005 + Penalty 1854.812776 = -336318.680228 nChanged 7 SP:Iteration 31Q (628.580359 sec): 3 clusters Score: Raw -338175.545542 + Penalty 1854.812776 = -336320.732766 nChanged 3 SP:Iteration 32Q (628.621569 sec): 3 clusters Score: Raw -338177.170470 + Penalty 1854.812776 = -336322.357694 nChanged 4 SP:Iteration 33Q (628.662453 sec): 3 clusters Score: Raw -338179.328558 + Penalty 1854.812776 = -336324.515782 nChanged 2 SP:Iteration 34Q (628.703599 sec): 3 clusters Score: Raw -338180.008193 + Penalty 1854.812776 = -336325.195417 nChanged 1 SP:Iteration 35Q (628.744775 sec): 3 clusters Score: Raw -338180.459234 + Penalty 1854.812776 = -336325.646458 nChanged 2 SP:Iteration 36Q (628.785720 sec): 3 clusters Score: Raw -338180.880908 + Penalty 1854.812776 = -336326.068131 nChanged 2 SP:Iteration 37Q (628.826766 sec): 3 clusters Score: Raw -338181.207085 + Penalty 1854.812776 = -336326.394308 nChanged 1 SP:Iteration 38Q (628.867972 sec): 3 clusters Score: Raw -338181.306154 + Penalty 1854.812776 = -336326.493378 nChanged 0 SP:Iteration 39F (628.911357 sec): 3 clusters Score: Raw -338181.306154 + Penalty 1854.812776 = -336326.493378 nChanged 0 Trying to split cluster 10 (1373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (628.988241 sec): 2 clusters Score: Raw -54635.283620 + Penalty 758.599108 = -53876.684512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (629.085047 sec): 3 clusters Score: Raw -54016.297020 + Penalty 1517.198215 = -52499.098805 nChanged 493 SP:Iteration 1F (629.172585 sec): 3 clusters Score: Raw -54317.609201 + Penalty 1517.198215 = -52800.410986 nChanged 120 SP:Iteration 2F (629.263789 sec): 3 clusters Score: Raw -54434.091485 + Penalty 1517.198215 = -52916.893270 nChanged 87 SP:Iteration 3F (629.377106 sec): 3 clusters Score: Raw -54510.046935 + Penalty 1517.198215 = -52992.848720 nChanged 76 SP:Iteration 4F (629.470739 sec): 3 clusters Score: Raw -54575.369050 + Penalty 1517.198215 = -53058.170835 nChanged 58 SP:Iteration 5Q (629.562178 sec): 3 clusters Score: Raw -54633.231694 + Penalty 1517.198215 = -53116.033479 nChanged 63 SP:Iteration 6Q (629.576127 sec): 3 clusters Score: Raw -54689.097027 + Penalty 1517.198215 = -53171.898812 nChanged 29 SP:Iteration 7Q (629.590356 sec): 3 clusters Score: Raw -54714.240083 + Penalty 1517.198215 = -53197.041868 nChanged 26 SP:Iteration 8Q (629.604478 sec): 3 clusters Score: Raw -54733.121905 + Penalty 1517.198215 = -53215.923690 nChanged 24 SP:Iteration 9Q (629.618528 sec): 3 clusters Score: Raw -54752.108829 + Penalty 1517.198215 = -53234.910614 nChanged 34 SP:Iteration 10Q (629.633247 sec): 3 clusters Score: Raw -54778.685065 + Penalty 1517.198215 = -53261.486850 nChanged 44 SP:Iteration 11Q (629.647774 sec): 3 clusters Score: Raw -54806.868830 + Penalty 1517.198215 = -53289.670614 nChanged 31 SP:Iteration 12Q (629.662232 sec): 3 clusters Score: Raw -54826.419639 + Penalty 1517.198215 = -53309.221423 nChanged 40 SP:Iteration 13Q (629.676719 sec): 3 clusters Score: Raw -54849.623262 + Penalty 1517.198215 = -53332.425046 nChanged 27 SP:Iteration 14Q (629.691223 sec): 3 clusters Score: Raw -54868.372732 + Penalty 1517.198215 = -53351.174517 nChanged 25 SP:Iteration 15Q (629.705731 sec): 3 clusters Score: Raw -54883.915653 + Penalty 1517.198215 = -53366.717438 nChanged 19 SP:Iteration 16Q (629.720212 sec): 3 clusters Score: Raw -54892.104233 + Penalty 1517.198215 = -53374.906017 nChanged 12 SP:Iteration 17Q (629.734615 sec): 3 clusters Score: Raw -54896.441114 + Penalty 1517.198215 = -53379.242899 nChanged 8 SP:Iteration 18Q (629.749120 sec): 3 clusters Score: Raw -54899.711298 + Penalty 1517.198215 = -53382.513083 nChanged 5 SP:Iteration 19Q (629.763748 sec): 3 clusters Score: Raw -54902.240969 + Penalty 1517.198215 = -53385.042754 nChanged 7 SP:Iteration 20F (629.777477 sec): 3 clusters Score: Raw -54905.955342 + Penalty 1517.198215 = -53388.757127 nChanged 6 SP:Iteration 21Q (629.792011 sec): 3 clusters Score: Raw -54908.206099 + Penalty 1517.198215 = -53391.007883 nChanged 4 SP:Iteration 22Q (629.806259 sec): 3 clusters Score: Raw -54911.122788 + Penalty 1517.198215 = -53393.924573 nChanged 4 SP:Iteration 23Q (629.820528 sec): 3 clusters Score: Raw -54912.763008 + Penalty 1517.198215 = -53395.564793 nChanged 4 SP:Iteration 24Q (629.834867 sec): 3 clusters Score: Raw -54913.607616 + Penalty 1517.198215 = -53396.409401 nChanged 0 SP:Iteration 25F (629.849000 sec): 3 clusters Score: Raw -54913.607616 + Penalty 1517.198215 = -53396.409401 nChanged 0 Trying to split cluster 11 (1592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (629.908496 sec): 2 clusters Score: Raw -74968.351947 + Penalty 774.138368 = -74194.213579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (630.021767 sec): 3 clusters Score: Raw -74293.014230 + Penalty 1548.276737 = -72744.737494 nChanged 561 SP:Iteration 1F (630.138061 sec): 3 clusters Score: Raw -74672.326291 + Penalty 1548.276737 = -73124.049555 nChanged 134 SP:Iteration 2F (630.252962 sec): 3 clusters Score: Raw -74789.284446 + Penalty 1548.276737 = -73241.007709 nChanged 87 SP:Iteration 3F (630.368212 sec): 3 clusters Score: Raw -74855.388069 + Penalty 1548.276737 = -73307.111332 nChanged 67 SP:Iteration 4Q (630.468462 sec): 3 clusters Score: Raw -74913.907560 + Penalty 1548.276737 = -73365.630823 nChanged 61 SP:Iteration 5Q (630.583829 sec): 3 clusters Score: Raw -74954.559703 + Penalty 1548.276737 = -73406.282966 nChanged 51 SP:Iteration 6Q (630.676641 sec): 3 clusters Score: Raw -74986.530874 + Penalty 1548.276737 = -73438.254137 nChanged 41 SP:Iteration 7Q (630.791003 sec): 3 clusters Score: Raw -75013.653764 + Penalty 1548.276737 = -73465.377027 nChanged 36 SP:Iteration 8Q (630.827227 sec): 3 clusters Score: Raw -75035.376268 + Penalty 1548.276737 = -73487.099531 nChanged 28 SP:Iteration 9Q (630.900408 sec): 3 clusters Score: Raw -75052.641850 + Penalty 1548.276737 = -73504.365113 nChanged 20 SP:Iteration 10Q (630.921122 sec): 3 clusters Score: Raw -75064.034606 + Penalty 1548.276737 = -73515.757869 nChanged 23 SP:Iteration 11Q (630.941533 sec): 3 clusters Score: Raw -75076.814923 + Penalty 1548.276737 = -73528.538186 nChanged 18 SP:Iteration 12Q (630.961798 sec): 3 clusters Score: Raw -75086.456567 + Penalty 1548.276737 = -73538.179830 nChanged 9 SP:Iteration 13Q (630.979925 sec): 3 clusters Score: Raw -75096.459320 + Penalty 1548.276737 = -73548.182583 nChanged 8 SP:Iteration 14Q (630.997896 sec): 3 clusters Score: Raw -75103.127822 + Penalty 1548.276737 = -73554.851085 nChanged 9 SP:Iteration 15Q (631.015829 sec): 3 clusters Score: Raw -75108.322781 + Penalty 1548.276737 = -73560.046044 nChanged 7 SP:Iteration 16Q (631.033740 sec): 3 clusters Score: Raw -75110.809002 + Penalty 1548.276737 = -73562.532265 nChanged 2 SP:Iteration 17Q (631.051743 sec): 3 clusters Score: Raw -75111.316386 + Penalty 1548.276737 = -73563.039649 nChanged 1 SP:Iteration 18Q (631.071867 sec): 3 clusters Score: Raw -75111.735754 + Penalty 1548.276737 = -73563.459017 nChanged 1 SP:Iteration 19Q (631.089901 sec): 3 clusters Score: Raw -75111.831841 + Penalty 1548.276737 = -73563.555104 nChanged 1 SP:Iteration 20F (631.107679 sec): 3 clusters Score: Raw -75111.990989 + Penalty 1548.276737 = -73563.714252 nChanged 0 Trying to split cluster 12 (2288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (631.142477 sec): 2 clusters Score: Raw -104697.279977 + Penalty 812.220502 = -103885.059475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (631.167109 sec): 3 clusters Score: Raw -103543.107586 + Penalty 1624.441004 = -101918.666582 nChanged 917 SP:Iteration 1F (631.190361 sec): 3 clusters Score: Raw -104174.027221 + Penalty 1624.441004 = -102549.586217 nChanged 204 SP:Iteration 2F (631.214129 sec): 3 clusters Score: Raw -104380.912916 + Penalty 1624.441004 = -102756.471912 nChanged 143 SP:Iteration 3F (631.237905 sec): 3 clusters Score: Raw -104496.670489 + Penalty 1624.441004 = -102872.229485 nChanged 125 SP:Iteration 4F (631.261034 sec): 3 clusters Score: Raw -104581.894639 + Penalty 1624.441004 = -102957.453635 nChanged 99 SP:Iteration 5Q (631.284819 sec): 3 clusters Score: Raw -104638.933520 + Penalty 1624.441004 = -103014.492516 nChanged 66 SP:Iteration 6Q (631.311204 sec): 3 clusters Score: Raw -104672.136818 + Penalty 1624.441004 = -103047.695814 nChanged 53 SP:Iteration 7Q (631.362859 sec): 3 clusters Score: Raw -104701.141771 + Penalty 1624.441004 = -103076.700767 nChanged 39 SP:Iteration 8Q (631.393650 sec): 3 clusters Score: Raw -104724.242731 + Penalty 1624.441004 = -103099.801727 nChanged 31 SP:Iteration 9Q (631.417188 sec): 3 clusters Score: Raw -104739.279856 + Penalty 1624.441004 = -103114.838852 nChanged 39 SP:Iteration 10Q (631.440296 sec): 3 clusters Score: Raw -104758.401823 + Penalty 1624.441004 = -103133.960819 nChanged 30 SP:Iteration 11Q (631.463602 sec): 3 clusters Score: Raw -104771.617487 + Penalty 1624.441004 = -103147.176483 nChanged 17 SP:Iteration 12Q (631.574289 sec): 3 clusters Score: Raw -104780.442319 + Penalty 1624.441004 = -103156.001315 nChanged 17 SP:Iteration 13Q (631.695794 sec): 3 clusters Score: Raw -104786.974161 + Penalty 1624.441004 = -103162.533157 nChanged 19 SP:Iteration 14Q (631.812786 sec): 3 clusters Score: Raw -104794.617391 + Penalty 1624.441004 = -103170.176387 nChanged 14 SP:Iteration 15Q (631.926701 sec): 3 clusters Score: Raw -104801.682231 + Penalty 1624.441004 = -103177.241227 nChanged 15 SP:Iteration 16Q (632.015182 sec): 3 clusters Score: Raw -104807.775018 + Penalty 1624.441004 = -103183.334014 nChanged 16 SP:Iteration 17Q (632.038290 sec): 3 clusters Score: Raw -104814.701220 + Penalty 1624.441004 = -103190.260216 nChanged 18 SP:Iteration 18Q (632.061343 sec): 3 clusters Score: Raw -104821.369816 + Penalty 1624.441004 = -103196.928812 nChanged 15 SP:Iteration 19Q (632.084445 sec): 3 clusters Score: Raw -104826.309006 + Penalty 1624.441004 = -103201.868002 nChanged 10 SP:Iteration 20F (632.107188 sec): 3 clusters Score: Raw -104828.607328 + Penalty 1624.441004 = -103204.166324 nChanged 8 SP:Iteration 21Q (632.130297 sec): 3 clusters Score: Raw -104830.518113 + Penalty 1624.441004 = -103206.077109 nChanged 4 SP:Iteration 22Q (632.153428 sec): 3 clusters Score: Raw -104831.838498 + Penalty 1624.441004 = -103207.397494 nChanged 4 SP:Iteration 23Q (632.176397 sec): 3 clusters Score: Raw -104832.763583 + Penalty 1624.441004 = -103208.322579 nChanged 8 SP:Iteration 24Q (632.199485 sec): 3 clusters Score: Raw -104834.664614 + Penalty 1624.441004 = -103210.223610 nChanged 9 SP:Iteration 25Q (632.222609 sec): 3 clusters Score: Raw -104838.603950 + Penalty 1624.441004 = -103214.162946 nChanged 9 SP:Iteration 26Q (632.245609 sec): 3 clusters Score: Raw -104843.525415 + Penalty 1624.441004 = -103219.084411 nChanged 14 SP:Iteration 27Q (632.268582 sec): 3 clusters Score: Raw -104850.670775 + Penalty 1624.441004 = -103226.229771 nChanged 15 SP:Iteration 28Q (632.291735 sec): 3 clusters Score: Raw -104857.992207 + Penalty 1624.441004 = -103233.551203 nChanged 14 SP:Iteration 29Q (632.314823 sec): 3 clusters Score: Raw -104863.669667 + Penalty 1624.441004 = -103239.228663 nChanged 12 SP:Iteration 30Q (632.337826 sec): 3 clusters Score: Raw -104867.807130 + Penalty 1624.441004 = -103243.366126 nChanged 11 SP:Iteration 31Q (632.360916 sec): 3 clusters Score: Raw -104870.330061 + Penalty 1624.441004 = -103245.889057 nChanged 9 SP:Iteration 32Q (632.383860 sec): 3 clusters Score: Raw -104873.578488 + Penalty 1624.441004 = -103249.137484 nChanged 10 SP:Iteration 33Q (632.406988 sec): 3 clusters Score: Raw -104878.742911 + Penalty 1624.441004 = -103254.301907 nChanged 12 SP:Iteration 34Q (632.430038 sec): 3 clusters Score: Raw -104886.204292 + Penalty 1624.441004 = -103261.763288 nChanged 14 SP:Iteration 35Q (632.453048 sec): 3 clusters Score: Raw -104890.399173 + Penalty 1624.441004 = -103265.958169 nChanged 5 SP:Iteration 36Q (632.476179 sec): 3 clusters Score: Raw -104893.012411 + Penalty 1624.441004 = -103268.571407 nChanged 2 SP:Iteration 37Q (632.499216 sec): 3 clusters Score: Raw -104894.026227 + Penalty 1624.441004 = -103269.585223 nChanged 1 SP:Iteration 38Q (632.522272 sec): 3 clusters Score: Raw -104894.130400 + Penalty 1624.441004 = -103269.689396 nChanged 0 SP:Iteration 39F (632.544957 sec): 3 clusters Score: Raw -104894.130400 + Penalty 1624.441004 = -103269.689396 nChanged 0 Trying to split cluster 13 (1106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.576592 sec): 2 clusters Score: Raw -33796.398555 + Penalty 735.893044 = -33060.505511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.590237 sec): 3 clusters Score: Raw -33401.393613 + Penalty 1471.786088 = -31929.607525 nChanged 364 SP:Iteration 1F (632.602969 sec): 3 clusters Score: Raw -33787.751036 + Penalty 1471.786088 = -32315.964948 nChanged 115 SP:Iteration 2F (632.720851 sec): 3 clusters Score: Raw -33964.881039 + Penalty 1471.786088 = -32493.094950 nChanged 71 SP:Iteration 3F (632.824286 sec): 3 clusters Score: Raw -34057.278956 + Penalty 1471.786088 = -32585.492868 nChanged 67 SP:Iteration 4F (632.936007 sec): 3 clusters Score: Raw -34147.326470 + Penalty 1471.786088 = -32675.540382 nChanged 40 SP:Iteration 5Q (633.043550 sec): 3 clusters Score: Raw -34201.409709 + Penalty 1471.786088 = -32729.623621 nChanged 33 SP:Iteration 6Q (633.056426 sec): 3 clusters Score: Raw -34241.521778 + Penalty 1471.786088 = -32769.735689 nChanged 20 SP:Iteration 7Q (633.069127 sec): 3 clusters Score: Raw -34269.873785 + Penalty 1471.786088 = -32798.087696 nChanged 16 SP:Iteration 8Q (633.081771 sec): 3 clusters Score: Raw -34286.357734 + Penalty 1471.786088 = -32814.571646 nChanged 20 SP:Iteration 9Q (633.094408 sec): 3 clusters Score: Raw -34302.806797 + Penalty 1471.786088 = -32831.020708 nChanged 8 SP:Iteration 10Q (633.107112 sec): 3 clusters Score: Raw -34307.728170 + Penalty 1471.786088 = -32835.942082 nChanged 5 SP:Iteration 11Q (633.119770 sec): 3 clusters Score: Raw -34309.932714 + Penalty 1471.786088 = -32838.146626 nChanged 5 SP:Iteration 12Q (633.132348 sec): 3 clusters Score: Raw -34312.746121 + Penalty 1471.786088 = -32840.960033 nChanged 1 SP:Iteration 13Q (633.144887 sec): 3 clusters Score: Raw -34318.386083 + Penalty 1471.786088 = -32846.599995 nChanged 4 SP:Iteration 14Q (633.157402 sec): 3 clusters Score: Raw -34322.879784 + Penalty 1471.786088 = -32851.093696 nChanged 5 SP:Iteration 15Q (633.170062 sec): 3 clusters Score: Raw -34329.550581 + Penalty 1471.786088 = -32857.764493 nChanged 5 SP:Iteration 16Q (633.182619 sec): 3 clusters Score: Raw -34334.301232 + Penalty 1471.786088 = -32862.515143 nChanged 4 SP:Iteration 17Q (633.195133 sec): 3 clusters Score: Raw -34335.280626 + Penalty 1471.786088 = -32863.494538 nChanged 0 SP:Iteration 18F (633.207669 sec): 3 clusters Score: Raw -34339.074467 + Penalty 1471.786088 = -32867.288379 nChanged 2 SP:Iteration 19Q (633.220210 sec): 3 clusters Score: Raw -34347.790237 + Penalty 1471.786088 = -32876.004149 nChanged 5 SP:Iteration 20F (633.232850 sec): 3 clusters Score: Raw -34349.159227 + Penalty 1471.786088 = -32877.373138 nChanged 2 SP:Iteration 21Q (633.245376 sec): 3 clusters Score: Raw -34350.342273 + Penalty 1471.786088 = -32878.556184 nChanged 1 SP:Iteration 22Q (633.257950 sec): 3 clusters Score: Raw -34350.830043 + Penalty 1471.786088 = -32879.043955 nChanged 1 SP:Iteration 23Q (633.270650 sec): 3 clusters Score: Raw -34351.764644 + Penalty 1471.786088 = -32879.978556 nChanged 2 SP:Iteration 24Q (633.283250 sec): 3 clusters Score: Raw -34353.091413 + Penalty 1471.786088 = -32881.305325 nChanged 4 SP:Iteration 25Q (633.296678 sec): 3 clusters Score: Raw -34354.886531 + Penalty 1471.786088 = -32883.100443 nChanged 4 SP:Iteration 26Q (633.309219 sec): 3 clusters Score: Raw -34356.865322 + Penalty 1471.786088 = -32885.079234 nChanged 6 SP:Iteration 27Q (633.321790 sec): 3 clusters Score: Raw -34360.624796 + Penalty 1471.786088 = -32888.838708 nChanged 9 SP:Iteration 28Q (633.334745 sec): 3 clusters Score: Raw -34365.566957 + Penalty 1471.786088 = -32893.780869 nChanged 8 SP:Iteration 29Q (633.347588 sec): 3 clusters Score: Raw -34373.342522 + Penalty 1471.786088 = -32901.556434 nChanged 10 SP:Iteration 30Q (633.360313 sec): 3 clusters Score: Raw -34379.260511 + Penalty 1471.786088 = -32907.474423 nChanged 7 SP:Iteration 31Q (633.372861 sec): 3 clusters Score: Raw -34383.089156 + Penalty 1471.786088 = -32911.303068 nChanged 1 SP:Iteration 32Q (633.385406 sec): 3 clusters Score: Raw -34383.660417 + Penalty 1471.786088 = -32911.874329 nChanged 0 SP:Iteration 33F (633.397993 sec): 3 clusters Score: Raw -34383.660417 + Penalty 1471.786088 = -32911.874329 nChanged 0 Iteration 139Q (633.914478 sec): 14 clusters Score: Raw -1490219.918915 + Penalty 14262.060146 = -1475957.858769 nChanged 23 Iteration 140F (634.665027 sec): 14 clusters Score: Raw -1490223.993792 + Penalty 14262.060146 = -1475961.933646 nChanged 21 Iteration 141Q (635.079095 sec): 14 clusters Score: Raw -1490227.607815 + Penalty 14262.060146 = -1475965.547669 nChanged 15 Iteration 142Q (635.496485 sec): 14 clusters Score: Raw -1490230.177259 + Penalty 14262.060146 = -1475968.117113 nChanged 11 Iteration 143Q (635.841839 sec): 14 clusters Score: Raw -1490231.936242 + Penalty 14262.060146 = -1475969.876096 nChanged 6 Iteration 144Q (636.261829 sec): 14 clusters Score: Raw -1490232.780004 + Penalty 14262.060146 = -1475970.719857 nChanged 3 Iteration 145Q (636.812670 sec): 14 clusters Score: Raw -1490233.232943 + Penalty 14262.060146 = -1475971.172796 nChanged 2 Iteration 146Q (637.164368 sec): 14 clusters Score: Raw -1490233.413981 + Penalty 14262.060146 = -1475971.353835 nChanged 2 Iteration 147Q (637.575298 sec): 14 clusters Score: Raw -1490233.734142 + Penalty 14262.060146 = -1475971.673996 nChanged 3 Iteration 148Q (638.259580 sec): 14 clusters Score: Raw -1490234.226335 + Penalty 14262.060146 = -1475972.166188 nChanged 4 Iteration 149Q (638.618424 sec): 14 clusters Score: Raw -1490234.639609 + Penalty 14262.060146 = -1475972.579462 nChanged 1 Iteration 150Q (639.037017 sec): 14 clusters Score: Raw -1490234.715343 + Penalty 14262.060146 = -1475972.655196 nChanged 0 Iteration 151F (639.777642 sec): 14 clusters Score: Raw -1490234.715343 + Penalty 14262.060146 = -1475972.655196 nChanged 0 Compute initial score before splitting: Score: Raw -1490234.715343 + Penalty 14262.060146 = -1475972.655196 Trying to split cluster 1 (3075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (639.843138 sec): 2 clusters Score: Raw -138882.051758 + Penalty 843.261319 = -138038.790439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (639.963379 sec): 3 clusters Score: Raw -137312.151771 + Penalty 1686.522638 = -135625.629133 nChanged 1241 SP:Iteration 1F (640.080514 sec): 3 clusters Score: Raw -138105.045834 + Penalty 1686.522638 = -136418.523197 nChanged 265 SP:Iteration 2F (640.199248 sec): 3 clusters Score: Raw -138299.166299 + Penalty 1686.522638 = -136612.643661 nChanged 183 SP:Iteration 3F (640.310756 sec): 3 clusters Score: Raw -138421.290801 + Penalty 1686.522638 = -136734.768164 nChanged 145 SP:Iteration 4Q (640.428639 sec): 3 clusters Score: Raw -138521.965530 + Penalty 1686.522638 = -136835.442892 nChanged 123 SP:Iteration 5Q (640.513205 sec): 3 clusters Score: Raw -138603.535516 + Penalty 1686.522638 = -136917.012878 nChanged 110 SP:Iteration 6Q (640.543059 sec): 3 clusters Score: Raw -138668.156353 + Penalty 1686.522638 = -136981.633715 nChanged 81 SP:Iteration 7Q (640.572979 sec): 3 clusters Score: Raw -138715.069116 + Penalty 1686.522638 = -137028.546478 nChanged 85 SP:Iteration 8Q (640.602843 sec): 3 clusters Score: Raw -138779.552306 + Penalty 1686.522638 = -137093.029668 nChanged 90 SP:Iteration 9Q (640.633282 sec): 3 clusters Score: Raw -138848.916565 + Penalty 1686.522638 = -137162.393927 nChanged 92 SP:Iteration 10Q (640.663120 sec): 3 clusters Score: Raw -138915.501943 + Penalty 1686.522638 = -137228.979305 nChanged 87 SP:Iteration 11Q (640.692811 sec): 3 clusters Score: Raw -138978.340751 + Penalty 1686.522638 = -137291.818113 nChanged 72 SP:Iteration 12Q (640.722466 sec): 3 clusters Score: Raw -139024.623697 + Penalty 1686.522638 = -137338.101059 nChanged 56 SP:Iteration 13Q (640.752178 sec): 3 clusters Score: Raw -139057.621863 + Penalty 1686.522638 = -137371.099225 nChanged 49 SP:Iteration 14Q (640.781754 sec): 3 clusters Score: Raw -139087.930472 + Penalty 1686.522638 = -137401.407834 nChanged 49 SP:Iteration 15Q (640.811371 sec): 3 clusters Score: Raw -139118.745617 + Penalty 1686.522638 = -137432.222979 nChanged 32 SP:Iteration 16Q (640.886385 sec): 3 clusters Score: Raw -139139.076972 + Penalty 1686.522638 = -137452.554334 nChanged 30 SP:Iteration 17Q (641.010307 sec): 3 clusters Score: Raw -139158.988034 + Penalty 1686.522638 = -137472.465396 nChanged 30 SP:Iteration 18Q (641.121001 sec): 3 clusters Score: Raw -139178.180556 + Penalty 1686.522638 = -137491.657919 nChanged 32 SP:Iteration 19Q (641.226530 sec): 3 clusters Score: Raw -139193.464446 + Penalty 1686.522638 = -137506.941808 nChanged 24 SP:Iteration 20F (641.358060 sec): 3 clusters Score: Raw -139205.620538 + Penalty 1686.522638 = -137519.097901 nChanged 25 SP:Iteration 21Q (641.446626 sec): 3 clusters Score: Raw -139216.308861 + Penalty 1686.522638 = -137529.786223 nChanged 19 SP:Iteration 22Q (641.542792 sec): 3 clusters Score: Raw -139221.111110 + Penalty 1686.522638 = -137534.588472 nChanged 13 SP:Iteration 23Q (641.656539 sec): 3 clusters Score: Raw -139224.838599 + Penalty 1686.522638 = -137538.315961 nChanged 10 SP:Iteration 24Q (641.770525 sec): 3 clusters Score: Raw -139227.517219 + Penalty 1686.522638 = -137540.994581 nChanged 5 SP:Iteration 25Q (641.888242 sec): 3 clusters Score: Raw -139228.634126 + Penalty 1686.522638 = -137542.111488 nChanged 6 SP:Iteration 26Q (642.005971 sec): 3 clusters Score: Raw -139229.726210 + Penalty 1686.522638 = -137543.203573 nChanged 4 SP:Iteration 27Q (642.148706 sec): 3 clusters Score: Raw -139230.451332 + Penalty 1686.522638 = -137543.928694 nChanged 3 SP:Iteration 28Q (642.242939 sec): 3 clusters Score: Raw -139230.817730 + Penalty 1686.522638 = -137544.295092 nChanged 1 SP:Iteration 29Q (642.364683 sec): 3 clusters Score: Raw -139231.097551 + Penalty 1686.522638 = -137544.574913 nChanged 2 SP:Iteration 30Q (642.446333 sec): 3 clusters Score: Raw -139231.565300 + Penalty 1686.522638 = -137545.042663 nChanged 1 SP:Iteration 31Q (642.503532 sec): 3 clusters Score: Raw -139231.864091 + Penalty 1686.522638 = -137545.341454 nChanged 0 SP:Iteration 32F (642.633891 sec): 3 clusters Score: Raw -139231.864091 + Penalty 1686.522638 = -137545.341454 nChanged 0 Trying to split cluster 2 (3798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (642.692050 sec): 2 clusters Score: Raw -181189.270925 + Penalty 865.434139 = -180323.836786 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (642.761016 sec): 3 clusters Score: Raw -179113.600910 + Penalty 1730.868277 = -177382.732633 nChanged 1595 SP:Iteration 1F (642.798046 sec): 3 clusters Score: Raw -180013.795282 + Penalty 1730.868277 = -178282.927005 nChanged 286 SP:Iteration 2F (642.833712 sec): 3 clusters Score: Raw -180161.812513 + Penalty 1730.868277 = -178430.944235 nChanged 211 SP:Iteration 3F (642.957042 sec): 3 clusters Score: Raw -180281.987919 + Penalty 1730.868277 = -178551.119642 nChanged 181 SP:Iteration 4Q (643.057467 sec): 3 clusters Score: Raw -180380.646773 + Penalty 1730.868277 = -178649.778496 nChanged 159 SP:Iteration 5Q (643.100823 sec): 3 clusters Score: Raw -180469.726830 + Penalty 1730.868277 = -178738.858553 nChanged 139 SP:Iteration 6Q (643.147195 sec): 3 clusters Score: Raw -180537.514550 + Penalty 1730.868277 = -178806.646273 nChanged 113 SP:Iteration 7Q (643.186260 sec): 3 clusters Score: Raw -180594.089896 + Penalty 1730.868277 = -178863.221619 nChanged 102 SP:Iteration 8Q (643.226903 sec): 3 clusters Score: Raw -180640.661898 + Penalty 1730.868277 = -178909.793621 nChanged 86 SP:Iteration 9Q (643.267576 sec): 3 clusters Score: Raw -180684.231859 + Penalty 1730.868277 = -178953.363582 nChanged 81 SP:Iteration 10Q (643.308094 sec): 3 clusters Score: Raw -180720.676336 + Penalty 1730.868277 = -178989.808058 nChanged 67 SP:Iteration 11Q (643.348143 sec): 3 clusters Score: Raw -180752.308870 + Penalty 1730.868277 = -179021.440593 nChanged 61 SP:Iteration 12Q (643.387764 sec): 3 clusters Score: Raw -180782.646761 + Penalty 1730.868277 = -179051.778484 nChanged 73 SP:Iteration 13Q (643.510437 sec): 3 clusters Score: Raw -180831.604542 + Penalty 1730.868277 = -179100.736265 nChanged 76 SP:Iteration 14Q (643.633229 sec): 3 clusters Score: Raw -180889.607941 + Penalty 1730.868277 = -179158.739664 nChanged 83 SP:Iteration 15Q (643.743951 sec): 3 clusters Score: Raw -180961.245184 + Penalty 1730.868277 = -179230.376907 nChanged 87 SP:Iteration 16Q (643.808323 sec): 3 clusters Score: Raw -181052.532762 + Penalty 1730.868277 = -179321.664485 nChanged 85 SP:Iteration 17Q (643.844849 sec): 3 clusters Score: Raw -181130.829647 + Penalty 1730.868277 = -179399.961370 nChanged 93 SP:Iteration 18Q (643.883322 sec): 3 clusters Score: Raw -181205.645924 + Penalty 1730.868277 = -179474.777646 nChanged 86 SP:Iteration 19Q (643.921657 sec): 3 clusters Score: Raw -181274.489127 + Penalty 1730.868277 = -179543.620850 nChanged 87 SP:Iteration 20F (643.960358 sec): 3 clusters Score: Raw -181335.554789 + Penalty 1730.868277 = -179604.686512 nChanged 63 SP:Iteration 21Q (643.998543 sec): 3 clusters Score: Raw -181377.493932 + Penalty 1730.868277 = -179646.625655 nChanged 56 SP:Iteration 22Q (644.036618 sec): 3 clusters Score: Raw -181412.649819 + Penalty 1730.868277 = -179681.781542 nChanged 53 SP:Iteration 23Q (644.072864 sec): 3 clusters Score: Raw -181451.701638 + Penalty 1730.868277 = -179720.833361 nChanged 54 SP:Iteration 24Q (644.109756 sec): 3 clusters Score: Raw -181487.854923 + Penalty 1730.868277 = -179756.986646 nChanged 51 SP:Iteration 25Q (644.144921 sec): 3 clusters Score: Raw -181524.114753 + Penalty 1730.868277 = -179793.246476 nChanged 55 SP:Iteration 26Q (644.179984 sec): 3 clusters Score: Raw -181560.151526 + Penalty 1730.868277 = -179829.283248 nChanged 46 SP:Iteration 27Q (644.214864 sec): 3 clusters Score: Raw -181588.425700 + Penalty 1730.868277 = -179857.557423 nChanged 43 SP:Iteration 28Q (644.249932 sec): 3 clusters Score: Raw -181619.382350 + Penalty 1730.868277 = -179888.514073 nChanged 33 SP:Iteration 29Q (644.284900 sec): 3 clusters Score: Raw -181635.559001 + Penalty 1730.868277 = -179904.690723 nChanged 24 SP:Iteration 30Q (644.392461 sec): 3 clusters Score: Raw -181647.665081 + Penalty 1730.868277 = -179916.796804 nChanged 24 SP:Iteration 31Q (644.509979 sec): 3 clusters Score: Raw -181657.920572 + Penalty 1730.868277 = -179927.052295 nChanged 11 SP:Iteration 32Q (644.628185 sec): 3 clusters Score: Raw -181662.579167 + Penalty 1730.868277 = -179931.710889 nChanged 8 SP:Iteration 33Q (644.730614 sec): 3 clusters Score: Raw -181664.520499 + Penalty 1730.868277 = -179933.652222 nChanged 3 SP:Iteration 34Q (644.834968 sec): 3 clusters Score: Raw -181665.126449 + Penalty 1730.868277 = -179934.258172 nChanged 2 SP:Iteration 35Q (644.934269 sec): 3 clusters Score: Raw -181665.513926 + Penalty 1730.868277 = -179934.645649 nChanged 1 SP:Iteration 36Q (644.996740 sec): 3 clusters Score: Raw -181665.716077 + Penalty 1730.868277 = -179934.847800 nChanged 2 SP:Iteration 37Q (645.031742 sec): 3 clusters Score: Raw -181666.378217 + Penalty 1730.868277 = -179935.509940 nChanged 3 SP:Iteration 38Q (645.066579 sec): 3 clusters Score: Raw -181667.040545 + Penalty 1730.868277 = -179936.172268 nChanged 3 SP:Iteration 39Q (645.101299 sec): 3 clusters Score: Raw -181667.678374 + Penalty 1730.868277 = -179936.810097 nChanged 2 SP:Iteration 40F (645.137122 sec): 3 clusters Score: Raw -181668.500562 + Penalty 1730.868277 = -179937.632285 nChanged 3 SP:Iteration 41Q (645.171993 sec): 3 clusters Score: Raw -181669.253534 + Penalty 1730.868277 = -179938.385257 nChanged 3 SP:Iteration 42Q (645.206918 sec): 3 clusters Score: Raw -181669.779153 + Penalty 1730.868277 = -179938.910876 nChanged 3 SP:Iteration 43Q (645.241746 sec): 3 clusters Score: Raw -181670.255773 + Penalty 1730.868277 = -179939.387496 nChanged 0 SP:Iteration 44F (645.277644 sec): 3 clusters Score: Raw -181670.255773 + Penalty 1730.868277 = -179939.387496 nChanged 0 Trying to split cluster 3 (3029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (645.341366 sec): 2 clusters Score: Raw -142417.844144 + Penalty 841.678720 = -141576.165424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (645.510728 sec): 3 clusters Score: Raw -140847.983220 + Penalty 1683.357440 = -139164.625780 nChanged 1208 SP:Iteration 1F (645.589723 sec): 3 clusters Score: Raw -141630.878385 + Penalty 1683.357440 = -139947.520944 nChanged 246 SP:Iteration 2F (645.707155 sec): 3 clusters Score: Raw -141822.244564 + Penalty 1683.357440 = -140138.887124 nChanged 213 SP:Iteration 3F (645.817004 sec): 3 clusters Score: Raw -142024.404790 + Penalty 1683.357440 = -140341.047350 nChanged 212 SP:Iteration 4F (645.845496 sec): 3 clusters Score: Raw -142256.135120 + Penalty 1683.357440 = -140572.777680 nChanged 212 SP:Iteration 5F (645.873961 sec): 3 clusters Score: Raw -142470.001055 + Penalty 1683.357440 = -140786.643615 nChanged 170 SP:Iteration 6F (645.902863 sec): 3 clusters Score: Raw -142639.715834 + Penalty 1683.357440 = -140956.358394 nChanged 118 SP:Iteration 7Q (645.932333 sec): 3 clusters Score: Raw -142743.502924 + Penalty 1683.357440 = -141060.145484 nChanged 92 SP:Iteration 8Q (645.961566 sec): 3 clusters Score: Raw -142821.579647 + Penalty 1683.357440 = -141138.222207 nChanged 65 SP:Iteration 9Q (645.990784 sec): 3 clusters Score: Raw -142862.116593 + Penalty 1683.357440 = -141178.759153 nChanged 42 SP:Iteration 10Q (646.020143 sec): 3 clusters Score: Raw -142888.892320 + Penalty 1683.357440 = -141205.534880 nChanged 43 SP:Iteration 11Q (646.049334 sec): 3 clusters Score: Raw -142913.345215 + Penalty 1683.357440 = -141229.987775 nChanged 28 SP:Iteration 12Q (646.078579 sec): 3 clusters Score: Raw -142925.111665 + Penalty 1683.357440 = -141241.754224 nChanged 22 SP:Iteration 13Q (646.107836 sec): 3 clusters Score: Raw -142931.808516 + Penalty 1683.357440 = -141248.451076 nChanged 9 SP:Iteration 14Q (646.136900 sec): 3 clusters Score: Raw -142935.095902 + Penalty 1683.357440 = -141251.738462 nChanged 11 SP:Iteration 15Q (646.165892 sec): 3 clusters Score: Raw -142939.652071 + Penalty 1683.357440 = -141256.294631 nChanged 11 SP:Iteration 16Q (646.194823 sec): 3 clusters Score: Raw -142942.448082 + Penalty 1683.357440 = -141259.090641 nChanged 9 SP:Iteration 17Q (646.223739 sec): 3 clusters Score: Raw -142944.783308 + Penalty 1683.357440 = -141261.425868 nChanged 9 SP:Iteration 18Q (646.252719 sec): 3 clusters Score: Raw -142948.222070 + Penalty 1683.357440 = -141264.864629 nChanged 9 SP:Iteration 19Q (646.281784 sec): 3 clusters Score: Raw -142950.678434 + Penalty 1683.357440 = -141267.320994 nChanged 9 SP:Iteration 20F (646.393372 sec): 3 clusters Score: Raw -142955.955985 + Penalty 1683.357440 = -141272.598544 nChanged 4 SP:Iteration 21Q (646.498958 sec): 3 clusters Score: Raw -142957.425243 + Penalty 1683.357440 = -141274.067802 nChanged 3 SP:Iteration 22Q (646.607959 sec): 3 clusters Score: Raw -142957.998677 + Penalty 1683.357440 = -141274.641236 nChanged 1 SP:Iteration 23Q (646.717999 sec): 3 clusters Score: Raw -142958.148930 + Penalty 1683.357440 = -141274.791490 nChanged 0 SP:Iteration 24F (646.827813 sec): 3 clusters Score: Raw -142958.148930 + Penalty 1683.357440 = -141274.791490 nChanged 0 Trying to split cluster 4 (1724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (646.909939 sec): 2 clusters Score: Raw -63540.621291 + Penalty 782.502257 = -62758.119034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (647.017102 sec): 3 clusters Score: Raw -62835.885141 + Penalty 1565.004515 = -61270.880626 nChanged 636 SP:Iteration 1F (647.163981 sec): 3 clusters Score: Raw -63442.381155 + Penalty 1565.004515 = -61877.376640 nChanged 175 SP:Iteration 2F (647.254903 sec): 3 clusters Score: Raw -63641.678101 + Penalty 1565.004515 = -62076.673586 nChanged 118 SP:Iteration 3F (647.362531 sec): 3 clusters Score: Raw -63755.660399 + Penalty 1565.004515 = -62190.655884 nChanged 80 SP:Iteration 4Q (647.475901 sec): 3 clusters Score: Raw -63830.199131 + Penalty 1565.004515 = -62265.194616 nChanged 59 SP:Iteration 5Q (647.583784 sec): 3 clusters Score: Raw -63878.088879 + Penalty 1565.004515 = -62313.084364 nChanged 43 SP:Iteration 6Q (647.681328 sec): 3 clusters Score: Raw -63911.145033 + Penalty 1565.004515 = -62346.140518 nChanged 32 SP:Iteration 7Q (647.781506 sec): 3 clusters Score: Raw -63929.747439 + Penalty 1565.004515 = -62364.742924 nChanged 31 SP:Iteration 8Q (647.887566 sec): 3 clusters Score: Raw -63958.964451 + Penalty 1565.004515 = -62393.959937 nChanged 31 SP:Iteration 9Q (648.002853 sec): 3 clusters Score: Raw -63982.723109 + Penalty 1565.004515 = -62417.718594 nChanged 18 SP:Iteration 10Q (648.117449 sec): 3 clusters Score: Raw -63999.297910 + Penalty 1565.004515 = -62434.293395 nChanged 19 SP:Iteration 11Q (648.231527 sec): 3 clusters Score: Raw -64013.139412 + Penalty 1565.004515 = -62448.134897 nChanged 17 SP:Iteration 12Q (648.347278 sec): 3 clusters Score: Raw -64022.677349 + Penalty 1565.004515 = -62457.672834 nChanged 17 SP:Iteration 13Q (648.463911 sec): 3 clusters Score: Raw -64034.119290 + Penalty 1565.004515 = -62469.114776 nChanged 15 SP:Iteration 14Q (648.578214 sec): 3 clusters Score: Raw -64042.458101 + Penalty 1565.004515 = -62477.453586 nChanged 14 SP:Iteration 15Q (648.692039 sec): 3 clusters Score: Raw -64049.731216 + Penalty 1565.004515 = -62484.726702 nChanged 11 SP:Iteration 16Q (648.733241 sec): 3 clusters Score: Raw -64054.614026 + Penalty 1565.004515 = -62489.609511 nChanged 8 SP:Iteration 17Q (648.751777 sec): 3 clusters Score: Raw -64058.586470 + Penalty 1565.004515 = -62493.581955 nChanged 6 SP:Iteration 18Q (648.769768 sec): 3 clusters Score: Raw -64063.522552 + Penalty 1565.004515 = -62498.518037 nChanged 5 SP:Iteration 19Q (648.787791 sec): 3 clusters Score: Raw -64065.325569 + Penalty 1565.004515 = -62500.321054 nChanged 4 SP:Iteration 20F (648.806110 sec): 3 clusters Score: Raw -64066.743973 + Penalty 1565.004515 = -62501.739458 nChanged 3 SP:Iteration 21Q (648.824181 sec): 3 clusters Score: Raw -64067.907233 + Penalty 1565.004515 = -62502.902718 nChanged 3 SP:Iteration 22Q (648.842291 sec): 3 clusters Score: Raw -64069.115827 + Penalty 1565.004515 = -62504.111312 nChanged 1 SP:Iteration 23Q (648.860450 sec): 3 clusters Score: Raw -64069.761713 + Penalty 1565.004515 = -62504.757199 nChanged 4 SP:Iteration 24Q (648.878640 sec): 3 clusters Score: Raw -64071.802939 + Penalty 1565.004515 = -62506.798424 nChanged 6 SP:Iteration 25Q (648.896709 sec): 3 clusters Score: Raw -64074.744907 + Penalty 1565.004515 = -62509.740392 nChanged 6 SP:Iteration 26Q (648.915093 sec): 3 clusters Score: Raw -64077.681955 + Penalty 1565.004515 = -62512.677441 nChanged 6 SP:Iteration 27Q (648.933287 sec): 3 clusters Score: Raw -64082.219712 + Penalty 1565.004515 = -62517.215198 nChanged 12 SP:Iteration 28Q (648.951415 sec): 3 clusters Score: Raw -64089.854347 + Penalty 1565.004515 = -62524.849833 nChanged 10 SP:Iteration 29Q (648.969518 sec): 3 clusters Score: Raw -64094.698794 + Penalty 1565.004515 = -62529.694279 nChanged 3 SP:Iteration 30Q (648.987690 sec): 3 clusters Score: Raw -64095.743462 + Penalty 1565.004515 = -62530.738947 nChanged 2 SP:Iteration 31Q (649.005864 sec): 3 clusters Score: Raw -64096.784667 + Penalty 1565.004515 = -62531.780152 nChanged 2 SP:Iteration 32Q (649.023923 sec): 3 clusters Score: Raw -64097.674229 + Penalty 1565.004515 = -62532.669714 nChanged 1 SP:Iteration 33Q (649.041875 sec): 3 clusters Score: Raw -64097.777172 + Penalty 1565.004515 = -62532.772658 nChanged 0 SP:Iteration 34F (649.059897 sec): 3 clusters Score: Raw -64097.777172 + Penalty 1565.004515 = -62532.772658 nChanged 0 Trying to split cluster 5 (5102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (649.131177 sec): 2 clusters Score: Raw -237852.403068 + Penalty 896.425729 = -236955.977339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (649.255484 sec): 3 clusters Score: Raw -235051.195687 + Penalty 1792.851459 = -233258.344229 nChanged 2199 SP:Iteration 1F (649.380085 sec): 3 clusters Score: Raw -236418.554376 + Penalty 1792.851459 = -234625.702917 nChanged 486 SP:Iteration 2F (649.503028 sec): 3 clusters Score: Raw -236831.596079 + Penalty 1792.851459 = -235038.744620 nChanged 445 SP:Iteration 3F (649.565792 sec): 3 clusters Score: Raw -237187.547829 + Penalty 1792.851459 = -235394.696371 nChanged 367 SP:Iteration 4F (649.609192 sec): 3 clusters Score: Raw -237453.634373 + Penalty 1792.851459 = -235660.782915 nChanged 282 SP:Iteration 5F (649.652281 sec): 3 clusters Score: Raw -237645.033074 + Penalty 1792.851459 = -235852.181616 nChanged 203 SP:Iteration 6Q (649.696587 sec): 3 clusters Score: Raw -237745.965763 + Penalty 1792.851459 = -235953.114304 nChanged 138 SP:Iteration 7Q (649.740862 sec): 3 clusters Score: Raw -237811.326452 + Penalty 1792.851459 = -236018.474993 nChanged 120 SP:Iteration 8Q (649.785152 sec): 3 clusters Score: Raw -237855.445505 + Penalty 1792.851459 = -236062.594046 nChanged 80 SP:Iteration 9Q (649.829678 sec): 3 clusters Score: Raw -237885.872319 + Penalty 1792.851459 = -236093.020860 nChanged 71 SP:Iteration 10Q (649.874213 sec): 3 clusters Score: Raw -237913.967885 + Penalty 1792.851459 = -236121.116427 nChanged 61 SP:Iteration 11Q (649.918523 sec): 3 clusters Score: Raw -237941.438885 + Penalty 1792.851459 = -236148.587426 nChanged 56 SP:Iteration 12Q (649.962946 sec): 3 clusters Score: Raw -237962.056818 + Penalty 1792.851459 = -236169.205359 nChanged 49 SP:Iteration 13Q (650.007546 sec): 3 clusters Score: Raw -237978.022603 + Penalty 1792.851459 = -236185.171144 nChanged 30 SP:Iteration 14Q (650.052195 sec): 3 clusters Score: Raw -237991.305236 + Penalty 1792.851459 = -236198.453777 nChanged 34 SP:Iteration 15Q (650.096928 sec): 3 clusters Score: Raw -238003.196651 + Penalty 1792.851459 = -236210.345193 nChanged 33 SP:Iteration 16Q (650.141490 sec): 3 clusters Score: Raw -238013.625362 + Penalty 1792.851459 = -236220.773903 nChanged 30 SP:Iteration 17Q (650.207833 sec): 3 clusters Score: Raw -238023.269070 + Penalty 1792.851459 = -236230.417612 nChanged 31 SP:Iteration 18Q (650.252345 sec): 3 clusters Score: Raw -238032.132560 + Penalty 1792.851459 = -236239.281101 nChanged 24 SP:Iteration 19Q (650.296913 sec): 3 clusters Score: Raw -238038.451028 + Penalty 1792.851459 = -236245.599569 nChanged 20 SP:Iteration 20F (650.340291 sec): 3 clusters Score: Raw -238043.317837 + Penalty 1792.851459 = -236250.466379 nChanged 18 SP:Iteration 21Q (650.384765 sec): 3 clusters Score: Raw -238050.228033 + Penalty 1792.851459 = -236257.376575 nChanged 22 SP:Iteration 22Q (650.428994 sec): 3 clusters Score: Raw -238058.357050 + Penalty 1792.851459 = -236265.505592 nChanged 21 SP:Iteration 23Q (650.473618 sec): 3 clusters Score: Raw -238066.661148 + Penalty 1792.851459 = -236273.809689 nChanged 27 SP:Iteration 24Q (650.518361 sec): 3 clusters Score: Raw -238081.250027 + Penalty 1792.851459 = -236288.398568 nChanged 30 SP:Iteration 25Q (650.563015 sec): 3 clusters Score: Raw -238096.396844 + Penalty 1792.851459 = -236303.545385 nChanged 29 SP:Iteration 26Q (650.636519 sec): 3 clusters Score: Raw -238109.491584 + Penalty 1792.851459 = -236316.640125 nChanged 30 SP:Iteration 27Q (650.681121 sec): 3 clusters Score: Raw -238126.670510 + Penalty 1792.851459 = -236333.819051 nChanged 34 SP:Iteration 28Q (650.725712 sec): 3 clusters Score: Raw -238151.363540 + Penalty 1792.851459 = -236358.512082 nChanged 34 SP:Iteration 29Q (650.770318 sec): 3 clusters Score: Raw -238178.848642 + Penalty 1792.851459 = -236385.997183 nChanged 39 SP:Iteration 30Q (650.923706 sec): 3 clusters Score: Raw -238204.549999 + Penalty 1792.851459 = -236411.698540 nChanged 32 SP:Iteration 31Q (651.020746 sec): 3 clusters Score: Raw -238217.784108 + Penalty 1792.851459 = -236424.932650 nChanged 27 SP:Iteration 32Q (651.133862 sec): 3 clusters Score: Raw -238226.375620 + Penalty 1792.851459 = -236433.524162 nChanged 28 SP:Iteration 33Q (651.175153 sec): 3 clusters Score: Raw -238234.102859 + Penalty 1792.851459 = -236441.251400 nChanged 25 SP:Iteration 34Q (651.296926 sec): 3 clusters Score: Raw -238240.122176 + Penalty 1792.851459 = -236447.270717 nChanged 19 SP:Iteration 35Q (651.362270 sec): 3 clusters Score: Raw -238245.557280 + Penalty 1792.851459 = -236452.705821 nChanged 14 SP:Iteration 36Q (651.409635 sec): 3 clusters Score: Raw -238250.195860 + Penalty 1792.851459 = -236457.344402 nChanged 14 SP:Iteration 37Q (651.455239 sec): 3 clusters Score: Raw -238254.194550 + Penalty 1792.851459 = -236461.343091 nChanged 8 SP:Iteration 38Q (651.498353 sec): 3 clusters Score: Raw -238257.019873 + Penalty 1792.851459 = -236464.168414 nChanged 10 SP:Iteration 39Q (651.541575 sec): 3 clusters Score: Raw -238260.055036 + Penalty 1792.851459 = -236467.203578 nChanged 8 SP:Iteration 40F (651.585638 sec): 3 clusters Score: Raw -238262.631784 + Penalty 1792.851459 = -236469.780325 nChanged 7 SP:Iteration 41Q (651.629359 sec): 3 clusters Score: Raw -238264.983601 + Penalty 1792.851459 = -236472.132142 nChanged 4 SP:Iteration 42Q (651.673142 sec): 3 clusters Score: Raw -238265.628748 + Penalty 1792.851459 = -236472.777289 nChanged 3 SP:Iteration 43Q (651.717055 sec): 3 clusters Score: Raw -238266.680258 + Penalty 1792.851459 = -236473.828799 nChanged 3 SP:Iteration 44Q (651.761043 sec): 3 clusters Score: Raw -238267.367388 + Penalty 1792.851459 = -236474.515929 nChanged 3 SP:Iteration 45Q (651.804933 sec): 3 clusters Score: Raw -238268.874250 + Penalty 1792.851459 = -236476.022791 nChanged 4 SP:Iteration 46Q (651.848755 sec): 3 clusters Score: Raw -238269.965553 + Penalty 1792.851459 = -236477.114094 nChanged 1 SP:Iteration 47Q (651.892476 sec): 3 clusters Score: Raw -238270.285125 + Penalty 1792.851459 = -236477.433667 nChanged 3 SP:Iteration 48Q (651.936468 sec): 3 clusters Score: Raw -238271.073766 + Penalty 1792.851459 = -236478.222308 nChanged 1 SP:Iteration 49Q (651.980350 sec): 3 clusters Score: Raw -238271.209106 + Penalty 1792.851459 = -236478.357647 nChanged 2 SP:Iteration 50Q (652.024134 sec): 3 clusters Score: Raw -238271.447809 + Penalty 1792.851459 = -236478.596351 nChanged 1 SP:Iteration 51Q (652.068482 sec): 3 clusters Score: Raw -238271.499484 + Penalty 1792.851459 = -236478.648025 nChanged 0 SP:Iteration 52F (652.112325 sec): 3 clusters Score: Raw -238271.499484 + Penalty 1792.851459 = -236478.648025 nChanged 0 Trying to split cluster 6 (3148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (652.149998 sec): 2 clusters Score: Raw -154130.795007 + Penalty 845.724874 = -153285.070133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (652.181938 sec): 3 clusters Score: Raw -152498.154004 + Penalty 1691.449748 = -150806.704256 nChanged 1253 SP:Iteration 1F (652.211979 sec): 3 clusters Score: Raw -153277.044589 + Penalty 1691.449748 = -151585.594841 nChanged 273 SP:Iteration 2F (652.242005 sec): 3 clusters Score: Raw -153451.841958 + Penalty 1691.449748 = -151760.392210 nChanged 181 SP:Iteration 3F (652.272129 sec): 3 clusters Score: Raw -153554.293597 + Penalty 1691.449748 = -151862.843849 nChanged 145 SP:Iteration 4Q (652.303822 sec): 3 clusters Score: Raw -153641.496512 + Penalty 1691.449748 = -151950.046764 nChanged 129 SP:Iteration 5Q (652.335944 sec): 3 clusters Score: Raw -153727.175217 + Penalty 1691.449748 = -152035.725469 nChanged 113 SP:Iteration 6Q (652.367924 sec): 3 clusters Score: Raw -153792.610343 + Penalty 1691.449748 = -152101.160595 nChanged 93 SP:Iteration 7Q (652.506442 sec): 3 clusters Score: Raw -153842.442781 + Penalty 1691.449748 = -152150.993033 nChanged 84 SP:Iteration 8Q (652.648560 sec): 3 clusters Score: Raw -153884.510473 + Penalty 1691.449748 = -152193.060725 nChanged 75 SP:Iteration 9Q (652.772143 sec): 3 clusters Score: Raw -153922.950446 + Penalty 1691.449748 = -152231.500698 nChanged 62 SP:Iteration 10Q (652.868785 sec): 3 clusters Score: Raw -153955.690982 + Penalty 1691.449748 = -152264.241234 nChanged 57 SP:Iteration 11Q (652.986602 sec): 3 clusters Score: Raw -153979.848307 + Penalty 1691.449748 = -152288.398559 nChanged 51 SP:Iteration 12Q (653.022510 sec): 3 clusters Score: Raw -154006.804743 + Penalty 1691.449748 = -152315.354995 nChanged 60 SP:Iteration 13Q (653.053828 sec): 3 clusters Score: Raw -154039.799590 + Penalty 1691.449748 = -152348.349842 nChanged 60 SP:Iteration 14Q (653.085216 sec): 3 clusters Score: Raw -154071.535497 + Penalty 1691.449748 = -152380.085749 nChanged 63 SP:Iteration 15Q (653.115736 sec): 3 clusters Score: Raw -154103.369051 + Penalty 1691.449748 = -152411.919303 nChanged 48 SP:Iteration 16Q (653.146283 sec): 3 clusters Score: Raw -154120.515242 + Penalty 1691.449748 = -152429.065494 nChanged 35 SP:Iteration 17Q (653.176854 sec): 3 clusters Score: Raw -154133.157995 + Penalty 1691.449748 = -152441.708247 nChanged 32 SP:Iteration 18Q (653.207237 sec): 3 clusters Score: Raw -154142.472823 + Penalty 1691.449748 = -152451.023075 nChanged 25 SP:Iteration 19Q (653.237618 sec): 3 clusters Score: Raw -154153.584494 + Penalty 1691.449748 = -152462.134746 nChanged 23 SP:Iteration 20F (653.267581 sec): 3 clusters Score: Raw -154161.976759 + Penalty 1691.449748 = -152470.527011 nChanged 19 SP:Iteration 21Q (653.297809 sec): 3 clusters Score: Raw -154168.649948 + Penalty 1691.449748 = -152477.200200 nChanged 18 SP:Iteration 22Q (653.328038 sec): 3 clusters Score: Raw -154176.336941 + Penalty 1691.449748 = -152484.887193 nChanged 16 SP:Iteration 23Q (653.358219 sec): 3 clusters Score: Raw -154180.883891 + Penalty 1691.449748 = -152489.434143 nChanged 10 SP:Iteration 24Q (653.388371 sec): 3 clusters Score: Raw -154184.307032 + Penalty 1691.449748 = -152492.857284 nChanged 14 SP:Iteration 25Q (653.418681 sec): 3 clusters Score: Raw -154189.404692 + Penalty 1691.449748 = -152497.954944 nChanged 10 SP:Iteration 26Q (653.449470 sec): 3 clusters Score: Raw -154193.021636 + Penalty 1691.449748 = -152501.571888 nChanged 12 SP:Iteration 27Q (653.479639 sec): 3 clusters Score: Raw -154195.968925 + Penalty 1691.449748 = -152504.519177 nChanged 11 SP:Iteration 28Q (653.509763 sec): 3 clusters Score: Raw -154199.334013 + Penalty 1691.449748 = -152507.884265 nChanged 11 SP:Iteration 29Q (653.539935 sec): 3 clusters Score: Raw -154202.831049 + Penalty 1691.449748 = -152511.381301 nChanged 7 SP:Iteration 30Q (653.570008 sec): 3 clusters Score: Raw -154204.848408 + Penalty 1691.449748 = -152513.398660 nChanged 9 SP:Iteration 31Q (653.600054 sec): 3 clusters Score: Raw -154208.550697 + Penalty 1691.449748 = -152517.100949 nChanged 9 SP:Iteration 32Q (653.630112 sec): 3 clusters Score: Raw -154211.073183 + Penalty 1691.449748 = -152519.623435 nChanged 6 SP:Iteration 33Q (653.660243 sec): 3 clusters Score: Raw -154212.506656 + Penalty 1691.449748 = -152521.056908 nChanged 5 SP:Iteration 34Q (653.690373 sec): 3 clusters Score: Raw -154214.408321 + Penalty 1691.449748 = -152522.958573 nChanged 5 SP:Iteration 35Q (653.720404 sec): 3 clusters Score: Raw -154216.157550 + Penalty 1691.449748 = -152524.707802 nChanged 7 SP:Iteration 36Q (653.750379 sec): 3 clusters Score: Raw -154220.631440 + Penalty 1691.449748 = -152529.181692 nChanged 12 SP:Iteration 37Q (653.780477 sec): 3 clusters Score: Raw -154226.351724 + Penalty 1691.449748 = -152534.901976 nChanged 9 SP:Iteration 38Q (653.810511 sec): 3 clusters Score: Raw -154229.749358 + Penalty 1691.449748 = -152538.299610 nChanged 9 SP:Iteration 39Q (653.916091 sec): 3 clusters Score: Raw -154234.679334 + Penalty 1691.449748 = -152543.229586 nChanged 11 SP:Iteration 40F (654.035770 sec): 3 clusters Score: Raw -154238.934380 + Penalty 1691.449748 = -152547.484632 nChanged 7 SP:Iteration 41Q (654.154103 sec): 3 clusters Score: Raw -154241.198176 + Penalty 1691.449748 = -152549.748428 nChanged 5 SP:Iteration 42Q (654.215683 sec): 3 clusters Score: Raw -154243.054445 + Penalty 1691.449748 = -152551.604697 nChanged 4 SP:Iteration 43Q (654.247834 sec): 3 clusters Score: Raw -154243.884958 + Penalty 1691.449748 = -152552.435210 nChanged 3 SP:Iteration 44Q (654.277818 sec): 3 clusters Score: Raw -154244.250177 + Penalty 1691.449748 = -152552.800429 nChanged 1 SP:Iteration 45Q (654.307863 sec): 3 clusters Score: Raw -154244.495157 + Penalty 1691.449748 = -152553.045409 nChanged 1 SP:Iteration 46Q (654.337812 sec): 3 clusters Score: Raw -154244.691779 + Penalty 1691.449748 = -152553.242031 nChanged 0 SP:Iteration 47F (654.367996 sec): 3 clusters Score: Raw -154244.691779 + Penalty 1691.449748 = -152553.242031 nChanged 0 Trying to split cluster 7 (485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.399588 sec): 2 clusters Score: Raw -23046.637876 + Penalty 649.335634 = -22397.302242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.407502 sec): 3 clusters Score: Raw -22908.305631 + Penalty 1298.671267 = -21609.634364 nChanged 137 SP:Iteration 1F (654.414931 sec): 3 clusters Score: Raw -23053.190853 + Penalty 1298.671267 = -21754.519586 nChanged 39 SP:Iteration 2F (654.422134 sec): 3 clusters Score: Raw -23107.293702 + Penalty 1298.671267 = -21808.622434 nChanged 14 SP:Iteration 3Q (654.429665 sec): 3 clusters Score: Raw -23123.496792 + Penalty 1298.671267 = -21824.825524 nChanged 11 SP:Iteration 4Q (654.437172 sec): 3 clusters Score: Raw -23134.131946 + Penalty 1298.671267 = -21835.460679 nChanged 7 SP:Iteration 5Q (654.444631 sec): 3 clusters Score: Raw -23142.682732 + Penalty 1298.671267 = -21844.011465 nChanged 6 SP:Iteration 6Q (654.452065 sec): 3 clusters Score: Raw -23152.406600 + Penalty 1298.671267 = -21853.735333 nChanged 4 SP:Iteration 7Q (654.459661 sec): 3 clusters Score: Raw -23155.762961 + Penalty 1298.671267 = -21857.091694 nChanged 2 SP:Iteration 8Q (654.467214 sec): 3 clusters Score: Raw -23158.217724 + Penalty 1298.671267 = -21859.546457 nChanged 2 SP:Iteration 9Q (654.474686 sec): 3 clusters Score: Raw -23159.915386 + Penalty 1298.671267 = -21861.244119 nChanged 1 SP:Iteration 10Q (654.482153 sec): 3 clusters Score: Raw -23163.819545 + Penalty 1298.671267 = -21865.148278 nChanged 2 SP:Iteration 11Q (654.489625 sec): 3 clusters Score: Raw -23166.501536 + Penalty 1298.671267 = -21867.830268 nChanged 4 SP:Iteration 12Q (654.497092 sec): 3 clusters Score: Raw -23169.494224 + Penalty 1298.671267 = -21870.822957 nChanged 1 SP:Iteration 13Q (654.504560 sec): 3 clusters Score: Raw -23170.988378 + Penalty 1298.671267 = -21872.317111 nChanged 1 SP:Iteration 14Q (654.512052 sec): 3 clusters Score: Raw -23171.534083 + Penalty 1298.671267 = -21872.862816 nChanged 1 SP:Iteration 15Q (654.519499 sec): 3 clusters Score: Raw -23172.264717 + Penalty 1298.671267 = -21873.593450 nChanged 1 SP:Iteration 16Q (654.527108 sec): 3 clusters Score: Raw -23173.326870 + Penalty 1298.671267 = -21874.655603 nChanged 1 SP:Iteration 17Q (654.534631 sec): 3 clusters Score: Raw -23174.571006 + Penalty 1298.671267 = -21875.899739 nChanged 1 SP:Iteration 18Q (654.542091 sec): 3 clusters Score: Raw -23175.580900 + Penalty 1298.671267 = -21876.909633 nChanged 1 SP:Iteration 19Q (654.549589 sec): 3 clusters Score: Raw -23175.794827 + Penalty 1298.671267 = -21877.123560 nChanged 0 SP:Iteration 20F (654.557028 sec): 3 clusters Score: Raw -23175.794827 + Penalty 1298.671267 = -21877.123560 nChanged 0 Trying to split cluster 8 (865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (654.601005 sec): 2 clusters Score: Raw -23875.827291 + Penalty 710.086598 = -23165.740693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (654.723980 sec): 3 clusters Score: Raw -23628.365069 + Penalty 1420.173196 = -22208.191872 nChanged 307 SP:Iteration 1F (654.856762 sec): 3 clusters Score: Raw -24044.887948 + Penalty 1420.173196 = -22624.714752 nChanged 108 SP:Iteration 2F (654.971662 sec): 3 clusters Score: Raw -24237.006621 + Penalty 1420.173196 = -22816.833425 nChanged 60 SP:Iteration 3F (655.061873 sec): 3 clusters Score: Raw -24332.108734 + Penalty 1420.173196 = -22911.935538 nChanged 40 SP:Iteration 4Q (655.175775 sec): 3 clusters Score: Raw -24401.100460 + Penalty 1420.173196 = -22980.927264 nChanged 27 SP:Iteration 5Q (655.276655 sec): 3 clusters Score: Raw -24461.591070 + Penalty 1420.173196 = -23041.417874 nChanged 27 SP:Iteration 6Q (655.391129 sec): 3 clusters Score: Raw -24512.352329 + Penalty 1420.173196 = -23092.179133 nChanged 18 SP:Iteration 7Q (655.503427 sec): 3 clusters Score: Raw -24537.109628 + Penalty 1420.173196 = -23116.936432 nChanged 7 SP:Iteration 8Q (655.597627 sec): 3 clusters Score: Raw -24545.137431 + Penalty 1420.173196 = -23124.964234 nChanged 6 SP:Iteration 9Q (655.710180 sec): 3 clusters Score: Raw -24551.708320 + Penalty 1420.173196 = -23131.535124 nChanged 2 SP:Iteration 10Q (655.802867 sec): 3 clusters Score: Raw -24552.718009 + Penalty 1420.173196 = -23132.544812 nChanged 2 SP:Iteration 11Q (655.895818 sec): 3 clusters Score: Raw -24554.135149 + Penalty 1420.173196 = -23133.961952 nChanged 1 SP:Iteration 12Q (655.933805 sec): 3 clusters Score: Raw -24555.217830 + Penalty 1420.173196 = -23135.044634 nChanged 1 SP:Iteration 13Q (655.944414 sec): 3 clusters Score: Raw -24555.547332 + Penalty 1420.173196 = -23135.374136 nChanged 0 SP:Iteration 14F (655.954854 sec): 3 clusters Score: Raw -24555.547332 + Penalty 1420.173196 = -23135.374136 nChanged 0 Trying to split cluster 9 (6855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (656.005876 sec): 2 clusters Score: Raw -337904.347733 + Penalty 927.437027 = -336976.910706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (656.150398 sec): 3 clusters Score: Raw -334017.469096 + Penalty 1854.874054 = -332162.595042 nChanged 2994 SP:Iteration 1F (656.277321 sec): 3 clusters Score: Raw -335807.072459 + Penalty 1854.874054 = -333952.198405 nChanged 505 SP:Iteration 2F (656.400120 sec): 3 clusters Score: Raw -336149.527870 + Penalty 1854.874054 = -334294.653816 nChanged 478 SP:Iteration 3F (656.452462 sec): 3 clusters Score: Raw -336484.050381 + Penalty 1854.874054 = -334629.176327 nChanged 457 SP:Iteration 4F (656.523638 sec): 3 clusters Score: Raw -336818.218780 + Penalty 1854.874054 = -334963.344726 nChanged 403 SP:Iteration 5F (656.590542 sec): 3 clusters Score: Raw -337067.692581 + Penalty 1854.874054 = -335212.818527 nChanged 313 SP:Iteration 6Q (656.656886 sec): 3 clusters Score: Raw -337224.135221 + Penalty 1854.874054 = -335369.261166 nChanged 252 SP:Iteration 7Q (656.707432 sec): 3 clusters Score: Raw -337340.490371 + Penalty 1854.874054 = -335485.616316 nChanged 205 SP:Iteration 8Q (656.758172 sec): 3 clusters Score: Raw -337422.336394 + Penalty 1854.874054 = -335567.462340 nChanged 149 SP:Iteration 9Q (656.808723 sec): 3 clusters Score: Raw -337478.441963 + Penalty 1854.874054 = -335623.567909 nChanged 143 SP:Iteration 10Q (656.861943 sec): 3 clusters Score: Raw -337524.816864 + Penalty 1854.874054 = -335669.942810 nChanged 92 SP:Iteration 11Q (656.915243 sec): 3 clusters Score: Raw -337549.330387 + Penalty 1854.874054 = -335694.456333 nChanged 75 SP:Iteration 12Q (656.968521 sec): 3 clusters Score: Raw -337570.214075 + Penalty 1854.874054 = -335715.340020 nChanged 54 SP:Iteration 13Q (657.102180 sec): 3 clusters Score: Raw -337586.610108 + Penalty 1854.874054 = -335731.736054 nChanged 59 SP:Iteration 14Q (657.229765 sec): 3 clusters Score: Raw -337605.557698 + Penalty 1854.874054 = -335750.683643 nChanged 53 SP:Iteration 15Q (657.369725 sec): 3 clusters Score: Raw -337619.202568 + Penalty 1854.874054 = -335764.328513 nChanged 53 SP:Iteration 16Q (657.498556 sec): 3 clusters Score: Raw -337635.385116 + Penalty 1854.874054 = -335780.511062 nChanged 37 SP:Iteration 17Q (657.569387 sec): 3 clusters Score: Raw -337643.624946 + Penalty 1854.874054 = -335788.750892 nChanged 41 SP:Iteration 18Q (657.618800 sec): 3 clusters Score: Raw -337655.434967 + Penalty 1854.874054 = -335800.560913 nChanged 46 SP:Iteration 19Q (657.669160 sec): 3 clusters Score: Raw -337668.182504 + Penalty 1854.874054 = -335813.308450 nChanged 41 SP:Iteration 20F (657.718718 sec): 3 clusters Score: Raw -337677.439886 + Penalty 1854.874054 = -335822.565832 nChanged 39 SP:Iteration 21Q (657.768927 sec): 3 clusters Score: Raw -337690.150994 + Penalty 1854.874054 = -335835.276939 nChanged 56 SP:Iteration 22Q (657.820307 sec): 3 clusters Score: Raw -337713.548002 + Penalty 1854.874054 = -335858.673947 nChanged 72 SP:Iteration 23Q (657.873270 sec): 3 clusters Score: Raw -337743.969248 + Penalty 1854.874054 = -335889.095194 nChanged 71 SP:Iteration 24Q (657.925612 sec): 3 clusters Score: Raw -337766.349821 + Penalty 1854.874054 = -335911.475767 nChanged 58 SP:Iteration 25Q (657.977862 sec): 3 clusters Score: Raw -337787.985144 + Penalty 1854.874054 = -335933.111089 nChanged 57 SP:Iteration 26Q (658.030493 sec): 3 clusters Score: Raw -337807.207587 + Penalty 1854.874054 = -335952.333533 nChanged 56 SP:Iteration 27Q (658.082227 sec): 3 clusters Score: Raw -337821.203803 + Penalty 1854.874054 = -335966.329749 nChanged 55 SP:Iteration 28Q (658.133328 sec): 3 clusters Score: Raw -337835.770945 + Penalty 1854.874054 = -335980.896891 nChanged 51 SP:Iteration 29Q (658.183532 sec): 3 clusters Score: Raw -337849.366522 + Penalty 1854.874054 = -335994.492468 nChanged 43 SP:Iteration 30Q (658.238174 sec): 3 clusters Score: Raw -337861.362019 + Penalty 1854.874054 = -336006.487965 nChanged 35 SP:Iteration 31Q (658.287745 sec): 3 clusters Score: Raw -337871.034841 + Penalty 1854.874054 = -336016.160786 nChanged 37 SP:Iteration 32Q (658.337809 sec): 3 clusters Score: Raw -337882.389744 + Penalty 1854.874054 = -336027.515690 nChanged 38 SP:Iteration 33Q (658.388274 sec): 3 clusters Score: Raw -337894.650649 + Penalty 1854.874054 = -336039.776594 nChanged 35 SP:Iteration 34Q (658.438969 sec): 3 clusters Score: Raw -337901.916381 + Penalty 1854.874054 = -336047.042327 nChanged 25 SP:Iteration 35Q (658.489041 sec): 3 clusters Score: Raw -337909.170574 + Penalty 1854.874054 = -336054.296520 nChanged 25 SP:Iteration 36Q (658.539522 sec): 3 clusters Score: Raw -337914.612729 + Penalty 1854.874054 = -336059.738675 nChanged 20 SP:Iteration 37Q (658.590550 sec): 3 clusters Score: Raw -337917.999816 + Penalty 1854.874054 = -336063.125761 nChanged 19 SP:Iteration 38Q (658.642989 sec): 3 clusters Score: Raw -337922.802107 + Penalty 1854.874054 = -336067.928052 nChanged 29 SP:Iteration 39Q (658.691985 sec): 3 clusters Score: Raw -337931.920118 + Penalty 1854.874054 = -336077.046064 nChanged 35 SP:Iteration 40F (658.741294 sec): 3 clusters Score: Raw -337943.794856 + Penalty 1854.874054 = -336088.920802 nChanged 24 SP:Iteration 41Q (658.790078 sec): 3 clusters Score: Raw -337948.413746 + Penalty 1854.874054 = -336093.539691 nChanged 13 SP:Iteration 42Q (658.839876 sec): 3 clusters Score: Raw -337951.753389 + Penalty 1854.874054 = -336096.879334 nChanged 15 SP:Iteration 43Q (658.891613 sec): 3 clusters Score: Raw -337955.489078 + Penalty 1854.874054 = -336100.615023 nChanged 13 SP:Iteration 44Q (658.942994 sec): 3 clusters Score: Raw -337957.476408 + Penalty 1854.874054 = -336102.602354 nChanged 12 SP:Iteration 45Q (658.994545 sec): 3 clusters Score: Raw -337960.751603 + Penalty 1854.874054 = -336105.877548 nChanged 10 SP:Iteration 46Q (659.136711 sec): 3 clusters Score: Raw -337961.966846 + Penalty 1854.874054 = -336107.092792 nChanged 6 SP:Iteration 47Q (659.298051 sec): 3 clusters Score: Raw -337963.093913 + Penalty 1854.874054 = -336108.219858 nChanged 6 SP:Iteration 48Q (659.331398 sec): 3 clusters Score: Raw -337963.811545 + Penalty 1854.874054 = -336108.937491 nChanged 5 SP:Iteration 49Q (659.385005 sec): 3 clusters Score: Raw -337964.432982 + Penalty 1854.874054 = -336109.558927 nChanged 4 SP:Iteration 50Q (659.439715 sec): 3 clusters Score: Raw -337965.115656 + Penalty 1854.874054 = -336110.241602 nChanged 9 SP:Iteration 51Q (659.494570 sec): 3 clusters Score: Raw -337966.905160 + Penalty 1854.874054 = -336112.031106 nChanged 7 SP:Iteration 52Q (659.549440 sec): 3 clusters Score: Raw -337967.912064 + Penalty 1854.874054 = -336113.038010 nChanged 7 SP:Iteration 53Q (659.711944 sec): 3 clusters Score: Raw -337969.308888 + Penalty 1854.874054 = -336114.434833 nChanged 10 SP:Iteration 54Q (659.803649 sec): 3 clusters Score: Raw -337971.459199 + Penalty 1854.874054 = -336116.585145 nChanged 7 SP:Iteration 55Q (659.912351 sec): 3 clusters Score: Raw -337972.321808 + Penalty 1854.874054 = -336117.447754 nChanged 3 SP:Iteration 56Q (660.020362 sec): 3 clusters Score: Raw -337972.544245 + Penalty 1854.874054 = -336117.670191 nChanged 3 SP:Iteration 57Q (660.071884 sec): 3 clusters Score: Raw -337972.972917 + Penalty 1854.874054 = -336118.098863 nChanged 5 SP:Iteration 58Q (660.206337 sec): 3 clusters Score: Raw -337973.496329 + Penalty 1854.874054 = -336118.622275 nChanged 4 SP:Iteration 59Q (660.298141 sec): 3 clusters Score: Raw -337973.781066 + Penalty 1854.874054 = -336118.907012 nChanged 5 SP:Iteration 60F (660.349006 sec): 3 clusters Score: Raw -337974.493085 + Penalty 1854.874054 = -336119.619031 nChanged 5 SP:Iteration 61Q (660.451494 sec): 3 clusters Score: Raw -337975.600036 + Penalty 1854.874054 = -336120.725982 nChanged 6 SP:Iteration 62Q (660.554371 sec): 3 clusters Score: Raw -337976.941761 + Penalty 1854.874054 = -336122.067706 nChanged 3 SP:Iteration 63Q (660.605863 sec): 3 clusters Score: Raw -337977.221310 + Penalty 1854.874054 = -336122.347256 nChanged 2 SP:Iteration 64Q (660.656841 sec): 3 clusters Score: Raw -337977.378479 + Penalty 1854.874054 = -336122.504424 nChanged 1 SP:Iteration 65Q (660.707769 sec): 3 clusters Score: Raw -337977.442164 + Penalty 1854.874054 = -336122.568110 nChanged 0 SP:Iteration 66F (660.758270 sec): 3 clusters Score: Raw -337977.442164 + Penalty 1854.874054 = -336122.568110 nChanged 0 Trying to split cluster 10 (1374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (660.793695 sec): 2 clusters Score: Raw -54685.771935 + Penalty 758.675555 = -53927.096380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (660.809793 sec): 3 clusters Score: Raw -54087.221543 + Penalty 1517.351109 = -52569.870433 nChanged 490 SP:Iteration 1F (660.824981 sec): 3 clusters Score: Raw -54447.240222 + Penalty 1517.351109 = -52929.889113 nChanged 141 SP:Iteration 2F (660.840169 sec): 3 clusters Score: Raw -54633.866184 + Penalty 1517.351109 = -53116.515075 nChanged 132 SP:Iteration 3F (660.856790 sec): 3 clusters Score: Raw -54806.593071 + Penalty 1517.351109 = -53289.241962 nChanged 89 SP:Iteration 4F (660.873315 sec): 3 clusters Score: Raw -54897.711312 + Penalty 1517.351109 = -53380.360202 nChanged 50 SP:Iteration 5Q (660.889962 sec): 3 clusters Score: Raw -54943.075404 + Penalty 1517.351109 = -53425.724294 nChanged 35 SP:Iteration 6Q (660.906645 sec): 3 clusters Score: Raw -54987.279609 + Penalty 1517.351109 = -53469.928500 nChanged 35 SP:Iteration 7Q (660.923072 sec): 3 clusters Score: Raw -55032.467465 + Penalty 1517.351109 = -53515.116356 nChanged 30 SP:Iteration 8Q (660.939624 sec): 3 clusters Score: Raw -55059.261198 + Penalty 1517.351109 = -53541.910089 nChanged 16 SP:Iteration 9Q (661.095539 sec): 3 clusters Score: Raw -55067.961996 + Penalty 1517.351109 = -53550.610887 nChanged 9 SP:Iteration 10Q (661.184162 sec): 3 clusters Score: Raw -55074.892939 + Penalty 1517.351109 = -53557.541830 nChanged 10 SP:Iteration 11Q (661.286256 sec): 3 clusters Score: Raw -55078.516278 + Penalty 1517.351109 = -53561.165168 nChanged 5 SP:Iteration 12Q (661.430292 sec): 3 clusters Score: Raw -55081.278410 + Penalty 1517.351109 = -53563.927300 nChanged 4 SP:Iteration 13Q (661.488251 sec): 3 clusters Score: Raw -55082.760031 + Penalty 1517.351109 = -53565.408922 nChanged 3 SP:Iteration 14Q (661.504115 sec): 3 clusters Score: Raw -55084.787595 + Penalty 1517.351109 = -53567.436486 nChanged 3 SP:Iteration 15Q (661.519379 sec): 3 clusters Score: Raw -55087.100810 + Penalty 1517.351109 = -53569.749701 nChanged 2 SP:Iteration 16Q (661.534543 sec): 3 clusters Score: Raw -55087.896872 + Penalty 1517.351109 = -53570.545763 nChanged 1 SP:Iteration 17Q (661.549844 sec): 3 clusters Score: Raw -55088.061948 + Penalty 1517.351109 = -53570.710839 nChanged 0 SP:Iteration 18F (661.565169 sec): 3 clusters Score: Raw -55088.061948 + Penalty 1517.351109 = -53570.710839 nChanged 0 Trying to split cluster 11 (1592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (661.598908 sec): 2 clusters Score: Raw -74968.351947 + Penalty 774.138368 = -74194.213579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (661.616821 sec): 3 clusters Score: Raw -74223.745934 + Penalty 1548.276737 = -72675.469197 nChanged 609 SP:Iteration 1F (661.633630 sec): 3 clusters Score: Raw -74587.517706 + Penalty 1548.276737 = -73039.240969 nChanged 111 SP:Iteration 2F (661.650380 sec): 3 clusters Score: Raw -74666.184191 + Penalty 1548.276737 = -73117.907454 nChanged 86 SP:Iteration 3F (661.667226 sec): 3 clusters Score: Raw -74726.692259 + Penalty 1548.276737 = -73178.415522 nChanged 56 SP:Iteration 4Q (661.684456 sec): 3 clusters Score: Raw -74769.282701 + Penalty 1548.276737 = -73221.005964 nChanged 50 SP:Iteration 5Q (661.701584 sec): 3 clusters Score: Raw -74810.006600 + Penalty 1548.276737 = -73261.729863 nChanged 50 SP:Iteration 6Q (661.718679 sec): 3 clusters Score: Raw -74845.734813 + Penalty 1548.276737 = -73297.458076 nChanged 40 SP:Iteration 7Q (661.735865 sec): 3 clusters Score: Raw -74872.758320 + Penalty 1548.276737 = -73324.481583 nChanged 44 SP:Iteration 8Q (661.755022 sec): 3 clusters Score: Raw -74903.461472 + Penalty 1548.276737 = -73355.184735 nChanged 37 SP:Iteration 9Q (661.772015 sec): 3 clusters Score: Raw -74931.619926 + Penalty 1548.276737 = -73383.343189 nChanged 38 SP:Iteration 10Q (661.789045 sec): 3 clusters Score: Raw -74963.165995 + Penalty 1548.276737 = -73414.889258 nChanged 34 SP:Iteration 11Q (661.806098 sec): 3 clusters Score: Raw -74986.871282 + Penalty 1548.276737 = -73438.594545 nChanged 31 SP:Iteration 12Q (661.823003 sec): 3 clusters Score: Raw -75015.777973 + Penalty 1548.276737 = -73467.501236 nChanged 31 SP:Iteration 13Q (661.839906 sec): 3 clusters Score: Raw -75040.477490 + Penalty 1548.276737 = -73492.200753 nChanged 23 SP:Iteration 14Q (661.856688 sec): 3 clusters Score: Raw -75059.000276 + Penalty 1548.276737 = -73510.723539 nChanged 21 SP:Iteration 15Q (661.873503 sec): 3 clusters Score: Raw -75074.074229 + Penalty 1548.276737 = -73525.797492 nChanged 18 SP:Iteration 16Q (661.890116 sec): 3 clusters Score: Raw -75091.971222 + Penalty 1548.276737 = -73543.694485 nChanged 9 SP:Iteration 17Q (661.906710 sec): 3 clusters Score: Raw -75100.321024 + Penalty 1548.276737 = -73552.044287 nChanged 9 SP:Iteration 18Q (661.923346 sec): 3 clusters Score: Raw -75111.131084 + Penalty 1548.276737 = -73562.854347 nChanged 13 SP:Iteration 19Q (661.940085 sec): 3 clusters Score: Raw -75124.826098 + Penalty 1548.276737 = -73576.549361 nChanged 10 SP:Iteration 20F (662.055632 sec): 3 clusters Score: Raw -75135.210198 + Penalty 1548.276737 = -73586.933461 nChanged 10 SP:Iteration 21Q (662.174011 sec): 3 clusters Score: Raw -75142.887877 + Penalty 1548.276737 = -73594.611140 nChanged 5 SP:Iteration 22Q (662.293269 sec): 3 clusters Score: Raw -75145.662536 + Penalty 1548.276737 = -73597.385799 nChanged 5 SP:Iteration 23Q (662.406121 sec): 3 clusters Score: Raw -75150.318831 + Penalty 1548.276737 = -73602.042094 nChanged 7 SP:Iteration 24Q (662.518100 sec): 3 clusters Score: Raw -75155.343392 + Penalty 1548.276737 = -73607.066655 nChanged 4 SP:Iteration 25Q (662.608462 sec): 3 clusters Score: Raw -75157.893325 + Penalty 1548.276737 = -73609.616588 nChanged 8 SP:Iteration 26Q (662.625428 sec): 3 clusters Score: Raw -75166.344713 + Penalty 1548.276737 = -73618.067976 nChanged 10 SP:Iteration 27Q (662.641981 sec): 3 clusters Score: Raw -75174.928920 + Penalty 1548.276737 = -73626.652183 nChanged 9 SP:Iteration 28Q (662.658554 sec): 3 clusters Score: Raw -75184.863022 + Penalty 1548.276737 = -73636.586285 nChanged 10 SP:Iteration 29Q (662.675070 sec): 3 clusters Score: Raw -75193.943787 + Penalty 1548.276737 = -73645.667050 nChanged 9 SP:Iteration 30Q (662.691478 sec): 3 clusters Score: Raw -75200.083895 + Penalty 1548.276737 = -73651.807158 nChanged 3 SP:Iteration 31Q (662.708028 sec): 3 clusters Score: Raw -75201.285446 + Penalty 1548.276737 = -73653.008709 nChanged 0 SP:Iteration 32F (662.724546 sec): 3 clusters Score: Raw -75201.285446 + Penalty 1548.276737 = -73653.008709 nChanged 0 Trying to split cluster 12 (2300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.759947 sec): 2 clusters Score: Raw -105282.111573 + Penalty 812.769762 = -104469.341811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.784557 sec): 3 clusters Score: Raw -104187.009095 + Penalty 1625.539524 = -102561.469570 nChanged 874 SP:Iteration 1F (662.807711 sec): 3 clusters Score: Raw -104750.827933 + Penalty 1625.539524 = -103125.288409 nChanged 211 SP:Iteration 2F (662.830876 sec): 3 clusters Score: Raw -104992.155672 + Penalty 1625.539524 = -103366.616148 nChanged 193 SP:Iteration 3F (662.854151 sec): 3 clusters Score: Raw -105216.473816 + Penalty 1625.539524 = -103590.934291 nChanged 198 SP:Iteration 4F (662.877233 sec): 3 clusters Score: Raw -105384.785499 + Penalty 1625.539524 = -103759.245974 nChanged 123 SP:Iteration 5F (662.900270 sec): 3 clusters Score: Raw -105479.255541 + Penalty 1625.539524 = -103853.716017 nChanged 100 SP:Iteration 6Q (662.923717 sec): 3 clusters Score: Raw -105542.439910 + Penalty 1625.539524 = -103916.900386 nChanged 76 SP:Iteration 7Q (662.947245 sec): 3 clusters Score: Raw -105594.179613 + Penalty 1625.539524 = -103968.640089 nChanged 67 SP:Iteration 8Q (662.972833 sec): 3 clusters Score: Raw -105645.251848 + Penalty 1625.539524 = -104019.712323 nChanged 49 SP:Iteration 9Q (662.996035 sec): 3 clusters Score: Raw -105672.056430 + Penalty 1625.539524 = -104046.516906 nChanged 29 SP:Iteration 10Q (663.019121 sec): 3 clusters Score: Raw -105685.006464 + Penalty 1625.539524 = -104059.466939 nChanged 20 SP:Iteration 11Q (663.042442 sec): 3 clusters Score: Raw -105694.948321 + Penalty 1625.539524 = -104069.408796 nChanged 13 SP:Iteration 12Q (663.065546 sec): 3 clusters Score: Raw -105701.124786 + Penalty 1625.539524 = -104075.585261 nChanged 11 SP:Iteration 13Q (663.088598 sec): 3 clusters Score: Raw -105704.203320 + Penalty 1625.539524 = -104078.663795 nChanged 6 SP:Iteration 14Q (663.111842 sec): 3 clusters Score: Raw -105706.895615 + Penalty 1625.539524 = -104081.356090 nChanged 9 SP:Iteration 15Q (663.134873 sec): 3 clusters Score: Raw -105710.509713 + Penalty 1625.539524 = -104084.970188 nChanged 8 SP:Iteration 16Q (663.157948 sec): 3 clusters Score: Raw -105713.740577 + Penalty 1625.539524 = -104088.201052 nChanged 7 SP:Iteration 17Q (663.275022 sec): 3 clusters Score: Raw -105716.390329 + Penalty 1625.539524 = -104090.850805 nChanged 4 SP:Iteration 18Q (663.411479 sec): 3 clusters Score: Raw -105717.139313 + Penalty 1625.539524 = -104091.599789 nChanged 1 SP:Iteration 19Q (663.535131 sec): 3 clusters Score: Raw -105717.268717 + Penalty 1625.539524 = -104091.729193 nChanged 1 SP:Iteration 20F (663.592467 sec): 3 clusters Score: Raw -105718.186153 + Penalty 1625.539524 = -104092.646628 nChanged 1 SP:Iteration 21Q (663.615455 sec): 3 clusters Score: Raw -105718.561808 + Penalty 1625.539524 = -104093.022283 nChanged 1 SP:Iteration 22Q (663.638468 sec): 3 clusters Score: Raw -105718.641635 + Penalty 1625.539524 = -104093.102110 nChanged 0 SP:Iteration 23F (663.661234 sec): 3 clusters Score: Raw -105718.641635 + Penalty 1625.539524 = -104093.102110 nChanged 0 Trying to split cluster 13 (1112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (663.693237 sec): 2 clusters Score: Raw -33991.438676 + Penalty 736.461125 = -33254.977551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (663.706871 sec): 3 clusters Score: Raw -33603.984511 + Penalty 1472.922250 = -32131.062261 nChanged 391 SP:Iteration 1F (663.719651 sec): 3 clusters Score: Raw -34007.222378 + Penalty 1472.922250 = -32534.300128 nChanged 97 SP:Iteration 2F (663.732473 sec): 3 clusters Score: Raw -34136.351969 + Penalty 1472.922250 = -32663.429719 nChanged 81 SP:Iteration 3F (663.745193 sec): 3 clusters Score: Raw -34244.549249 + Penalty 1472.922250 = -32771.626999 nChanged 55 SP:Iteration 4Q (663.758148 sec): 3 clusters Score: Raw -34319.708359 + Penalty 1472.922250 = -32846.786109 nChanged 43 SP:Iteration 5Q (663.771137 sec): 3 clusters Score: Raw -34390.211211 + Penalty 1472.922250 = -32917.288961 nChanged 31 SP:Iteration 6Q (663.784140 sec): 3 clusters Score: Raw -34429.801286 + Penalty 1472.922250 = -32956.879036 nChanged 25 SP:Iteration 7Q (663.796973 sec): 3 clusters Score: Raw -34475.497799 + Penalty 1472.922250 = -33002.575549 nChanged 32 SP:Iteration 8Q (663.809860 sec): 3 clusters Score: Raw -34530.732061 + Penalty 1472.922250 = -33057.809811 nChanged 23 SP:Iteration 9Q (663.822588 sec): 3 clusters Score: Raw -34559.059424 + Penalty 1472.922250 = -33086.137175 nChanged 23 SP:Iteration 10Q (663.835398 sec): 3 clusters Score: Raw -34602.494761 + Penalty 1472.922250 = -33129.572511 nChanged 23 SP:Iteration 11Q (663.848182 sec): 3 clusters Score: Raw -34640.887483 + Penalty 1472.922250 = -33167.965233 nChanged 20 SP:Iteration 12Q (663.860991 sec): 3 clusters Score: Raw -34670.644748 + Penalty 1472.922250 = -33197.722498 nChanged 19 SP:Iteration 13Q (663.873670 sec): 3 clusters Score: Raw -34691.802713 + Penalty 1472.922250 = -33218.880463 nChanged 11 SP:Iteration 14Q (663.886275 sec): 3 clusters Score: Raw -34700.564059 + Penalty 1472.922250 = -33227.641809 nChanged 6 SP:Iteration 15Q (663.898956 sec): 3 clusters Score: Raw -34705.653980 + Penalty 1472.922250 = -33232.731730 nChanged 2 SP:Iteration 16Q (663.911545 sec): 3 clusters Score: Raw -34708.203627 + Penalty 1472.922250 = -33235.281377 nChanged 2 SP:Iteration 17Q (663.924033 sec): 3 clusters Score: Raw -34709.766564 + Penalty 1472.922250 = -33236.844314 nChanged 2 SP:Iteration 18Q (663.937450 sec): 3 clusters Score: Raw -34711.665749 + Penalty 1472.922250 = -33238.743499 nChanged 4 SP:Iteration 19Q (663.950035 sec): 3 clusters Score: Raw -34714.388086 + Penalty 1472.922250 = -33241.465836 nChanged 3 SP:Iteration 20F (663.962722 sec): 3 clusters Score: Raw -34717.328866 + Penalty 1472.922250 = -33244.406616 nChanged 2 SP:Iteration 21Q (663.975330 sec): 3 clusters Score: Raw -34719.516143 + Penalty 1472.922250 = -33246.593894 nChanged 1 SP:Iteration 22Q (663.987924 sec): 3 clusters Score: Raw -34720.439171 + Penalty 1472.922250 = -33247.516921 nChanged 2 SP:Iteration 23Q (664.000504 sec): 3 clusters Score: Raw -34723.380041 + Penalty 1472.922250 = -33250.457791 nChanged 2 SP:Iteration 24Q (664.115482 sec): 3 clusters Score: Raw -34725.933966 + Penalty 1472.922250 = -33253.011716 nChanged 6 SP:Iteration 25Q (664.228458 sec): 3 clusters Score: Raw -34730.929449 + Penalty 1472.922250 = -33258.007200 nChanged 2 SP:Iteration 26Q (664.330913 sec): 3 clusters Score: Raw -34732.737433 + Penalty 1472.922250 = -33259.815183 nChanged 1 SP:Iteration 27Q (664.436491 sec): 3 clusters Score: Raw -34733.352134 + Penalty 1472.922250 = -33260.429884 nChanged 0 SP:Iteration 28F (664.547362 sec): 3 clusters Score: Raw -34733.352134 + Penalty 1472.922250 = -33260.429884 nChanged 0 Score: Raw -1490976.628801 + Penalty 15359.141696 = -1475617.487105 Splitting cluster 13 changes total score from -1475972.655196 to -1475617.487105 So it's not getting split. Time taken for this iteration:146.051770 seconds. 6->14 Clusters: Score -1475972.655196, best is -1476509.221545 Starting from 7 clusters... ------ Clustering full data set of 34489 points ------ SP: Assigned 7 initial classes randomly. Deleting Class 1 (6181 points): Lose 819.764009 but Gain 1097.081550 Iteration 0F (665.657840 sec): 6 clusters Score: Raw -1321184.927806 + Penalty 5485.407749 = -1315699.520058 nChanged 28419 Iteration 1F (665.920080 sec): 6 clusters Score: Raw -1398870.620128 + Penalty 5485.407749 = -1393385.212380 nChanged 10818 Iteration 2F (666.193806 sec): 6 clusters Score: Raw -1428287.441866 + Penalty 5485.407749 = -1422802.034118 nChanged 5303 Iteration 3F (666.465896 sec): 6 clusters Score: Raw -1439626.768420 + Penalty 5485.407749 = -1434141.360672 nChanged 2918 Iteration 4F (666.753171 sec): 6 clusters Score: Raw -1445234.930528 + Penalty 5485.407749 = -1439749.522779 nChanged 2063 Iteration 5F (667.024652 sec): 6 clusters Score: Raw -1448477.657978 + Penalty 5485.407749 = -1442992.250230 nChanged 1782 Iteration 6F (667.295493 sec): 6 clusters Score: Raw -1450446.020202 + Penalty 5485.407749 = -1444960.612454 nChanged 1550 Iteration 7Q (667.522544 sec): 6 clusters Score: Raw -1451864.305342 + Penalty 5485.407749 = -1446378.897594 nChanged 1409 Iteration 8Q (667.790855 sec): 6 clusters Score: Raw -1453168.421904 + Penalty 5485.407749 = -1447683.014155 nChanged 1381 Iteration 9Q (668.056736 sec): 6 clusters Score: Raw -1454592.797915 + Penalty 5485.407749 = -1449107.390166 nChanged 1347 Iteration 10Q (668.323563 sec): 6 clusters Score: Raw -1456141.698205 + Penalty 5485.407749 = -1450656.290456 nChanged 1267 Iteration 11Q (668.643589 sec): 6 clusters Score: Raw -1457718.344852 + Penalty 5485.407749 = -1452232.937103 nChanged 1166 Iteration 12Q (668.898590 sec): 6 clusters Score: Raw -1459114.970355 + Penalty 5485.407749 = -1453629.562607 nChanged 985 Iteration 13Q (669.108212 sec): 6 clusters Score: Raw -1460140.666189 + Penalty 5485.407749 = -1454655.258440 nChanged 830 Iteration 14Q (669.400964 sec): 6 clusters Score: Raw -1460816.291634 + Penalty 5485.407749 = -1455330.883885 nChanged 616 Iteration 15Q (669.688657 sec): 6 clusters Score: Raw -1461242.860330 + Penalty 5485.407749 = -1455757.452582 nChanged 506 Iteration 16Q (669.948358 sec): 6 clusters Score: Raw -1461581.142633 + Penalty 5485.407749 = -1456095.734885 nChanged 472 Iteration 17Q (670.211469 sec): 6 clusters Score: Raw -1461949.121258 + Penalty 5485.407749 = -1456463.713510 nChanged 498 Iteration 18Q (670.472442 sec): 6 clusters Score: Raw -1462358.719039 + Penalty 5485.407749 = -1456873.311290 nChanged 551 Iteration 19Q (670.725841 sec): 6 clusters Score: Raw -1462883.965655 + Penalty 5485.407749 = -1457398.557907 nChanged 534 Writing temp clu file Because OldScore, -1456873.311290, is greater than current (better) Score,-1457398.557907 Compute initial score before splitting: Score: Raw -1462883.965655 + Penalty 5485.407749 = -1457398.557907 Trying to split cluster 2 (4176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (670.816220 sec): 2 clusters Score: Raw -183147.020973 + Penalty 875.396459 = -182271.624514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (670.970572 sec): 3 clusters Score: Raw -180894.157285 + Penalty 1750.792917 = -179143.364368 nChanged 1755 SP:Iteration 1F (671.092312 sec): 3 clusters Score: Raw -181864.032999 + Penalty 1750.792917 = -180113.240082 nChanged 333 SP:Iteration 2F (671.208454 sec): 3 clusters Score: Raw -182104.465221 + Penalty 1750.792917 = -180353.672304 nChanged 316 SP:Iteration 3F (671.326541 sec): 3 clusters Score: Raw -182407.718970 + Penalty 1750.792917 = -180656.926053 nChanged 331 SP:Iteration 4F (671.385344 sec): 3 clusters Score: Raw -182756.196842 + Penalty 1750.792917 = -181005.403924 nChanged 320 SP:Iteration 5F (671.426740 sec): 3 clusters Score: Raw -183246.504335 + Penalty 1750.792917 = -181495.711418 nChanged 312 SP:Iteration 6F (671.467072 sec): 3 clusters Score: Raw -183763.996054 + Penalty 1750.792917 = -182013.203137 nChanged 269 SP:Iteration 7F (671.505371 sec): 3 clusters Score: Raw -184139.949616 + Penalty 1750.792917 = -182389.156698 nChanged 191 SP:Iteration 8Q (671.544311 sec): 3 clusters Score: Raw -184381.805243 + Penalty 1750.792917 = -182631.012326 nChanged 137 SP:Iteration 9Q (671.664034 sec): 3 clusters Score: Raw -184536.579203 + Penalty 1750.792917 = -182785.786286 nChanged 107 SP:Iteration 10Q (671.821103 sec): 3 clusters Score: Raw -184655.039504 + Penalty 1750.792917 = -182904.246587 nChanged 69 SP:Iteration 11Q (671.859620 sec): 3 clusters Score: Raw -184715.726061 + Penalty 1750.792917 = -182964.933143 nChanged 51 SP:Iteration 12Q (671.897884 sec): 3 clusters Score: Raw -184761.454397 + Penalty 1750.792917 = -183010.661480 nChanged 52 SP:Iteration 13Q (671.936098 sec): 3 clusters Score: Raw -184802.895288 + Penalty 1750.792917 = -183052.102371 nChanged 32 SP:Iteration 14Q (671.974350 sec): 3 clusters Score: Raw -184824.892407 + Penalty 1750.792917 = -183074.099489 nChanged 22 SP:Iteration 15Q (672.012527 sec): 3 clusters Score: Raw -184836.011760 + Penalty 1750.792917 = -183085.218843 nChanged 17 SP:Iteration 16Q (672.050654 sec): 3 clusters Score: Raw -184846.073150 + Penalty 1750.792917 = -183095.280233 nChanged 20 SP:Iteration 17Q (672.088725 sec): 3 clusters Score: Raw -184855.409988 + Penalty 1750.792917 = -183104.617071 nChanged 12 SP:Iteration 18Q (672.126780 sec): 3 clusters Score: Raw -184860.231624 + Penalty 1750.792917 = -183109.438706 nChanged 13 SP:Iteration 19Q (672.164513 sec): 3 clusters Score: Raw -184864.270565 + Penalty 1750.792917 = -183113.477647 nChanged 8 SP:Iteration 20F (672.202672 sec): 3 clusters Score: Raw -184866.781189 + Penalty 1750.792917 = -183115.988272 nChanged 3 SP:Iteration 21Q (672.321836 sec): 3 clusters Score: Raw -184867.060996 + Penalty 1750.792917 = -183116.268078 nChanged 1 SP:Iteration 22Q (672.442052 sec): 3 clusters Score: Raw -184867.230042 + Penalty 1750.792917 = -183116.437125 nChanged 0 SP:Iteration 23F (672.561995 sec): 3 clusters Score: Raw -184867.230042 + Penalty 1750.792917 = -183116.437125 nChanged 0 Score: Raw -1464858.801714 + Penalty 6582.489298 = -1458276.312416 Splitting cluster 2 changes total score from -1457398.557907 to -1458276.312416 So it's getting split into cluster 1. Trying to split cluster 3 (13270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (673.029336 sec): 2 clusters Score: Raw -625978.404826 + Penalty 996.792418 = -624981.612408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (673.148065 sec): 3 clusters Score: Raw -618098.593468 + Penalty 1993.584837 = -616105.008631 nChanged 5948 SP:Iteration 1F (673.247271 sec): 3 clusters Score: Raw -621648.865491 + Penalty 1993.584837 = -619655.280654 nChanged 897 SP:Iteration 2F (673.310884 sec): 3 clusters Score: Raw -622159.643021 + Penalty 1993.584837 = -620166.058184 nChanged 879 SP:Iteration 3F (673.377831 sec): 3 clusters Score: Raw -622671.913406 + Penalty 1993.584837 = -620678.328569 nChanged 852 SP:Iteration 4F (673.584097 sec): 3 clusters Score: Raw -623228.733368 + Penalty 1993.584837 = -621235.148531 nChanged 763 SP:Iteration 5F (673.745615 sec): 3 clusters Score: Raw -623736.960234 + Penalty 1993.584837 = -621743.375397 nChanged 727 SP:Iteration 6F (673.805612 sec): 3 clusters Score: Raw -624262.401878 + Penalty 1993.584837 = -622268.817041 nChanged 657 SP:Iteration 7Q (673.871156 sec): 3 clusters Score: Raw -624803.808714 + Penalty 1993.584837 = -622810.223877 nChanged 663 SP:Iteration 8Q (673.946415 sec): 3 clusters Score: Raw -625429.995181 + Penalty 1993.584837 = -623436.410345 nChanged 667 SP:Iteration 9F (674.029322 sec): 3 clusters Score: Raw -626214.186683 + Penalty 1993.584837 = -624220.601846 nChanged 681 SP:Iteration 10F (674.104111 sec): 3 clusters Score: Raw -627340.982147 + Penalty 1993.584837 = -625347.397310 nChanged 754 SP:Iteration 11F (674.176807 sec): 3 clusters Score: Raw -629263.368679 + Penalty 1993.584837 = -627269.783842 nChanged 670 SP:Iteration 12F (674.249716 sec): 3 clusters Score: Raw -631499.291374 + Penalty 1993.584837 = -629505.706537 nChanged 322 SP:Iteration 13Q (674.317510 sec): 3 clusters Score: Raw -632229.596583 + Penalty 1993.584837 = -630236.011746 nChanged 93 SP:Iteration 14Q (674.385508 sec): 3 clusters Score: Raw -632279.032530 + Penalty 1993.584837 = -630285.447693 nChanged 34 SP:Iteration 15Q (674.452706 sec): 3 clusters Score: Raw -632286.502808 + Penalty 1993.584837 = -630292.917971 nChanged 9 SP:Iteration 16Q (674.520532 sec): 3 clusters Score: Raw -632287.564588 + Penalty 1993.584837 = -630293.979752 nChanged 7 SP:Iteration 17Q (674.588865 sec): 3 clusters Score: Raw -632287.928799 + Penalty 1993.584837 = -630294.343963 nChanged 1 SP:Iteration 18Q (674.656543 sec): 3 clusters Score: Raw -632287.967379 + Penalty 1993.584837 = -630294.382543 nChanged 0 SP:Iteration 19F (674.729702 sec): 3 clusters Score: Raw -632287.967379 + Penalty 1993.584837 = -630294.382543 nChanged 0 Score: Raw -1471168.364267 + Penalty 7679.570848 = -1463488.793419 Splitting cluster 3 changes total score from -1457398.557907 to -1463488.793419 So it's getting split into cluster 7. Trying to split cluster 4 (8472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (675.138924 sec): 2 clusters Score: Raw -382758.231367 + Penalty 949.674798 = -381808.556569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (675.222595 sec): 3 clusters Score: Raw -377828.759240 + Penalty 1899.349596 = -375929.409644 nChanged 3740 SP:Iteration 1F (675.287635 sec): 3 clusters Score: Raw -380038.483544 + Penalty 1899.349596 = -378139.133947 nChanged 686 SP:Iteration 2F (675.339069 sec): 3 clusters Score: Raw -380610.090119 + Penalty 1899.349596 = -378710.740522 nChanged 744 SP:Iteration 3F (675.390817 sec): 3 clusters Score: Raw -381291.954622 + Penalty 1899.349596 = -379392.605025 nChanged 636 SP:Iteration 4F (675.444026 sec): 3 clusters Score: Raw -381794.392271 + Penalty 1899.349596 = -379895.042675 nChanged 542 SP:Iteration 5F (675.501447 sec): 3 clusters Score: Raw -382166.718550 + Penalty 1899.349596 = -380267.368954 nChanged 423 SP:Iteration 6Q (675.560511 sec): 3 clusters Score: Raw -382420.457233 + Penalty 1899.349596 = -380521.107637 nChanged 321 SP:Iteration 7Q (675.619838 sec): 3 clusters Score: Raw -382613.121458 + Penalty 1899.349596 = -380713.771862 nChanged 256 SP:Iteration 8Q (675.679331 sec): 3 clusters Score: Raw -382774.718264 + Penalty 1899.349596 = -380875.368668 nChanged 209 SP:Iteration 9Q (675.738846 sec): 3 clusters Score: Raw -382906.887255 + Penalty 1899.349596 = -381007.537659 nChanged 192 SP:Iteration 10Q (675.797237 sec): 3 clusters Score: Raw -383026.196563 + Penalty 1899.349596 = -381126.846966 nChanged 145 SP:Iteration 11Q (675.855590 sec): 3 clusters Score: Raw -383113.714872 + Penalty 1899.349596 = -381214.365276 nChanged 129 SP:Iteration 12Q (675.994323 sec): 3 clusters Score: Raw -383180.557108 + Penalty 1899.349596 = -381281.207511 nChanged 98 SP:Iteration 13Q (676.141408 sec): 3 clusters Score: Raw -383224.568198 + Penalty 1899.349596 = -381325.218602 nChanged 84 SP:Iteration 14Q (676.251304 sec): 3 clusters Score: Raw -383254.222081 + Penalty 1899.349596 = -381354.872484 nChanged 69 SP:Iteration 15Q (676.306618 sec): 3 clusters Score: Raw -383274.037616 + Penalty 1899.349596 = -381374.688020 nChanged 46 SP:Iteration 16Q (676.361898 sec): 3 clusters Score: Raw -383288.172355 + Penalty 1899.349596 = -381388.822758 nChanged 45 SP:Iteration 17Q (676.419034 sec): 3 clusters Score: Raw -383300.004584 + Penalty 1899.349596 = -381400.654988 nChanged 39 SP:Iteration 18Q (676.476264 sec): 3 clusters Score: Raw -383310.933282 + Penalty 1899.349596 = -381411.583685 nChanged 39 SP:Iteration 19Q (676.533270 sec): 3 clusters Score: Raw -383319.696475 + Penalty 1899.349596 = -381420.346879 nChanged 23 SP:Iteration 20F (676.590753 sec): 3 clusters Score: Raw -383325.520493 + Penalty 1899.349596 = -381426.170897 nChanged 22 SP:Iteration 21Q (676.647974 sec): 3 clusters Score: Raw -383329.178272 + Penalty 1899.349596 = -381429.828676 nChanged 22 SP:Iteration 22Q (676.705332 sec): 3 clusters Score: Raw -383334.493492 + Penalty 1899.349596 = -381435.143895 nChanged 18 SP:Iteration 23Q (676.763005 sec): 3 clusters Score: Raw -383337.423913 + Penalty 1899.349596 = -381438.074316 nChanged 12 SP:Iteration 24Q (676.820457 sec): 3 clusters Score: Raw -383339.088769 + Penalty 1899.349596 = -381439.739172 nChanged 9 SP:Iteration 25Q (676.877858 sec): 3 clusters Score: Raw -383340.194867 + Penalty 1899.349596 = -381440.845271 nChanged 4 SP:Iteration 26Q (676.934826 sec): 3 clusters Score: Raw -383340.465548 + Penalty 1899.349596 = -381441.115951 nChanged 2 SP:Iteration 27Q (676.991103 sec): 3 clusters Score: Raw -383340.720819 + Penalty 1899.349596 = -381441.371223 nChanged 0 SP:Iteration 28F (677.047580 sec): 3 clusters Score: Raw -383340.720819 + Penalty 1899.349596 = -381441.371223 nChanged 0 Trying to split cluster 5 (3891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (677.091646 sec): 2 clusters Score: Raw -118193.952651 + Penalty 867.974255 = -117325.978396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (677.139419 sec): 3 clusters Score: Raw -116351.492472 + Penalty 1735.948509 = -114615.543962 nChanged 1645 SP:Iteration 1F (677.182685 sec): 3 clusters Score: Raw -118782.748684 + Penalty 1735.948509 = -117046.800175 nChanged 594 SP:Iteration 2F (677.226158 sec): 3 clusters Score: Raw -119749.781607 + Penalty 1735.948509 = -118013.833098 nChanged 312 SP:Iteration 3F (677.269696 sec): 3 clusters Score: Raw -120116.239878 + Penalty 1735.948509 = -118380.291369 nChanged 157 SP:Iteration 4Q (677.307360 sec): 3 clusters Score: Raw -120248.155860 + Penalty 1735.948509 = -118512.207351 nChanged 93 SP:Iteration 5Q (677.344693 sec): 3 clusters Score: Raw -120294.626298 + Penalty 1735.948509 = -118558.677789 nChanged 59 SP:Iteration 6Q (677.382251 sec): 3 clusters Score: Raw -120322.090804 + Penalty 1735.948509 = -118586.142294 nChanged 33 SP:Iteration 7Q (677.419494 sec): 3 clusters Score: Raw -120336.135247 + Penalty 1735.948509 = -118600.186738 nChanged 30 SP:Iteration 8Q (677.456805 sec): 3 clusters Score: Raw -120346.279132 + Penalty 1735.948509 = -118610.330623 nChanged 23 SP:Iteration 9Q (677.493927 sec): 3 clusters Score: Raw -120355.702772 + Penalty 1735.948509 = -118619.754262 nChanged 18 SP:Iteration 10Q (677.531052 sec): 3 clusters Score: Raw -120362.104633 + Penalty 1735.948509 = -118626.156123 nChanged 22 SP:Iteration 11Q (677.568469 sec): 3 clusters Score: Raw -120369.105062 + Penalty 1735.948509 = -118633.156552 nChanged 21 SP:Iteration 12Q (677.605608 sec): 3 clusters Score: Raw -120374.547699 + Penalty 1735.948509 = -118638.599190 nChanged 14 SP:Iteration 13Q (677.769715 sec): 3 clusters Score: Raw -120378.867851 + Penalty 1735.948509 = -118642.919341 nChanged 14 SP:Iteration 14Q (677.871103 sec): 3 clusters Score: Raw -120387.760920 + Penalty 1735.948509 = -118651.812411 nChanged 13 SP:Iteration 15Q (677.970168 sec): 3 clusters Score: Raw -120395.885960 + Penalty 1735.948509 = -118659.937450 nChanged 24 SP:Iteration 16Q (678.091925 sec): 3 clusters Score: Raw -120407.021586 + Penalty 1735.948509 = -118671.073077 nChanged 21 SP:Iteration 17Q (678.128433 sec): 3 clusters Score: Raw -120415.161354 + Penalty 1735.948509 = -118679.212845 nChanged 19 SP:Iteration 18Q (678.165706 sec): 3 clusters Score: Raw -120423.016912 + Penalty 1735.948509 = -118687.068403 nChanged 20 SP:Iteration 19Q (678.203186 sec): 3 clusters Score: Raw -120431.340036 + Penalty 1735.948509 = -118695.391526 nChanged 20 SP:Iteration 20F (678.240128 sec): 3 clusters Score: Raw -120439.841184 + Penalty 1735.948509 = -118703.892675 nChanged 20 SP:Iteration 21Q (678.277566 sec): 3 clusters Score: Raw -120451.786742 + Penalty 1735.948509 = -118715.838233 nChanged 24 SP:Iteration 22Q (678.314818 sec): 3 clusters Score: Raw -120462.271412 + Penalty 1735.948509 = -118726.322902 nChanged 15 SP:Iteration 23Q (678.352446 sec): 3 clusters Score: Raw -120465.780129 + Penalty 1735.948509 = -118729.831620 nChanged 13 SP:Iteration 24Q (678.389682 sec): 3 clusters Score: Raw -120468.296880 + Penalty 1735.948509 = -118732.348371 nChanged 4 SP:Iteration 25Q (678.427005 sec): 3 clusters Score: Raw -120468.751547 + Penalty 1735.948509 = -118732.803038 nChanged 2 SP:Iteration 26Q (678.464290 sec): 3 clusters Score: Raw -120468.985191 + Penalty 1735.948509 = -118733.036682 nChanged 0 SP:Iteration 27F (678.500954 sec): 3 clusters Score: Raw -120468.985191 + Penalty 1735.948509 = -118733.036682 nChanged 0 Score: Raw -1473443.396808 + Penalty 8776.652398 = -1464666.744410 Splitting cluster 5 changes total score from -1457398.557907 to -1464666.744410 So it's getting split into cluster 8. Trying to split cluster 6 (4638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (679.067981 sec): 2 clusters Score: Raw -204518.379639 + Penalty 886.414044 = -203631.965594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (679.202279 sec): 3 clusters Score: Raw -202082.312438 + Penalty 1772.828089 = -200309.484349 nChanged 2006 SP:Iteration 1F (679.270942 sec): 3 clusters Score: Raw -203642.447402 + Penalty 1772.828089 = -201869.619313 nChanged 510 SP:Iteration 2F (679.359802 sec): 3 clusters Score: Raw -204365.739854 + Penalty 1772.828089 = -202592.911765 nChanged 517 SP:Iteration 3F (679.411779 sec): 3 clusters Score: Raw -205375.013093 + Penalty 1772.828089 = -203602.185005 nChanged 429 SP:Iteration 4F (679.463581 sec): 3 clusters Score: Raw -205873.307044 + Penalty 1772.828089 = -204100.478955 nChanged 245 SP:Iteration 5F (679.543029 sec): 3 clusters Score: Raw -206108.448804 + Penalty 1772.828089 = -204335.620716 nChanged 139 SP:Iteration 6Q (679.635750 sec): 3 clusters Score: Raw -206220.525766 + Penalty 1772.828089 = -204447.697677 nChanged 73 SP:Iteration 7Q (679.679087 sec): 3 clusters Score: Raw -206269.245730 + Penalty 1772.828089 = -204496.417641 nChanged 55 SP:Iteration 8Q (679.723938 sec): 3 clusters Score: Raw -206297.543500 + Penalty 1772.828089 = -204524.715411 nChanged 33 SP:Iteration 9Q (679.768712 sec): 3 clusters Score: Raw -206313.062128 + Penalty 1772.828089 = -204540.234039 nChanged 25 SP:Iteration 10Q (679.813007 sec): 3 clusters Score: Raw -206324.883126 + Penalty 1772.828089 = -204552.055038 nChanged 20 SP:Iteration 11Q (679.856781 sec): 3 clusters Score: Raw -206340.085885 + Penalty 1772.828089 = -204567.257796 nChanged 23 SP:Iteration 12Q (679.899869 sec): 3 clusters Score: Raw -206357.426876 + Penalty 1772.828089 = -204584.598787 nChanged 28 SP:Iteration 13Q (680.010148 sec): 3 clusters Score: Raw -206373.342895 + Penalty 1772.828089 = -204600.514806 nChanged 28 SP:Iteration 14Q (680.174829 sec): 3 clusters Score: Raw -206389.003433 + Penalty 1772.828089 = -204616.175344 nChanged 25 SP:Iteration 15Q (680.280254 sec): 3 clusters Score: Raw -206400.020821 + Penalty 1772.828089 = -204627.192732 nChanged 18 SP:Iteration 16Q (680.353272 sec): 3 clusters Score: Raw -206406.011773 + Penalty 1772.828089 = -204633.183684 nChanged 17 SP:Iteration 17Q (680.419220 sec): 3 clusters Score: Raw -206415.260428 + Penalty 1772.828089 = -204642.432340 nChanged 25 SP:Iteration 18Q (680.460443 sec): 3 clusters Score: Raw -206428.584832 + Penalty 1772.828089 = -204655.756744 nChanged 30 SP:Iteration 19Q (680.501980 sec): 3 clusters Score: Raw -206445.606946 + Penalty 1772.828089 = -204672.778857 nChanged 38 SP:Iteration 20F (680.542938 sec): 3 clusters Score: Raw -206472.327293 + Penalty 1772.828089 = -204699.499205 nChanged 44 SP:Iteration 21Q (680.583602 sec): 3 clusters Score: Raw -206501.365556 + Penalty 1772.828089 = -204728.537467 nChanged 44 SP:Iteration 22Q (680.624463 sec): 3 clusters Score: Raw -206531.686316 + Penalty 1772.828089 = -204758.858227 nChanged 49 SP:Iteration 23Q (680.665084 sec): 3 clusters Score: Raw -206573.503529 + Penalty 1772.828089 = -204800.675440 nChanged 54 SP:Iteration 24Q (680.705814 sec): 3 clusters Score: Raw -206649.818646 + Penalty 1772.828089 = -204876.990557 nChanged 69 SP:Iteration 25Q (680.746626 sec): 3 clusters Score: Raw -206764.517010 + Penalty 1772.828089 = -204991.688921 nChanged 78 SP:Iteration 26Q (680.787023 sec): 3 clusters Score: Raw -206904.874607 + Penalty 1772.828089 = -205132.046518 nChanged 75 SP:Iteration 27Q (680.827571 sec): 3 clusters Score: Raw -207081.619184 + Penalty 1772.828089 = -205308.791096 nChanged 82 SP:Iteration 28Q (680.867760 sec): 3 clusters Score: Raw -207237.192847 + Penalty 1772.828089 = -205464.364758 nChanged 58 SP:Iteration 29Q (680.907941 sec): 3 clusters Score: Raw -207324.637416 + Penalty 1772.828089 = -205551.809328 nChanged 52 SP:Iteration 30Q (680.948248 sec): 3 clusters Score: Raw -207380.714767 + Penalty 1772.828089 = -205607.886678 nChanged 50 SP:Iteration 31Q (680.988448 sec): 3 clusters Score: Raw -207424.155584 + Penalty 1772.828089 = -205651.327496 nChanged 41 SP:Iteration 32Q (681.029604 sec): 3 clusters Score: Raw -207456.685429 + Penalty 1772.828089 = -205683.857340 nChanged 33 SP:Iteration 33Q (681.069758 sec): 3 clusters Score: Raw -207473.362429 + Penalty 1772.828089 = -205700.534340 nChanged 18 SP:Iteration 34Q (681.109691 sec): 3 clusters Score: Raw -207479.239597 + Penalty 1772.828089 = -205706.411508 nChanged 8 SP:Iteration 35Q (681.149285 sec): 3 clusters Score: Raw -207481.642362 + Penalty 1772.828089 = -205708.814273 nChanged 5 SP:Iteration 36Q (681.189578 sec): 3 clusters Score: Raw -207483.463335 + Penalty 1772.828089 = -205710.635247 nChanged 6 SP:Iteration 37Q (681.229634 sec): 3 clusters Score: Raw -207484.168280 + Penalty 1772.828089 = -205711.340191 nChanged 2 SP:Iteration 38Q (681.269678 sec): 3 clusters Score: Raw -207484.328349 + Penalty 1772.828089 = -205711.500261 nChanged 2 SP:Iteration 39Q (681.309784 sec): 3 clusters Score: Raw -207484.620762 + Penalty 1772.828089 = -205711.792673 nChanged 1 SP:Iteration 40F (681.351789 sec): 3 clusters Score: Raw -207484.746444 + Penalty 1772.828089 = -205711.918355 nChanged 0 Score: Raw -1476409.763613 + Penalty 9873.733947 = -1466536.029665 Splitting cluster 6 changes total score from -1457398.557907 to -1466536.029665 So it's getting split into cluster 9. Iteration 20F (682.267805 sec): 10 clusters Score: Raw -1478296.912843 + Penalty 9873.733947 = -1468423.178896 nChanged 1718 Iteration 21Q (682.619733 sec): 10 clusters Score: Raw -1479428.449598 + Penalty 9873.733947 = -1469554.715650 nChanged 687 Iteration 22Q (683.109560 sec): 10 clusters Score: Raw -1479811.234118 + Penalty 9873.733947 = -1469937.500170 nChanged 374 Iteration 23Q (683.455684 sec): 10 clusters Score: Raw -1479979.217589 + Penalty 9873.733947 = -1470105.483641 nChanged 274 Iteration 24Q (683.764516 sec): 10 clusters Score: Raw -1480098.893613 + Penalty 9873.733947 = -1470225.159666 nChanged 225 Iteration 25Q (684.043128 sec): 10 clusters Score: Raw -1480185.324340 + Penalty 9873.733947 = -1470311.590392 nChanged 161 Iteration 26Q (684.322633 sec): 10 clusters Score: Raw -1480243.916403 + Penalty 9873.733947 = -1470370.182455 nChanged 114 Iteration 27Q (684.600803 sec): 10 clusters Score: Raw -1480300.560313 + Penalty 9873.733947 = -1470426.826365 nChanged 107 Iteration 28Q (684.939165 sec): 10 clusters Score: Raw -1480375.762356 + Penalty 9873.733947 = -1470502.028408 nChanged 126 Iteration 29Q (685.246038 sec): 10 clusters Score: Raw -1480481.637847 + Penalty 9873.733947 = -1470607.903899 nChanged 139 Iteration 30Q (685.584310 sec): 10 clusters Score: Raw -1480575.860071 + Penalty 9873.733947 = -1470702.126124 nChanged 132 Iteration 31Q (685.924891 sec): 10 clusters Score: Raw -1480641.327016 + Penalty 9873.733947 = -1470767.593068 nChanged 131 Iteration 32Q (686.230849 sec): 10 clusters Score: Raw -1480688.979507 + Penalty 9873.733947 = -1470815.245559 nChanged 102 Iteration 33Q (686.508992 sec): 10 clusters Score: Raw -1480719.605609 + Penalty 9873.733947 = -1470845.871662 nChanged 91 Iteration 34Q (686.785197 sec): 10 clusters Score: Raw -1480741.236531 + Penalty 9873.733947 = -1470867.502584 nChanged 81 Iteration 35Q (687.064825 sec): 10 clusters Score: Raw -1480760.834576 + Penalty 9873.733947 = -1470887.100629 nChanged 65 Iteration 36Q (687.341985 sec): 10 clusters Score: Raw -1480775.008934 + Penalty 9873.733947 = -1470901.274987 nChanged 55 Iteration 37Q (687.683064 sec): 10 clusters Score: Raw -1480788.641992 + Penalty 9873.733947 = -1470914.908044 nChanged 67 Iteration 38Q (687.989013 sec): 10 clusters Score: Raw -1480807.309439 + Penalty 9873.733947 = -1470933.575491 nChanged 79 Iteration 39Q (688.264152 sec): 10 clusters Score: Raw -1480830.782505 + Penalty 9873.733947 = -1470957.048557 nChanged 85 Iteration 40F (688.675583 sec): 10 clusters Score: Raw -1480856.530158 + Penalty 9873.733947 = -1470982.796211 nChanged 83 Iteration 41Q (688.971212 sec): 10 clusters Score: Raw -1480873.553425 + Penalty 9873.733947 = -1470999.819478 nChanged 62 Iteration 42Q (689.241119 sec): 10 clusters Score: Raw -1480884.846328 + Penalty 9873.733947 = -1471011.112380 nChanged 50 Iteration 43Q (689.510672 sec): 10 clusters Score: Raw -1480893.838521 + Penalty 9873.733947 = -1471020.104573 nChanged 45 Iteration 44Q (689.800879 sec): 10 clusters Score: Raw -1480902.022305 + Penalty 9873.733947 = -1471028.288358 nChanged 57 Iteration 45Q (690.098726 sec): 10 clusters Score: Raw -1480911.807670 + Penalty 9873.733947 = -1471038.073723 nChanged 49 Iteration 46Q (690.497381 sec): 10 clusters Score: Raw -1480918.633329 + Penalty 9873.733947 = -1471044.899382 nChanged 35 Iteration 47Q (690.814127 sec): 10 clusters Score: Raw -1480924.033235 + Penalty 9873.733947 = -1471050.299288 nChanged 38 Iteration 48Q (691.090286 sec): 10 clusters Score: Raw -1480929.942556 + Penalty 9873.733947 = -1471056.208609 nChanged 35 Iteration 49Q (691.405070 sec): 10 clusters Score: Raw -1480936.246599 + Penalty 9873.733947 = -1471062.512651 nChanged 45 Iteration 50Q (691.659507 sec): 10 clusters Score: Raw -1480945.413653 + Penalty 9873.733947 = -1471071.679706 nChanged 49 Iteration 51Q (691.905515 sec): 10 clusters Score: Raw -1480956.857697 + Penalty 9873.733947 = -1471083.123750 nChanged 56 Iteration 52Q (692.152453 sec): 10 clusters Score: Raw -1480967.081888 + Penalty 9873.733947 = -1471093.347940 nChanged 51 Iteration 53Q (692.399019 sec): 10 clusters Score: Raw -1480978.423094 + Penalty 9873.733947 = -1471104.689146 nChanged 59 Iteration 54Q (692.687804 sec): 10 clusters Score: Raw -1480991.042197 + Penalty 9873.733947 = -1471117.308249 nChanged 67 Iteration 55Q (693.216858 sec): 10 clusters Score: Raw -1481007.602215 + Penalty 9873.733947 = -1471133.868267 nChanged 79 Iteration 56Q (693.870925 sec): 10 clusters Score: Raw -1481027.960082 + Penalty 9873.733947 = -1471154.226134 nChanged 75 Iteration 57Q (694.119128 sec): 10 clusters Score: Raw -1481048.023307 + Penalty 9873.733947 = -1471174.289359 nChanged 87 Iteration 58Q (694.432703 sec): 10 clusters Score: Raw -1481070.883926 + Penalty 9873.733947 = -1471197.149978 nChanged 77 Writing temp clu file Because OldScore, -1471174.289359, is greater than current (better) Score,-1471197.149978 Compute initial score before splitting: Score: Raw -1481070.883926 + Penalty 9873.733947 = -1471197.149978 Trying to split cluster 1 (3248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (694.476601 sec): 2 clusters Score: Raw -146673.865281 + Penalty 849.008444 = -145824.856838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (694.507589 sec): 3 clusters Score: Raw -145008.493350 + Penalty 1698.016887 = -143310.476463 nChanged 1326 SP:Iteration 1F (694.540254 sec): 3 clusters Score: Raw -145785.971900 + Penalty 1698.016887 = -144087.955013 nChanged 235 SP:Iteration 2F (694.575347 sec): 3 clusters Score: Raw -145931.336814 + Penalty 1698.016887 = -144233.319927 nChanged 174 SP:Iteration 3F (694.610447 sec): 3 clusters Score: Raw -146037.361163 + Penalty 1698.016887 = -144339.344276 nChanged 153 SP:Iteration 4Q (694.646976 sec): 3 clusters Score: Raw -146121.384131 + Penalty 1698.016887 = -144423.367244 nChanged 127 SP:Iteration 5Q (694.676290 sec): 3 clusters Score: Raw -146198.517078 + Penalty 1698.016887 = -144500.500190 nChanged 125 SP:Iteration 6Q (694.705808 sec): 3 clusters Score: Raw -146268.306301 + Penalty 1698.016887 = -144570.289414 nChanged 110 SP:Iteration 7Q (694.735265 sec): 3 clusters Score: Raw -146332.785303 + Penalty 1698.016887 = -144634.768416 nChanged 102 SP:Iteration 8Q (694.764672 sec): 3 clusters Score: Raw -146387.868388 + Penalty 1698.016887 = -144689.851500 nChanged 80 SP:Iteration 9Q (694.794261 sec): 3 clusters Score: Raw -146429.236608 + Penalty 1698.016887 = -144731.219720 nChanged 70 SP:Iteration 10Q (694.823464 sec): 3 clusters Score: Raw -146465.209343 + Penalty 1698.016887 = -144767.192456 nChanged 72 SP:Iteration 11Q (694.852633 sec): 3 clusters Score: Raw -146502.065800 + Penalty 1698.016887 = -144804.048913 nChanged 58 SP:Iteration 12Q (694.881739 sec): 3 clusters Score: Raw -146526.809116 + Penalty 1698.016887 = -144828.792229 nChanged 51 SP:Iteration 13Q (694.910779 sec): 3 clusters Score: Raw -146550.904209 + Penalty 1698.016887 = -144852.887321 nChanged 50 SP:Iteration 14Q (694.939843 sec): 3 clusters Score: Raw -146575.078895 + Penalty 1698.016887 = -144877.062008 nChanged 41 SP:Iteration 15Q (694.968856 sec): 3 clusters Score: Raw -146592.593838 + Penalty 1698.016887 = -144894.576951 nChanged 30 SP:Iteration 16Q (694.997693 sec): 3 clusters Score: Raw -146604.071945 + Penalty 1698.016887 = -144906.055058 nChanged 21 SP:Iteration 17Q (695.026507 sec): 3 clusters Score: Raw -146611.294963 + Penalty 1698.016887 = -144913.278076 nChanged 23 SP:Iteration 18Q (695.055457 sec): 3 clusters Score: Raw -146620.240770 + Penalty 1698.016887 = -144922.223883 nChanged 24 SP:Iteration 19Q (695.084289 sec): 3 clusters Score: Raw -146631.675918 + Penalty 1698.016887 = -144933.659030 nChanged 30 SP:Iteration 20F (695.112700 sec): 3 clusters Score: Raw -146644.371400 + Penalty 1698.016887 = -144946.354512 nChanged 27 SP:Iteration 21Q (695.141475 sec): 3 clusters Score: Raw -146655.015510 + Penalty 1698.016887 = -144956.998623 nChanged 27 SP:Iteration 22Q (695.170212 sec): 3 clusters Score: Raw -146666.255582 + Penalty 1698.016887 = -144968.238695 nChanged 24 SP:Iteration 23Q (695.199044 sec): 3 clusters Score: Raw -146674.797313 + Penalty 1698.016887 = -144976.780425 nChanged 25 SP:Iteration 24Q (695.301870 sec): 3 clusters Score: Raw -146682.149848 + Penalty 1698.016887 = -144984.132961 nChanged 20 SP:Iteration 25Q (695.417178 sec): 3 clusters Score: Raw -146688.818646 + Penalty 1698.016887 = -144990.801759 nChanged 23 SP:Iteration 26Q (695.497066 sec): 3 clusters Score: Raw -146698.339387 + Penalty 1698.016887 = -145000.322500 nChanged 25 SP:Iteration 27Q (695.585792 sec): 3 clusters Score: Raw -146707.794810 + Penalty 1698.016887 = -145009.777923 nChanged 28 SP:Iteration 28Q (695.625263 sec): 3 clusters Score: Raw -146717.911684 + Penalty 1698.016887 = -145019.894797 nChanged 25 SP:Iteration 29Q (695.649377 sec): 3 clusters Score: Raw -146725.638935 + Penalty 1698.016887 = -145027.622048 nChanged 30 SP:Iteration 30Q (695.673494 sec): 3 clusters Score: Raw -146735.780909 + Penalty 1698.016887 = -145037.764022 nChanged 30 SP:Iteration 31Q (695.699115 sec): 3 clusters Score: Raw -146747.496516 + Penalty 1698.016887 = -145049.479629 nChanged 32 SP:Iteration 32Q (695.723255 sec): 3 clusters Score: Raw -146760.803932 + Penalty 1698.016887 = -145062.787044 nChanged 41 SP:Iteration 33Q (695.747344 sec): 3 clusters Score: Raw -146779.254012 + Penalty 1698.016887 = -145081.237125 nChanged 45 SP:Iteration 34Q (695.771576 sec): 3 clusters Score: Raw -146798.563910 + Penalty 1698.016887 = -145100.547023 nChanged 41 SP:Iteration 35Q (695.795612 sec): 3 clusters Score: Raw -146818.401278 + Penalty 1698.016887 = -145120.384391 nChanged 49 SP:Iteration 36Q (695.819783 sec): 3 clusters Score: Raw -146844.571099 + Penalty 1698.016887 = -145146.554211 nChanged 50 SP:Iteration 37Q (695.843734 sec): 3 clusters Score: Raw -146872.772023 + Penalty 1698.016887 = -145174.755136 nChanged 54 SP:Iteration 38Q (695.867667 sec): 3 clusters Score: Raw -146907.126837 + Penalty 1698.016887 = -145209.109950 nChanged 48 SP:Iteration 39Q (695.891693 sec): 3 clusters Score: Raw -146927.296510 + Penalty 1698.016887 = -145229.279623 nChanged 34 SP:Iteration 40F (695.915334 sec): 3 clusters Score: Raw -146942.809430 + Penalty 1698.016887 = -145244.792543 nChanged 30 SP:Iteration 41Q (695.939948 sec): 3 clusters Score: Raw -146956.185747 + Penalty 1698.016887 = -145258.168860 nChanged 28 SP:Iteration 42Q (695.965163 sec): 3 clusters Score: Raw -146964.807435 + Penalty 1698.016887 = -145266.790548 nChanged 23 SP:Iteration 43Q (695.989231 sec): 3 clusters Score: Raw -146971.104512 + Penalty 1698.016887 = -145273.087624 nChanged 16 SP:Iteration 44Q (696.013269 sec): 3 clusters Score: Raw -146976.091212 + Penalty 1698.016887 = -145278.074324 nChanged 11 SP:Iteration 45Q (696.037246 sec): 3 clusters Score: Raw -146979.829161 + Penalty 1698.016887 = -145281.812274 nChanged 8 SP:Iteration 46Q (696.061055 sec): 3 clusters Score: Raw -146982.443005 + Penalty 1698.016887 = -145284.426117 nChanged 9 SP:Iteration 47Q (696.085098 sec): 3 clusters Score: Raw -146984.335115 + Penalty 1698.016887 = -145286.318228 nChanged 4 SP:Iteration 48Q (696.108886 sec): 3 clusters Score: Raw -146985.053267 + Penalty 1698.016887 = -145287.036380 nChanged 4 SP:Iteration 49Q (696.132741 sec): 3 clusters Score: Raw -146985.922055 + Penalty 1698.016887 = -145287.905168 nChanged 2 SP:Iteration 50Q (696.156538 sec): 3 clusters Score: Raw -146986.232202 + Penalty 1698.016887 = -145288.215315 nChanged 2 SP:Iteration 51Q (696.180389 sec): 3 clusters Score: Raw -146986.401368 + Penalty 1698.016887 = -145288.384481 nChanged 0 SP:Iteration 52F (696.204161 sec): 3 clusters Score: Raw -146986.401368 + Penalty 1698.016887 = -145288.384481 nChanged 0 Trying to split cluster 2 (1192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (696.235671 sec): 2 clusters Score: Raw -48911.934994 + Penalty 743.755724 = -48168.179270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (696.246937 sec): 3 clusters Score: Raw -48429.684748 + Penalty 1487.511448 = -46942.173300 nChanged 452 SP:Iteration 1F (696.378942 sec): 3 clusters Score: Raw -48828.518489 + Penalty 1487.511448 = -47341.007041 nChanged 123 SP:Iteration 2F (696.469731 sec): 3 clusters Score: Raw -48972.710042 + Penalty 1487.511448 = -47485.198594 nChanged 95 SP:Iteration 3F (696.581394 sec): 3 clusters Score: Raw -49069.156662 + Penalty 1487.511448 = -47581.645214 nChanged 50 SP:Iteration 4Q (696.654354 sec): 3 clusters Score: Raw -49125.575067 + Penalty 1487.511448 = -47638.063619 nChanged 33 SP:Iteration 5Q (696.667017 sec): 3 clusters Score: Raw -49159.490216 + Penalty 1487.511448 = -47671.978768 nChanged 27 SP:Iteration 6Q (696.679636 sec): 3 clusters Score: Raw -49184.577636 + Penalty 1487.511448 = -47697.066188 nChanged 25 SP:Iteration 7Q (696.692225 sec): 3 clusters Score: Raw -49201.786942 + Penalty 1487.511448 = -47714.275494 nChanged 18 SP:Iteration 8Q (696.704758 sec): 3 clusters Score: Raw -49217.145435 + Penalty 1487.511448 = -47729.633987 nChanged 21 SP:Iteration 9Q (696.717326 sec): 3 clusters Score: Raw -49232.717168 + Penalty 1487.511448 = -47745.205720 nChanged 22 SP:Iteration 10Q (696.729884 sec): 3 clusters Score: Raw -49251.082288 + Penalty 1487.511448 = -47763.570840 nChanged 16 SP:Iteration 11Q (696.742456 sec): 3 clusters Score: Raw -49264.821212 + Penalty 1487.511448 = -47777.309764 nChanged 11 SP:Iteration 12Q (696.755032 sec): 3 clusters Score: Raw -49277.041475 + Penalty 1487.511448 = -47789.530027 nChanged 10 SP:Iteration 13Q (696.767591 sec): 3 clusters Score: Raw -49289.111908 + Penalty 1487.511448 = -47801.600460 nChanged 13 SP:Iteration 14Q (696.780087 sec): 3 clusters Score: Raw -49308.596972 + Penalty 1487.511448 = -47821.085524 nChanged 10 SP:Iteration 15Q (696.792602 sec): 3 clusters Score: Raw -49318.715745 + Penalty 1487.511448 = -47831.204297 nChanged 8 SP:Iteration 16Q (696.805173 sec): 3 clusters Score: Raw -49325.281418 + Penalty 1487.511448 = -47837.769970 nChanged 4 SP:Iteration 17Q (696.817651 sec): 3 clusters Score: Raw -49326.895301 + Penalty 1487.511448 = -47839.383853 nChanged 3 SP:Iteration 18Q (696.830013 sec): 3 clusters Score: Raw -49329.146196 + Penalty 1487.511448 = -47841.634748 nChanged 1 SP:Iteration 19Q (696.842416 sec): 3 clusters Score: Raw -49329.386980 + Penalty 1487.511448 = -47841.875532 nChanged 0 SP:Iteration 20F (696.854666 sec): 3 clusters Score: Raw -49329.386980 + Penalty 1487.511448 = -47841.875532 nChanged 0 Trying to split cluster 3 (6792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (696.901419 sec): 2 clusters Score: Raw -335102.720933 + Penalty 926.467576 = -334176.253357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (696.968619 sec): 3 clusters Score: Raw -331213.014262 + Penalty 1852.935153 = -329360.079109 nChanged 2958 SP:Iteration 1F (697.033521 sec): 3 clusters Score: Raw -332899.712682 + Penalty 1852.935153 = -331046.777529 nChanged 520 SP:Iteration 2F (697.082948 sec): 3 clusters Score: Raw -333253.209509 + Penalty 1852.935153 = -331400.274357 nChanged 489 SP:Iteration 3F (697.126498 sec): 3 clusters Score: Raw -333540.376904 + Penalty 1852.935153 = -331687.441751 nChanged 390 SP:Iteration 4F (697.170007 sec): 3 clusters Score: Raw -333751.021691 + Penalty 1852.935153 = -331898.086538 nChanged 352 SP:Iteration 5F (697.213899 sec): 3 clusters Score: Raw -333944.657381 + Penalty 1852.935153 = -332091.722228 nChanged 315 SP:Iteration 6Q (697.265868 sec): 3 clusters Score: Raw -334126.814532 + Penalty 1852.935153 = -332273.879380 nChanged 281 SP:Iteration 7Q (697.318061 sec): 3 clusters Score: Raw -334296.089783 + Penalty 1852.935153 = -332443.154630 nChanged 258 SP:Iteration 8Q (697.370174 sec): 3 clusters Score: Raw -334464.041181 + Penalty 1852.935153 = -332611.106028 nChanged 233 SP:Iteration 9Q (697.418716 sec): 3 clusters Score: Raw -334609.738867 + Penalty 1852.935153 = -332756.803714 nChanged 197 SP:Iteration 10Q (697.543395 sec): 3 clusters Score: Raw -334728.431472 + Penalty 1852.935153 = -332875.496319 nChanged 171 SP:Iteration 11Q (697.698821 sec): 3 clusters Score: Raw -334818.118328 + Penalty 1852.935153 = -332965.183175 nChanged 134 SP:Iteration 12Q (697.781106 sec): 3 clusters Score: Raw -334882.246762 + Penalty 1852.935153 = -333029.311610 nChanged 112 SP:Iteration 13Q (697.894887 sec): 3 clusters Score: Raw -334924.715120 + Penalty 1852.935153 = -333071.779967 nChanged 82 SP:Iteration 14Q (698.018849 sec): 3 clusters Score: Raw -334953.262669 + Penalty 1852.935153 = -333100.327516 nChanged 65 SP:Iteration 15Q (698.062310 sec): 3 clusters Score: Raw -334972.401355 + Penalty 1852.935153 = -333119.466202 nChanged 45 SP:Iteration 16Q (698.106732 sec): 3 clusters Score: Raw -334989.097789 + Penalty 1852.935153 = -333136.162636 nChanged 46 SP:Iteration 17Q (698.150959 sec): 3 clusters Score: Raw -335005.298511 + Penalty 1852.935153 = -333152.363358 nChanged 51 SP:Iteration 18Q (698.195299 sec): 3 clusters Score: Raw -335020.488541 + Penalty 1852.935153 = -333167.553388 nChanged 44 SP:Iteration 19Q (698.239501 sec): 3 clusters Score: Raw -335031.958886 + Penalty 1852.935153 = -333179.023734 nChanged 38 SP:Iteration 20F (698.283538 sec): 3 clusters Score: Raw -335042.279849 + Penalty 1852.935153 = -333189.344696 nChanged 34 SP:Iteration 21Q (698.327261 sec): 3 clusters Score: Raw -335050.924426 + Penalty 1852.935153 = -333197.989273 nChanged 30 SP:Iteration 22Q (698.370936 sec): 3 clusters Score: Raw -335058.535184 + Penalty 1852.935153 = -333205.600031 nChanged 30 SP:Iteration 23Q (698.414669 sec): 3 clusters Score: Raw -335064.283661 + Penalty 1852.935153 = -333211.348508 nChanged 24 SP:Iteration 24Q (698.457537 sec): 3 clusters Score: Raw -335070.082510 + Penalty 1852.935153 = -333217.147357 nChanged 32 SP:Iteration 25Q (698.500254 sec): 3 clusters Score: Raw -335079.302357 + Penalty 1852.935153 = -333226.367204 nChanged 21 SP:Iteration 26Q (698.542944 sec): 3 clusters Score: Raw -335086.130429 + Penalty 1852.935153 = -333233.195277 nChanged 24 SP:Iteration 27Q (698.585656 sec): 3 clusters Score: Raw -335094.843603 + Penalty 1852.935153 = -333241.908450 nChanged 28 SP:Iteration 28Q (698.628821 sec): 3 clusters Score: Raw -335108.909659 + Penalty 1852.935153 = -333255.974506 nChanged 37 SP:Iteration 29Q (698.671666 sec): 3 clusters Score: Raw -335121.753485 + Penalty 1852.935153 = -333268.818332 nChanged 32 SP:Iteration 30Q (698.714163 sec): 3 clusters Score: Raw -335132.482133 + Penalty 1852.935153 = -333279.546980 nChanged 28 SP:Iteration 31Q (698.756610 sec): 3 clusters Score: Raw -335142.389526 + Penalty 1852.935153 = -333289.454373 nChanged 32 SP:Iteration 32Q (698.798949 sec): 3 clusters Score: Raw -335154.844188 + Penalty 1852.935153 = -333301.909035 nChanged 26 SP:Iteration 33Q (698.841144 sec): 3 clusters Score: Raw -335165.075647 + Penalty 1852.935153 = -333312.140494 nChanged 28 SP:Iteration 34Q (698.883589 sec): 3 clusters Score: Raw -335174.266543 + Penalty 1852.935153 = -333321.331390 nChanged 21 SP:Iteration 35Q (698.925871 sec): 3 clusters Score: Raw -335181.827260 + Penalty 1852.935153 = -333328.892107 nChanged 22 SP:Iteration 36Q (698.968627 sec): 3 clusters Score: Raw -335186.554117 + Penalty 1852.935153 = -333333.618964 nChanged 21 SP:Iteration 37Q (699.012229 sec): 3 clusters Score: Raw -335193.291166 + Penalty 1852.935153 = -333340.356013 nChanged 25 SP:Iteration 38Q (699.056015 sec): 3 clusters Score: Raw -335201.372032 + Penalty 1852.935153 = -333348.436879 nChanged 18 SP:Iteration 39Q (699.099708 sec): 3 clusters Score: Raw -335206.562518 + Penalty 1852.935153 = -333353.627365 nChanged 22 SP:Iteration 40F (699.145032 sec): 3 clusters Score: Raw -335212.582407 + Penalty 1852.935153 = -333359.647254 nChanged 16 SP:Iteration 41Q (699.189281 sec): 3 clusters Score: Raw -335217.361802 + Penalty 1852.935153 = -333364.426649 nChanged 18 SP:Iteration 42Q (699.318024 sec): 3 clusters Score: Raw -335228.106435 + Penalty 1852.935153 = -333375.171282 nChanged 23 SP:Iteration 43Q (699.488850 sec): 3 clusters Score: Raw -335237.523153 + Penalty 1852.935153 = -333384.588000 nChanged 19 SP:Iteration 44Q (699.607518 sec): 3 clusters Score: Raw -335245.883156 + Penalty 1852.935153 = -333392.948003 nChanged 24 SP:Iteration 45Q (699.651769 sec): 3 clusters Score: Raw -335253.430225 + Penalty 1852.935153 = -333400.495073 nChanged 18 SP:Iteration 46Q (699.697026 sec): 3 clusters Score: Raw -335258.552290 + Penalty 1852.935153 = -333405.617137 nChanged 15 SP:Iteration 47Q (699.743296 sec): 3 clusters Score: Raw -335262.959524 + Penalty 1852.935153 = -333410.024371 nChanged 10 SP:Iteration 48Q (699.793412 sec): 3 clusters Score: Raw -335267.321615 + Penalty 1852.935153 = -333414.386463 nChanged 14 SP:Iteration 49Q (699.843713 sec): 3 clusters Score: Raw -335270.625968 + Penalty 1852.935153 = -333417.690815 nChanged 7 SP:Iteration 50Q (699.894600 sec): 3 clusters Score: Raw -335271.947161 + Penalty 1852.935153 = -333419.012008 nChanged 4 SP:Iteration 51Q (700.001524 sec): 3 clusters Score: Raw -335272.363082 + Penalty 1852.935153 = -333419.427929 nChanged 4 SP:Iteration 52Q (700.112797 sec): 3 clusters Score: Raw -335272.962406 + Penalty 1852.935153 = -333420.027253 nChanged 2 SP:Iteration 53Q (700.241516 sec): 3 clusters Score: Raw -335273.419448 + Penalty 1852.935153 = -333420.484295 nChanged 0 SP:Iteration 54F (700.314169 sec): 3 clusters Score: Raw -335273.419448 + Penalty 1852.935153 = -333420.484295 nChanged 0 Trying to split cluster 4 (6699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (700.358158 sec): 2 clusters Score: Raw -305963.353632 + Penalty 925.019922 = -305038.333710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (700.422442 sec): 3 clusters Score: Raw -302202.641444 + Penalty 1850.039844 = -300352.601601 nChanged 2861 SP:Iteration 1F (700.493414 sec): 3 clusters Score: Raw -303865.131623 + Penalty 1850.039844 = -302015.091779 nChanged 587 SP:Iteration 2F (700.546194 sec): 3 clusters Score: Raw -304316.609120 + Penalty 1850.039844 = -302466.569277 nChanged 595 SP:Iteration 3F (700.594783 sec): 3 clusters Score: Raw -304823.738963 + Penalty 1850.039844 = -302973.699119 nChanged 545 SP:Iteration 4F (700.643384 sec): 3 clusters Score: Raw -305298.733626 + Penalty 1850.039844 = -303448.693783 nChanged 466 SP:Iteration 5F (700.805778 sec): 3 clusters Score: Raw -305649.784131 + Penalty 1850.039844 = -303799.744287 nChanged 362 SP:Iteration 6F (700.828901 sec): 3 clusters Score: Raw -305932.902249 + Penalty 1850.039844 = -304082.862405 nChanged 305 SP:Iteration 7Q (700.883149 sec): 3 clusters Score: Raw -306191.174777 + Penalty 1850.039844 = -304341.134933 nChanged 248 SP:Iteration 8Q (700.937873 sec): 3 clusters Score: Raw -306389.775094 + Penalty 1850.039844 = -304539.735250 nChanged 209 SP:Iteration 9Q (700.993136 sec): 3 clusters Score: Raw -306504.698913 + Penalty 1850.039844 = -304654.659070 nChanged 141 SP:Iteration 10Q (701.043034 sec): 3 clusters Score: Raw -306565.207681 + Penalty 1850.039844 = -304715.167837 nChanged 104 SP:Iteration 11Q (701.179143 sec): 3 clusters Score: Raw -306595.639001 + Penalty 1850.039844 = -304745.599157 nChanged 73 SP:Iteration 12Q (701.288970 sec): 3 clusters Score: Raw -306613.619865 + Penalty 1850.039844 = -304763.580021 nChanged 58 SP:Iteration 13Q (701.356471 sec): 3 clusters Score: Raw -306628.972252 + Penalty 1850.039844 = -304778.932409 nChanged 56 SP:Iteration 14Q (701.409485 sec): 3 clusters Score: Raw -306642.083959 + Penalty 1850.039844 = -304792.044115 nChanged 49 SP:Iteration 15Q (701.461044 sec): 3 clusters Score: Raw -306652.413722 + Penalty 1850.039844 = -304802.373878 nChanged 37 SP:Iteration 16Q (701.594855 sec): 3 clusters Score: Raw -306660.018994 + Penalty 1850.039844 = -304809.979151 nChanged 30 SP:Iteration 17Q (701.758119 sec): 3 clusters Score: Raw -306666.089351 + Penalty 1850.039844 = -304816.049507 nChanged 26 SP:Iteration 18Q (701.890587 sec): 3 clusters Score: Raw -306669.632266 + Penalty 1850.039844 = -304819.592422 nChanged 13 SP:Iteration 19Q (702.018352 sec): 3 clusters Score: Raw -306671.502432 + Penalty 1850.039844 = -304821.462588 nChanged 16 SP:Iteration 20F (702.124607 sec): 3 clusters Score: Raw -306673.903838 + Penalty 1850.039844 = -304823.863995 nChanged 15 SP:Iteration 21Q (702.251992 sec): 3 clusters Score: Raw -306675.978519 + Penalty 1850.039844 = -304825.938675 nChanged 9 SP:Iteration 22Q (702.363118 sec): 3 clusters Score: Raw -306677.196390 + Penalty 1850.039844 = -304827.156546 nChanged 4 SP:Iteration 23Q (702.414987 sec): 3 clusters Score: Raw -306677.622785 + Penalty 1850.039844 = -304827.582942 nChanged 5 SP:Iteration 24Q (702.466612 sec): 3 clusters Score: Raw -306678.143187 + Penalty 1850.039844 = -304828.103343 nChanged 6 SP:Iteration 25Q (702.540410 sec): 3 clusters Score: Raw -306678.982644 + Penalty 1850.039844 = -304828.942801 nChanged 3 SP:Iteration 26Q (702.588817 sec): 3 clusters Score: Raw -306679.595098 + Penalty 1850.039844 = -304829.555255 nChanged 8 SP:Iteration 27Q (702.638193 sec): 3 clusters Score: Raw -306681.286087 + Penalty 1850.039844 = -304831.246243 nChanged 10 SP:Iteration 28Q (702.688980 sec): 3 clusters Score: Raw -306683.028286 + Penalty 1850.039844 = -304832.988443 nChanged 9 SP:Iteration 29Q (702.747473 sec): 3 clusters Score: Raw -306684.758423 + Penalty 1850.039844 = -304834.718579 nChanged 14 SP:Iteration 30Q (702.798346 sec): 3 clusters Score: Raw -306687.693080 + Penalty 1850.039844 = -304837.653236 nChanged 14 SP:Iteration 31Q (702.849792 sec): 3 clusters Score: Raw -306690.722347 + Penalty 1850.039844 = -304840.682503 nChanged 11 SP:Iteration 32Q (702.900993 sec): 3 clusters Score: Raw -306692.329700 + Penalty 1850.039844 = -304842.289857 nChanged 10 SP:Iteration 33Q (702.952517 sec): 3 clusters Score: Raw -306693.977481 + Penalty 1850.039844 = -304843.937637 nChanged 10 SP:Iteration 34Q (703.001801 sec): 3 clusters Score: Raw -306695.687162 + Penalty 1850.039844 = -304845.647318 nChanged 10 SP:Iteration 35Q (703.050330 sec): 3 clusters Score: Raw -306697.095162 + Penalty 1850.039844 = -304847.055319 nChanged 9 SP:Iteration 36Q (703.098877 sec): 3 clusters Score: Raw -306698.251146 + Penalty 1850.039844 = -304848.211302 nChanged 9 SP:Iteration 37Q (703.147939 sec): 3 clusters Score: Raw -306699.272692 + Penalty 1850.039844 = -304849.232848 nChanged 6 SP:Iteration 38Q (703.199308 sec): 3 clusters Score: Raw -306700.093867 + Penalty 1850.039844 = -304850.054024 nChanged 2 SP:Iteration 39Q (703.276387 sec): 3 clusters Score: Raw -306700.316984 + Penalty 1850.039844 = -304850.277141 nChanged 4 SP:Iteration 40F (703.342790 sec): 3 clusters Score: Raw -306700.873233 + Penalty 1850.039844 = -304850.833389 nChanged 5 SP:Iteration 41Q (703.410521 sec): 3 clusters Score: Raw -306702.056999 + Penalty 1850.039844 = -304852.017155 nChanged 10 SP:Iteration 42Q (703.465783 sec): 3 clusters Score: Raw -306703.549732 + Penalty 1850.039844 = -304853.509889 nChanged 5 SP:Iteration 43Q (703.515590 sec): 3 clusters Score: Raw -306704.253533 + Penalty 1850.039844 = -304854.213690 nChanged 2 SP:Iteration 44Q (703.566019 sec): 3 clusters Score: Raw -306704.594869 + Penalty 1850.039844 = -304854.555026 nChanged 2 SP:Iteration 45Q (703.616224 sec): 3 clusters Score: Raw -306704.971581 + Penalty 1850.039844 = -304854.931738 nChanged 6 SP:Iteration 46Q (703.667900 sec): 3 clusters Score: Raw -306705.652224 + Penalty 1850.039844 = -304855.612380 nChanged 3 SP:Iteration 47Q (703.719432 sec): 3 clusters Score: Raw -306706.074333 + Penalty 1850.039844 = -304856.034490 nChanged 2 SP:Iteration 48Q (703.857076 sec): 3 clusters Score: Raw -306706.272137 + Penalty 1850.039844 = -304856.232294 nChanged 1 SP:Iteration 49Q (704.002098 sec): 3 clusters Score: Raw -306706.351173 + Penalty 1850.039844 = -304856.311330 nChanged 2 SP:Iteration 50Q (704.109328 sec): 3 clusters Score: Raw -306706.452498 + Penalty 1850.039844 = -304856.412655 nChanged 2 SP:Iteration 51Q (704.161320 sec): 3 clusters Score: Raw -306706.643554 + Penalty 1850.039844 = -304856.603710 nChanged 2 SP:Iteration 52Q (704.212926 sec): 3 clusters Score: Raw -306706.803835 + Penalty 1850.039844 = -304856.763992 nChanged 3 SP:Iteration 53Q (704.263208 sec): 3 clusters Score: Raw -306707.078490 + Penalty 1850.039844 = -304857.038646 nChanged 1 SP:Iteration 54Q (704.395228 sec): 3 clusters Score: Raw -306707.228691 + Penalty 1850.039844 = -304857.188848 nChanged 2 SP:Iteration 55Q (704.523200 sec): 3 clusters Score: Raw -306707.484383 + Penalty 1850.039844 = -304857.444539 nChanged 2 SP:Iteration 56Q (704.588672 sec): 3 clusters Score: Raw -306707.720652 + Penalty 1850.039844 = -304857.680809 nChanged 1 SP:Iteration 57Q (704.655766 sec): 3 clusters Score: Raw -306707.765015 + Penalty 1850.039844 = -304857.725172 nChanged 0 SP:Iteration 58F (704.703281 sec): 3 clusters Score: Raw -306707.765015 + Penalty 1850.039844 = -304857.725172 nChanged 0 Trying to split cluster 5 (2516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (704.739820 sec): 2 clusters Score: Raw -87871.407252 + Penalty 822.194690 = -87049.212562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (704.768545 sec): 3 clusters Score: Raw -86666.753518 + Penalty 1644.389380 = -85022.364138 nChanged 983 SP:Iteration 1F (704.795575 sec): 3 clusters Score: Raw -87571.595471 + Penalty 1644.389380 = -85927.206091 nChanged 315 SP:Iteration 2F (704.822609 sec): 3 clusters Score: Raw -88075.558726 + Penalty 1644.389380 = -86431.169347 nChanged 248 SP:Iteration 3F (704.849502 sec): 3 clusters Score: Raw -88356.256781 + Penalty 1644.389380 = -86711.867401 nChanged 155 SP:Iteration 4F (704.876396 sec): 3 clusters Score: Raw -88522.413968 + Penalty 1644.389380 = -86878.024588 nChanged 103 SP:Iteration 5Q (704.903778 sec): 3 clusters Score: Raw -88628.060586 + Penalty 1644.389380 = -86983.671206 nChanged 75 SP:Iteration 6Q (704.931107 sec): 3 clusters Score: Raw -88686.453510 + Penalty 1644.389380 = -87042.064130 nChanged 61 SP:Iteration 7Q (704.955708 sec): 3 clusters Score: Raw -88730.745288 + Penalty 1644.389380 = -87086.355909 nChanged 45 SP:Iteration 8Q (704.980125 sec): 3 clusters Score: Raw -88769.017923 + Penalty 1644.389380 = -87124.628543 nChanged 43 SP:Iteration 9Q (705.004612 sec): 3 clusters Score: Raw -88794.624720 + Penalty 1644.389380 = -87150.235340 nChanged 23 SP:Iteration 10Q (705.029167 sec): 3 clusters Score: Raw -88808.403681 + Penalty 1644.389380 = -87164.014301 nChanged 22 SP:Iteration 11Q (705.053655 sec): 3 clusters Score: Raw -88818.834654 + Penalty 1644.389380 = -87174.445274 nChanged 18 SP:Iteration 12Q (705.078034 sec): 3 clusters Score: Raw -88826.520447 + Penalty 1644.389380 = -87182.131068 nChanged 9 SP:Iteration 13Q (705.102314 sec): 3 clusters Score: Raw -88829.377231 + Penalty 1644.389380 = -87184.987852 nChanged 4 SP:Iteration 14Q (705.126549 sec): 3 clusters Score: Raw -88830.694767 + Penalty 1644.389380 = -87186.305388 nChanged 5 SP:Iteration 15Q (705.151057 sec): 3 clusters Score: Raw -88832.106572 + Penalty 1644.389380 = -87187.717192 nChanged 2 SP:Iteration 16Q (705.175482 sec): 3 clusters Score: Raw -88833.101213 + Penalty 1644.389380 = -87188.711833 nChanged 2 SP:Iteration 17Q (705.199813 sec): 3 clusters Score: Raw -88833.592439 + Penalty 1644.389380 = -87189.203059 nChanged 0 SP:Iteration 18F (705.223844 sec): 3 clusters Score: Raw -88833.592439 + Penalty 1644.389380 = -87189.203059 nChanged 0 Score: Raw -1482046.637980 + Penalty 10970.815497 = -1471075.822483 Splitting cluster 5 changes total score from -1471197.149978 to -1471075.822483 So it's not getting split. Trying to split cluster 6 (2730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (705.762875 sec): 2 clusters Score: Raw -123477.752983 + Penalty 830.765973 = -122646.987009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.900729 sec): 3 clusters Score: Raw -122113.471559 + Penalty 1661.531947 = -120451.939612 nChanged 1077 SP:Iteration 1F (706.011681 sec): 3 clusters Score: Raw -122808.259554 + Penalty 1661.531947 = -121146.727608 nChanged 232 SP:Iteration 2F (706.144671 sec): 3 clusters Score: Raw -123041.235706 + Penalty 1661.531947 = -121379.703759 nChanged 207 SP:Iteration 3F (706.220507 sec): 3 clusters Score: Raw -123259.482858 + Penalty 1661.531947 = -121597.950911 nChanged 201 SP:Iteration 4F (706.337827 sec): 3 clusters Score: Raw -123500.210185 + Penalty 1661.531947 = -121838.678238 nChanged 184 SP:Iteration 5F (706.430250 sec): 3 clusters Score: Raw -123785.532034 + Penalty 1661.531947 = -122124.000088 nChanged 179 SP:Iteration 6F (706.546696 sec): 3 clusters Score: Raw -123948.490616 + Penalty 1661.531947 = -122286.958670 nChanged 150 SP:Iteration 7F (706.664178 sec): 3 clusters Score: Raw -124084.653922 + Penalty 1661.531947 = -122423.121975 nChanged 123 SP:Iteration 8Q (706.700813 sec): 3 clusters Score: Raw -124176.882066 + Penalty 1661.531947 = -122515.350120 nChanged 90 SP:Iteration 9Q (706.727486 sec): 3 clusters Score: Raw -124250.620342 + Penalty 1661.531947 = -122589.088396 nChanged 82 SP:Iteration 10Q (706.754046 sec): 3 clusters Score: Raw -124334.000724 + Penalty 1661.531947 = -122672.468778 nChanged 69 SP:Iteration 11Q (706.780716 sec): 3 clusters Score: Raw -124396.110872 + Penalty 1661.531947 = -122734.578926 nChanged 50 SP:Iteration 12Q (706.808551 sec): 3 clusters Score: Raw -124448.827107 + Penalty 1661.531947 = -122787.295160 nChanged 46 SP:Iteration 13Q (706.835165 sec): 3 clusters Score: Raw -124515.752880 + Penalty 1661.531947 = -122854.220933 nChanged 46 SP:Iteration 14Q (706.861353 sec): 3 clusters Score: Raw -124583.475763 + Penalty 1661.531947 = -122921.943817 nChanged 30 SP:Iteration 15Q (706.887130 sec): 3 clusters Score: Raw -124619.210129 + Penalty 1661.531947 = -122957.678182 nChanged 21 SP:Iteration 16Q (706.912911 sec): 3 clusters Score: Raw -124643.747797 + Penalty 1661.531947 = -122982.215850 nChanged 15 SP:Iteration 17Q (706.938325 sec): 3 clusters Score: Raw -124660.857308 + Penalty 1661.531947 = -122999.325361 nChanged 11 SP:Iteration 18Q (706.963656 sec): 3 clusters Score: Raw -124670.467348 + Penalty 1661.531947 = -123008.935401 nChanged 7 SP:Iteration 19Q (706.988888 sec): 3 clusters Score: Raw -124676.571373 + Penalty 1661.531947 = -123015.039427 nChanged 7 SP:Iteration 20F (707.015191 sec): 3 clusters Score: Raw -124682.121353 + Penalty 1661.531947 = -123020.589406 nChanged 4 SP:Iteration 21Q (707.040304 sec): 3 clusters Score: Raw -124685.634820 + Penalty 1661.531947 = -123024.102874 nChanged 2 SP:Iteration 22Q (707.066938 sec): 3 clusters Score: Raw -124686.976596 + Penalty 1661.531947 = -123025.444649 nChanged 0 SP:Iteration 23F (707.093261 sec): 3 clusters Score: Raw -124686.976596 + Penalty 1661.531947 = -123025.444649 nChanged 0 Score: Raw -1482293.676406 + Penalty 10970.815497 = -1471322.860909 Splitting cluster 6 changes total score from -1471197.149978 to -1471322.860909 So it's getting split into cluster 10. Trying to split cluster 7 (5987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (707.594744 sec): 2 clusters Score: Raw -283552.108044 + Penalty 913.221302 = -282638.886742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (707.648306 sec): 3 clusters Score: Raw -280226.270881 + Penalty 1826.442603 = -278399.828277 nChanged 2560 SP:Iteration 1F (707.699930 sec): 3 clusters Score: Raw -281741.845952 + Penalty 1826.442603 = -279915.403348 nChanged 445 SP:Iteration 2F (707.815104 sec): 3 clusters Score: Raw -281985.789868 + Penalty 1826.442603 = -280159.347265 nChanged 381 SP:Iteration 3F (707.941849 sec): 3 clusters Score: Raw -282224.510852 + Penalty 1826.442603 = -280398.068248 nChanged 359 SP:Iteration 4F (708.104499 sec): 3 clusters Score: Raw -282432.917830 + Penalty 1826.442603 = -280606.475226 nChanged 283 SP:Iteration 5Q (708.146235 sec): 3 clusters Score: Raw -282577.846768 + Penalty 1826.442603 = -280751.404164 nChanged 257 SP:Iteration 6Q (708.196770 sec): 3 clusters Score: Raw -282710.696040 + Penalty 1826.442603 = -280884.253436 nChanged 225 SP:Iteration 7Q (708.247312 sec): 3 clusters Score: Raw -282816.589525 + Penalty 1826.442603 = -280990.146921 nChanged 186 SP:Iteration 8Q (708.297742 sec): 3 clusters Score: Raw -282909.332319 + Penalty 1826.442603 = -281082.889715 nChanged 193 SP:Iteration 9Q (708.347500 sec): 3 clusters Score: Raw -283032.868168 + Penalty 1826.442603 = -281206.425565 nChanged 236 SP:Iteration 10Q (708.394824 sec): 3 clusters Score: Raw -283229.296085 + Penalty 1826.442603 = -281402.853482 nChanged 272 SP:Iteration 11Q (708.442046 sec): 3 clusters Score: Raw -283531.252335 + Penalty 1826.442603 = -281704.809732 nChanged 299 SP:Iteration 12Q (708.489056 sec): 3 clusters Score: Raw -283980.940538 + Penalty 1826.442603 = -282154.497935 nChanged 305 SP:Iteration 13F (708.537296 sec): 3 clusters Score: Raw -284476.357558 + Penalty 1826.442603 = -282649.914955 nChanged 271 SP:Iteration 14Q (708.585260 sec): 3 clusters Score: Raw -284941.383885 + Penalty 1826.442603 = -283114.941281 nChanged 223 SP:Iteration 15Q (708.632995 sec): 3 clusters Score: Raw -285428.678326 + Penalty 1826.442603 = -283602.235723 nChanged 189 SP:Iteration 16Q (708.680550 sec): 3 clusters Score: Raw -285768.727998 + Penalty 1826.442603 = -283942.285394 nChanged 137 SP:Iteration 17Q (708.725092 sec): 3 clusters Score: Raw -285882.994950 + Penalty 1826.442603 = -284056.552346 nChanged 77 SP:Iteration 18Q (708.769502 sec): 3 clusters Score: Raw -285925.629236 + Penalty 1826.442603 = -284099.186633 nChanged 45 SP:Iteration 19Q (708.896648 sec): 3 clusters Score: Raw -285943.421944 + Penalty 1826.442603 = -284116.979341 nChanged 20 SP:Iteration 20F (708.942588 sec): 3 clusters Score: Raw -285948.426284 + Penalty 1826.442603 = -284121.983681 nChanged 10 SP:Iteration 21Q (708.987494 sec): 3 clusters Score: Raw -285950.081574 + Penalty 1826.442603 = -284123.638971 nChanged 6 SP:Iteration 22Q (709.041157 sec): 3 clusters Score: Raw -285951.285508 + Penalty 1826.442603 = -284124.842905 nChanged 4 SP:Iteration 23Q (709.085941 sec): 3 clusters Score: Raw -285951.652997 + Penalty 1826.442603 = -284125.210393 nChanged 1 SP:Iteration 24Q (709.130635 sec): 3 clusters Score: Raw -285951.855845 + Penalty 1826.442603 = -284125.413242 nChanged 2 SP:Iteration 25Q (709.175283 sec): 3 clusters Score: Raw -285952.092182 + Penalty 1826.442603 = -284125.649579 nChanged 1 SP:Iteration 26Q (709.220087 sec): 3 clusters Score: Raw -285952.199154 + Penalty 1826.442603 = -284125.756551 nChanged 2 SP:Iteration 27Q (709.264562 sec): 3 clusters Score: Raw -285952.576900 + Penalty 1826.442603 = -284126.134297 nChanged 1 SP:Iteration 28Q (709.317138 sec): 3 clusters Score: Raw -285952.632370 + Penalty 1826.442603 = -284126.189767 nChanged 0 SP:Iteration 29F (709.363402 sec): 3 clusters Score: Raw -285952.632370 + Penalty 1826.442603 = -284126.189767 nChanged 0 Score: Raw -1484694.200732 + Penalty 12067.897047 = -1472626.303685 Splitting cluster 7 changes total score from -1471197.149978 to -1472626.303685 So it's getting split into cluster 11. Trying to split cluster 8 (1357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (709.955430 sec): 2 clusters Score: Raw -36249.300495 + Penalty 757.368324 = -35491.932170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (710.117490 sec): 3 clusters Score: Raw -35754.743076 + Penalty 1514.736649 = -34240.006428 nChanged 527 SP:Iteration 1F (710.205747 sec): 3 clusters Score: Raw -36417.304574 + Penalty 1514.736649 = -34902.567925 nChanged 169 SP:Iteration 2F (710.313850 sec): 3 clusters Score: Raw -36697.481495 + Penalty 1514.736649 = -35182.744847 nChanged 104 SP:Iteration 3F (710.418889 sec): 3 clusters Score: Raw -36866.453459 + Penalty 1514.736649 = -35351.716811 nChanged 65 SP:Iteration 4Q (710.524559 sec): 3 clusters Score: Raw -36944.701286 + Penalty 1514.736649 = -35429.964638 nChanged 44 SP:Iteration 5Q (710.628816 sec): 3 clusters Score: Raw -36994.344700 + Penalty 1514.736649 = -35479.608052 nChanged 34 SP:Iteration 6Q (710.716329 sec): 3 clusters Score: Raw -37025.816823 + Penalty 1514.736649 = -35511.080175 nChanged 21 SP:Iteration 7Q (710.821870 sec): 3 clusters Score: Raw -37042.926974 + Penalty 1514.736649 = -35528.190325 nChanged 16 SP:Iteration 8Q (710.927710 sec): 3 clusters Score: Raw -37053.346718 + Penalty 1514.736649 = -35538.610070 nChanged 9 SP:Iteration 9Q (711.033159 sec): 3 clusters Score: Raw -37058.468871 + Penalty 1514.736649 = -35543.732223 nChanged 3 SP:Iteration 10Q (711.138345 sec): 3 clusters Score: Raw -37060.759160 + Penalty 1514.736649 = -35546.022512 nChanged 3 SP:Iteration 11Q (711.243751 sec): 3 clusters Score: Raw -37062.304484 + Penalty 1514.736649 = -35547.567835 nChanged 4 SP:Iteration 12Q (711.348827 sec): 3 clusters Score: Raw -37064.558859 + Penalty 1514.736649 = -35549.822210 nChanged 1 SP:Iteration 13Q (711.453305 sec): 3 clusters Score: Raw -37064.876145 + Penalty 1514.736649 = -35550.139496 nChanged 1 SP:Iteration 14Q (711.558837 sec): 3 clusters Score: Raw -37065.268573 + Penalty 1514.736649 = -35550.531924 nChanged 2 SP:Iteration 15Q (711.664543 sec): 3 clusters Score: Raw -37065.835846 + Penalty 1514.736649 = -35551.099198 nChanged 2 SP:Iteration 16Q (711.769831 sec): 3 clusters Score: Raw -37067.055037 + Penalty 1514.736649 = -35552.318388 nChanged 1 SP:Iteration 17Q (711.859461 sec): 3 clusters Score: Raw -37068.475318 + Penalty 1514.736649 = -35553.738669 nChanged 1 SP:Iteration 18Q (711.965229 sec): 3 clusters Score: Raw -37069.300225 + Penalty 1514.736649 = -35554.563577 nChanged 1 SP:Iteration 19Q (712.070791 sec): 3 clusters Score: Raw -37069.681922 + Penalty 1514.736649 = -35554.945274 nChanged 1 SP:Iteration 20F (712.176494 sec): 3 clusters Score: Raw -37070.947533 + Penalty 1514.736649 = -35556.210884 nChanged 1 SP:Iteration 21Q (712.275901 sec): 3 clusters Score: Raw -37071.076484 + Penalty 1514.736649 = -35556.339836 nChanged 0 SP:Iteration 22F (712.381794 sec): 3 clusters Score: Raw -37071.076484 + Penalty 1514.736649 = -35556.339836 nChanged 0 Score: Raw -1485515.976721 + Penalty 13164.978597 = -1472350.998125 Splitting cluster 8 changes total score from -1471197.149978 to -1472350.998125 So it's getting split into cluster 12. Trying to split cluster 9 (3940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (713.118709 sec): 2 clusters Score: Raw -184103.531948 + Penalty 869.288280 = -183234.243668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (713.158058 sec): 3 clusters Score: Raw -181958.283083 + Penalty 1738.576560 = -180219.706523 nChanged 1634 SP:Iteration 1F (713.198695 sec): 3 clusters Score: Raw -183005.577350 + Penalty 1738.576560 = -181267.000790 nChanged 376 SP:Iteration 2F (713.239929 sec): 3 clusters Score: Raw -183398.463570 + Penalty 1738.576560 = -181659.887009 nChanged 303 SP:Iteration 3F (713.281002 sec): 3 clusters Score: Raw -183718.139398 + Penalty 1738.576560 = -181979.562837 nChanged 242 SP:Iteration 4F (713.321876 sec): 3 clusters Score: Raw -183919.275514 + Penalty 1738.576560 = -182180.698954 nChanged 218 SP:Iteration 5F (713.363080 sec): 3 clusters Score: Raw -184078.796533 + Penalty 1738.576560 = -182340.219973 nChanged 211 SP:Iteration 6F (713.493490 sec): 3 clusters Score: Raw -184251.129217 + Penalty 1738.576560 = -182512.552656 nChanged 177 SP:Iteration 7Q (713.616345 sec): 3 clusters Score: Raw -184384.017622 + Penalty 1738.576560 = -182645.441062 nChanged 138 SP:Iteration 8Q (713.740552 sec): 3 clusters Score: Raw -184484.382558 + Penalty 1738.576560 = -182745.805998 nChanged 115 SP:Iteration 9Q (713.849313 sec): 3 clusters Score: Raw -184542.008104 + Penalty 1738.576560 = -182803.431544 nChanged 66 SP:Iteration 10Q (713.886826 sec): 3 clusters Score: Raw -184563.581275 + Penalty 1738.576560 = -182825.004714 nChanged 39 SP:Iteration 11Q (713.924290 sec): 3 clusters Score: Raw -184574.318631 + Penalty 1738.576560 = -182835.742071 nChanged 27 SP:Iteration 12Q (713.962211 sec): 3 clusters Score: Raw -184581.340818 + Penalty 1738.576560 = -182842.764258 nChanged 18 SP:Iteration 13Q (713.999220 sec): 3 clusters Score: Raw -184585.563136 + Penalty 1738.576560 = -182846.986576 nChanged 17 SP:Iteration 14Q (714.036300 sec): 3 clusters Score: Raw -184588.528621 + Penalty 1738.576560 = -182849.952061 nChanged 16 SP:Iteration 15Q (714.073292 sec): 3 clusters Score: Raw -184591.961520 + Penalty 1738.576560 = -182853.384960 nChanged 16 SP:Iteration 16Q (714.110474 sec): 3 clusters Score: Raw -184595.224256 + Penalty 1738.576560 = -182856.647696 nChanged 17 SP:Iteration 17Q (714.148072 sec): 3 clusters Score: Raw -184598.471472 + Penalty 1738.576560 = -182859.894911 nChanged 15 SP:Iteration 18Q (714.185659 sec): 3 clusters Score: Raw -184601.217231 + Penalty 1738.576560 = -182862.640671 nChanged 12 SP:Iteration 19Q (714.222865 sec): 3 clusters Score: Raw -184603.503075 + Penalty 1738.576560 = -182864.926514 nChanged 10 SP:Iteration 20F (714.259795 sec): 3 clusters Score: Raw -184605.726334 + Penalty 1738.576560 = -182867.149773 nChanged 14 SP:Iteration 21Q (714.297066 sec): 3 clusters Score: Raw -184608.277206 + Penalty 1738.576560 = -182869.700646 nChanged 13 SP:Iteration 22Q (714.334178 sec): 3 clusters Score: Raw -184612.681219 + Penalty 1738.576560 = -182874.104659 nChanged 25 SP:Iteration 23Q (714.371469 sec): 3 clusters Score: Raw -184618.264860 + Penalty 1738.576560 = -182879.688299 nChanged 18 SP:Iteration 24Q (714.408741 sec): 3 clusters Score: Raw -184621.259770 + Penalty 1738.576560 = -182882.683209 nChanged 19 SP:Iteration 25Q (714.445998 sec): 3 clusters Score: Raw -184624.935209 + Penalty 1738.576560 = -182886.358648 nChanged 19 SP:Iteration 26Q (714.483167 sec): 3 clusters Score: Raw -184629.010060 + Penalty 1738.576560 = -182890.433500 nChanged 24 SP:Iteration 27Q (714.520392 sec): 3 clusters Score: Raw -184633.400190 + Penalty 1738.576560 = -182894.823629 nChanged 17 SP:Iteration 28Q (714.557666 sec): 3 clusters Score: Raw -184636.920039 + Penalty 1738.576560 = -182898.343479 nChanged 19 SP:Iteration 29Q (714.594398 sec): 3 clusters Score: Raw -184642.429279 + Penalty 1738.576560 = -182903.852718 nChanged 15 SP:Iteration 30Q (714.686249 sec): 3 clusters Score: Raw -184646.616636 + Penalty 1738.576560 = -182908.040075 nChanged 19 SP:Iteration 31Q (714.724170 sec): 3 clusters Score: Raw -184652.691447 + Penalty 1738.576560 = -182914.114887 nChanged 23 SP:Iteration 32Q (714.761558 sec): 3 clusters Score: Raw -184663.282224 + Penalty 1738.576560 = -182924.705664 nChanged 38 SP:Iteration 33Q (714.882163 sec): 3 clusters Score: Raw -184685.075139 + Penalty 1738.576560 = -182946.498579 nChanged 47 SP:Iteration 34Q (714.935750 sec): 3 clusters Score: Raw -184711.191719 + Penalty 1738.576560 = -182972.615158 nChanged 64 SP:Iteration 35Q (714.979007 sec): 3 clusters Score: Raw -184744.974403 + Penalty 1738.576560 = -183006.397842 nChanged 50 SP:Iteration 36Q (715.019966 sec): 3 clusters Score: Raw -184766.498732 + Penalty 1738.576560 = -183027.922172 nChanged 57 SP:Iteration 37Q (715.142747 sec): 3 clusters Score: Raw -184798.379631 + Penalty 1738.576560 = -183059.803071 nChanged 52 SP:Iteration 38Q (715.296454 sec): 3 clusters Score: Raw -184835.627473 + Penalty 1738.576560 = -183097.050912 nChanged 66 SP:Iteration 39Q (715.426889 sec): 3 clusters Score: Raw -184895.843429 + Penalty 1738.576560 = -183157.266868 nChanged 67 SP:Iteration 40F (715.551390 sec): 3 clusters Score: Raw -184955.853086 + Penalty 1738.576560 = -183217.276525 nChanged 60 SP:Iteration 41Q (715.577194 sec): 3 clusters Score: Raw -185033.341419 + Penalty 1738.576560 = -183294.764859 nChanged 61 SP:Iteration 42Q (715.614241 sec): 3 clusters Score: Raw -185126.693405 + Penalty 1738.576560 = -183388.116844 nChanged 40 SP:Iteration 43Q (715.650816 sec): 3 clusters Score: Raw -185177.261152 + Penalty 1738.576560 = -183438.684591 nChanged 22 SP:Iteration 44Q (715.686734 sec): 3 clusters Score: Raw -185194.494282 + Penalty 1738.576560 = -183455.917721 nChanged 10 SP:Iteration 45Q (715.722677 sec): 3 clusters Score: Raw -185200.423169 + Penalty 1738.576560 = -183461.846609 nChanged 9 SP:Iteration 46Q (715.758567 sec): 3 clusters Score: Raw -185204.482189 + Penalty 1738.576560 = -183465.905628 nChanged 4 SP:Iteration 47Q (715.794460 sec): 3 clusters Score: Raw -185206.055097 + Penalty 1738.576560 = -183467.478537 nChanged 2 SP:Iteration 48Q (715.830482 sec): 3 clusters Score: Raw -185206.566799 + Penalty 1738.576560 = -183467.990239 nChanged 0 SP:Iteration 49F (715.867916 sec): 3 clusters Score: Raw -185206.566799 + Penalty 1738.576560 = -183467.990239 nChanged 0 Score: Raw -1486619.011572 + Penalty 14262.060146 = -1472356.951426 Splitting cluster 9 changes total score from -1471197.149978 to -1472356.951426 So it's getting split into cluster 13. Iteration 59Q (716.986540 sec): 14 clusters Score: Raw -1487167.578402 + Penalty 14262.060146 = -1472905.518255 nChanged 807 Iteration 60F (717.624332 sec): 14 clusters Score: Raw -1487606.374412 + Penalty 14262.060146 = -1473344.314265 nChanged 460 Iteration 61Q (718.053881 sec): 14 clusters Score: Raw -1487800.670525 + Penalty 14262.060146 = -1473538.610379 nChanged 283 Iteration 62Q (718.425811 sec): 14 clusters Score: Raw -1487907.313754 + Penalty 14262.060146 = -1473645.253608 nChanged 202 Iteration 63Q (718.807009 sec): 14 clusters Score: Raw -1487974.410921 + Penalty 14262.060146 = -1473712.350775 nChanged 167 Iteration 64Q (719.309291 sec): 14 clusters Score: Raw -1488025.690374 + Penalty 14262.060146 = -1473763.630227 nChanged 129 Iteration 65Q (719.695059 sec): 14 clusters Score: Raw -1488061.313335 + Penalty 14262.060146 = -1473799.253188 nChanged 109 Iteration 66Q (720.344657 sec): 14 clusters Score: Raw -1488089.088615 + Penalty 14262.060146 = -1473827.028469 nChanged 85 Iteration 67Q (720.728645 sec): 14 clusters Score: Raw -1488110.181306 + Penalty 14262.060146 = -1473848.121160 nChanged 76 Iteration 68Q (721.144402 sec): 14 clusters Score: Raw -1488129.734222 + Penalty 14262.060146 = -1473867.674075 nChanged 73 Iteration 69Q (721.910678 sec): 14 clusters Score: Raw -1488150.242142 + Penalty 14262.060146 = -1473888.181996 nChanged 68 Iteration 70Q (722.322656 sec): 14 clusters Score: Raw -1488166.314364 + Penalty 14262.060146 = -1473904.254217 nChanged 56 Iteration 71Q (722.670484 sec): 14 clusters Score: Raw -1488180.132356 + Penalty 14262.060146 = -1473918.072209 nChanged 46 Iteration 72Q (723.048753 sec): 14 clusters Score: Raw -1488193.643764 + Penalty 14262.060146 = -1473931.583618 nChanged 43 Iteration 73Q (723.834856 sec): 14 clusters Score: Raw -1488204.789122 + Penalty 14262.060146 = -1473942.728976 nChanged 33 Iteration 74Q (724.248128 sec): 14 clusters Score: Raw -1488214.680716 + Penalty 14262.060146 = -1473952.620570 nChanged 32 Iteration 75Q (724.596306 sec): 14 clusters Score: Raw -1488221.679473 + Penalty 14262.060146 = -1473959.619327 nChanged 24 Iteration 76Q (725.270432 sec): 14 clusters Score: Raw -1488227.965844 + Penalty 14262.060146 = -1473965.905697 nChanged 26 Iteration 77Q (725.950163 sec): 14 clusters Score: Raw -1488232.805987 + Penalty 14262.060146 = -1473970.745841 nChanged 17 Iteration 78Q (726.334340 sec): 14 clusters Score: Raw -1488235.610990 + Penalty 14262.060146 = -1473973.550844 nChanged 20 Iteration 79Q (726.934240 sec): 14 clusters Score: Raw -1488240.147576 + Penalty 14262.060146 = -1473978.087429 nChanged 23 Iteration 80F (727.922911 sec): 14 clusters Score: Raw -1488244.352281 + Penalty 14262.060146 = -1473982.292135 nChanged 17 Iteration 81Q (728.369889 sec): 14 clusters Score: Raw -1488247.417943 + Penalty 14262.060146 = -1473985.357797 nChanged 13 Iteration 82Q (729.152396 sec): 14 clusters Score: Raw -1488248.852098 + Penalty 14262.060146 = -1473986.791951 nChanged 6 Iteration 83Q (729.537106 sec): 14 clusters Score: Raw -1488249.510877 + Penalty 14262.060146 = -1473987.450731 nChanged 6 Iteration 84Q (729.941318 sec): 14 clusters Score: Raw -1488250.191087 + Penalty 14262.060146 = -1473988.130940 nChanged 2 Iteration 85Q (730.521403 sec): 14 clusters Score: Raw -1488250.391478 + Penalty 14262.060146 = -1473988.331332 nChanged 3 Iteration 86Q (730.897274 sec): 14 clusters Score: Raw -1488250.635990 + Penalty 14262.060146 = -1473988.575844 nChanged 3 Iteration 87Q (731.276914 sec): 14 clusters Score: Raw -1488251.036710 + Penalty 14262.060146 = -1473988.976563 nChanged 2 Iteration 88Q (731.924220 sec): 14 clusters Score: Raw -1488251.195322 + Penalty 14262.060146 = -1473989.135176 nChanged 2 Iteration 89Q (732.514020 sec): 14 clusters Score: Raw -1488251.277034 + Penalty 14262.060146 = -1473989.216887 nChanged 0 Iteration 90F (733.115135 sec): 14 clusters Score: Raw -1488251.277034 + Penalty 14262.060146 = -1473989.216887 nChanged 0 Compute initial score before splitting: Score: Raw -1488251.277034 + Penalty 14262.060146 = -1473989.216887 Trying to split cluster 1 (3145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (733.154944 sec): 2 clusters Score: Raw -141947.701169 + Penalty 845.624763 = -141102.076407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (733.186545 sec): 3 clusters Score: Raw -140347.253606 + Penalty 1691.249526 = -138656.004081 nChanged 1242 SP:Iteration 1F (733.221044 sec): 3 clusters Score: Raw -141078.489378 + Penalty 1691.249526 = -139387.239852 nChanged 250 SP:Iteration 2F (733.255365 sec): 3 clusters Score: Raw -141244.766741 + Penalty 1691.249526 = -139553.517216 nChanged 209 SP:Iteration 3F (733.289973 sec): 3 clusters Score: Raw -141385.420963 + Penalty 1691.249526 = -139694.171438 nChanged 170 SP:Iteration 4F (733.322233 sec): 3 clusters Score: Raw -141508.948200 + Penalty 1691.249526 = -139817.698674 nChanged 154 SP:Iteration 5Q (733.352772 sec): 3 clusters Score: Raw -141626.749146 + Penalty 1691.249526 = -139935.499621 nChanged 127 SP:Iteration 6Q (733.383107 sec): 3 clusters Score: Raw -141704.913350 + Penalty 1691.249526 = -140013.663824 nChanged 101 SP:Iteration 7Q (733.413525 sec): 3 clusters Score: Raw -141763.506870 + Penalty 1691.249526 = -140072.257345 nChanged 94 SP:Iteration 8Q (733.443816 sec): 3 clusters Score: Raw -141825.280044 + Penalty 1691.249526 = -140134.030519 nChanged 87 SP:Iteration 9Q (733.474315 sec): 3 clusters Score: Raw -141896.418452 + Penalty 1691.249526 = -140205.168927 nChanged 89 SP:Iteration 10Q (733.504690 sec): 3 clusters Score: Raw -141964.057036 + Penalty 1691.249526 = -140272.807510 nChanged 83 SP:Iteration 11Q (733.535132 sec): 3 clusters Score: Raw -142017.336462 + Penalty 1691.249526 = -140326.086936 nChanged 74 SP:Iteration 12Q (733.565434 sec): 3 clusters Score: Raw -142058.890943 + Penalty 1691.249526 = -140367.641418 nChanged 61 SP:Iteration 13Q (733.595818 sec): 3 clusters Score: Raw -142083.976893 + Penalty 1691.249526 = -140392.727367 nChanged 48 SP:Iteration 14Q (733.625895 sec): 3 clusters Score: Raw -142105.262434 + Penalty 1691.249526 = -140414.012908 nChanged 40 SP:Iteration 15Q (733.742717 sec): 3 clusters Score: Raw -142120.166116 + Penalty 1691.249526 = -140428.916591 nChanged 28 SP:Iteration 16Q (733.895880 sec): 3 clusters Score: Raw -142128.908994 + Penalty 1691.249526 = -140437.659468 nChanged 23 SP:Iteration 17Q (733.990141 sec): 3 clusters Score: Raw -142135.538666 + Penalty 1691.249526 = -140444.289141 nChanged 21 SP:Iteration 18Q (734.109982 sec): 3 clusters Score: Raw -142142.190769 + Penalty 1691.249526 = -140450.941243 nChanged 21 SP:Iteration 19Q (734.140763 sec): 3 clusters Score: Raw -142147.874867 + Penalty 1691.249526 = -140456.625342 nChanged 25 SP:Iteration 20F (734.171046 sec): 3 clusters Score: Raw -142153.618667 + Penalty 1691.249526 = -140462.369142 nChanged 14 SP:Iteration 21Q (734.201588 sec): 3 clusters Score: Raw -142158.785401 + Penalty 1691.249526 = -140467.535875 nChanged 20 SP:Iteration 22Q (734.231810 sec): 3 clusters Score: Raw -142166.608623 + Penalty 1691.249526 = -140475.359097 nChanged 19 SP:Iteration 23Q (734.271764 sec): 3 clusters Score: Raw -142172.131501 + Penalty 1691.249526 = -140480.881975 nChanged 14 SP:Iteration 24Q (734.301988 sec): 3 clusters Score: Raw -142175.543993 + Penalty 1691.249526 = -140484.294467 nChanged 21 SP:Iteration 25Q (734.332192 sec): 3 clusters Score: Raw -142182.938184 + Penalty 1691.249526 = -140491.688658 nChanged 24 SP:Iteration 26Q (734.362284 sec): 3 clusters Score: Raw -142193.550092 + Penalty 1691.249526 = -140502.300567 nChanged 24 SP:Iteration 27Q (734.392323 sec): 3 clusters Score: Raw -142202.705911 + Penalty 1691.249526 = -140511.456386 nChanged 25 SP:Iteration 28Q (734.422408 sec): 3 clusters Score: Raw -142209.274823 + Penalty 1691.249526 = -140518.025297 nChanged 18 SP:Iteration 29Q (734.452385 sec): 3 clusters Score: Raw -142214.199126 + Penalty 1691.249526 = -140522.949601 nChanged 14 SP:Iteration 30Q (734.482487 sec): 3 clusters Score: Raw -142217.964648 + Penalty 1691.249526 = -140526.715123 nChanged 18 SP:Iteration 31Q (734.512472 sec): 3 clusters Score: Raw -142223.909295 + Penalty 1691.249526 = -140532.659769 nChanged 16 SP:Iteration 32Q (734.542764 sec): 3 clusters Score: Raw -142229.410396 + Penalty 1691.249526 = -140538.160871 nChanged 11 SP:Iteration 33Q (734.573135 sec): 3 clusters Score: Raw -142233.021156 + Penalty 1691.249526 = -140541.771631 nChanged 17 SP:Iteration 34Q (734.603388 sec): 3 clusters Score: Raw -142240.389888 + Penalty 1691.249526 = -140549.140363 nChanged 20 SP:Iteration 35Q (734.633538 sec): 3 clusters Score: Raw -142248.088243 + Penalty 1691.249526 = -140556.838718 nChanged 26 SP:Iteration 36Q (734.663779 sec): 3 clusters Score: Raw -142261.468218 + Penalty 1691.249526 = -140570.218693 nChanged 20 SP:Iteration 37Q (734.693757 sec): 3 clusters Score: Raw -142272.512594 + Penalty 1691.249526 = -140581.263068 nChanged 23 SP:Iteration 38Q (734.723819 sec): 3 clusters Score: Raw -142280.329185 + Penalty 1691.249526 = -140589.079659 nChanged 11 SP:Iteration 39Q (734.753699 sec): 3 clusters Score: Raw -142282.493763 + Penalty 1691.249526 = -140591.244238 nChanged 3 SP:Iteration 40F (734.783385 sec): 3 clusters Score: Raw -142282.888370 + Penalty 1691.249526 = -140591.638844 nChanged 3 SP:Iteration 41Q (734.813426 sec): 3 clusters Score: Raw -142283.867492 + Penalty 1691.249526 = -140592.617966 nChanged 2 SP:Iteration 42Q (734.843470 sec): 3 clusters Score: Raw -142284.278599 + Penalty 1691.249526 = -140593.029074 nChanged 5 SP:Iteration 43Q (734.873382 sec): 3 clusters Score: Raw -142285.566116 + Penalty 1691.249526 = -140594.316590 nChanged 3 SP:Iteration 44Q (734.903378 sec): 3 clusters Score: Raw -142286.031318 + Penalty 1691.249526 = -140594.781792 nChanged 2 SP:Iteration 45Q (734.933361 sec): 3 clusters Score: Raw -142286.670150 + Penalty 1691.249526 = -140595.420624 nChanged 2 SP:Iteration 46Q (734.963318 sec): 3 clusters Score: Raw -142286.959438 + Penalty 1691.249526 = -140595.709912 nChanged 0 SP:Iteration 47F (735.083974 sec): 3 clusters Score: Raw -142286.959438 + Penalty 1691.249526 = -140595.709912 nChanged 0 Trying to split cluster 2 (1199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (735.149468 sec): 2 clusters Score: Raw -48918.543097 + Penalty 744.370531 = -48174.172566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (735.248367 sec): 3 clusters Score: Raw -48410.371524 + Penalty 1488.741063 = -46921.630462 nChanged 433 SP:Iteration 1F (735.367809 sec): 3 clusters Score: Raw -48764.096504 + Penalty 1488.741063 = -47275.355442 nChanged 128 SP:Iteration 2F (735.455072 sec): 3 clusters Score: Raw -48897.154563 + Penalty 1488.741063 = -47408.413501 nChanged 93 SP:Iteration 3F (735.469114 sec): 3 clusters Score: Raw -49008.810390 + Penalty 1488.741063 = -47520.069327 nChanged 72 SP:Iteration 4F (735.482672 sec): 3 clusters Score: Raw -49091.987898 + Penalty 1488.741063 = -47603.246835 nChanged 49 SP:Iteration 5Q (735.496482 sec): 3 clusters Score: Raw -49134.444754 + Penalty 1488.741063 = -47645.703692 nChanged 28 SP:Iteration 6Q (735.510206 sec): 3 clusters Score: Raw -49156.608429 + Penalty 1488.741063 = -47667.867367 nChanged 17 SP:Iteration 7Q (735.523989 sec): 3 clusters Score: Raw -49172.215694 + Penalty 1488.741063 = -47683.474632 nChanged 21 SP:Iteration 8Q (735.537697 sec): 3 clusters Score: Raw -49190.963464 + Penalty 1488.741063 = -47702.222401 nChanged 16 SP:Iteration 9Q (735.551424 sec): 3 clusters Score: Raw -49205.468043 + Penalty 1488.741063 = -47716.726980 nChanged 17 SP:Iteration 10Q (735.565216 sec): 3 clusters Score: Raw -49218.965050 + Penalty 1488.741063 = -47730.223988 nChanged 20 SP:Iteration 11Q (735.580059 sec): 3 clusters Score: Raw -49233.510143 + Penalty 1488.741063 = -47744.769081 nChanged 12 SP:Iteration 12Q (735.602857 sec): 3 clusters Score: Raw -49242.658696 + Penalty 1488.741063 = -47753.917633 nChanged 8 SP:Iteration 13Q (735.617382 sec): 3 clusters Score: Raw -49250.251320 + Penalty 1488.741063 = -47761.510257 nChanged 6 SP:Iteration 14Q (735.631048 sec): 3 clusters Score: Raw -49255.822390 + Penalty 1488.741063 = -47767.081328 nChanged 7 SP:Iteration 15Q (735.644618 sec): 3 clusters Score: Raw -49260.930878 + Penalty 1488.741063 = -47772.189816 nChanged 5 SP:Iteration 16Q (735.658204 sec): 3 clusters Score: Raw -49263.300999 + Penalty 1488.741063 = -47774.559937 nChanged 5 SP:Iteration 17Q (735.671787 sec): 3 clusters Score: Raw -49266.561835 + Penalty 1488.741063 = -47777.820773 nChanged 11 SP:Iteration 18Q (735.685564 sec): 3 clusters Score: Raw -49271.618882 + Penalty 1488.741063 = -47782.877819 nChanged 3 SP:Iteration 19Q (735.699219 sec): 3 clusters Score: Raw -49273.346886 + Penalty 1488.741063 = -47784.605823 nChanged 2 SP:Iteration 20F (735.712664 sec): 3 clusters Score: Raw -49275.204706 + Penalty 1488.741063 = -47786.463643 nChanged 1 SP:Iteration 21Q (735.726226 sec): 3 clusters Score: Raw -49277.258318 + Penalty 1488.741063 = -47788.517255 nChanged 6 SP:Iteration 22Q (735.739834 sec): 3 clusters Score: Raw -49279.923650 + Penalty 1488.741063 = -47791.182588 nChanged 4 SP:Iteration 23Q (735.753483 sec): 3 clusters Score: Raw -49281.962978 + Penalty 1488.741063 = -47793.221915 nChanged 5 SP:Iteration 24Q (735.767152 sec): 3 clusters Score: Raw -49284.675682 + Penalty 1488.741063 = -47795.934619 nChanged 2 SP:Iteration 25Q (735.780726 sec): 3 clusters Score: Raw -49285.872037 + Penalty 1488.741063 = -47797.130975 nChanged 2 SP:Iteration 26Q (735.794340 sec): 3 clusters Score: Raw -49286.555644 + Penalty 1488.741063 = -47797.814581 nChanged 1 SP:Iteration 27Q (735.808004 sec): 3 clusters Score: Raw -49287.266614 + Penalty 1488.741063 = -47798.525552 nChanged 1 SP:Iteration 28Q (735.821656 sec): 3 clusters Score: Raw -49287.719535 + Penalty 1488.741063 = -47798.978473 nChanged 0 SP:Iteration 29F (735.937037 sec): 3 clusters Score: Raw -49287.719535 + Penalty 1488.741063 = -47798.978473 nChanged 0 Trying to split cluster 3 (6855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.044479 sec): 2 clusters Score: Raw -337923.483558 + Penalty 927.437027 = -336996.046531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.097776 sec): 3 clusters Score: Raw -333983.136037 + Penalty 1854.874054 = -332128.261983 nChanged 2942 SP:Iteration 1F (736.157143 sec): 3 clusters Score: Raw -335586.022608 + Penalty 1854.874054 = -333731.148554 nChanged 413 SP:Iteration 2F (736.207912 sec): 3 clusters Score: Raw -335752.766039 + Penalty 1854.874054 = -333897.891985 nChanged 355 SP:Iteration 3F (736.259121 sec): 3 clusters Score: Raw -335917.168891 + Penalty 1854.874054 = -334062.294837 nChanged 318 SP:Iteration 4Q (736.311575 sec): 3 clusters Score: Raw -336082.024617 + Penalty 1854.874054 = -334227.150563 nChanged 308 SP:Iteration 5Q (736.363054 sec): 3 clusters Score: Raw -336255.633592 + Penalty 1854.874054 = -334400.759538 nChanged 300 SP:Iteration 6Q (736.414206 sec): 3 clusters Score: Raw -336435.984108 + Penalty 1854.874054 = -334581.110053 nChanged 296 SP:Iteration 7Q (736.465407 sec): 3 clusters Score: Raw -336632.172332 + Penalty 1854.874054 = -334777.298277 nChanged 279 SP:Iteration 8Q (736.516279 sec): 3 clusters Score: Raw -336839.468663 + Penalty 1854.874054 = -334984.594609 nChanged 301 SP:Iteration 9Q (736.567959 sec): 3 clusters Score: Raw -337080.311243 + Penalty 1854.874054 = -335225.437189 nChanged 301 SP:Iteration 10Q (736.641379 sec): 3 clusters Score: Raw -337342.893095 + Penalty 1854.874054 = -335488.019041 nChanged 265 SP:Iteration 11Q (736.692281 sec): 3 clusters Score: Raw -337566.189533 + Penalty 1854.874054 = -335711.315478 nChanged 208 SP:Iteration 12Q (736.742903 sec): 3 clusters Score: Raw -337710.416113 + Penalty 1854.874054 = -335855.542059 nChanged 159 SP:Iteration 13Q (736.792936 sec): 3 clusters Score: Raw -337816.202419 + Penalty 1854.874054 = -335961.328365 nChanged 129 SP:Iteration 14Q (736.843181 sec): 3 clusters Score: Raw -337907.837032 + Penalty 1854.874054 = -336052.962978 nChanged 116 SP:Iteration 15Q (736.894314 sec): 3 clusters Score: Raw -337971.560318 + Penalty 1854.874054 = -336116.686263 nChanged 89 SP:Iteration 16Q (736.945652 sec): 3 clusters Score: Raw -338014.348889 + Penalty 1854.874054 = -336159.474835 nChanged 63 SP:Iteration 17Q (736.996676 sec): 3 clusters Score: Raw -338045.862619 + Penalty 1854.874054 = -336190.988565 nChanged 52 SP:Iteration 18Q (737.045220 sec): 3 clusters Score: Raw -338064.186667 + Penalty 1854.874054 = -336209.312613 nChanged 40 SP:Iteration 19Q (737.093731 sec): 3 clusters Score: Raw -338080.191419 + Penalty 1854.874054 = -336225.317364 nChanged 40 SP:Iteration 20F (737.142150 sec): 3 clusters Score: Raw -338102.633160 + Penalty 1854.874054 = -336247.759105 nChanged 45 SP:Iteration 21Q (737.188637 sec): 3 clusters Score: Raw -338131.820262 + Penalty 1854.874054 = -336276.946207 nChanged 52 SP:Iteration 22Q (737.235931 sec): 3 clusters Score: Raw -338167.556705 + Penalty 1854.874054 = -336312.682650 nChanged 42 SP:Iteration 23Q (737.287480 sec): 3 clusters Score: Raw -338198.615645 + Penalty 1854.874054 = -336343.741590 nChanged 33 SP:Iteration 24Q (737.338744 sec): 3 clusters Score: Raw -338221.077508 + Penalty 1854.874054 = -336366.203453 nChanged 36 SP:Iteration 25Q (737.386584 sec): 3 clusters Score: Raw -338243.466853 + Penalty 1854.874054 = -336388.592799 nChanged 22 SP:Iteration 26Q (737.432777 sec): 3 clusters Score: Raw -338253.392703 + Penalty 1854.874054 = -336398.518649 nChanged 18 SP:Iteration 27Q (737.478916 sec): 3 clusters Score: Raw -338260.728265 + Penalty 1854.874054 = -336405.854211 nChanged 15 SP:Iteration 28Q (737.524807 sec): 3 clusters Score: Raw -338272.212097 + Penalty 1854.874054 = -336417.338042 nChanged 22 SP:Iteration 29Q (737.647081 sec): 3 clusters Score: Raw -338291.543568 + Penalty 1854.874054 = -336436.669514 nChanged 28 SP:Iteration 30Q (737.774248 sec): 3 clusters Score: Raw -338327.754520 + Penalty 1854.874054 = -336472.880466 nChanged 38 SP:Iteration 31Q (737.904852 sec): 3 clusters Score: Raw -338367.911759 + Penalty 1854.874054 = -336513.037705 nChanged 48 SP:Iteration 32Q (738.036920 sec): 3 clusters Score: Raw -338412.909118 + Penalty 1854.874054 = -336558.035064 nChanged 53 SP:Iteration 33Q (738.103376 sec): 3 clusters Score: Raw -338457.691431 + Penalty 1854.874054 = -336602.817376 nChanged 58 SP:Iteration 34Q (738.149382 sec): 3 clusters Score: Raw -338501.500192 + Penalty 1854.874054 = -336646.626137 nChanged 54 SP:Iteration 35Q (738.197904 sec): 3 clusters Score: Raw -338541.403598 + Penalty 1854.874054 = -336686.529543 nChanged 52 SP:Iteration 36Q (738.246609 sec): 3 clusters Score: Raw -338579.024573 + Penalty 1854.874054 = -336724.150519 nChanged 52 SP:Iteration 37Q (738.295219 sec): 3 clusters Score: Raw -338622.272639 + Penalty 1854.874054 = -336767.398585 nChanged 66 SP:Iteration 38Q (738.343190 sec): 3 clusters Score: Raw -338667.683417 + Penalty 1854.874054 = -336812.809363 nChanged 63 SP:Iteration 39Q (738.389669 sec): 3 clusters Score: Raw -338704.451910 + Penalty 1854.874054 = -336849.577856 nChanged 51 SP:Iteration 40F (738.439688 sec): 3 clusters Score: Raw -338737.712560 + Penalty 1854.874054 = -336882.838506 nChanged 62 SP:Iteration 41Q (738.486950 sec): 3 clusters Score: Raw -338777.862263 + Penalty 1854.874054 = -336922.988209 nChanged 72 SP:Iteration 42Q (738.537141 sec): 3 clusters Score: Raw -338821.700029 + Penalty 1854.874054 = -336966.825975 nChanged 54 SP:Iteration 43Q (738.587545 sec): 3 clusters Score: Raw -338847.230842 + Penalty 1854.874054 = -336992.356787 nChanged 43 SP:Iteration 44Q (738.637780 sec): 3 clusters Score: Raw -338865.842632 + Penalty 1854.874054 = -337010.968578 nChanged 33 SP:Iteration 45Q (738.686416 sec): 3 clusters Score: Raw -338880.133997 + Penalty 1854.874054 = -337025.259943 nChanged 27 SP:Iteration 46Q (738.732389 sec): 3 clusters Score: Raw -338891.037093 + Penalty 1854.874054 = -337036.163039 nChanged 30 SP:Iteration 47Q (738.778299 sec): 3 clusters Score: Raw -338904.590181 + Penalty 1854.874054 = -337049.716127 nChanged 31 SP:Iteration 48Q (738.824163 sec): 3 clusters Score: Raw -338917.803944 + Penalty 1854.874054 = -337062.929890 nChanged 29 SP:Iteration 49Q (738.874836 sec): 3 clusters Score: Raw -338928.854214 + Penalty 1854.874054 = -337073.980160 nChanged 25 SP:Iteration 50Q (738.925588 sec): 3 clusters Score: Raw -338938.965963 + Penalty 1854.874054 = -337084.091909 nChanged 22 SP:Iteration 51Q (738.976195 sec): 3 clusters Score: Raw -338947.749689 + Penalty 1854.874054 = -337092.875635 nChanged 25 SP:Iteration 52Q (739.025562 sec): 3 clusters Score: Raw -338959.756011 + Penalty 1854.874054 = -337104.881957 nChanged 30 SP:Iteration 53Q (739.154677 sec): 3 clusters Score: Raw -338969.584784 + Penalty 1854.874054 = -337114.710729 nChanged 18 SP:Iteration 54Q (739.280552 sec): 3 clusters Score: Raw -338975.872039 + Penalty 1854.874054 = -337120.997984 nChanged 17 SP:Iteration 55Q (739.326213 sec): 3 clusters Score: Raw -338981.307215 + Penalty 1854.874054 = -337126.433160 nChanged 12 SP:Iteration 56Q (739.373828 sec): 3 clusters Score: Raw -338984.688219 + Penalty 1854.874054 = -337129.814165 nChanged 8 SP:Iteration 57Q (739.422550 sec): 3 clusters Score: Raw -338986.311859 + Penalty 1854.874054 = -337131.437805 nChanged 7 SP:Iteration 58Q (739.471348 sec): 3 clusters Score: Raw -338987.548712 + Penalty 1854.874054 = -337132.674658 nChanged 6 SP:Iteration 59Q (739.519671 sec): 3 clusters Score: Raw -338988.688012 + Penalty 1854.874054 = -337133.813958 nChanged 4 SP:Iteration 60F (739.571382 sec): 3 clusters Score: Raw -338991.863182 + Penalty 1854.874054 = -337136.989127 nChanged 9 SP:Iteration 61Q (739.713310 sec): 3 clusters Score: Raw -338993.969537 + Penalty 1854.874054 = -337139.095483 nChanged 13 SP:Iteration 62Q (739.859768 sec): 3 clusters Score: Raw -338997.320214 + Penalty 1854.874054 = -337142.446159 nChanged 9 SP:Iteration 63Q (740.000396 sec): 3 clusters Score: Raw -338999.651068 + Penalty 1854.874054 = -337144.777014 nChanged 8 SP:Iteration 64Q (740.068058 sec): 3 clusters Score: Raw -339001.348960 + Penalty 1854.874054 = -337146.474905 nChanged 5 SP:Iteration 65Q (740.178406 sec): 3 clusters Score: Raw -339002.304377 + Penalty 1854.874054 = -337147.430323 nChanged 5 SP:Iteration 66Q (740.229366 sec): 3 clusters Score: Raw -339003.387883 + Penalty 1854.874054 = -337148.513829 nChanged 4 SP:Iteration 67Q (740.280468 sec): 3 clusters Score: Raw -339004.300560 + Penalty 1854.874054 = -337149.426505 nChanged 5 SP:Iteration 68Q (740.328383 sec): 3 clusters Score: Raw -339005.422233 + Penalty 1854.874054 = -337150.548179 nChanged 5 SP:Iteration 69Q (740.373816 sec): 3 clusters Score: Raw -339006.626456 + Penalty 1854.874054 = -337151.752402 nChanged 7 SP:Iteration 70Q (740.419025 sec): 3 clusters Score: Raw -339008.359360 + Penalty 1854.874054 = -337153.485306 nChanged 1 SP:Iteration 71Q (740.465201 sec): 3 clusters Score: Raw -339008.594208 + Penalty 1854.874054 = -337153.720153 nChanged 0 SP:Iteration 72F (740.518399 sec): 3 clusters Score: Raw -339008.594208 + Penalty 1854.874054 = -337153.720153 nChanged 0 Score: Raw -1489336.387683 + Penalty 15359.141696 = -1473977.245987 Splitting cluster 3 changes total score from -1473989.216887 to -1473977.245987 So it's not getting split. Trying to split cluster 4 (6259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (741.212442 sec): 2 clusters Score: Raw -286783.780037 + Penalty 917.886449 = -285865.893588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (741.282473 sec): 3 clusters Score: Raw -283264.094867 + Penalty 1835.772898 = -281428.321969 nChanged 2711 SP:Iteration 1F (741.342549 sec): 3 clusters Score: Raw -284887.382398 + Penalty 1835.772898 = -283051.609500 nChanged 514 SP:Iteration 2F (741.402793 sec): 3 clusters Score: Raw -285241.573184 + Penalty 1835.772898 = -283405.800286 nChanged 447 SP:Iteration 3F (741.451361 sec): 3 clusters Score: Raw -285601.012712 + Penalty 1835.772898 = -283765.239813 nChanged 395 SP:Iteration 4F (741.497133 sec): 3 clusters Score: Raw -285923.250797 + Penalty 1835.772898 = -284087.477898 nChanged 366 SP:Iteration 5F (741.542587 sec): 3 clusters Score: Raw -286244.312280 + Penalty 1835.772898 = -284408.539381 nChanged 355 SP:Iteration 6F (741.589415 sec): 3 clusters Score: Raw -286590.372768 + Penalty 1835.772898 = -284754.599870 nChanged 323 SP:Iteration 7F (741.639731 sec): 3 clusters Score: Raw -286888.455619 + Penalty 1835.772898 = -285052.682721 nChanged 274 SP:Iteration 8Q (741.690523 sec): 3 clusters Score: Raw -287078.788041 + Penalty 1835.772898 = -285243.015142 nChanged 226 SP:Iteration 9Q (741.741604 sec): 3 clusters Score: Raw -287208.327333 + Penalty 1835.772898 = -285372.554434 nChanged 189 SP:Iteration 10Q (741.790710 sec): 3 clusters Score: Raw -287289.300843 + Penalty 1835.772898 = -285453.527944 nChanged 126 SP:Iteration 11Q (741.837705 sec): 3 clusters Score: Raw -287338.916399 + Penalty 1835.772898 = -285503.143501 nChanged 113 SP:Iteration 12Q (741.884487 sec): 3 clusters Score: Raw -287375.851807 + Penalty 1835.772898 = -285540.078909 nChanged 86 SP:Iteration 13Q (741.931300 sec): 3 clusters Score: Raw -287402.167322 + Penalty 1835.772898 = -285566.394424 nChanged 67 SP:Iteration 14Q (741.981102 sec): 3 clusters Score: Raw -287418.868780 + Penalty 1835.772898 = -285583.095882 nChanged 59 SP:Iteration 15Q (742.030647 sec): 3 clusters Score: Raw -287432.503503 + Penalty 1835.772898 = -285596.730604 nChanged 43 SP:Iteration 16Q (742.168681 sec): 3 clusters Score: Raw -287441.084837 + Penalty 1835.772898 = -285605.311939 nChanged 28 SP:Iteration 17Q (742.227480 sec): 3 clusters Score: Raw -287446.491511 + Penalty 1835.772898 = -285610.718612 nChanged 22 SP:Iteration 18Q (742.400474 sec): 3 clusters Score: Raw -287450.352828 + Penalty 1835.772898 = -285614.579930 nChanged 15 SP:Iteration 19Q (742.541284 sec): 3 clusters Score: Raw -287453.155421 + Penalty 1835.772898 = -285617.382523 nChanged 17 SP:Iteration 20F (742.589273 sec): 3 clusters Score: Raw -287455.756625 + Penalty 1835.772898 = -285619.983727 nChanged 14 SP:Iteration 21Q (742.639814 sec): 3 clusters Score: Raw -287457.596091 + Penalty 1835.772898 = -285621.823193 nChanged 13 SP:Iteration 22Q (742.690423 sec): 3 clusters Score: Raw -287459.527501 + Penalty 1835.772898 = -285623.754603 nChanged 4 SP:Iteration 23Q (742.741202 sec): 3 clusters Score: Raw -287460.137763 + Penalty 1835.772898 = -285624.364864 nChanged 5 SP:Iteration 24Q (742.818639 sec): 3 clusters Score: Raw -287460.618014 + Penalty 1835.772898 = -285624.845116 nChanged 2 SP:Iteration 25Q (742.919635 sec): 3 clusters Score: Raw -287460.895177 + Penalty 1835.772898 = -285625.122279 nChanged 3 SP:Iteration 26Q (742.966961 sec): 3 clusters Score: Raw -287461.406773 + Penalty 1835.772898 = -285625.633874 nChanged 5 SP:Iteration 27Q (743.013772 sec): 3 clusters Score: Raw -287462.126979 + Penalty 1835.772898 = -285626.354081 nChanged 2 SP:Iteration 28Q (743.060766 sec): 3 clusters Score: Raw -287462.428038 + Penalty 1835.772898 = -285626.655139 nChanged 3 SP:Iteration 29Q (743.107923 sec): 3 clusters Score: Raw -287463.028362 + Penalty 1835.772898 = -285627.255463 nChanged 2 SP:Iteration 30Q (743.158137 sec): 3 clusters Score: Raw -287463.327339 + Penalty 1835.772898 = -285627.554440 nChanged 4 SP:Iteration 31Q (743.208610 sec): 3 clusters Score: Raw -287463.681713 + Penalty 1835.772898 = -285627.908815 nChanged 2 SP:Iteration 32Q (743.259173 sec): 3 clusters Score: Raw -287463.822430 + Penalty 1835.772898 = -285628.049531 nChanged 0 SP:Iteration 33F (743.307998 sec): 3 clusters Score: Raw -287463.822430 + Penalty 1835.772898 = -285628.049531 nChanged 0 Trying to split cluster 5 (2229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (743.344391 sec): 2 clusters Score: Raw -78999.106703 + Penalty 809.477375 = -78189.629328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (743.367643 sec): 3 clusters Score: Raw -77945.633223 + Penalty 1618.954750 = -76326.678473 nChanged 859 SP:Iteration 1F (743.390216 sec): 3 clusters Score: Raw -78687.143914 + Penalty 1618.954750 = -77068.189164 nChanged 207 SP:Iteration 2F (743.414517 sec): 3 clusters Score: Raw -78972.238126 + Penalty 1618.954750 = -77353.283376 nChanged 173 SP:Iteration 3F (743.438698 sec): 3 clusters Score: Raw -79199.190356 + Penalty 1618.954750 = -77580.235606 nChanged 141 SP:Iteration 4F (743.462801 sec): 3 clusters Score: Raw -79350.335758 + Penalty 1618.954750 = -77731.381008 nChanged 104 SP:Iteration 5Q (743.487275 sec): 3 clusters Score: Raw -79447.168066 + Penalty 1618.954750 = -77828.213316 nChanged 86 SP:Iteration 6Q (743.511571 sec): 3 clusters Score: Raw -79516.857632 + Penalty 1618.954750 = -77897.902882 nChanged 58 SP:Iteration 7Q (743.535940 sec): 3 clusters Score: Raw -79567.962154 + Penalty 1618.954750 = -77949.007404 nChanged 48 SP:Iteration 8Q (743.560226 sec): 3 clusters Score: Raw -79608.000535 + Penalty 1618.954750 = -77989.045785 nChanged 37 SP:Iteration 9Q (743.584186 sec): 3 clusters Score: Raw -79642.706426 + Penalty 1618.954750 = -78023.751676 nChanged 32 SP:Iteration 10Q (743.607135 sec): 3 clusters Score: Raw -79658.840906 + Penalty 1618.954750 = -78039.886156 nChanged 20 SP:Iteration 11Q (743.629590 sec): 3 clusters Score: Raw -79665.772422 + Penalty 1618.954750 = -78046.817672 nChanged 15 SP:Iteration 12Q (743.774004 sec): 3 clusters Score: Raw -79670.933683 + Penalty 1618.954750 = -78051.978933 nChanged 8 SP:Iteration 13Q (743.892397 sec): 3 clusters Score: Raw -79675.282516 + Penalty 1618.954750 = -78056.327766 nChanged 9 SP:Iteration 14Q (743.980354 sec): 3 clusters Score: Raw -79680.753675 + Penalty 1618.954750 = -78061.798925 nChanged 5 SP:Iteration 15Q (744.099257 sec): 3 clusters Score: Raw -79682.842168 + Penalty 1618.954750 = -78063.887418 nChanged 1 SP:Iteration 16Q (744.121850 sec): 3 clusters Score: Raw -79683.267656 + Penalty 1618.954750 = -78064.312906 nChanged 0 SP:Iteration 17F (744.144177 sec): 3 clusters Score: Raw -79683.267656 + Penalty 1618.954750 = -78064.312906 nChanged 0 Trying to split cluster 6 (2356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (744.178391 sec): 2 clusters Score: Raw -108816.132672 + Penalty 815.295657 = -108000.837015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (744.202956 sec): 3 clusters Score: Raw -107643.591064 + Penalty 1630.591314 = -106012.999750 nChanged 913 SP:Iteration 1F (744.226397 sec): 3 clusters Score: Raw -108215.268498 + Penalty 1630.591314 = -106584.677183 nChanged 204 SP:Iteration 2F (744.249548 sec): 3 clusters Score: Raw -108379.091226 + Penalty 1630.591314 = -106748.499911 nChanged 149 SP:Iteration 3F (744.273962 sec): 3 clusters Score: Raw -108492.959021 + Penalty 1630.591314 = -106862.367706 nChanged 106 SP:Iteration 4Q (744.297750 sec): 3 clusters Score: Raw -108552.726657 + Penalty 1630.591314 = -106922.135343 nChanged 79 SP:Iteration 5Q (744.321649 sec): 3 clusters Score: Raw -108588.181167 + Penalty 1630.591314 = -106957.589853 nChanged 51 SP:Iteration 6Q (744.345661 sec): 3 clusters Score: Raw -108610.613538 + Penalty 1630.591314 = -106980.022223 nChanged 46 SP:Iteration 7Q (744.381042 sec): 3 clusters Score: Raw -108632.690422 + Penalty 1630.591314 = -107002.099107 nChanged 43 SP:Iteration 8Q (744.405049 sec): 3 clusters Score: Raw -108654.034256 + Penalty 1630.591314 = -107023.442942 nChanged 42 SP:Iteration 9Q (744.428958 sec): 3 clusters Score: Raw -108672.414210 + Penalty 1630.591314 = -107041.822896 nChanged 40 SP:Iteration 10Q (744.452777 sec): 3 clusters Score: Raw -108688.406568 + Penalty 1630.591314 = -107057.815253 nChanged 42 SP:Iteration 11Q (744.476413 sec): 3 clusters Score: Raw -108709.850919 + Penalty 1630.591314 = -107079.259605 nChanged 41 SP:Iteration 12Q (744.500081 sec): 3 clusters Score: Raw -108732.083051 + Penalty 1630.591314 = -107101.491736 nChanged 36 SP:Iteration 13Q (744.576981 sec): 3 clusters Score: Raw -108749.243511 + Penalty 1630.591314 = -107118.652196 nChanged 25 SP:Iteration 14Q (744.600781 sec): 3 clusters Score: Raw -108760.742860 + Penalty 1630.591314 = -107130.151545 nChanged 26 SP:Iteration 15Q (744.624309 sec): 3 clusters Score: Raw -108771.282319 + Penalty 1630.591314 = -107140.691004 nChanged 28 SP:Iteration 16Q (744.656975 sec): 3 clusters Score: Raw -108781.261358 + Penalty 1630.591314 = -107150.670043 nChanged 31 SP:Iteration 17Q (744.681172 sec): 3 clusters Score: Raw -108796.537503 + Penalty 1630.591314 = -107165.946188 nChanged 25 SP:Iteration 18Q (744.705377 sec): 3 clusters Score: Raw -108805.319261 + Penalty 1630.591314 = -107174.727947 nChanged 24 SP:Iteration 19Q (744.728914 sec): 3 clusters Score: Raw -108814.084472 + Penalty 1630.591314 = -107183.493157 nChanged 22 SP:Iteration 20F (744.752571 sec): 3 clusters Score: Raw -108822.428905 + Penalty 1630.591314 = -107191.837591 nChanged 20 SP:Iteration 21Q (744.776846 sec): 3 clusters Score: Raw -108831.267161 + Penalty 1630.591314 = -107200.675846 nChanged 23 SP:Iteration 22Q (744.812555 sec): 3 clusters Score: Raw -108839.392555 + Penalty 1630.591314 = -107208.801241 nChanged 21 SP:Iteration 23Q (744.836868 sec): 3 clusters Score: Raw -108846.134839 + Penalty 1630.591314 = -107215.543525 nChanged 12 SP:Iteration 24Q (744.954420 sec): 3 clusters Score: Raw -108849.438399 + Penalty 1630.591314 = -107218.847085 nChanged 15 SP:Iteration 25Q (745.076172 sec): 3 clusters Score: Raw -108854.529251 + Penalty 1630.591314 = -107223.937936 nChanged 16 SP:Iteration 26Q (745.197087 sec): 3 clusters Score: Raw -108859.491094 + Penalty 1630.591314 = -107228.899779 nChanged 12 SP:Iteration 27Q (745.313762 sec): 3 clusters Score: Raw -108862.639227 + Penalty 1630.591314 = -107232.047913 nChanged 8 SP:Iteration 28Q (745.420574 sec): 3 clusters Score: Raw -108865.021528 + Penalty 1630.591314 = -107234.430213 nChanged 7 SP:Iteration 29Q (745.536565 sec): 3 clusters Score: Raw -108867.275358 + Penalty 1630.591314 = -107236.684043 nChanged 10 SP:Iteration 30Q (745.571750 sec): 3 clusters Score: Raw -108869.624790 + Penalty 1630.591314 = -107239.033475 nChanged 8 SP:Iteration 31Q (745.595214 sec): 3 clusters Score: Raw -108871.207232 + Penalty 1630.591314 = -107240.615917 nChanged 4 SP:Iteration 32Q (745.618549 sec): 3 clusters Score: Raw -108872.092238 + Penalty 1630.591314 = -107241.500923 nChanged 0 SP:Iteration 33F (745.641752 sec): 3 clusters Score: Raw -108872.092238 + Penalty 1630.591314 = -107241.500923 nChanged 0 Trying to split cluster 7 (3591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (745.680738 sec): 2 clusters Score: Raw -175056.082709 + Penalty 859.549529 = -174196.533180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (745.717758 sec): 3 clusters Score: Raw -173155.081345 + Penalty 1719.099059 = -171435.982286 nChanged 1437 SP:Iteration 1F (745.751765 sec): 3 clusters Score: Raw -174023.848285 + Penalty 1719.099059 = -172304.749227 nChanged 281 SP:Iteration 2F (745.786705 sec): 3 clusters Score: Raw -174188.324564 + Penalty 1719.099059 = -172469.225505 nChanged 229 SP:Iteration 3F (745.821406 sec): 3 clusters Score: Raw -174319.963085 + Penalty 1719.099059 = -172600.864026 nChanged 185 SP:Iteration 4F (745.855211 sec): 3 clusters Score: Raw -174431.769718 + Penalty 1719.099059 = -172712.670659 nChanged 172 SP:Iteration 5Q (745.889768 sec): 3 clusters Score: Raw -174548.399245 + Penalty 1719.099059 = -172829.300186 nChanged 161 SP:Iteration 6Q (745.924366 sec): 3 clusters Score: Raw -174654.225992 + Penalty 1719.099059 = -172935.126933 nChanged 143 SP:Iteration 7Q (745.958700 sec): 3 clusters Score: Raw -174741.331780 + Penalty 1719.099059 = -173022.232721 nChanged 119 SP:Iteration 8Q (745.992989 sec): 3 clusters Score: Raw -174809.021795 + Penalty 1719.099059 = -173089.922736 nChanged 97 SP:Iteration 9Q (746.027333 sec): 3 clusters Score: Raw -174869.117038 + Penalty 1719.099059 = -173150.017980 nChanged 78 SP:Iteration 10Q (746.061286 sec): 3 clusters Score: Raw -174916.418951 + Penalty 1719.099059 = -173197.319892 nChanged 74 SP:Iteration 11Q (746.095143 sec): 3 clusters Score: Raw -174965.452896 + Penalty 1719.099059 = -173246.353837 nChanged 63 SP:Iteration 12Q (746.128881 sec): 3 clusters Score: Raw -175000.353737 + Penalty 1719.099059 = -173281.254678 nChanged 44 SP:Iteration 13Q (746.162606 sec): 3 clusters Score: Raw -175026.620176 + Penalty 1719.099059 = -173307.521117 nChanged 49 SP:Iteration 14Q (746.196229 sec): 3 clusters Score: Raw -175059.240296 + Penalty 1719.099059 = -173340.141237 nChanged 44 SP:Iteration 15Q (746.229900 sec): 3 clusters Score: Raw -175086.667467 + Penalty 1719.099059 = -173367.568408 nChanged 39 SP:Iteration 16Q (746.263472 sec): 3 clusters Score: Raw -175110.581776 + Penalty 1719.099059 = -173391.482717 nChanged 39 SP:Iteration 17Q (746.297090 sec): 3 clusters Score: Raw -175130.995721 + Penalty 1719.099059 = -173411.896662 nChanged 28 SP:Iteration 18Q (746.331279 sec): 3 clusters Score: Raw -175147.261823 + Penalty 1719.099059 = -173428.162764 nChanged 19 SP:Iteration 19Q (746.364798 sec): 3 clusters Score: Raw -175156.201463 + Penalty 1719.099059 = -173437.102405 nChanged 9 SP:Iteration 20F (746.473349 sec): 3 clusters Score: Raw -175161.067198 + Penalty 1719.099059 = -173441.968139 nChanged 8 SP:Iteration 21Q (746.587311 sec): 3 clusters Score: Raw -175164.933704 + Penalty 1719.099059 = -173445.834645 nChanged 7 SP:Iteration 22Q (746.706398 sec): 3 clusters Score: Raw -175169.137812 + Penalty 1719.099059 = -173450.038753 nChanged 8 SP:Iteration 23Q (746.825952 sec): 3 clusters Score: Raw -175174.999847 + Penalty 1719.099059 = -173455.900789 nChanged 5 SP:Iteration 24Q (746.944116 sec): 3 clusters Score: Raw -175177.584719 + Penalty 1719.099059 = -173458.485660 nChanged 0 SP:Iteration 25F (747.062812 sec): 3 clusters Score: Raw -175177.584719 + Penalty 1719.099059 = -173458.485660 nChanged 0 Trying to split cluster 8 (898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (747.115462 sec): 2 clusters Score: Raw -26838.753320 + Penalty 714.017857 = -26124.735463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (747.127123 sec): 3 clusters Score: Raw -26523.486158 + Penalty 1428.035714 = -25095.450444 nChanged 300 SP:Iteration 1F (747.138024 sec): 3 clusters Score: Raw -26878.620851 + Penalty 1428.035714 = -25450.585137 nChanged 114 SP:Iteration 2F (747.148980 sec): 3 clusters Score: Raw -27051.918406 + Penalty 1428.035714 = -25623.882691 nChanged 67 SP:Iteration 3F (747.159866 sec): 3 clusters Score: Raw -27143.728679 + Penalty 1428.035714 = -25715.692965 nChanged 42 SP:Iteration 4Q (747.170996 sec): 3 clusters Score: Raw -27200.352938 + Penalty 1428.035714 = -25772.317224 nChanged 26 SP:Iteration 5Q (747.182069 sec): 3 clusters Score: Raw -27230.514657 + Penalty 1428.035714 = -25802.478942 nChanged 12 SP:Iteration 6Q (747.193316 sec): 3 clusters Score: Raw -27243.805241 + Penalty 1428.035714 = -25815.769527 nChanged 7 SP:Iteration 7Q (747.204397 sec): 3 clusters Score: Raw -27249.155370 + Penalty 1428.035714 = -25821.119655 nChanged 5 SP:Iteration 8Q (747.215375 sec): 3 clusters Score: Raw -27253.050148 + Penalty 1428.035714 = -25825.014434 nChanged 4 SP:Iteration 9Q (747.226368 sec): 3 clusters Score: Raw -27256.612598 + Penalty 1428.035714 = -25828.576883 nChanged 1 SP:Iteration 10Q (747.237383 sec): 3 clusters Score: Raw -27257.216051 + Penalty 1428.035714 = -25829.180337 nChanged 2 SP:Iteration 11Q (747.248383 sec): 3 clusters Score: Raw -27258.286816 + Penalty 1428.035714 = -25830.251101 nChanged 3 SP:Iteration 12Q (747.259479 sec): 3 clusters Score: Raw -27260.399281 + Penalty 1428.035714 = -25832.363567 nChanged 2 SP:Iteration 13Q (747.270510 sec): 3 clusters Score: Raw -27261.540954 + Penalty 1428.035714 = -25833.505240 nChanged 2 SP:Iteration 14Q (747.281508 sec): 3 clusters Score: Raw -27263.309455 + Penalty 1428.035714 = -25835.273741 nChanged 4 SP:Iteration 15Q (747.292561 sec): 3 clusters Score: Raw -27267.479478 + Penalty 1428.035714 = -25839.443764 nChanged 3 SP:Iteration 16Q (747.303585 sec): 3 clusters Score: Raw -27270.900030 + Penalty 1428.035714 = -25842.864316 nChanged 2 SP:Iteration 17Q (747.314662 sec): 3 clusters Score: Raw -27272.177072 + Penalty 1428.035714 = -25844.141357 nChanged 0 SP:Iteration 18F (747.325645 sec): 3 clusters Score: Raw -27272.177072 + Penalty 1428.035714 = -25844.141357 nChanged 0 Trying to split cluster 9 (2495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (747.366046 sec): 2 clusters Score: Raw -118551.275050 + Penalty 821.314621 = -117729.960429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (747.392038 sec): 3 clusters Score: Raw -117324.357218 + Penalty 1642.629242 = -115681.727976 nChanged 961 SP:Iteration 1F (747.416704 sec): 3 clusters Score: Raw -117911.863990 + Penalty 1642.629242 = -116269.234748 nChanged 219 SP:Iteration 2F (747.444489 sec): 3 clusters Score: Raw -118115.253525 + Penalty 1642.629242 = -116472.624283 nChanged 185 SP:Iteration 3F (747.468977 sec): 3 clusters Score: Raw -118292.896889 + Penalty 1642.629242 = -116650.267648 nChanged 166 SP:Iteration 4F (747.585543 sec): 3 clusters Score: Raw -118453.050556 + Penalty 1642.629242 = -116810.421315 nChanged 133 SP:Iteration 5F (747.709187 sec): 3 clusters Score: Raw -118578.935642 + Penalty 1642.629242 = -116936.306401 nChanged 126 SP:Iteration 6F (747.820326 sec): 3 clusters Score: Raw -118707.609390 + Penalty 1642.629242 = -117064.980148 nChanged 116 SP:Iteration 7Q (747.907674 sec): 3 clusters Score: Raw -118820.922344 + Penalty 1642.629242 = -117178.293102 nChanged 80 SP:Iteration 8Q (747.932555 sec): 3 clusters Score: Raw -118898.009802 + Penalty 1642.629242 = -117255.380560 nChanged 67 SP:Iteration 9Q (747.956874 sec): 3 clusters Score: Raw -118954.312768 + Penalty 1642.629242 = -117311.683527 nChanged 50 SP:Iteration 10Q (747.981230 sec): 3 clusters Score: Raw -118990.756886 + Penalty 1642.629242 = -117348.127644 nChanged 32 SP:Iteration 11Q (748.005416 sec): 3 clusters Score: Raw -119008.529317 + Penalty 1642.629242 = -117365.900075 nChanged 23 SP:Iteration 12Q (748.029514 sec): 3 clusters Score: Raw -119016.076461 + Penalty 1642.629242 = -117373.447220 nChanged 8 SP:Iteration 13Q (748.053589 sec): 3 clusters Score: Raw -119018.876856 + Penalty 1642.629242 = -117376.247614 nChanged 8 SP:Iteration 14Q (748.078066 sec): 3 clusters Score: Raw -119022.637140 + Penalty 1642.629242 = -117380.007898 nChanged 8 SP:Iteration 15Q (748.102392 sec): 3 clusters Score: Raw -119025.727288 + Penalty 1642.629242 = -117383.098046 nChanged 7 SP:Iteration 16Q (748.126388 sec): 3 clusters Score: Raw -119030.835147 + Penalty 1642.629242 = -117388.205905 nChanged 5 SP:Iteration 17Q (748.150341 sec): 3 clusters Score: Raw -119033.213902 + Penalty 1642.629242 = -117390.584660 nChanged 6 SP:Iteration 18Q (748.174231 sec): 3 clusters Score: Raw -119036.842293 + Penalty 1642.629242 = -117394.213051 nChanged 7 SP:Iteration 19Q (748.198104 sec): 3 clusters Score: Raw -119039.131523 + Penalty 1642.629242 = -117396.502281 nChanged 3 SP:Iteration 20F (748.221943 sec): 3 clusters Score: Raw -119040.661629 + Penalty 1642.629242 = -117398.032388 nChanged 3 SP:Iteration 21Q (748.245805 sec): 3 clusters Score: Raw -119041.207185 + Penalty 1642.629242 = -117398.577943 nChanged 0 SP:Iteration 22F (748.269947 sec): 3 clusters Score: Raw -119041.207185 + Penalty 1642.629242 = -117398.577943 nChanged 0 Trying to split cluster 10 (610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (748.301064 sec): 2 clusters Score: Raw -28334.664181 + Penalty 673.413191 = -27661.250991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (748.310029 sec): 3 clusters Score: Raw -28182.196152 + Penalty 1346.826381 = -26835.369771 nChanged 171 SP:Iteration 1F (748.318502 sec): 3 clusters Score: Raw -28358.594783 + Penalty 1346.826381 = -27011.768402 nChanged 36 SP:Iteration 2F (748.326940 sec): 3 clusters Score: Raw -28398.580745 + Penalty 1346.826381 = -27051.754364 nChanged 16 SP:Iteration 3Q (748.335456 sec): 3 clusters Score: Raw -28416.178390 + Penalty 1346.826381 = -27069.352009 nChanged 11 SP:Iteration 4Q (748.344012 sec): 3 clusters Score: Raw -28425.334363 + Penalty 1346.826381 = -27078.507982 nChanged 11 SP:Iteration 5Q (748.352558 sec): 3 clusters Score: Raw -28435.173706 + Penalty 1346.826381 = -27088.347325 nChanged 6 SP:Iteration 6Q (748.361090 sec): 3 clusters Score: Raw -28442.548851 + Penalty 1346.826381 = -27095.722470 nChanged 4 SP:Iteration 7Q (748.369584 sec): 3 clusters Score: Raw -28449.144783 + Penalty 1346.826381 = -27102.318402 nChanged 4 SP:Iteration 8Q (748.378054 sec): 3 clusters Score: Raw -28452.457374 + Penalty 1346.826381 = -27105.630993 nChanged 1 SP:Iteration 9Q (748.386544 sec): 3 clusters Score: Raw -28455.358760 + Penalty 1346.826381 = -27108.532379 nChanged 4 SP:Iteration 10Q (748.395668 sec): 3 clusters Score: Raw -28457.891673 + Penalty 1346.826381 = -27111.065292 nChanged 1 SP:Iteration 11Q (748.511567 sec): 3 clusters Score: Raw -28458.257945 + Penalty 1346.826381 = -27111.431564 nChanged 0 SP:Iteration 12F (748.629144 sec): 3 clusters Score: Raw -28458.257945 + Penalty 1346.826381 = -27111.431564 nChanged 0 Trying to split cluster 11 (3409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (748.724606 sec): 2 clusters Score: Raw -162183.637150 + Penalty 854.088299 = -161329.548851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (748.765649 sec): 3 clusters Score: Raw -160450.908383 + Penalty 1708.176597 = -158742.731786 nChanged 1366 SP:Iteration 1F (748.798969 sec): 3 clusters Score: Raw -161244.298883 + Penalty 1708.176597 = -159536.122286 nChanged 233 SP:Iteration 2F (748.832622 sec): 3 clusters Score: Raw -161353.602249 + Penalty 1708.176597 = -159645.425651 nChanged 152 SP:Iteration 3Q (748.867052 sec): 3 clusters Score: Raw -161421.275690 + Penalty 1708.176597 = -159713.099093 nChanged 126 SP:Iteration 4Q (748.900340 sec): 3 clusters Score: Raw -161487.079884 + Penalty 1708.176597 = -159778.903287 nChanged 126 SP:Iteration 5Q (748.932904 sec): 3 clusters Score: Raw -161548.630940 + Penalty 1708.176597 = -159840.454343 nChanged 103 SP:Iteration 6Q (748.965443 sec): 3 clusters Score: Raw -161594.969979 + Penalty 1708.176597 = -159886.793382 nChanged 89 SP:Iteration 7Q (748.997971 sec): 3 clusters Score: Raw -161634.127082 + Penalty 1708.176597 = -159925.950485 nChanged 92 SP:Iteration 8Q (749.030508 sec): 3 clusters Score: Raw -161674.475282 + Penalty 1708.176597 = -159966.298685 nChanged 93 SP:Iteration 9Q (749.063247 sec): 3 clusters Score: Raw -161707.946804 + Penalty 1708.176597 = -159999.770207 nChanged 65 SP:Iteration 10Q (749.095772 sec): 3 clusters Score: Raw -161733.618143 + Penalty 1708.176597 = -160025.441546 nChanged 70 SP:Iteration 11Q (749.128356 sec): 3 clusters Score: Raw -161756.551171 + Penalty 1708.176597 = -160048.374574 nChanged 41 SP:Iteration 12Q (749.160858 sec): 3 clusters Score: Raw -161770.297777 + Penalty 1708.176597 = -160062.121180 nChanged 31 SP:Iteration 13Q (749.193296 sec): 3 clusters Score: Raw -161780.272708 + Penalty 1708.176597 = -160072.096111 nChanged 33 SP:Iteration 14Q (749.225745 sec): 3 clusters Score: Raw -161787.884485 + Penalty 1708.176597 = -160079.707888 nChanged 25 SP:Iteration 15Q (749.257964 sec): 3 clusters Score: Raw -161791.514243 + Penalty 1708.176597 = -160083.337646 nChanged 23 SP:Iteration 16Q (749.290468 sec): 3 clusters Score: Raw -161795.688527 + Penalty 1708.176597 = -160087.511930 nChanged 14 SP:Iteration 17Q (749.322848 sec): 3 clusters Score: Raw -161799.295983 + Penalty 1708.176597 = -160091.119386 nChanged 17 SP:Iteration 18Q (749.355222 sec): 3 clusters Score: Raw -161803.789697 + Penalty 1708.176597 = -160095.613100 nChanged 19 SP:Iteration 19Q (749.387477 sec): 3 clusters Score: Raw -161809.335287 + Penalty 1708.176597 = -160101.158690 nChanged 28 SP:Iteration 20F (749.419233 sec): 3 clusters Score: Raw -161816.995304 + Penalty 1708.176597 = -160108.818707 nChanged 28 SP:Iteration 21Q (749.451354 sec): 3 clusters Score: Raw -161822.622973 + Penalty 1708.176597 = -160114.446376 nChanged 23 SP:Iteration 22Q (749.483838 sec): 3 clusters Score: Raw -161827.959159 + Penalty 1708.176597 = -160119.782562 nChanged 25 SP:Iteration 23Q (749.516251 sec): 3 clusters Score: Raw -161832.857085 + Penalty 1708.176597 = -160124.680488 nChanged 17 SP:Iteration 24Q (749.548685 sec): 3 clusters Score: Raw -161835.511349 + Penalty 1708.176597 = -160127.334752 nChanged 10 SP:Iteration 25Q (749.580973 sec): 3 clusters Score: Raw -161837.205847 + Penalty 1708.176597 = -160129.029250 nChanged 10 SP:Iteration 26Q (749.613403 sec): 3 clusters Score: Raw -161839.443222 + Penalty 1708.176597 = -160131.266625 nChanged 17 SP:Iteration 27Q (749.645631 sec): 3 clusters Score: Raw -161842.195024 + Penalty 1708.176597 = -160134.018426 nChanged 14 SP:Iteration 28Q (749.766787 sec): 3 clusters Score: Raw -161844.098199 + Penalty 1708.176597 = -160135.921602 nChanged 11 SP:Iteration 29Q (749.887227 sec): 3 clusters Score: Raw -161846.181347 + Penalty 1708.176597 = -160138.004750 nChanged 7 SP:Iteration 30Q (750.010228 sec): 3 clusters Score: Raw -161847.612200 + Penalty 1708.176597 = -160139.435603 nChanged 5 SP:Iteration 31Q (750.103881 sec): 3 clusters Score: Raw -161848.499843 + Penalty 1708.176597 = -160140.323246 nChanged 9 SP:Iteration 32Q (750.139188 sec): 3 clusters Score: Raw -161850.624602 + Penalty 1708.176597 = -160142.448005 nChanged 9 SP:Iteration 33Q (750.171773 sec): 3 clusters Score: Raw -161852.717720 + Penalty 1708.176597 = -160144.541123 nChanged 15 SP:Iteration 34Q (750.204345 sec): 3 clusters Score: Raw -161855.955839 + Penalty 1708.176597 = -160147.779242 nChanged 19 SP:Iteration 35Q (750.236868 sec): 3 clusters Score: Raw -161860.164454 + Penalty 1708.176597 = -160151.987857 nChanged 17 SP:Iteration 36Q (750.269634 sec): 3 clusters Score: Raw -161863.342896 + Penalty 1708.176597 = -160155.166299 nChanged 19 SP:Iteration 37Q (750.302457 sec): 3 clusters Score: Raw -161867.900823 + Penalty 1708.176597 = -160159.724226 nChanged 22 SP:Iteration 38Q (750.334476 sec): 3 clusters Score: Raw -161872.131325 + Penalty 1708.176597 = -160163.954728 nChanged 25 SP:Iteration 39Q (750.366841 sec): 3 clusters Score: Raw -161879.002349 + Penalty 1708.176597 = -160170.825752 nChanged 37 SP:Iteration 40F (750.398706 sec): 3 clusters Score: Raw -161889.429665 + Penalty 1708.176597 = -160181.253068 nChanged 34 SP:Iteration 41Q (750.431653 sec): 3 clusters Score: Raw -161899.744591 + Penalty 1708.176597 = -160191.567994 nChanged 35 SP:Iteration 42Q (750.464202 sec): 3 clusters Score: Raw -161909.928446 + Penalty 1708.176597 = -160201.751849 nChanged 33 SP:Iteration 43Q (750.496702 sec): 3 clusters Score: Raw -161921.111616 + Penalty 1708.176597 = -160212.935019 nChanged 29 SP:Iteration 44Q (750.529010 sec): 3 clusters Score: Raw -161931.529853 + Penalty 1708.176597 = -160223.353256 nChanged 36 SP:Iteration 45Q (750.561543 sec): 3 clusters Score: Raw -161943.338772 + Penalty 1708.176597 = -160235.162175 nChanged 30 SP:Iteration 46Q (750.594168 sec): 3 clusters Score: Raw -161952.873706 + Penalty 1708.176597 = -160244.697109 nChanged 30 SP:Iteration 47Q (750.626910 sec): 3 clusters Score: Raw -161962.150495 + Penalty 1708.176597 = -160253.973898 nChanged 26 SP:Iteration 48Q (750.659199 sec): 3 clusters Score: Raw -161969.988176 + Penalty 1708.176597 = -160261.811579 nChanged 17 SP:Iteration 49Q (750.691559 sec): 3 clusters Score: Raw -161976.636786 + Penalty 1708.176597 = -160268.460189 nChanged 22 SP:Iteration 50Q (750.723840 sec): 3 clusters Score: Raw -161984.824092 + Penalty 1708.176597 = -160276.647495 nChanged 17 SP:Iteration 51Q (750.756953 sec): 3 clusters Score: Raw -161992.444476 + Penalty 1708.176597 = -160284.267879 nChanged 19 SP:Iteration 52Q (750.789453 sec): 3 clusters Score: Raw -162002.011109 + Penalty 1708.176597 = -160293.834512 nChanged 23 SP:Iteration 53Q (750.821883 sec): 3 clusters Score: Raw -162013.861587 + Penalty 1708.176597 = -160305.684990 nChanged 21 SP:Iteration 54Q (750.854494 sec): 3 clusters Score: Raw -162020.825981 + Penalty 1708.176597 = -160312.649384 nChanged 19 SP:Iteration 55Q (750.886784 sec): 3 clusters Score: Raw -162027.046029 + Penalty 1708.176597 = -160318.869432 nChanged 18 SP:Iteration 56Q (750.919426 sec): 3 clusters Score: Raw -162033.494859 + Penalty 1708.176597 = -160325.318262 nChanged 18 SP:Iteration 57Q (750.952164 sec): 3 clusters Score: Raw -162040.480872 + Penalty 1708.176597 = -160332.304275 nChanged 24 SP:Iteration 58Q (750.984538 sec): 3 clusters Score: Raw -162047.855011 + Penalty 1708.176597 = -160339.678414 nChanged 18 SP:Iteration 59Q (751.100029 sec): 3 clusters Score: Raw -162053.806616 + Penalty 1708.176597 = -160345.630019 nChanged 19 SP:Iteration 60F (751.246622 sec): 3 clusters Score: Raw -162060.065142 + Penalty 1708.176597 = -160351.888545 nChanged 17 SP:Iteration 61Q (751.367050 sec): 3 clusters Score: Raw -162065.451187 + Penalty 1708.176597 = -160357.274590 nChanged 11 SP:Iteration 62Q (751.415124 sec): 3 clusters Score: Raw -162068.758218 + Penalty 1708.176597 = -160360.581621 nChanged 12 SP:Iteration 63Q (751.447378 sec): 3 clusters Score: Raw -162074.880803 + Penalty 1708.176597 = -160366.704206 nChanged 18 SP:Iteration 64Q (751.479619 sec): 3 clusters Score: Raw -162081.819843 + Penalty 1708.176597 = -160373.643246 nChanged 17 SP:Iteration 65Q (751.511735 sec): 3 clusters Score: Raw -162088.573047 + Penalty 1708.176597 = -160380.396449 nChanged 11 SP:Iteration 66Q (751.543912 sec): 3 clusters Score: Raw -162092.175111 + Penalty 1708.176597 = -160383.998514 nChanged 10 SP:Iteration 67Q (751.575918 sec): 3 clusters Score: Raw -162094.769002 + Penalty 1708.176597 = -160386.592404 nChanged 6 SP:Iteration 68Q (751.608009 sec): 3 clusters Score: Raw -162097.066039 + Penalty 1708.176597 = -160388.889442 nChanged 3 SP:Iteration 69Q (751.640085 sec): 3 clusters Score: Raw -162097.853563 + Penalty 1708.176597 = -160389.676965 nChanged 2 SP:Iteration 70Q (751.672156 sec): 3 clusters Score: Raw -162098.462022 + Penalty 1708.176597 = -160390.285425 nChanged 2 SP:Iteration 71Q (751.704213 sec): 3 clusters Score: Raw -162098.853908 + Penalty 1708.176597 = -160390.677311 nChanged 3 SP:Iteration 72Q (751.819187 sec): 3 clusters Score: Raw -162100.986320 + Penalty 1708.176597 = -160392.809723 nChanged 11 SP:Iteration 73Q (751.914272 sec): 3 clusters Score: Raw -162106.368025 + Penalty 1708.176597 = -160398.191428 nChanged 15 SP:Iteration 74Q (751.947346 sec): 3 clusters Score: Raw -162113.002315 + Penalty 1708.176597 = -160404.825717 nChanged 20 SP:Iteration 75Q (751.979681 sec): 3 clusters Score: Raw -162124.694401 + Penalty 1708.176597 = -160416.517804 nChanged 27 SP:Iteration 76Q (752.012079 sec): 3 clusters Score: Raw -162138.153666 + Penalty 1708.176597 = -160429.977069 nChanged 20 SP:Iteration 77Q (752.044257 sec): 3 clusters Score: Raw -162148.382769 + Penalty 1708.176597 = -160440.206172 nChanged 22 SP:Iteration 78Q (752.076657 sec): 3 clusters Score: Raw -162163.248355 + Penalty 1708.176597 = -160455.071757 nChanged 32 SP:Iteration 79Q (752.108923 sec): 3 clusters Score: Raw -162180.982853 + Penalty 1708.176597 = -160472.806256 nChanged 24 SP:Iteration 80F (752.140781 sec): 3 clusters Score: Raw -162193.580011 + Penalty 1708.176597 = -160485.403414 nChanged 21 SP:Iteration 81Q (752.172664 sec): 3 clusters Score: Raw -162204.649204 + Penalty 1708.176597 = -160496.472607 nChanged 20 SP:Iteration 82Q (752.204457 sec): 3 clusters Score: Raw -162212.557372 + Penalty 1708.176597 = -160504.380775 nChanged 11 SP:Iteration 83Q (752.236075 sec): 3 clusters Score: Raw -162215.770404 + Penalty 1708.176597 = -160507.593807 nChanged 7 SP:Iteration 84Q (752.267755 sec): 3 clusters Score: Raw -162217.297082 + Penalty 1708.176597 = -160509.120485 nChanged 3 SP:Iteration 85Q (752.300443 sec): 3 clusters Score: Raw -162218.585968 + Penalty 1708.176597 = -160510.409371 nChanged 5 SP:Iteration 86Q (752.332049 sec): 3 clusters Score: Raw -162221.305270 + Penalty 1708.176597 = -160513.128673 nChanged 9 SP:Iteration 87Q (752.363508 sec): 3 clusters Score: Raw -162225.103295 + Penalty 1708.176597 = -160516.926698 nChanged 9 SP:Iteration 88Q (752.395152 sec): 3 clusters Score: Raw -162227.898781 + Penalty 1708.176597 = -160519.722183 nChanged 7 SP:Iteration 89Q (752.426576 sec): 3 clusters Score: Raw -162230.448696 + Penalty 1708.176597 = -160522.272099 nChanged 4 SP:Iteration 90Q (752.458130 sec): 3 clusters Score: Raw -162231.808284 + Penalty 1708.176597 = -160523.631687 nChanged 4 SP:Iteration 91Q (752.575287 sec): 3 clusters Score: Raw -162232.984874 + Penalty 1708.176597 = -160524.808277 nChanged 2 SP:Iteration 92Q (752.688798 sec): 3 clusters Score: Raw -162233.747012 + Penalty 1708.176597 = -160525.570415 nChanged 1 SP:Iteration 93Q (752.803444 sec): 3 clusters Score: Raw -162233.908606 + Penalty 1708.176597 = -160525.732009 nChanged 0 SP:Iteration 94F (752.922147 sec): 3 clusters Score: Raw -162233.908606 + Penalty 1708.176597 = -160525.732009 nChanged 0 Trying to split cluster 12 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (752.953832 sec): 2 clusters Score: Raw -19448.811408 + Penalty 689.500605 = -18759.310803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (752.963935 sec): 3 clusters Score: Raw -19252.986892 + Penalty 1379.001210 = -17873.985681 nChanged 245 SP:Iteration 1F (752.973488 sec): 3 clusters Score: Raw -19517.182539 + Penalty 1379.001210 = -18138.181329 nChanged 47 SP:Iteration 2F (752.986009 sec): 3 clusters Score: Raw -19595.886167 + Penalty 1379.001210 = -18216.884957 nChanged 37 SP:Iteration 3F (752.995376 sec): 3 clusters Score: Raw -19642.099439 + Penalty 1379.001210 = -18263.098229 nChanged 23 SP:Iteration 4Q (753.004917 sec): 3 clusters Score: Raw -19679.157421 + Penalty 1379.001210 = -18300.156211 nChanged 20 SP:Iteration 5Q (753.014522 sec): 3 clusters Score: Raw -19702.686754 + Penalty 1379.001210 = -18323.685543 nChanged 17 SP:Iteration 6Q (753.024106 sec): 3 clusters Score: Raw -19721.796408 + Penalty 1379.001210 = -18342.795197 nChanged 18 SP:Iteration 7Q (753.033604 sec): 3 clusters Score: Raw -19740.404497 + Penalty 1379.001210 = -18361.403286 nChanged 10 SP:Iteration 8Q (753.043089 sec): 3 clusters Score: Raw -19757.608955 + Penalty 1379.001210 = -18378.607745 nChanged 11 SP:Iteration 9Q (753.052569 sec): 3 clusters Score: Raw -19766.032235 + Penalty 1379.001210 = -18387.031025 nChanged 10 SP:Iteration 10Q (753.061976 sec): 3 clusters Score: Raw -19773.189967 + Penalty 1379.001210 = -18394.188757 nChanged 6 SP:Iteration 11Q (753.071477 sec): 3 clusters Score: Raw -19780.060712 + Penalty 1379.001210 = -18401.059501 nChanged 8 SP:Iteration 12Q (753.080864 sec): 3 clusters Score: Raw -19786.278186 + Penalty 1379.001210 = -18407.276975 nChanged 5 SP:Iteration 13Q (753.090353 sec): 3 clusters Score: Raw -19787.688313 + Penalty 1379.001210 = -18408.687103 nChanged 1 SP:Iteration 14Q (753.099772 sec): 3 clusters Score: Raw -19788.107638 + Penalty 1379.001210 = -18409.106427 nChanged 0 SP:Iteration 15F (753.109148 sec): 3 clusters Score: Raw -19788.107638 + Penalty 1379.001210 = -18409.106427 nChanged 0 Trying to split cluster 13 (703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (753.131174 sec): 2 clusters Score: Raw -34185.948519 + Penalty 688.312474 = -33497.636045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (753.140995 sec): 3 clusters Score: Raw -33929.820527 + Penalty 1376.624947 = -32553.195580 nChanged 245 SP:Iteration 1F (753.150429 sec): 3 clusters Score: Raw -34115.455805 + Penalty 1376.624947 = -32738.830858 nChanged 57 SP:Iteration 2F (753.159759 sec): 3 clusters Score: Raw -34186.702482 + Penalty 1376.624947 = -32810.077535 nChanged 42 SP:Iteration 3F (753.168979 sec): 3 clusters Score: Raw -34237.758438 + Penalty 1376.624947 = -32861.133491 nChanged 28 SP:Iteration 4Q (753.178364 sec): 3 clusters Score: Raw -34271.900364 + Penalty 1376.624947 = -32895.275417 nChanged 23 SP:Iteration 5Q (753.187719 sec): 3 clusters Score: Raw -34303.842564 + Penalty 1376.624947 = -32927.217617 nChanged 19 SP:Iteration 6Q (753.197060 sec): 3 clusters Score: Raw -34322.988482 + Penalty 1376.624947 = -32946.363535 nChanged 9 SP:Iteration 7Q (753.206453 sec): 3 clusters Score: Raw -34333.937026 + Penalty 1376.624947 = -32957.312078 nChanged 7 SP:Iteration 8Q (753.215890 sec): 3 clusters Score: Raw -34345.496355 + Penalty 1376.624947 = -32968.871408 nChanged 10 SP:Iteration 9Q (753.309366 sec): 3 clusters Score: Raw -34355.771147 + Penalty 1376.624947 = -32979.146200 nChanged 4 SP:Iteration 10Q (753.428028 sec): 3 clusters Score: Raw -34359.603470 + Penalty 1376.624947 = -32982.978522 nChanged 5 SP:Iteration 11Q (753.539428 sec): 3 clusters Score: Raw -34362.179037 + Penalty 1376.624947 = -32985.554090 nChanged 1 SP:Iteration 12Q (753.640347 sec): 3 clusters Score: Raw -34362.856309 + Penalty 1376.624947 = -32986.231362 nChanged 2 SP:Iteration 13Q (753.744633 sec): 3 clusters Score: Raw -34364.665512 + Penalty 1376.624947 = -32988.040565 nChanged 4 SP:Iteration 14Q (753.831112 sec): 3 clusters Score: Raw -34369.171887 + Penalty 1376.624947 = -32992.546940 nChanged 2 SP:Iteration 15Q (753.933419 sec): 3 clusters Score: Raw -34370.652213 + Penalty 1376.624947 = -32994.027266 nChanged 2 SP:Iteration 16Q (754.036038 sec): 3 clusters Score: Raw -34372.010396 + Penalty 1376.624947 = -32995.385449 nChanged 2 SP:Iteration 17Q (754.141675 sec): 3 clusters Score: Raw -34373.506984 + Penalty 1376.624947 = -32996.882037 nChanged 2 SP:Iteration 18Q (754.235337 sec): 3 clusters Score: Raw -34376.280818 + Penalty 1376.624947 = -32999.655870 nChanged 3 SP:Iteration 19Q (754.246430 sec): 3 clusters Score: Raw -34383.041461 + Penalty 1376.624947 = -33006.416514 nChanged 2 SP:Iteration 20F (754.257177 sec): 3 clusters Score: Raw -34384.234170 + Penalty 1376.624947 = -33007.609223 nChanged 1 SP:Iteration 21Q (754.268031 sec): 3 clusters Score: Raw -34385.298716 + Penalty 1376.624947 = -33008.673769 nChanged 0 SP:Iteration 22F (754.278687 sec): 3 clusters Score: Raw -34385.298716 + Penalty 1376.624947 = -33008.673769 nChanged 0 Time taken for this iteration:88.989314 seconds. 7->14 Clusters: Score -1473989.216887, best is -1476509.221545 Starting from 8 clusters... ------ Clustering full data set of 34489 points ------ SP: Assigned 8 initial classes randomly. Deleting Class 1 (2783 points): Lose 665.406318 but Gain 1097.081550 Iteration 0F (754.717541 sec): 7 clusters Score: Raw -1318004.708297 + Penalty 6582.489298 = -1311422.218999 nChanged 29101 Iteration 1F (755.172073 sec): 7 clusters Score: Raw -1397342.753466 + Penalty 6582.489298 = -1390760.264168 nChanged 10915 Iteration 2F (755.471158 sec): 7 clusters Score: Raw -1422409.712063 + Penalty 6582.489298 = -1415827.222765 nChanged 5731 Iteration 3F (755.828644 sec): 7 clusters Score: Raw -1432466.188877 + Penalty 6582.489298 = -1425883.699579 nChanged 4585 Iteration 4F (756.194062 sec): 7 clusters Score: Raw -1440811.938398 + Penalty 6582.489298 = -1434229.449100 nChanged 3696 Iteration 5F (756.494439 sec): 7 clusters Score: Raw -1446055.989369 + Penalty 6582.489298 = -1439473.500071 nChanged 2578 Iteration 6F (756.981460 sec): 7 clusters Score: Raw -1448580.809327 + Penalty 6582.489298 = -1441998.320028 nChanged 1843 Iteration 7F (757.305872 sec): 7 clusters Score: Raw -1450157.733726 + Penalty 6582.489298 = -1443575.244427 nChanged 1617 Iteration 8Q (757.549499 sec): 7 clusters Score: Raw -1451458.596721 + Penalty 6582.489298 = -1444876.107422 nChanged 1546 Iteration 9Q (757.902416 sec): 7 clusters Score: Raw -1452678.962081 + Penalty 6582.489298 = -1446096.472782 nChanged 1495 Iteration 10Q (758.189174 sec): 7 clusters Score: Raw -1453850.246232 + Penalty 6582.489298 = -1447267.756934 nChanged 1356 Iteration 11Q (758.462123 sec): 7 clusters Score: Raw -1454875.379006 + Penalty 6582.489298 = -1448292.889707 nChanged 1140 Iteration 12Q (758.731387 sec): 7 clusters Score: Raw -1455654.534677 + Penalty 6582.489298 = -1449072.045379 nChanged 903 Iteration 13Q (758.998991 sec): 7 clusters Score: Raw -1456113.921640 + Penalty 6582.489298 = -1449531.432342 nChanged 669 Iteration 14Q (759.266078 sec): 7 clusters Score: Raw -1456384.586550 + Penalty 6582.489298 = -1449802.097252 nChanged 507 Iteration 15Q (759.530723 sec): 7 clusters Score: Raw -1456561.496311 + Penalty 6582.489298 = -1449979.007013 nChanged 403 Iteration 16Q (760.002863 sec): 7 clusters Score: Raw -1456679.594344 + Penalty 6582.489298 = -1450097.105046 nChanged 351 Iteration 17Q (760.239197 sec): 7 clusters Score: Raw -1456807.331422 + Penalty 6582.489298 = -1450224.842124 nChanged 341 Iteration 18Q (760.473968 sec): 7 clusters Score: Raw -1456925.327804 + Penalty 6582.489298 = -1450342.838505 nChanged 306 Iteration 19Q (760.736454 sec): 7 clusters Score: Raw -1457034.752173 + Penalty 6582.489298 = -1450452.262875 nChanged 295 Writing temp clu file Because OldScore, -1450342.838505, is greater than current (better) Score,-1450452.262875 Compute initial score before splitting: Score: Raw -1457034.752173 + Penalty 6582.489298 = -1450452.262875 Trying to split cluster 2 (7697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (760.805987 sec): 2 clusters Score: Raw -340939.618718 + Penalty 939.601522 = -340000.017196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (760.884460 sec): 3 clusters Score: Raw -336553.164682 + Penalty 1879.203044 = -334673.961639 nChanged 3322 SP:Iteration 1F (760.936235 sec): 3 clusters Score: Raw -338876.547702 + Penalty 1879.203044 = -336997.344659 nChanged 854 SP:Iteration 2F (760.986678 sec): 3 clusters Score: Raw -340258.204597 + Penalty 1879.203044 = -338379.001554 nChanged 954 SP:Iteration 3F (761.037034 sec): 3 clusters Score: Raw -342378.860923 + Penalty 1879.203044 = -340499.657879 nChanged 909 SP:Iteration 4F (761.093736 sec): 3 clusters Score: Raw -344588.262700 + Penalty 1879.203044 = -342709.059657 nChanged 579 SP:Iteration 5F (761.150344 sec): 3 clusters Score: Raw -345959.508184 + Penalty 1879.203044 = -344080.305140 nChanged 255 SP:Iteration 6Q (761.205242 sec): 3 clusters Score: Raw -346405.786644 + Penalty 1879.203044 = -344526.583601 nChanged 102 SP:Iteration 7Q (761.257320 sec): 3 clusters Score: Raw -346470.585243 + Penalty 1879.203044 = -344591.382200 nChanged 29 SP:Iteration 8Q (761.307904 sec): 3 clusters Score: Raw -346478.572627 + Penalty 1879.203044 = -344599.369583 nChanged 9 SP:Iteration 9Q (761.358537 sec): 3 clusters Score: Raw -346480.117634 + Penalty 1879.203044 = -344600.914591 nChanged 6 SP:Iteration 10Q (761.410117 sec): 3 clusters Score: Raw -346480.793317 + Penalty 1879.203044 = -344601.590273 nChanged 2 SP:Iteration 11Q (761.463162 sec): 3 clusters Score: Raw -346480.986499 + Penalty 1879.203044 = -344601.783456 nChanged 2 SP:Iteration 12Q (761.516003 sec): 3 clusters Score: Raw -346481.193724 + Penalty 1879.203044 = -344601.990681 nChanged 1 SP:Iteration 13Q (761.568636 sec): 3 clusters Score: Raw -346481.287980 + Penalty 1879.203044 = -344602.084936 nChanged 0 SP:Iteration 14F (761.631199 sec): 3 clusters Score: Raw -346481.287980 + Penalty 1879.203044 = -344602.084936 nChanged 0 Score: Raw -1462632.321935 + Penalty 7679.570848 = -1454952.751087 Splitting cluster 2 changes total score from -1450452.262875 to -1454952.751087 So it's getting split into cluster 1. Trying to split cluster 3 (5400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (762.065336 sec): 2 clusters Score: Raw -241894.917694 + Penalty 902.386194 = -240992.531500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (762.122743 sec): 3 clusters Score: Raw -238914.202679 + Penalty 1804.772389 = -237109.430291 nChanged 2308 SP:Iteration 1F (762.179272 sec): 3 clusters Score: Raw -240566.925079 + Penalty 1804.772389 = -238762.152690 nChanged 544 SP:Iteration 2F (762.235696 sec): 3 clusters Score: Raw -241233.233386 + Penalty 1804.772389 = -239428.460998 nChanged 589 SP:Iteration 3F (762.287071 sec): 3 clusters Score: Raw -242189.125757 + Penalty 1804.772389 = -240384.353368 nChanged 513 SP:Iteration 4F (762.330423 sec): 3 clusters Score: Raw -242821.173562 + Penalty 1804.772389 = -241016.401174 nChanged 321 SP:Iteration 5F (762.448835 sec): 3 clusters Score: Raw -243127.311377 + Penalty 1804.772389 = -241322.538989 nChanged 208 SP:Iteration 6Q (762.603876 sec): 3 clusters Score: Raw -243307.147751 + Penalty 1804.772389 = -241502.375362 nChanged 139 SP:Iteration 7Q (762.700116 sec): 3 clusters Score: Raw -243453.037143 + Penalty 1804.772389 = -241648.264754 nChanged 121 SP:Iteration 8Q (762.815861 sec): 3 clusters Score: Raw -243597.817520 + Penalty 1804.772389 = -241793.045131 nChanged 97 SP:Iteration 9Q (762.903680 sec): 3 clusters Score: Raw -243703.993402 + Penalty 1804.772389 = -241899.221013 nChanged 83 SP:Iteration 10Q (762.947313 sec): 3 clusters Score: Raw -243779.232333 + Penalty 1804.772389 = -241974.459944 nChanged 76 SP:Iteration 11Q (762.991797 sec): 3 clusters Score: Raw -243834.413522 + Penalty 1804.772389 = -242029.641133 nChanged 58 SP:Iteration 12Q (763.036293 sec): 3 clusters Score: Raw -243866.066989 + Penalty 1804.772389 = -242061.294600 nChanged 42 SP:Iteration 13Q (763.080660 sec): 3 clusters Score: Raw -243888.127849 + Penalty 1804.772389 = -242083.355460 nChanged 45 SP:Iteration 14Q (763.125081 sec): 3 clusters Score: Raw -243908.132237 + Penalty 1804.772389 = -242103.359848 nChanged 39 SP:Iteration 15Q (763.169710 sec): 3 clusters Score: Raw -243924.640035 + Penalty 1804.772389 = -242119.867646 nChanged 33 SP:Iteration 16Q (763.213953 sec): 3 clusters Score: Raw -243943.394145 + Penalty 1804.772389 = -242138.621756 nChanged 35 SP:Iteration 17Q (763.260636 sec): 3 clusters Score: Raw -243962.121979 + Penalty 1804.772389 = -242157.349590 nChanged 29 SP:Iteration 18Q (763.304993 sec): 3 clusters Score: Raw -243976.068469 + Penalty 1804.772389 = -242171.296080 nChanged 30 SP:Iteration 19Q (763.349071 sec): 3 clusters Score: Raw -243987.721904 + Penalty 1804.772389 = -242182.949515 nChanged 18 SP:Iteration 20F (763.393611 sec): 3 clusters Score: Raw -243997.130373 + Penalty 1804.772389 = -242192.357985 nChanged 18 SP:Iteration 21Q (763.521627 sec): 3 clusters Score: Raw -244009.545700 + Penalty 1804.772389 = -242204.773311 nChanged 25 SP:Iteration 22Q (763.645510 sec): 3 clusters Score: Raw -244034.580107 + Penalty 1804.772389 = -242229.807719 nChanged 29 SP:Iteration 23Q (763.715163 sec): 3 clusters Score: Raw -244057.602520 + Penalty 1804.772389 = -242252.830131 nChanged 22 SP:Iteration 24Q (763.840038 sec): 3 clusters Score: Raw -244078.342961 + Penalty 1804.772389 = -242273.570572 nChanged 29 SP:Iteration 25Q (763.965349 sec): 3 clusters Score: Raw -244100.137830 + Penalty 1804.772389 = -242295.365441 nChanged 22 SP:Iteration 26Q (764.090180 sec): 3 clusters Score: Raw -244116.995757 + Penalty 1804.772389 = -242312.223368 nChanged 20 SP:Iteration 27Q (764.150885 sec): 3 clusters Score: Raw -244126.094036 + Penalty 1804.772389 = -242321.321648 nChanged 10 SP:Iteration 28Q (764.200702 sec): 3 clusters Score: Raw -244129.798773 + Penalty 1804.772389 = -242325.026384 nChanged 12 SP:Iteration 29Q (764.255974 sec): 3 clusters Score: Raw -244133.324981 + Penalty 1804.772389 = -242328.552593 nChanged 4 SP:Iteration 30Q (764.306145 sec): 3 clusters Score: Raw -244133.938018 + Penalty 1804.772389 = -242329.165629 nChanged 3 SP:Iteration 31Q (764.352317 sec): 3 clusters Score: Raw -244134.177375 + Penalty 1804.772389 = -242329.404987 nChanged 0 SP:Iteration 32F (764.397922 sec): 3 clusters Score: Raw -244134.177375 + Penalty 1804.772389 = -242329.404987 nChanged 0 Score: Raw -1464871.581616 + Penalty 8776.652398 = -1456094.929218 Splitting cluster 3 changes total score from -1450452.262875 to -1456094.929218 So it's getting split into cluster 8. Trying to split cluster 4 (2273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (764.842425 sec): 2 clusters Score: Raw -83213.762955 + Penalty 811.529862 = -82402.233094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (764.866196 sec): 3 clusters Score: Raw -82119.390703 + Penalty 1623.059723 = -80496.330980 nChanged 867 SP:Iteration 1F (764.983802 sec): 3 clusters Score: Raw -82859.337546 + Penalty 1623.059723 = -81236.277823 nChanged 251 SP:Iteration 2F (765.104023 sec): 3 clusters Score: Raw -83183.175020 + Penalty 1623.059723 = -81560.115297 nChanged 233 SP:Iteration 3F (765.220920 sec): 3 clusters Score: Raw -83469.453454 + Penalty 1623.059723 = -81846.393731 nChanged 143 SP:Iteration 4F (765.337336 sec): 3 clusters Score: Raw -83598.106160 + Penalty 1623.059723 = -81975.046437 nChanged 99 SP:Iteration 5Q (765.364642 sec): 3 clusters Score: Raw -83683.837405 + Penalty 1623.059723 = -82060.777682 nChanged 73 SP:Iteration 6Q (765.387299 sec): 3 clusters Score: Raw -83735.516777 + Penalty 1623.059723 = -82112.457054 nChanged 52 SP:Iteration 7Q (765.409881 sec): 3 clusters Score: Raw -83768.269516 + Penalty 1623.059723 = -82145.209793 nChanged 28 SP:Iteration 8Q (765.432576 sec): 3 clusters Score: Raw -83781.651023 + Penalty 1623.059723 = -82158.591300 nChanged 20 SP:Iteration 9Q (765.455209 sec): 3 clusters Score: Raw -83795.546144 + Penalty 1623.059723 = -82172.486421 nChanged 21 SP:Iteration 10Q (765.477682 sec): 3 clusters Score: Raw -83805.644579 + Penalty 1623.059723 = -82182.584856 nChanged 14 SP:Iteration 11Q (765.500261 sec): 3 clusters Score: Raw -83810.986141 + Penalty 1623.059723 = -82187.926418 nChanged 10 SP:Iteration 12Q (765.522963 sec): 3 clusters Score: Raw -83814.680545 + Penalty 1623.059723 = -82191.620822 nChanged 7 SP:Iteration 13Q (765.545428 sec): 3 clusters Score: Raw -83817.448722 + Penalty 1623.059723 = -82194.388999 nChanged 5 SP:Iteration 14Q (765.567994 sec): 3 clusters Score: Raw -83819.318802 + Penalty 1623.059723 = -82196.259079 nChanged 4 SP:Iteration 15Q (765.590487 sec): 3 clusters Score: Raw -83820.443038 + Penalty 1623.059723 = -82197.383315 nChanged 4 SP:Iteration 16Q (765.613236 sec): 3 clusters Score: Raw -83821.554745 + Penalty 1623.059723 = -82198.495022 nChanged 4 SP:Iteration 17Q (765.635844 sec): 3 clusters Score: Raw -83824.337243 + Penalty 1623.059723 = -82201.277520 nChanged 5 SP:Iteration 18Q (765.658346 sec): 3 clusters Score: Raw -83826.271036 + Penalty 1623.059723 = -82203.211313 nChanged 4 SP:Iteration 19Q (765.680771 sec): 3 clusters Score: Raw -83826.990579 + Penalty 1623.059723 = -82203.930856 nChanged 3 SP:Iteration 20F (765.702954 sec): 3 clusters Score: Raw -83828.327256 + Penalty 1623.059723 = -82205.267532 nChanged 3 SP:Iteration 21Q (765.725410 sec): 3 clusters Score: Raw -83828.802186 + Penalty 1623.059723 = -82205.742463 nChanged 1 SP:Iteration 22Q (765.747895 sec): 3 clusters Score: Raw -83828.860753 + Penalty 1623.059723 = -82205.801030 nChanged 1 SP:Iteration 23Q (765.770313 sec): 3 clusters Score: Raw -83828.925036 + Penalty 1623.059723 = -82205.865313 nChanged 1 SP:Iteration 24Q (765.792783 sec): 3 clusters Score: Raw -83829.037342 + Penalty 1623.059723 = -82205.977619 nChanged 0 SP:Iteration 25F (765.815127 sec): 3 clusters Score: Raw -83829.037342 + Penalty 1623.059723 = -82205.977619 nChanged 0 Trying to split cluster 5 (1692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (765.849902 sec): 2 clusters Score: Raw -46352.678211 + Penalty 780.534987 = -45572.143224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (765.868528 sec): 3 clusters Score: Raw -45569.684721 + Penalty 1561.069973 = -44008.614748 nChanged 678 SP:Iteration 1F (765.886000 sec): 3 clusters Score: Raw -46334.651336 + Penalty 1561.069973 = -44773.581362 nChanged 196 SP:Iteration 2F (765.903393 sec): 3 clusters Score: Raw -46638.660955 + Penalty 1561.069973 = -45077.590982 nChanged 133 SP:Iteration 3F (765.920762 sec): 3 clusters Score: Raw -46807.749644 + Penalty 1561.069973 = -45246.679671 nChanged 79 SP:Iteration 4Q (765.938525 sec): 3 clusters Score: Raw -46929.561596 + Penalty 1561.069973 = -45368.491623 nChanged 63 SP:Iteration 5Q (766.051610 sec): 3 clusters Score: Raw -46993.271896 + Penalty 1561.069973 = -45432.201923 nChanged 41 SP:Iteration 6Q (766.171420 sec): 3 clusters Score: Raw -47026.337981 + Penalty 1561.069973 = -45465.268008 nChanged 24 SP:Iteration 7Q (766.286394 sec): 3 clusters Score: Raw -47053.177754 + Penalty 1561.069973 = -45492.107781 nChanged 21 SP:Iteration 8Q (766.373918 sec): 3 clusters Score: Raw -47069.648711 + Penalty 1561.069973 = -45508.578738 nChanged 15 SP:Iteration 9Q (766.488485 sec): 3 clusters Score: Raw -47086.655403 + Penalty 1561.069973 = -45525.585430 nChanged 12 SP:Iteration 10Q (766.574305 sec): 3 clusters Score: Raw -47097.551658 + Penalty 1561.069973 = -45536.481684 nChanged 14 SP:Iteration 11Q (766.592362 sec): 3 clusters Score: Raw -47112.096477 + Penalty 1561.069973 = -45551.026504 nChanged 13 SP:Iteration 12Q (766.610310 sec): 3 clusters Score: Raw -47125.750479 + Penalty 1561.069973 = -45564.680506 nChanged 10 SP:Iteration 13Q (766.628334 sec): 3 clusters Score: Raw -47130.269782 + Penalty 1561.069973 = -45569.199809 nChanged 8 SP:Iteration 14Q (766.646160 sec): 3 clusters Score: Raw -47136.046644 + Penalty 1561.069973 = -45574.976671 nChanged 5 SP:Iteration 15Q (766.663956 sec): 3 clusters Score: Raw -47141.015343 + Penalty 1561.069973 = -45579.945370 nChanged 6 SP:Iteration 16Q (766.681980 sec): 3 clusters Score: Raw -47148.018775 + Penalty 1561.069973 = -45586.948802 nChanged 4 SP:Iteration 17Q (766.699487 sec): 3 clusters Score: Raw -47150.686478 + Penalty 1561.069973 = -45589.616504 nChanged 0 SP:Iteration 18F (766.716914 sec): 3 clusters Score: Raw -47150.686478 + Penalty 1561.069973 = -45589.616504 nChanged 0 Score: Raw -1465669.589883 + Penalty 9873.733947 = -1455795.855936 Splitting cluster 5 changes total score from -1450452.262875 to -1455795.855936 So it's getting split into cluster 9. Trying to split cluster 6 (1657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (767.233225 sec): 2 clusters Score: Raw -64054.775647 + Penalty 778.340222 = -63276.435425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (767.251451 sec): 3 clusters Score: Raw -63323.977808 + Penalty 1556.680444 = -61767.297364 nChanged 619 SP:Iteration 1F (767.268562 sec): 3 clusters Score: Raw -63757.019043 + Penalty 1556.680444 = -62200.338599 nChanged 158 SP:Iteration 2F (767.285810 sec): 3 clusters Score: Raw -63941.001188 + Penalty 1556.680444 = -62384.320744 nChanged 140 SP:Iteration 3F (767.303046 sec): 3 clusters Score: Raw -64129.861237 + Penalty 1556.680444 = -62573.180793 nChanged 110 SP:Iteration 4F (767.320326 sec): 3 clusters Score: Raw -64262.359759 + Penalty 1556.680444 = -62705.679316 nChanged 86 SP:Iteration 5F (767.337687 sec): 3 clusters Score: Raw -64354.787372 + Penalty 1556.680444 = -62798.106928 nChanged 71 SP:Iteration 6Q (767.355214 sec): 3 clusters Score: Raw -64426.662172 + Penalty 1556.680444 = -62869.981729 nChanged 57 SP:Iteration 7Q (767.372837 sec): 3 clusters Score: Raw -64484.886813 + Penalty 1556.680444 = -62928.206369 nChanged 47 SP:Iteration 8Q (767.390505 sec): 3 clusters Score: Raw -64533.296056 + Penalty 1556.680444 = -62976.615612 nChanged 36 SP:Iteration 9Q (767.408004 sec): 3 clusters Score: Raw -64565.050359 + Penalty 1556.680444 = -63008.369915 nChanged 29 SP:Iteration 10Q (767.425464 sec): 3 clusters Score: Raw -64587.655691 + Penalty 1556.680444 = -63030.975247 nChanged 23 SP:Iteration 11Q (767.442904 sec): 3 clusters Score: Raw -64602.778224 + Penalty 1556.680444 = -63046.097781 nChanged 15 SP:Iteration 12Q (767.460370 sec): 3 clusters Score: Raw -64608.740465 + Penalty 1556.680444 = -63052.060021 nChanged 8 SP:Iteration 13Q (767.477782 sec): 3 clusters Score: Raw -64613.793250 + Penalty 1556.680444 = -63057.112807 nChanged 8 SP:Iteration 14Q (767.495102 sec): 3 clusters Score: Raw -64618.619262 + Penalty 1556.680444 = -63061.938819 nChanged 13 SP:Iteration 15Q (767.612705 sec): 3 clusters Score: Raw -64625.616981 + Penalty 1556.680444 = -63068.936537 nChanged 7 SP:Iteration 16Q (767.708638 sec): 3 clusters Score: Raw -64630.312404 + Penalty 1556.680444 = -63073.631960 nChanged 8 SP:Iteration 17Q (767.827376 sec): 3 clusters Score: Raw -64634.910457 + Penalty 1556.680444 = -63078.230013 nChanged 8 SP:Iteration 18Q (767.942940 sec): 3 clusters Score: Raw -64640.194972 + Penalty 1556.680444 = -63083.514528 nChanged 9 SP:Iteration 19Q (768.057781 sec): 3 clusters Score: Raw -64649.744244 + Penalty 1556.680444 = -63093.063800 nChanged 16 SP:Iteration 20F (768.095844 sec): 3 clusters Score: Raw -64660.417782 + Penalty 1556.680444 = -63103.737338 nChanged 10 SP:Iteration 21Q (768.113318 sec): 3 clusters Score: Raw -64665.523319 + Penalty 1556.680444 = -63108.842875 nChanged 6 SP:Iteration 22Q (768.130732 sec): 3 clusters Score: Raw -64668.977224 + Penalty 1556.680444 = -63112.296780 nChanged 7 SP:Iteration 23Q (768.148091 sec): 3 clusters Score: Raw -64671.464791 + Penalty 1556.680444 = -63114.784348 nChanged 4 SP:Iteration 24Q (768.165490 sec): 3 clusters Score: Raw -64673.707570 + Penalty 1556.680444 = -63117.027126 nChanged 3 SP:Iteration 25Q (768.182836 sec): 3 clusters Score: Raw -64675.337431 + Penalty 1556.680444 = -63118.656987 nChanged 4 SP:Iteration 26Q (768.200136 sec): 3 clusters Score: Raw -64676.674986 + Penalty 1556.680444 = -63119.994542 nChanged 4 SP:Iteration 27Q (768.217470 sec): 3 clusters Score: Raw -64678.718937 + Penalty 1556.680444 = -63122.038494 nChanged 5 SP:Iteration 28Q (768.234920 sec): 3 clusters Score: Raw -64681.043279 + Penalty 1556.680444 = -63124.362835 nChanged 0 SP:Iteration 29F (768.252117 sec): 3 clusters Score: Raw -64681.043279 + Penalty 1556.680444 = -63124.362835 nChanged 0 Trying to split cluster 7 (15740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (768.334805 sec): 2 clusters Score: Raw -731056.760167 + Penalty 1014.715855 = -730042.044312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (768.440275 sec): 3 clusters Score: Raw -721625.767731 + Penalty 2029.431710 = -719596.336021 nChanged 7117 SP:Iteration 1F (768.511032 sec): 3 clusters Score: Raw -726349.443037 + Penalty 2029.431710 = -724320.011328 nChanged 1620 SP:Iteration 2F (768.585139 sec): 3 clusters Score: Raw -728317.155787 + Penalty 2029.431710 = -726287.724078 nChanged 1814 SP:Iteration 3F (768.665305 sec): 3 clusters Score: Raw -730911.090061 + Penalty 2029.431710 = -728881.658352 nChanged 1582 SP:Iteration 4F (768.756739 sec): 3 clusters Score: Raw -732770.547443 + Penalty 2029.431710 = -730741.115733 nChanged 1008 SP:Iteration 5F (768.844979 sec): 3 clusters Score: Raw -733839.395262 + Penalty 2029.431710 = -731809.963552 nChanged 612 SP:Iteration 6Q (768.953794 sec): 3 clusters Score: Raw -734592.611713 + Penalty 2029.431710 = -732563.180003 nChanged 403 SP:Iteration 7Q (769.081913 sec): 3 clusters Score: Raw -735024.283366 + Penalty 2029.431710 = -732994.851657 nChanged 274 SP:Iteration 8Q (769.173895 sec): 3 clusters Score: Raw -735221.539329 + Penalty 2029.431710 = -733192.107619 nChanged 193 SP:Iteration 9Q (769.251873 sec): 3 clusters Score: Raw -735312.773004 + Penalty 2029.431710 = -733283.341294 nChanged 143 SP:Iteration 10Q (769.329484 sec): 3 clusters Score: Raw -735399.069313 + Penalty 2029.431710 = -733369.637603 nChanged 134 SP:Iteration 11Q (769.471899 sec): 3 clusters Score: Raw -735479.116700 + Penalty 2029.431710 = -733449.684991 nChanged 122 SP:Iteration 12Q (769.601805 sec): 3 clusters Score: Raw -735539.555318 + Penalty 2029.431710 = -733510.123609 nChanged 115 SP:Iteration 13Q (769.684942 sec): 3 clusters Score: Raw -735587.709649 + Penalty 2029.431710 = -733558.277940 nChanged 100 SP:Iteration 14Q (769.770793 sec): 3 clusters Score: Raw -735627.114791 + Penalty 2029.431710 = -733597.683081 nChanged 99 SP:Iteration 15Q (769.941342 sec): 3 clusters Score: Raw -735669.185440 + Penalty 2029.431710 = -733639.753730 nChanged 91 SP:Iteration 16Q (770.087994 sec): 3 clusters Score: Raw -735711.480463 + Penalty 2029.431710 = -733682.048754 nChanged 99 SP:Iteration 17Q (770.173900 sec): 3 clusters Score: Raw -735746.409985 + Penalty 2029.431710 = -733716.978276 nChanged 80 SP:Iteration 18Q (770.254296 sec): 3 clusters Score: Raw -735772.424377 + Penalty 2029.431710 = -733742.992667 nChanged 69 SP:Iteration 19Q (770.335005 sec): 3 clusters Score: Raw -735791.689223 + Penalty 2029.431710 = -733762.257514 nChanged 58 SP:Iteration 20F (770.421254 sec): 3 clusters Score: Raw -735804.301884 + Penalty 2029.431710 = -733774.870175 nChanged 40 SP:Iteration 21Q (770.501208 sec): 3 clusters Score: Raw -735812.513511 + Penalty 2029.431710 = -733783.081802 nChanged 36 SP:Iteration 22Q (770.577182 sec): 3 clusters Score: Raw -735819.249054 + Penalty 2029.431710 = -733789.817345 nChanged 27 SP:Iteration 23Q (770.653539 sec): 3 clusters Score: Raw -735823.632451 + Penalty 2029.431710 = -733794.200741 nChanged 21 SP:Iteration 24Q (770.730316 sec): 3 clusters Score: Raw -735826.240613 + Penalty 2029.431710 = -733796.808904 nChanged 24 SP:Iteration 25Q (770.812753 sec): 3 clusters Score: Raw -735829.341751 + Penalty 2029.431710 = -733799.910041 nChanged 17 SP:Iteration 26Q (770.896334 sec): 3 clusters Score: Raw -735831.175501 + Penalty 2029.431710 = -733801.743792 nChanged 7 SP:Iteration 27Q (770.977597 sec): 3 clusters Score: Raw -735831.783130 + Penalty 2029.431710 = -733802.351421 nChanged 11 SP:Iteration 28Q (771.058579 sec): 3 clusters Score: Raw -735832.949643 + Penalty 2029.431710 = -733803.517933 nChanged 15 SP:Iteration 29Q (771.137651 sec): 3 clusters Score: Raw -735834.694533 + Penalty 2029.431710 = -733805.262824 nChanged 14 SP:Iteration 30Q (771.226338 sec): 3 clusters Score: Raw -735836.449600 + Penalty 2029.431710 = -733807.017891 nChanged 17 SP:Iteration 31Q (771.334388 sec): 3 clusters Score: Raw -735838.858671 + Penalty 2029.431710 = -733809.426962 nChanged 19 SP:Iteration 32Q (771.409984 sec): 3 clusters Score: Raw -735841.797460 + Penalty 2029.431710 = -733812.365751 nChanged 26 SP:Iteration 33Q (771.487996 sec): 3 clusters Score: Raw -735845.440401 + Penalty 2029.431710 = -733816.008691 nChanged 30 SP:Iteration 34Q (771.573027 sec): 3 clusters Score: Raw -735849.221351 + Penalty 2029.431710 = -733819.789642 nChanged 21 SP:Iteration 35Q (771.657693 sec): 3 clusters Score: Raw -735852.493267 + Penalty 2029.431710 = -733823.061557 nChanged 29 SP:Iteration 36Q (771.733328 sec): 3 clusters Score: Raw -735857.758391 + Penalty 2029.431710 = -733828.326681 nChanged 30 SP:Iteration 37Q (771.809090 sec): 3 clusters Score: Raw -735862.418319 + Penalty 2029.431710 = -733832.986610 nChanged 28 SP:Iteration 38Q (771.885444 sec): 3 clusters Score: Raw -735865.863308 + Penalty 2029.431710 = -733836.431599 nChanged 30 SP:Iteration 39Q (771.968208 sec): 3 clusters Score: Raw -735869.551449 + Penalty 2029.431710 = -733840.119739 nChanged 19 SP:Iteration 40F (772.056853 sec): 3 clusters Score: Raw -735871.718770 + Penalty 2029.431710 = -733842.287060 nChanged 28 SP:Iteration 41Q (772.136273 sec): 3 clusters Score: Raw -735875.144453 + Penalty 2029.431710 = -733845.712743 nChanged 28 SP:Iteration 42Q (772.216224 sec): 3 clusters Score: Raw -735878.420577 + Penalty 2029.431710 = -733848.988868 nChanged 29 SP:Iteration 43Q (772.296429 sec): 3 clusters Score: Raw -735882.245711 + Penalty 2029.431710 = -733852.814002 nChanged 22 SP:Iteration 44Q (772.372093 sec): 3 clusters Score: Raw -735885.526337 + Penalty 2029.431710 = -733856.094627 nChanged 21 SP:Iteration 45Q (772.455463 sec): 3 clusters Score: Raw -735887.845016 + Penalty 2029.431710 = -733858.413307 nChanged 21 SP:Iteration 46Q (772.613683 sec): 3 clusters Score: Raw -735890.530088 + Penalty 2029.431710 = -733861.098378 nChanged 21 SP:Iteration 47Q (772.776325 sec): 3 clusters Score: Raw -735892.656084 + Penalty 2029.431710 = -733863.224374 nChanged 19 SP:Iteration 48Q (772.976474 sec): 3 clusters Score: Raw -735894.076979 + Penalty 2029.431710 = -733864.645270 nChanged 20 SP:Iteration 49Q (773.112237 sec): 3 clusters Score: Raw -735895.968642 + Penalty 2029.431710 = -733866.536933 nChanged 15 SP:Iteration 50Q (773.189700 sec): 3 clusters Score: Raw -735897.643975 + Penalty 2029.431710 = -733868.212265 nChanged 21 SP:Iteration 51Q (773.258556 sec): 3 clusters Score: Raw -735899.972756 + Penalty 2029.431710 = -733870.541047 nChanged 17 SP:Iteration 52Q (773.350246 sec): 3 clusters Score: Raw -735901.783591 + Penalty 2029.431710 = -733872.351881 nChanged 18 SP:Iteration 53Q (773.440695 sec): 3 clusters Score: Raw -735903.771366 + Penalty 2029.431710 = -733874.339656 nChanged 18 SP:Iteration 54Q (773.517134 sec): 3 clusters Score: Raw -735906.076943 + Penalty 2029.431710 = -733876.645233 nChanged 20 SP:Iteration 55Q (773.593316 sec): 3 clusters Score: Raw -735909.010279 + Penalty 2029.431710 = -733879.578569 nChanged 25 SP:Iteration 56Q (773.669770 sec): 3 clusters Score: Raw -735911.967285 + Penalty 2029.431710 = -733882.535575 nChanged 20 SP:Iteration 57Q (773.746004 sec): 3 clusters Score: Raw -735913.975686 + Penalty 2029.431710 = -733884.543976 nChanged 19 SP:Iteration 58Q (773.829841 sec): 3 clusters Score: Raw -735916.638339 + Penalty 2029.431710 = -733887.206629 nChanged 24 SP:Iteration 59Q (773.909259 sec): 3 clusters Score: Raw -735919.344374 + Penalty 2029.431710 = -733889.912664 nChanged 24 SP:Iteration 60F (773.990565 sec): 3 clusters Score: Raw -735922.387466 + Penalty 2029.431710 = -733892.955756 nChanged 24 SP:Iteration 61Q (774.074363 sec): 3 clusters Score: Raw -735926.105794 + Penalty 2029.431710 = -733896.674085 nChanged 30 SP:Iteration 62Q (774.156972 sec): 3 clusters Score: Raw -735930.471449 + Penalty 2029.431710 = -733901.039739 nChanged 32 SP:Iteration 63Q (774.237166 sec): 3 clusters Score: Raw -735935.142361 + Penalty 2029.431710 = -733905.710652 nChanged 38 SP:Iteration 64Q (774.317620 sec): 3 clusters Score: Raw -735941.456641 + Penalty 2029.431710 = -733912.024931 nChanged 51 SP:Iteration 65Q (774.394898 sec): 3 clusters Score: Raw -735950.532048 + Penalty 2029.431710 = -733921.100339 nChanged 56 SP:Iteration 66Q (774.471209 sec): 3 clusters Score: Raw -735961.316924 + Penalty 2029.431710 = -733931.885214 nChanged 51 SP:Iteration 67Q (774.547667 sec): 3 clusters Score: Raw -735970.476303 + Penalty 2029.431710 = -733941.044593 nChanged 54 SP:Iteration 68Q (774.630241 sec): 3 clusters Score: Raw -735978.482167 + Penalty 2029.431710 = -733949.050457 nChanged 41 SP:Iteration 69Q (774.714766 sec): 3 clusters Score: Raw -735985.134767 + Penalty 2029.431710 = -733955.703057 nChanged 43 SP:Iteration 70Q (774.795931 sec): 3 clusters Score: Raw -735993.621665 + Penalty 2029.431710 = -733964.189956 nChanged 53 SP:Iteration 71Q (774.877382 sec): 3 clusters Score: Raw -736005.006394 + Penalty 2029.431710 = -733975.574684 nChanged 60 SP:Iteration 72Q (774.958795 sec): 3 clusters Score: Raw -736017.059286 + Penalty 2029.431710 = -733987.627577 nChanged 54 SP:Iteration 73Q (775.039572 sec): 3 clusters Score: Raw -736027.766794 + Penalty 2029.431710 = -733998.335084 nChanged 52 SP:Iteration 74Q (775.117014 sec): 3 clusters Score: Raw -736038.257768 + Penalty 2029.431710 = -734008.826058 nChanged 56 SP:Iteration 75Q (775.193496 sec): 3 clusters Score: Raw -736048.364791 + Penalty 2029.431710 = -734018.933081 nChanged 59 SP:Iteration 76Q (775.269867 sec): 3 clusters Score: Raw -736061.216784 + Penalty 2029.431710 = -734031.785074 nChanged 70 SP:Iteration 77Q (775.352404 sec): 3 clusters Score: Raw -736076.820620 + Penalty 2029.431710 = -734047.388911 nChanged 64 SP:Iteration 78Q (775.439743 sec): 3 clusters Score: Raw -736093.464771 + Penalty 2029.431710 = -734064.033061 nChanged 86 SP:Iteration 79Q (775.642672 sec): 3 clusters Score: Raw -736118.099544 + Penalty 2029.431710 = -734088.667834 nChanged 85 SP:Iteration 80F (775.831238 sec): 3 clusters Score: Raw -736142.465413 + Penalty 2029.431710 = -734113.033703 nChanged 91 SP:Iteration 81Q (775.896190 sec): 3 clusters Score: Raw -736175.743508 + Penalty 2029.431710 = -734146.311799 nChanged 118 SP:Iteration 82Q (775.962938 sec): 3 clusters Score: Raw -736226.133225 + Penalty 2029.431710 = -734196.701515 nChanged 132 SP:Iteration 83Q (776.049563 sec): 3 clusters Score: Raw -736288.400101 + Penalty 2029.431710 = -734258.968392 nChanged 150 SP:Iteration 84Q (776.205993 sec): 3 clusters Score: Raw -736367.616978 + Penalty 2029.431710 = -734338.185269 nChanged 159 SP:Iteration 85Q (776.280435 sec): 3 clusters Score: Raw -736450.526975 + Penalty 2029.431710 = -734421.095265 nChanged 140 SP:Iteration 86Q (776.440769 sec): 3 clusters Score: Raw -736514.777281 + Penalty 2029.431710 = -734485.345572 nChanged 107 SP:Iteration 87Q (776.588043 sec): 3 clusters Score: Raw -736554.931850 + Penalty 2029.431710 = -734525.500140 nChanged 80 SP:Iteration 88Q (776.660142 sec): 3 clusters Score: Raw -736576.322173 + Penalty 2029.431710 = -734546.890464 nChanged 55 SP:Iteration 89Q (776.741694 sec): 3 clusters Score: Raw -736585.672868 + Penalty 2029.431710 = -734556.241159 nChanged 37 SP:Iteration 90Q (776.823456 sec): 3 clusters Score: Raw -736590.816213 + Penalty 2029.431710 = -734561.384504 nChanged 31 SP:Iteration 91Q (776.901006 sec): 3 clusters Score: Raw -736594.384569 + Penalty 2029.431710 = -734564.952860 nChanged 14 SP:Iteration 92Q (776.977697 sec): 3 clusters Score: Raw -736595.369602 + Penalty 2029.431710 = -734565.937893 nChanged 7 SP:Iteration 93Q (777.054851 sec): 3 clusters Score: Raw -736595.850368 + Penalty 2029.431710 = -734566.418658 nChanged 6 SP:Iteration 94Q (777.137688 sec): 3 clusters Score: Raw -736596.157897 + Penalty 2029.431710 = -734566.726187 nChanged 2 SP:Iteration 95Q (777.221950 sec): 3 clusters Score: Raw -736596.213250 + Penalty 2029.431710 = -734566.781540 nChanged 1 SP:Iteration 96Q (777.302656 sec): 3 clusters Score: Raw -736596.292834 + Penalty 2029.431710 = -734566.861125 nChanged 1 SP:Iteration 97Q (777.383138 sec): 3 clusters Score: Raw -736596.330734 + Penalty 2029.431710 = -734566.899025 nChanged 0 SP:Iteration 98F (777.465891 sec): 3 clusters Score: Raw -736596.330734 + Penalty 2029.431710 = -734566.899025 nChanged 0 Score: Raw -1471209.160451 + Penalty 10970.815497 = -1460238.344954 Splitting cluster 7 changes total score from -1450452.262875 to -1460238.344954 So it's getting split into cluster 10. Iteration 20F (778.492762 sec): 11 clusters Score: Raw -1473139.406087 + Penalty 10970.815497 = -1462168.590590 nChanged 1942 Iteration 21F (779.018219 sec): 11 clusters Score: Raw -1474169.942069 + Penalty 10970.815497 = -1463199.126572 nChanged 854 Iteration 22Q (779.369330 sec): 11 clusters Score: Raw -1474601.035572 + Penalty 10970.815497 = -1463630.220075 nChanged 625 Iteration 23Q (779.741989 sec): 11 clusters Score: Raw -1474943.592039 + Penalty 10970.815497 = -1463972.776542 nChanged 571 Iteration 24Q (780.072330 sec): 11 clusters Score: Raw -1475292.118636 + Penalty 10970.815497 = -1464321.303139 nChanged 603 Iteration 25Q (780.439715 sec): 11 clusters Score: Raw -1475690.422549 + Penalty 10970.815497 = -1464719.607052 nChanged 656 Iteration 26Q (780.828887 sec): 11 clusters Score: Raw -1476213.618441 + Penalty 10970.815497 = -1465242.802944 nChanged 759 Iteration 27Q (781.145061 sec): 11 clusters Score: Raw -1477057.659739 + Penalty 10970.815497 = -1466086.844242 nChanged 863 Iteration 28Q (781.518309 sec): 11 clusters Score: Raw -1478373.603963 + Penalty 10970.815497 = -1467402.788466 nChanged 779 Iteration 29Q (781.844956 sec): 11 clusters Score: Raw -1479736.482975 + Penalty 10970.815497 = -1468765.667478 nChanged 627 Iteration 30Q (782.337033 sec): 11 clusters Score: Raw -1480715.996776 + Penalty 10970.815497 = -1469745.181279 nChanged 500 Iteration 31Q (782.693274 sec): 11 clusters Score: Raw -1481245.819461 + Penalty 10970.815497 = -1470275.003964 nChanged 419 Iteration 32Q (782.980503 sec): 11 clusters Score: Raw -1481508.160904 + Penalty 10970.815497 = -1470537.345407 nChanged 322 Iteration 33Q (783.258735 sec): 11 clusters Score: Raw -1481679.197629 + Penalty 10970.815497 = -1470708.382132 nChanged 269 Iteration 34Q (783.604312 sec): 11 clusters Score: Raw -1481811.516693 + Penalty 10970.815497 = -1470840.701196 nChanged 248 Iteration 35Q (783.916562 sec): 11 clusters Score: Raw -1481930.534949 + Penalty 10970.815497 = -1470959.719452 nChanged 224 Iteration 36Q (784.201095 sec): 11 clusters Score: Raw -1482049.512964 + Penalty 10970.815497 = -1471078.697467 nChanged 197 Iteration 37Q (784.479622 sec): 11 clusters Score: Raw -1482143.659080 + Penalty 10970.815497 = -1471172.843583 nChanged 176 Iteration 38Q (784.757127 sec): 11 clusters Score: Raw -1482234.915011 + Penalty 10970.815497 = -1471264.099513 nChanged 161 Iteration 39Q (785.035381 sec): 11 clusters Score: Raw -1482295.931690 + Penalty 10970.815497 = -1471325.116193 nChanged 137 Iteration 40F (785.500359 sec): 11 clusters Score: Raw -1482381.957402 + Penalty 10970.815497 = -1471411.141905 nChanged 151 Iteration 41Q (785.851976 sec): 11 clusters Score: Raw -1482416.845140 + Penalty 10970.815497 = -1471446.029643 nChanged 111 Iteration 42Q (786.162955 sec): 11 clusters Score: Raw -1482436.225746 + Penalty 10970.815497 = -1471465.410249 nChanged 71 Iteration 43Q (786.444519 sec): 11 clusters Score: Raw -1482448.253979 + Penalty 10970.815497 = -1471477.438482 nChanged 79 Iteration 44Q (786.907097 sec): 11 clusters Score: Raw -1482463.364054 + Penalty 10970.815497 = -1471492.548557 nChanged 61 Iteration 45Q (787.294160 sec): 11 clusters Score: Raw -1482474.227262 + Penalty 10970.815497 = -1471503.411765 nChanged 62 Iteration 46Q (787.577600 sec): 11 clusters Score: Raw -1482484.128239 + Penalty 10970.815497 = -1471513.312742 nChanged 43 Iteration 47Q (787.892118 sec): 11 clusters Score: Raw -1482490.682683 + Penalty 10970.815497 = -1471519.867186 nChanged 37 Iteration 48Q (788.233115 sec): 11 clusters Score: Raw -1482496.805548 + Penalty 10970.815497 = -1471525.990051 nChanged 40 Iteration 49Q (788.516974 sec): 11 clusters Score: Raw -1482502.996057 + Penalty 10970.815497 = -1471532.180559 nChanged 35 Iteration 50Q (788.796813 sec): 11 clusters Score: Raw -1482506.728802 + Penalty 10970.815497 = -1471535.913304 nChanged 26 Iteration 51Q (789.078138 sec): 11 clusters Score: Raw -1482509.548658 + Penalty 10970.815497 = -1471538.733161 nChanged 17 Iteration 52Q (789.358281 sec): 11 clusters Score: Raw -1482511.506826 + Penalty 10970.815497 = -1471540.691329 nChanged 14 Iteration 53Q (789.710602 sec): 11 clusters Score: Raw -1482512.785018 + Penalty 10970.815497 = -1471541.969521 nChanged 11 Iteration 54Q (790.021460 sec): 11 clusters Score: Raw -1482514.000788 + Penalty 10970.815497 = -1471543.185291 nChanged 12 Iteration 55Q (790.305401 sec): 11 clusters Score: Raw -1482515.204147 + Penalty 10970.815497 = -1471544.388650 nChanged 10 Iteration 56Q (790.592412 sec): 11 clusters Score: Raw -1482517.377468 + Penalty 10970.815497 = -1471546.561971 nChanged 13 Iteration 57Q (790.934235 sec): 11 clusters Score: Raw -1482519.354428 + Penalty 10970.815497 = -1471548.538931 nChanged 14 Iteration 58Q (791.213340 sec): 11 clusters Score: Raw -1482521.584585 + Penalty 10970.815497 = -1471550.769088 nChanged 19 Writing temp clu file Because OldScore, -1471548.538931, is greater than current (better) Score,-1471550.769088 Compute initial score before splitting: Score: Raw -1482521.584585 + Penalty 10970.815497 = -1471550.769088 Trying to split cluster 1 (7445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (791.314167 sec): 2 clusters Score: Raw -339789.085413 + Penalty 936.106284 = -338852.979129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (791.434194 sec): 3 clusters Score: Raw -335478.196258 + Penalty 1872.212568 = -333605.983689 nChanged 3298 SP:Iteration 1F (791.554404 sec): 3 clusters Score: Raw -337336.717915 + Penalty 1872.212568 = -335464.505346 nChanged 598 SP:Iteration 2F (791.652145 sec): 3 clusters Score: Raw -337735.291898 + Penalty 1872.212568 = -335863.079329 nChanged 529 SP:Iteration 3F (791.696891 sec): 3 clusters Score: Raw -338112.242316 + Penalty 1872.212568 = -336240.029747 nChanged 537 SP:Iteration 4F (791.744464 sec): 3 clusters Score: Raw -338571.069700 + Penalty 1872.212568 = -336698.857132 nChanged 511 SP:Iteration 5F (791.791720 sec): 3 clusters Score: Raw -339055.070679 + Penalty 1872.212568 = -337182.858110 nChanged 500 SP:Iteration 6F (791.845998 sec): 3 clusters Score: Raw -339517.293464 + Penalty 1872.212568 = -337645.080895 nChanged 438 SP:Iteration 7F (791.901690 sec): 3 clusters Score: Raw -339877.736841 + Penalty 1872.212568 = -338005.524272 nChanged 306 SP:Iteration 8Q (791.952741 sec): 3 clusters Score: Raw -340077.522623 + Penalty 1872.212568 = -338205.310054 nChanged 216 SP:Iteration 9Q (792.001983 sec): 3 clusters Score: Raw -340206.144972 + Penalty 1872.212568 = -338333.932404 nChanged 185 SP:Iteration 10Q (792.046644 sec): 3 clusters Score: Raw -340308.691560 + Penalty 1872.212568 = -338436.478992 nChanged 152 SP:Iteration 11Q (792.091279 sec): 3 clusters Score: Raw -340392.632267 + Penalty 1872.212568 = -338520.419699 nChanged 129 SP:Iteration 12Q (792.135760 sec): 3 clusters Score: Raw -340458.059896 + Penalty 1872.212568 = -338585.847328 nChanged 107 SP:Iteration 13Q (792.181043 sec): 3 clusters Score: Raw -340519.254600 + Penalty 1872.212568 = -338647.042032 nChanged 93 SP:Iteration 14Q (792.227915 sec): 3 clusters Score: Raw -340569.782325 + Penalty 1872.212568 = -338697.569756 nChanged 80 SP:Iteration 15Q (792.274934 sec): 3 clusters Score: Raw -340621.447147 + Penalty 1872.212568 = -338749.234579 nChanged 87 SP:Iteration 16Q (792.321782 sec): 3 clusters Score: Raw -340675.456922 + Penalty 1872.212568 = -338803.244354 nChanged 86 SP:Iteration 17Q (792.367580 sec): 3 clusters Score: Raw -340734.573703 + Penalty 1872.212568 = -338862.361134 nChanged 82 SP:Iteration 18Q (792.411350 sec): 3 clusters Score: Raw -340796.156329 + Penalty 1872.212568 = -338923.943761 nChanged 87 SP:Iteration 19Q (792.454874 sec): 3 clusters Score: Raw -340870.617111 + Penalty 1872.212568 = -338998.404543 nChanged 83 SP:Iteration 20F (792.498952 sec): 3 clusters Score: Raw -340956.994714 + Penalty 1872.212568 = -339084.782146 nChanged 80 SP:Iteration 21Q (792.542121 sec): 3 clusters Score: Raw -341059.924911 + Penalty 1872.212568 = -339187.712343 nChanged 78 SP:Iteration 22Q (792.585026 sec): 3 clusters Score: Raw -341158.512536 + Penalty 1872.212568 = -339286.299968 nChanged 71 SP:Iteration 23Q (792.630238 sec): 3 clusters Score: Raw -341265.933190 + Penalty 1872.212568 = -339393.720622 nChanged 72 SP:Iteration 24Q (792.675416 sec): 3 clusters Score: Raw -341421.414344 + Penalty 1872.212568 = -339549.201775 nChanged 70 SP:Iteration 25Q (792.720099 sec): 3 clusters Score: Raw -341593.660254 + Penalty 1872.212568 = -339721.447686 nChanged 67 SP:Iteration 26Q (792.762803 sec): 3 clusters Score: Raw -341790.695933 + Penalty 1872.212568 = -339918.483365 nChanged 63 SP:Iteration 27Q (792.806755 sec): 3 clusters Score: Raw -341979.454433 + Penalty 1872.212568 = -340107.241865 nChanged 51 SP:Iteration 28Q (792.848987 sec): 3 clusters Score: Raw -342143.024369 + Penalty 1872.212568 = -340270.811801 nChanged 18 SP:Iteration 29Q (792.890849 sec): 3 clusters Score: Raw -342176.578929 + Penalty 1872.212568 = -340304.366360 nChanged 11 SP:Iteration 30Q (792.933997 sec): 3 clusters Score: Raw -342178.769055 + Penalty 1872.212568 = -340306.556486 nChanged 2 SP:Iteration 31Q (793.066458 sec): 3 clusters Score: Raw -342179.056647 + Penalty 1872.212568 = -340306.844079 nChanged 0 SP:Iteration 32F (793.172316 sec): 3 clusters Score: Raw -342179.056647 + Penalty 1872.212568 = -340306.844079 nChanged 0 Score: Raw -1484913.167362 + Penalty 12067.897047 = -1472845.270315 Splitting cluster 1 changes total score from -1471550.769088 to -1472845.270315 So it's getting split into cluster 11. Trying to split cluster 2 (3094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (793.735253 sec): 2 clusters Score: Raw -139883.254996 + Penalty 843.908103 = -139039.346893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (793.759570 sec): 3 clusters Score: Raw -138271.412365 + Penalty 1687.816207 = -136583.596159 nChanged 1286 SP:Iteration 1F (793.785119 sec): 3 clusters Score: Raw -139026.781394 + Penalty 1687.816207 = -137338.965187 nChanged 252 SP:Iteration 2F (793.810595 sec): 3 clusters Score: Raw -139191.462645 + Penalty 1687.816207 = -137503.646438 nChanged 195 SP:Iteration 3F (793.836119 sec): 3 clusters Score: Raw -139324.958378 + Penalty 1687.816207 = -137637.142171 nChanged 163 SP:Iteration 4F (793.861683 sec): 3 clusters Score: Raw -139451.737900 + Penalty 1687.816207 = -137763.921694 nChanged 133 SP:Iteration 5Q (793.887476 sec): 3 clusters Score: Raw -139578.801312 + Penalty 1687.816207 = -137890.985105 nChanged 161 SP:Iteration 6F (793.926952 sec): 3 clusters Score: Raw -139692.288659 + Penalty 1687.816207 = -138004.472453 nChanged 135 SP:Iteration 7Q (793.952900 sec): 3 clusters Score: Raw -139799.720748 + Penalty 1687.816207 = -138111.904542 nChanged 131 SP:Iteration 8Q (793.976667 sec): 3 clusters Score: Raw -139899.220720 + Penalty 1687.816207 = -138211.404514 nChanged 111 SP:Iteration 9Q (794.000110 sec): 3 clusters Score: Raw -139978.025289 + Penalty 1687.816207 = -138290.209083 nChanged 91 SP:Iteration 10Q (794.023578 sec): 3 clusters Score: Raw -140028.662399 + Penalty 1687.816207 = -138340.846193 nChanged 67 SP:Iteration 11Q (794.047135 sec): 3 clusters Score: Raw -140060.712317 + Penalty 1687.816207 = -138372.896111 nChanged 54 SP:Iteration 12Q (794.070609 sec): 3 clusters Score: Raw -140086.413365 + Penalty 1687.816207 = -138398.597159 nChanged 49 SP:Iteration 13Q (794.094069 sec): 3 clusters Score: Raw -140105.114152 + Penalty 1687.816207 = -138417.297945 nChanged 38 SP:Iteration 14Q (794.117473 sec): 3 clusters Score: Raw -140117.308603 + Penalty 1687.816207 = -138429.492396 nChanged 28 SP:Iteration 15Q (794.140722 sec): 3 clusters Score: Raw -140127.915841 + Penalty 1687.816207 = -138440.099635 nChanged 25 SP:Iteration 16Q (794.164102 sec): 3 clusters Score: Raw -140135.127227 + Penalty 1687.816207 = -138447.311020 nChanged 16 SP:Iteration 17Q (794.187482 sec): 3 clusters Score: Raw -140142.837825 + Penalty 1687.816207 = -138455.021618 nChanged 23 SP:Iteration 18Q (794.210804 sec): 3 clusters Score: Raw -140151.216782 + Penalty 1687.816207 = -138463.400576 nChanged 17 SP:Iteration 19Q (794.234178 sec): 3 clusters Score: Raw -140155.319646 + Penalty 1687.816207 = -138467.503439 nChanged 9 SP:Iteration 20F (794.257157 sec): 3 clusters Score: Raw -140157.251238 + Penalty 1687.816207 = -138469.435032 nChanged 6 SP:Iteration 21Q (794.280469 sec): 3 clusters Score: Raw -140158.876107 + Penalty 1687.816207 = -138471.059901 nChanged 6 SP:Iteration 22Q (794.303837 sec): 3 clusters Score: Raw -140159.750934 + Penalty 1687.816207 = -138471.934727 nChanged 6 SP:Iteration 23Q (794.327134 sec): 3 clusters Score: Raw -140160.720935 + Penalty 1687.816207 = -138472.904729 nChanged 10 SP:Iteration 24Q (794.350462 sec): 3 clusters Score: Raw -140163.005498 + Penalty 1687.816207 = -138475.189291 nChanged 11 SP:Iteration 25Q (794.373744 sec): 3 clusters Score: Raw -140165.770092 + Penalty 1687.816207 = -138477.953885 nChanged 9 SP:Iteration 26Q (794.499642 sec): 3 clusters Score: Raw -140167.532957 + Penalty 1687.816207 = -138479.716750 nChanged 6 SP:Iteration 27Q (794.592903 sec): 3 clusters Score: Raw -140168.089633 + Penalty 1687.816207 = -138480.273426 nChanged 6 SP:Iteration 28Q (794.677587 sec): 3 clusters Score: Raw -140169.421823 + Penalty 1687.816207 = -138481.605616 nChanged 4 SP:Iteration 29Q (794.745593 sec): 3 clusters Score: Raw -140170.746674 + Penalty 1687.816207 = -138482.930467 nChanged 6 SP:Iteration 30Q (794.768993 sec): 3 clusters Score: Raw -140171.835226 + Penalty 1687.816207 = -138484.019019 nChanged 7 SP:Iteration 31Q (794.792339 sec): 3 clusters Score: Raw -140173.292096 + Penalty 1687.816207 = -138485.475889 nChanged 4 SP:Iteration 32Q (794.815696 sec): 3 clusters Score: Raw -140174.105040 + Penalty 1687.816207 = -138486.288833 nChanged 2 SP:Iteration 33Q (794.839182 sec): 3 clusters Score: Raw -140174.358947 + Penalty 1687.816207 = -138486.542740 nChanged 0 SP:Iteration 34F (794.862289 sec): 3 clusters Score: Raw -140174.358947 + Penalty 1687.816207 = -138486.542740 nChanged 0 Trying to split cluster 3 (1318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (794.892915 sec): 2 clusters Score: Raw -60529.604593 + Penalty 754.306425 = -59775.298168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (794.904804 sec): 3 clusters Score: Raw -59978.633425 + Penalty 1508.612850 = -58470.020575 nChanged 485 SP:Iteration 1F (794.916000 sec): 3 clusters Score: Raw -60316.972606 + Penalty 1508.612850 = -58808.359756 nChanged 124 SP:Iteration 2F (794.927039 sec): 3 clusters Score: Raw -60488.998021 + Penalty 1508.612850 = -58980.385171 nChanged 85 SP:Iteration 3F (794.938072 sec): 3 clusters Score: Raw -60594.655445 + Penalty 1508.612850 = -59086.042595 nChanged 76 SP:Iteration 4F (794.949085 sec): 3 clusters Score: Raw -60670.196398 + Penalty 1508.612850 = -59161.583548 nChanged 56 SP:Iteration 5Q (794.960269 sec): 3 clusters Score: Raw -60715.303309 + Penalty 1508.612850 = -59206.690459 nChanged 50 SP:Iteration 6Q (794.971466 sec): 3 clusters Score: Raw -60761.820289 + Penalty 1508.612850 = -59253.207439 nChanged 41 SP:Iteration 7Q (794.984058 sec): 3 clusters Score: Raw -60801.269880 + Penalty 1508.612850 = -59292.657029 nChanged 31 SP:Iteration 8Q (794.995354 sec): 3 clusters Score: Raw -60826.482922 + Penalty 1508.612850 = -59317.870072 nChanged 24 SP:Iteration 9Q (795.006531 sec): 3 clusters Score: Raw -60849.617418 + Penalty 1508.612850 = -59341.004568 nChanged 27 SP:Iteration 10Q (795.017651 sec): 3 clusters Score: Raw -60877.551703 + Penalty 1508.612850 = -59368.938853 nChanged 24 SP:Iteration 11Q (795.028751 sec): 3 clusters Score: Raw -60902.311413 + Penalty 1508.612850 = -59393.698563 nChanged 22 SP:Iteration 12Q (795.039854 sec): 3 clusters Score: Raw -60923.357357 + Penalty 1508.612850 = -59414.744507 nChanged 15 SP:Iteration 13Q (795.051037 sec): 3 clusters Score: Raw -60932.582577 + Penalty 1508.612850 = -59423.969727 nChanged 13 SP:Iteration 14Q (795.062151 sec): 3 clusters Score: Raw -60941.602948 + Penalty 1508.612850 = -59432.990097 nChanged 9 SP:Iteration 15Q (795.073241 sec): 3 clusters Score: Raw -60948.044411 + Penalty 1508.612850 = -59439.431561 nChanged 11 SP:Iteration 16Q (795.084361 sec): 3 clusters Score: Raw -60957.712329 + Penalty 1508.612850 = -59449.099478 nChanged 13 SP:Iteration 17Q (795.095399 sec): 3 clusters Score: Raw -60969.305371 + Penalty 1508.612850 = -59460.692521 nChanged 13 SP:Iteration 18Q (795.106556 sec): 3 clusters Score: Raw -60975.296511 + Penalty 1508.612850 = -59466.683660 nChanged 7 SP:Iteration 19Q (795.118468 sec): 3 clusters Score: Raw -60980.243625 + Penalty 1508.612850 = -59471.630775 nChanged 7 SP:Iteration 20F (795.129522 sec): 3 clusters Score: Raw -60985.564338 + Penalty 1508.612850 = -59476.951488 nChanged 4 SP:Iteration 21Q (795.140693 sec): 3 clusters Score: Raw -60988.772480 + Penalty 1508.612850 = -59480.159629 nChanged 7 SP:Iteration 22Q (795.245435 sec): 3 clusters Score: Raw -60996.065388 + Penalty 1508.612850 = -59487.452537 nChanged 7 SP:Iteration 23Q (795.340651 sec): 3 clusters Score: Raw -61004.370400 + Penalty 1508.612850 = -59495.757550 nChanged 12 SP:Iteration 24Q (795.431143 sec): 3 clusters Score: Raw -61024.561503 + Penalty 1508.612850 = -59515.948653 nChanged 9 SP:Iteration 25Q (795.543671 sec): 3 clusters Score: Raw -61036.644152 + Penalty 1508.612850 = -59528.031302 nChanged 6 SP:Iteration 26Q (795.653304 sec): 3 clusters Score: Raw -61041.436366 + Penalty 1508.612850 = -59532.823516 nChanged 6 SP:Iteration 27Q (795.762566 sec): 3 clusters Score: Raw -61045.228648 + Penalty 1508.612850 = -59536.615798 nChanged 3 SP:Iteration 28Q (795.806897 sec): 3 clusters Score: Raw -61047.670594 + Penalty 1508.612850 = -59539.057744 nChanged 3 SP:Iteration 29Q (795.819242 sec): 3 clusters Score: Raw -61051.226704 + Penalty 1508.612850 = -59542.613854 nChanged 4 SP:Iteration 30Q (795.830181 sec): 3 clusters Score: Raw -61055.411417 + Penalty 1508.612850 = -59546.798567 nChanged 4 SP:Iteration 31Q (795.841086 sec): 3 clusters Score: Raw -61057.121941 + Penalty 1508.612850 = -59548.509091 nChanged 1 SP:Iteration 32Q (795.851969 sec): 3 clusters Score: Raw -61058.186536 + Penalty 1508.612850 = -59549.573685 nChanged 1 SP:Iteration 33Q (795.862757 sec): 3 clusters Score: Raw -61060.253262 + Penalty 1508.612850 = -59551.640412 nChanged 3 SP:Iteration 34Q (795.874310 sec): 3 clusters Score: Raw -61063.318021 + Penalty 1508.612850 = -59554.705171 nChanged 6 SP:Iteration 35Q (795.889437 sec): 3 clusters Score: Raw -61074.879462 + Penalty 1508.612850 = -59566.266612 nChanged 6 SP:Iteration 36Q (795.904494 sec): 3 clusters Score: Raw -61082.335982 + Penalty 1508.612850 = -59573.723131 nChanged 6 SP:Iteration 37Q (795.919530 sec): 3 clusters Score: Raw -61092.048155 + Penalty 1508.612850 = -59583.435304 nChanged 3 SP:Iteration 38Q (795.934778 sec): 3 clusters Score: Raw -61094.832908 + Penalty 1508.612850 = -59586.220058 nChanged 3 SP:Iteration 39Q (795.947343 sec): 3 clusters Score: Raw -61097.974892 + Penalty 1508.612850 = -59589.362042 nChanged 4 SP:Iteration 40F (795.958376 sec): 3 clusters Score: Raw -61126.844623 + Penalty 1508.612850 = -59618.231773 nChanged 9 SP:Iteration 41Q (795.969186 sec): 3 clusters Score: Raw -61179.699541 + Penalty 1508.612850 = -59671.086691 nChanged 17 SP:Iteration 42Q (795.979949 sec): 3 clusters Score: Raw -61204.737043 + Penalty 1508.612850 = -59696.124193 nChanged 17 SP:Iteration 43Q (795.990744 sec): 3 clusters Score: Raw -61227.715374 + Penalty 1508.612850 = -59719.102524 nChanged 16 SP:Iteration 44Q (796.001576 sec): 3 clusters Score: Raw -61245.859151 + Penalty 1508.612850 = -59737.246301 nChanged 7 SP:Iteration 45Q (796.012316 sec): 3 clusters Score: Raw -61258.140761 + Penalty 1508.612850 = -59749.527911 nChanged 8 SP:Iteration 46Q (796.023022 sec): 3 clusters Score: Raw -61268.162306 + Penalty 1508.612850 = -59759.549456 nChanged 12 SP:Iteration 47Q (796.033737 sec): 3 clusters Score: Raw -61287.501081 + Penalty 1508.612850 = -59778.888231 nChanged 12 SP:Iteration 48Q (796.044437 sec): 3 clusters Score: Raw -61312.047605 + Penalty 1508.612850 = -59803.434755 nChanged 16 SP:Iteration 49Q (796.055093 sec): 3 clusters Score: Raw -61330.782322 + Penalty 1508.612850 = -59822.169472 nChanged 9 SP:Iteration 50Q (796.065808 sec): 3 clusters Score: Raw -61341.430828 + Penalty 1508.612850 = -59832.817978 nChanged 8 SP:Iteration 51Q (796.076505 sec): 3 clusters Score: Raw -61349.363437 + Penalty 1508.612850 = -59840.750587 nChanged 5 SP:Iteration 52Q (796.087115 sec): 3 clusters Score: Raw -61353.193534 + Penalty 1508.612850 = -59844.580684 nChanged 2 SP:Iteration 53Q (796.097729 sec): 3 clusters Score: Raw -61354.490376 + Penalty 1508.612850 = -59845.877526 nChanged 2 SP:Iteration 54Q (796.198946 sec): 3 clusters Score: Raw -61356.237094 + Penalty 1508.612850 = -59847.624244 nChanged 2 SP:Iteration 55Q (796.285776 sec): 3 clusters Score: Raw -61357.336512 + Penalty 1508.612850 = -59848.723662 nChanged 1 SP:Iteration 56Q (796.375856 sec): 3 clusters Score: Raw -61357.928367 + Penalty 1508.612850 = -59849.315517 nChanged 0 SP:Iteration 57F (796.488206 sec): 3 clusters Score: Raw -61359.232447 + Penalty 1508.612850 = -59850.619597 nChanged 2 SP:Iteration 58Q (796.593763 sec): 3 clusters Score: Raw -61360.484398 + Penalty 1508.612850 = -59851.871548 nChanged 2 SP:Iteration 59Q (796.609667 sec): 3 clusters Score: Raw -61361.337348 + Penalty 1508.612850 = -59852.724498 nChanged 0 SP:Iteration 60F (796.624472 sec): 3 clusters Score: Raw -61361.337348 + Penalty 1508.612850 = -59852.724498 nChanged 0 Score: Raw -1485744.900118 + Penalty 13164.978597 = -1472579.921521 Splitting cluster 3 changes total score from -1471550.769088 to -1472579.921521 So it's getting split into cluster 12. Trying to split cluster 4 (1791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (797.121705 sec): 2 clusters Score: Raw -65891.676247 + Penalty 786.505587 = -65105.170660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (797.137000 sec): 3 clusters Score: Raw -65081.961664 + Penalty 1573.011174 = -63508.950490 nChanged 663 SP:Iteration 1F (797.151266 sec): 3 clusters Score: Raw -65640.517646 + Penalty 1573.011174 = -64067.506472 nChanged 206 SP:Iteration 2F (797.165546 sec): 3 clusters Score: Raw -65869.350348 + Penalty 1573.011174 = -64296.339173 nChanged 135 SP:Iteration 3F (797.179780 sec): 3 clusters Score: Raw -66003.674484 + Penalty 1573.011174 = -64430.663310 nChanged 102 SP:Iteration 4F (797.194105 sec): 3 clusters Score: Raw -66101.005606 + Penalty 1573.011174 = -64527.994432 nChanged 59 SP:Iteration 5Q (797.208578 sec): 3 clusters Score: Raw -66144.995287 + Penalty 1573.011174 = -64571.984112 nChanged 41 SP:Iteration 6Q (797.223091 sec): 3 clusters Score: Raw -66181.610241 + Penalty 1573.011174 = -64608.599066 nChanged 37 SP:Iteration 7Q (797.237584 sec): 3 clusters Score: Raw -66213.602317 + Penalty 1573.011174 = -64640.591143 nChanged 29 SP:Iteration 8Q (797.252669 sec): 3 clusters Score: Raw -66233.841367 + Penalty 1573.011174 = -64660.830192 nChanged 30 SP:Iteration 9Q (797.267504 sec): 3 clusters Score: Raw -66250.834724 + Penalty 1573.011174 = -64677.823549 nChanged 21 SP:Iteration 10Q (797.281954 sec): 3 clusters Score: Raw -66261.573404 + Penalty 1573.011174 = -64688.562230 nChanged 12 SP:Iteration 11Q (797.296356 sec): 3 clusters Score: Raw -66268.247430 + Penalty 1573.011174 = -64695.236255 nChanged 16 SP:Iteration 12Q (797.310755 sec): 3 clusters Score: Raw -66279.073021 + Penalty 1573.011174 = -64706.061847 nChanged 18 SP:Iteration 13Q (797.325037 sec): 3 clusters Score: Raw -66290.208847 + Penalty 1573.011174 = -64717.197672 nChanged 16 SP:Iteration 14Q (797.339301 sec): 3 clusters Score: Raw -66302.752983 + Penalty 1573.011174 = -64729.741808 nChanged 14 SP:Iteration 15Q (797.353577 sec): 3 clusters Score: Raw -66308.264832 + Penalty 1573.011174 = -64735.253657 nChanged 11 SP:Iteration 16Q (797.367844 sec): 3 clusters Score: Raw -66312.410213 + Penalty 1573.011174 = -64739.399038 nChanged 9 SP:Iteration 17Q (797.382133 sec): 3 clusters Score: Raw -66316.452246 + Penalty 1573.011174 = -64743.441071 nChanged 7 SP:Iteration 18Q (797.396451 sec): 3 clusters Score: Raw -66318.508195 + Penalty 1573.011174 = -64745.497020 nChanged 6 SP:Iteration 19Q (797.410717 sec): 3 clusters Score: Raw -66320.355791 + Penalty 1573.011174 = -64747.344616 nChanged 3 SP:Iteration 20F (797.425356 sec): 3 clusters Score: Raw -66322.359041 + Penalty 1573.011174 = -64749.347867 nChanged 4 SP:Iteration 21Q (797.439919 sec): 3 clusters Score: Raw -66323.562419 + Penalty 1573.011174 = -64750.551245 nChanged 7 SP:Iteration 22Q (797.536067 sec): 3 clusters Score: Raw -66325.480694 + Penalty 1573.011174 = -64752.469520 nChanged 3 SP:Iteration 23Q (797.628792 sec): 3 clusters Score: Raw -66326.557507 + Penalty 1573.011174 = -64753.546333 nChanged 2 SP:Iteration 24Q (797.713834 sec): 3 clusters Score: Raw -66327.197045 + Penalty 1573.011174 = -64754.185870 nChanged 1 SP:Iteration 25Q (797.803150 sec): 3 clusters Score: Raw -66327.325280 + Penalty 1573.011174 = -64754.314105 nChanged 0 SP:Iteration 26F (797.877831 sec): 3 clusters Score: Raw -66327.325280 + Penalty 1573.011174 = -64754.314105 nChanged 0 Trying to split cluster 5 (623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (797.906529 sec): 2 clusters Score: Raw -17984.473545 + Penalty 675.627384 = -17308.846160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (797.914876 sec): 3 clusters Score: Raw -17803.066541 + Penalty 1351.254769 = -16451.811772 nChanged 191 SP:Iteration 1F (797.922866 sec): 3 clusters Score: Raw -18022.251643 + Penalty 1351.254769 = -16670.996874 nChanged 63 SP:Iteration 2F (797.930813 sec): 3 clusters Score: Raw -18150.672898 + Penalty 1351.254769 = -16799.418129 nChanged 53 SP:Iteration 3F (797.938803 sec): 3 clusters Score: Raw -18269.065673 + Penalty 1351.254769 = -16917.810904 nChanged 28 SP:Iteration 4Q (797.946783 sec): 3 clusters Score: Raw -18331.436434 + Penalty 1351.254769 = -16980.181665 nChanged 18 SP:Iteration 5Q (797.954725 sec): 3 clusters Score: Raw -18370.405112 + Penalty 1351.254769 = -17019.150343 nChanged 14 SP:Iteration 6Q (797.962653 sec): 3 clusters Score: Raw -18387.835911 + Penalty 1351.254769 = -17036.581142 nChanged 9 SP:Iteration 7Q (797.970556 sec): 3 clusters Score: Raw -18396.005411 + Penalty 1351.254769 = -17044.750642 nChanged 4 SP:Iteration 8Q (797.978478 sec): 3 clusters Score: Raw -18400.716519 + Penalty 1351.254769 = -17049.461750 nChanged 5 SP:Iteration 9Q (797.986411 sec): 3 clusters Score: Raw -18417.603197 + Penalty 1351.254769 = -17066.348428 nChanged 5 SP:Iteration 10Q (797.994312 sec): 3 clusters Score: Raw -18422.233140 + Penalty 1351.254769 = -17070.978371 nChanged 4 SP:Iteration 11Q (798.002257 sec): 3 clusters Score: Raw -18431.131308 + Penalty 1351.254769 = -17079.876539 nChanged 4 SP:Iteration 12Q (798.010173 sec): 3 clusters Score: Raw -18442.214826 + Penalty 1351.254769 = -17090.960058 nChanged 7 SP:Iteration 13Q (798.018052 sec): 3 clusters Score: Raw -18458.080048 + Penalty 1351.254769 = -17106.825279 nChanged 3 SP:Iteration 14Q (798.025961 sec): 3 clusters Score: Raw -18462.175151 + Penalty 1351.254769 = -17110.920382 nChanged 4 SP:Iteration 15Q (798.033723 sec): 3 clusters Score: Raw -18469.218466 + Penalty 1351.254769 = -17117.963697 nChanged 2 SP:Iteration 16Q (798.041595 sec): 3 clusters Score: Raw -18483.506761 + Penalty 1351.254769 = -17132.251992 nChanged 2 SP:Iteration 17Q (798.049531 sec): 3 clusters Score: Raw -18487.795657 + Penalty 1351.254769 = -17136.540888 nChanged 2 SP:Iteration 18Q (798.057417 sec): 3 clusters Score: Raw -18490.091527 + Penalty 1351.254769 = -17138.836758 nChanged 0 SP:Iteration 19F (798.065366 sec): 3 clusters Score: Raw -18490.091527 + Penalty 1351.254769 = -17138.836758 nChanged 0 Trying to split cluster 6 (1843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (798.097431 sec): 2 clusters Score: Raw -72318.670414 + Penalty 789.510746 = -71529.159669 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (798.115867 sec): 3 clusters Score: Raw -71497.192749 + Penalty 1579.021491 = -69918.171258 nChanged 698 SP:Iteration 1F (798.133356 sec): 3 clusters Score: Raw -72089.346227 + Penalty 1579.021491 = -70510.324736 nChanged 200 SP:Iteration 2F (798.150668 sec): 3 clusters Score: Raw -72374.676996 + Penalty 1579.021491 = -70795.655504 nChanged 158 SP:Iteration 3F (798.261113 sec): 3 clusters Score: Raw -72586.379571 + Penalty 1579.021491 = -71007.358080 nChanged 116 SP:Iteration 4F (798.372680 sec): 3 clusters Score: Raw -72732.949553 + Penalty 1579.021491 = -71153.928061 nChanged 99 SP:Iteration 5F (798.477832 sec): 3 clusters Score: Raw -72872.742950 + Penalty 1579.021491 = -71293.721459 nChanged 79 SP:Iteration 6Q (798.570572 sec): 3 clusters Score: Raw -72954.667123 + Penalty 1579.021491 = -71375.645632 nChanged 57 SP:Iteration 7Q (798.685973 sec): 3 clusters Score: Raw -73020.678560 + Penalty 1579.021491 = -71441.657069 nChanged 43 SP:Iteration 8Q (798.794550 sec): 3 clusters Score: Raw -73058.030080 + Penalty 1579.021491 = -71479.008589 nChanged 28 SP:Iteration 9Q (798.809336 sec): 3 clusters Score: Raw -73075.614111 + Penalty 1579.021491 = -71496.592620 nChanged 25 SP:Iteration 10Q (798.824019 sec): 3 clusters Score: Raw -73091.663940 + Penalty 1579.021491 = -71512.642448 nChanged 17 SP:Iteration 11Q (798.838972 sec): 3 clusters Score: Raw -73101.249357 + Penalty 1579.021491 = -71522.227866 nChanged 9 SP:Iteration 12Q (798.853799 sec): 3 clusters Score: Raw -73105.787138 + Penalty 1579.021491 = -71526.765647 nChanged 8 SP:Iteration 13Q (798.868369 sec): 3 clusters Score: Raw -73109.471482 + Penalty 1579.021491 = -71530.449991 nChanged 3 SP:Iteration 14Q (798.883131 sec): 3 clusters Score: Raw -73111.538207 + Penalty 1579.021491 = -71532.516716 nChanged 4 SP:Iteration 15Q (798.897791 sec): 3 clusters Score: Raw -73113.828224 + Penalty 1579.021491 = -71534.806733 nChanged 3 SP:Iteration 16Q (798.912415 sec): 3 clusters Score: Raw -73114.968616 + Penalty 1579.021491 = -71535.947125 nChanged 3 SP:Iteration 17Q (798.927051 sec): 3 clusters Score: Raw -73116.204716 + Penalty 1579.021491 = -71537.183225 nChanged 1 SP:Iteration 18Q (798.941778 sec): 3 clusters Score: Raw -73116.452121 + Penalty 1579.021491 = -71537.430630 nChanged 0 SP:Iteration 19F (798.956319 sec): 3 clusters Score: Raw -73116.452121 + Penalty 1579.021491 = -71537.430630 nChanged 0 Score: Raw -1486542.681825 + Penalty 14262.060146 = -1472280.621678 Splitting cluster 6 changes total score from -1471550.769088 to -1472280.621678 So it's getting split into cluster 13. Trying to split cluster 7 (4139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (799.519623 sec): 2 clusters Score: Raw -196181.383521 + Penalty 874.461997 = -195306.921524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (799.551478 sec): 3 clusters Score: Raw -194008.096131 + Penalty 1748.923993 = -192259.172137 nChanged 1696 SP:Iteration 1F (799.583918 sec): 3 clusters Score: Raw -195023.093074 + Penalty 1748.923993 = -193274.169081 nChanged 348 SP:Iteration 2F (799.616376 sec): 3 clusters Score: Raw -195247.299085 + Penalty 1748.923993 = -193498.375092 nChanged 265 SP:Iteration 3F (799.648854 sec): 3 clusters Score: Raw -195420.772326 + Penalty 1748.923993 = -193671.848333 nChanged 231 SP:Iteration 4F (799.681063 sec): 3 clusters Score: Raw -195575.333065 + Penalty 1748.923993 = -193826.409072 nChanged 212 SP:Iteration 5F (799.711117 sec): 3 clusters Score: Raw -195693.227365 + Penalty 1748.923993 = -193944.303372 nChanged 139 SP:Iteration 6Q (799.741628 sec): 3 clusters Score: Raw -195757.447472 + Penalty 1748.923993 = -194008.523478 nChanged 106 SP:Iteration 7Q (799.772251 sec): 3 clusters Score: Raw -195802.845061 + Penalty 1748.923993 = -194053.921067 nChanged 89 SP:Iteration 8Q (799.802867 sec): 3 clusters Score: Raw -195830.462231 + Penalty 1748.923993 = -194081.538238 nChanged 60 SP:Iteration 9Q (799.833393 sec): 3 clusters Score: Raw -195850.186581 + Penalty 1748.923993 = -194101.262587 nChanged 47 SP:Iteration 10Q (799.863695 sec): 3 clusters Score: Raw -195864.558474 + Penalty 1748.923993 = -194115.634481 nChanged 49 SP:Iteration 11Q (799.910591 sec): 3 clusters Score: Raw -195882.182462 + Penalty 1748.923993 = -194133.258468 nChanged 52 SP:Iteration 12Q (800.017850 sec): 3 clusters Score: Raw -195900.037353 + Penalty 1748.923993 = -194151.113360 nChanged 51 SP:Iteration 13Q (800.148270 sec): 3 clusters Score: Raw -195915.309070 + Penalty 1748.923993 = -194166.385077 nChanged 49 SP:Iteration 14Q (800.237890 sec): 3 clusters Score: Raw -195930.067849 + Penalty 1748.923993 = -194181.143856 nChanged 46 SP:Iteration 15Q (800.353697 sec): 3 clusters Score: Raw -195943.378137 + Penalty 1748.923993 = -194194.454144 nChanged 40 SP:Iteration 16Q (800.455149 sec): 3 clusters Score: Raw -195957.101372 + Penalty 1748.923993 = -194208.177378 nChanged 50 SP:Iteration 17Q (800.555361 sec): 3 clusters Score: Raw -195973.294561 + Penalty 1748.923993 = -194224.370568 nChanged 48 SP:Iteration 18Q (800.661058 sec): 3 clusters Score: Raw -195988.593862 + Penalty 1748.923993 = -194239.669869 nChanged 39 SP:Iteration 19Q (800.776439 sec): 3 clusters Score: Raw -195999.786746 + Penalty 1748.923993 = -194250.862753 nChanged 36 SP:Iteration 20F (800.892698 sec): 3 clusters Score: Raw -196010.078381 + Penalty 1748.923993 = -194261.154388 nChanged 36 SP:Iteration 21Q (801.009758 sec): 3 clusters Score: Raw -196018.763289 + Penalty 1748.923993 = -194269.839296 nChanged 33 SP:Iteration 22Q (801.046128 sec): 3 clusters Score: Raw -196027.612724 + Penalty 1748.923993 = -194278.688731 nChanged 34 SP:Iteration 23Q (801.076460 sec): 3 clusters Score: Raw -196038.623003 + Penalty 1748.923993 = -194289.699010 nChanged 45 SP:Iteration 24Q (801.107115 sec): 3 clusters Score: Raw -196056.524975 + Penalty 1748.923993 = -194307.600981 nChanged 51 SP:Iteration 25Q (801.137992 sec): 3 clusters Score: Raw -196075.459278 + Penalty 1748.923993 = -194326.535285 nChanged 52 SP:Iteration 26Q (801.168810 sec): 3 clusters Score: Raw -196097.599484 + Penalty 1748.923993 = -194348.675491 nChanged 57 SP:Iteration 27Q (801.199570 sec): 3 clusters Score: Raw -196120.573512 + Penalty 1748.923993 = -194371.649518 nChanged 61 SP:Iteration 28Q (801.230407 sec): 3 clusters Score: Raw -196160.283746 + Penalty 1748.923993 = -194411.359752 nChanged 83 SP:Iteration 29Q (801.267626 sec): 3 clusters Score: Raw -196222.513192 + Penalty 1748.923993 = -194473.589198 nChanged 88 SP:Iteration 30Q (801.298026 sec): 3 clusters Score: Raw -196279.597392 + Penalty 1748.923993 = -194530.673399 nChanged 91 SP:Iteration 31Q (801.328310 sec): 3 clusters Score: Raw -196332.889773 + Penalty 1748.923993 = -194583.965780 nChanged 69 SP:Iteration 32Q (801.358494 sec): 3 clusters Score: Raw -196375.275735 + Penalty 1748.923993 = -194626.351741 nChanged 54 SP:Iteration 33Q (801.388524 sec): 3 clusters Score: Raw -196404.896563 + Penalty 1748.923993 = -194655.972570 nChanged 52 SP:Iteration 34Q (801.418448 sec): 3 clusters Score: Raw -196432.278892 + Penalty 1748.923993 = -194683.354899 nChanged 55 SP:Iteration 35Q (801.448349 sec): 3 clusters Score: Raw -196468.813635 + Penalty 1748.923993 = -194719.889642 nChanged 56 SP:Iteration 36Q (801.478108 sec): 3 clusters Score: Raw -196503.465667 + Penalty 1748.923993 = -194754.541674 nChanged 51 SP:Iteration 37Q (801.507854 sec): 3 clusters Score: Raw -196530.787893 + Penalty 1748.923993 = -194781.863899 nChanged 52 SP:Iteration 38Q (801.537402 sec): 3 clusters Score: Raw -196566.544381 + Penalty 1748.923993 = -194817.620388 nChanged 66 SP:Iteration 39Q (801.567219 sec): 3 clusters Score: Raw -196608.988253 + Penalty 1748.923993 = -194860.064260 nChanged 54 SP:Iteration 40F (801.596865 sec): 3 clusters Score: Raw -196639.192602 + Penalty 1748.923993 = -194890.268608 nChanged 43 SP:Iteration 41Q (801.626507 sec): 3 clusters Score: Raw -196657.320395 + Penalty 1748.923993 = -194908.396402 nChanged 24 SP:Iteration 42Q (801.655875 sec): 3 clusters Score: Raw -196665.396881 + Penalty 1748.923993 = -194916.472888 nChanged 14 SP:Iteration 43Q (801.685243 sec): 3 clusters Score: Raw -196669.308118 + Penalty 1748.923993 = -194920.384125 nChanged 13 SP:Iteration 44Q (801.791386 sec): 3 clusters Score: Raw -196672.346229 + Penalty 1748.923993 = -194923.422236 nChanged 9 SP:Iteration 45Q (801.897969 sec): 3 clusters Score: Raw -196673.629690 + Penalty 1748.923993 = -194924.705696 nChanged 4 SP:Iteration 46Q (801.991693 sec): 3 clusters Score: Raw -196674.747588 + Penalty 1748.923993 = -194925.823595 nChanged 9 SP:Iteration 47Q (802.105325 sec): 3 clusters Score: Raw -196676.979713 + Penalty 1748.923993 = -194928.055719 nChanged 10 SP:Iteration 48Q (802.220195 sec): 3 clusters Score: Raw -196679.880201 + Penalty 1748.923993 = -194930.956208 nChanged 8 SP:Iteration 49Q (802.347538 sec): 3 clusters Score: Raw -196681.673350 + Penalty 1748.923993 = -194932.749356 nChanged 8 SP:Iteration 50Q (802.468943 sec): 3 clusters Score: Raw -196682.712360 + Penalty 1748.923993 = -194933.788367 nChanged 3 SP:Iteration 51Q (802.577660 sec): 3 clusters Score: Raw -196683.041812 + Penalty 1748.923993 = -194934.117818 nChanged 2 SP:Iteration 52Q (802.675536 sec): 3 clusters Score: Raw -196683.187269 + Penalty 1748.923993 = -194934.263275 nChanged 1 SP:Iteration 53Q (802.811514 sec): 3 clusters Score: Raw -196683.227121 + Penalty 1748.923993 = -194934.303128 nChanged 1 SP:Iteration 54Q (802.834447 sec): 3 clusters Score: Raw -196683.311621 + Penalty 1748.923993 = -194934.387628 nChanged 1 SP:Iteration 55Q (802.869042 sec): 3 clusters Score: Raw -196683.533016 + Penalty 1748.923993 = -194934.609022 nChanged 0 SP:Iteration 56F (802.904584 sec): 3 clusters Score: Raw -196683.533016 + Penalty 1748.923993 = -194934.609022 nChanged 0 Trying to split cluster 8 (6137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (802.948429 sec): 2 clusters Score: Raw -288188.703546 + Penalty 915.819587 = -287272.883960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (802.998200 sec): 3 clusters Score: Raw -284713.443303 + Penalty 1831.639174 = -282881.804129 nChanged 2658 SP:Iteration 1F (803.055206 sec): 3 clusters Score: Raw -286367.178182 + Penalty 1831.639174 = -284535.539008 nChanged 526 SP:Iteration 2F (803.122143 sec): 3 clusters Score: Raw -286778.487372 + Penalty 1831.639174 = -284946.848198 nChanged 468 SP:Iteration 3F (803.178526 sec): 3 clusters Score: Raw -287153.957241 + Penalty 1831.639174 = -285322.318067 nChanged 432 SP:Iteration 4F (803.220602 sec): 3 clusters Score: Raw -287508.343204 + Penalty 1831.639174 = -285676.704030 nChanged 423 SP:Iteration 5F (803.263105 sec): 3 clusters Score: Raw -287869.810207 + Penalty 1831.639174 = -286038.171034 nChanged 423 SP:Iteration 6F (803.413359 sec): 3 clusters Score: Raw -288214.738572 + Penalty 1831.639174 = -286383.099399 nChanged 352 SP:Iteration 7F (803.541529 sec): 3 clusters Score: Raw -288514.525808 + Penalty 1831.639174 = -286682.886634 nChanged 296 SP:Iteration 8Q (803.650779 sec): 3 clusters Score: Raw -288740.657965 + Penalty 1831.639174 = -286909.018792 nChanged 224 SP:Iteration 9Q (803.754150 sec): 3 clusters Score: Raw -288915.213651 + Penalty 1831.639174 = -287083.574478 nChanged 170 SP:Iteration 10Q (803.861692 sec): 3 clusters Score: Raw -289038.384261 + Penalty 1831.639174 = -287206.745087 nChanged 137 SP:Iteration 11Q (803.906055 sec): 3 clusters Score: Raw -289130.382914 + Penalty 1831.639174 = -287298.743741 nChanged 114 SP:Iteration 12Q (803.951265 sec): 3 clusters Score: Raw -289205.566845 + Penalty 1831.639174 = -287373.927672 nChanged 109 SP:Iteration 13Q (803.996507 sec): 3 clusters Score: Raw -289276.119260 + Penalty 1831.639174 = -287444.480087 nChanged 80 SP:Iteration 14Q (804.042110 sec): 3 clusters Score: Raw -289330.205856 + Penalty 1831.639174 = -287498.566682 nChanged 77 SP:Iteration 15Q (804.087313 sec): 3 clusters Score: Raw -289375.759292 + Penalty 1831.639174 = -287544.120119 nChanged 76 SP:Iteration 16Q (804.134383 sec): 3 clusters Score: Raw -289421.063937 + Penalty 1831.639174 = -287589.424763 nChanged 62 SP:Iteration 17Q (804.309929 sec): 3 clusters Score: Raw -289451.985325 + Penalty 1831.639174 = -287620.346151 nChanged 43 SP:Iteration 18Q (804.443054 sec): 3 clusters Score: Raw -289468.122984 + Penalty 1831.639174 = -287636.483811 nChanged 28 SP:Iteration 19Q (804.568230 sec): 3 clusters Score: Raw -289478.454407 + Penalty 1831.639174 = -287646.815234 nChanged 25 SP:Iteration 20F (804.621060 sec): 3 clusters Score: Raw -289489.038343 + Penalty 1831.639174 = -287657.399169 nChanged 14 SP:Iteration 21Q (804.673688 sec): 3 clusters Score: Raw -289492.631350 + Penalty 1831.639174 = -287660.992176 nChanged 11 SP:Iteration 22Q (804.720331 sec): 3 clusters Score: Raw -289495.484554 + Penalty 1831.639174 = -287663.845380 nChanged 9 SP:Iteration 23Q (804.767235 sec): 3 clusters Score: Raw -289498.236933 + Penalty 1831.639174 = -287666.597759 nChanged 8 SP:Iteration 24Q (804.814421 sec): 3 clusters Score: Raw -289500.222105 + Penalty 1831.639174 = -287668.582931 nChanged 8 SP:Iteration 25Q (804.861908 sec): 3 clusters Score: Raw -289503.250476 + Penalty 1831.639174 = -287671.611303 nChanged 16 SP:Iteration 26Q (804.912694 sec): 3 clusters Score: Raw -289508.325472 + Penalty 1831.639174 = -287676.686298 nChanged 18 SP:Iteration 27Q (804.963503 sec): 3 clusters Score: Raw -289515.169509 + Penalty 1831.639174 = -287683.530336 nChanged 25 SP:Iteration 28Q (805.014569 sec): 3 clusters Score: Raw -289522.064002 + Penalty 1831.639174 = -287690.424828 nChanged 13 SP:Iteration 29Q (805.063595 sec): 3 clusters Score: Raw -289525.288058 + Penalty 1831.639174 = -287693.648884 nChanged 6 SP:Iteration 30Q (805.109495 sec): 3 clusters Score: Raw -289526.509946 + Penalty 1831.639174 = -287694.870773 nChanged 8 SP:Iteration 31Q (805.155761 sec): 3 clusters Score: Raw -289528.201648 + Penalty 1831.639174 = -287696.562474 nChanged 4 SP:Iteration 32Q (805.202408 sec): 3 clusters Score: Raw -289528.687345 + Penalty 1831.639174 = -287697.048171 nChanged 3 SP:Iteration 33Q (805.358499 sec): 3 clusters Score: Raw -289529.071604 + Penalty 1831.639174 = -287697.432430 nChanged 1 SP:Iteration 34Q (805.489424 sec): 3 clusters Score: Raw -289529.180044 + Penalty 1831.639174 = -287697.540870 nChanged 1 SP:Iteration 35Q (805.590142 sec): 3 clusters Score: Raw -289529.353042 + Penalty 1831.639174 = -287697.713868 nChanged 0 SP:Iteration 36F (805.745768 sec): 3 clusters Score: Raw -289529.353042 + Penalty 1831.639174 = -287697.713868 nChanged 0 Score: Raw -1487883.331320 + Penalty 15359.141696 = -1472524.189624 Splitting cluster 8 changes total score from -1471550.769088 to -1472524.189624 So it's getting split into cluster 14. Trying to split cluster 9 (1211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (806.464333 sec): 2 clusters Score: Raw -34823.914878 + Penalty 745.416183 = -34078.498695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (806.478685 sec): 3 clusters Score: Raw -34294.940423 + Penalty 1490.832366 = -32804.108057 nChanged 432 SP:Iteration 1F (806.492527 sec): 3 clusters Score: Raw -34671.945582 + Penalty 1490.832366 = -33181.113216 nChanged 116 SP:Iteration 2F (806.506440 sec): 3 clusters Score: Raw -34781.609638 + Penalty 1490.832366 = -33290.777272 nChanged 73 SP:Iteration 3F (806.520265 sec): 3 clusters Score: Raw -34845.220433 + Penalty 1490.832366 = -33354.388066 nChanged 47 SP:Iteration 4Q (806.534340 sec): 3 clusters Score: Raw -34885.766805 + Penalty 1490.832366 = -33394.934439 nChanged 36 SP:Iteration 5Q (806.548525 sec): 3 clusters Score: Raw -34913.485001 + Penalty 1490.832366 = -33422.652635 nChanged 24 SP:Iteration 6Q (806.562636 sec): 3 clusters Score: Raw -34929.987997 + Penalty 1490.832366 = -33439.155631 nChanged 18 SP:Iteration 7Q (806.576773 sec): 3 clusters Score: Raw -34948.464391 + Penalty 1490.832366 = -33457.632025 nChanged 21 SP:Iteration 8Q (806.704113 sec): 3 clusters Score: Raw -34961.881400 + Penalty 1490.832366 = -33471.049034 nChanged 16 SP:Iteration 9Q (806.818605 sec): 3 clusters Score: Raw -34971.950640 + Penalty 1490.832366 = -33481.118274 nChanged 13 SP:Iteration 10Q (806.932123 sec): 3 clusters Score: Raw -34981.615110 + Penalty 1490.832366 = -33490.782744 nChanged 12 SP:Iteration 11Q (807.020498 sec): 3 clusters Score: Raw -34991.021719 + Penalty 1490.832366 = -33500.189353 nChanged 9 SP:Iteration 12Q (807.132035 sec): 3 clusters Score: Raw -34998.127533 + Penalty 1490.832366 = -33507.295167 nChanged 13 SP:Iteration 13Q (807.247594 sec): 3 clusters Score: Raw -35006.627123 + Penalty 1490.832366 = -33515.794757 nChanged 15 SP:Iteration 14Q (807.359406 sec): 3 clusters Score: Raw -35025.780620 + Penalty 1490.832366 = -33534.948254 nChanged 17 SP:Iteration 15Q (807.450099 sec): 3 clusters Score: Raw -35042.015510 + Penalty 1490.832366 = -33551.183144 nChanged 14 SP:Iteration 16Q (807.564020 sec): 3 clusters Score: Raw -35058.098494 + Penalty 1490.832366 = -33567.266128 nChanged 15 SP:Iteration 17Q (807.657939 sec): 3 clusters Score: Raw -35067.720563 + Penalty 1490.832366 = -33576.888197 nChanged 13 SP:Iteration 18Q (807.771305 sec): 3 clusters Score: Raw -35076.994732 + Penalty 1490.832366 = -33586.162366 nChanged 10 SP:Iteration 19Q (807.810707 sec): 3 clusters Score: Raw -35097.162001 + Penalty 1490.832366 = -33606.329635 nChanged 12 SP:Iteration 20F (807.824250 sec): 3 clusters Score: Raw -35114.163870 + Penalty 1490.832366 = -33623.331504 nChanged 15 SP:Iteration 21Q (807.837833 sec): 3 clusters Score: Raw -35128.130412 + Penalty 1490.832366 = -33637.298046 nChanged 8 SP:Iteration 22Q (807.851429 sec): 3 clusters Score: Raw -35133.259485 + Penalty 1490.832366 = -33642.427119 nChanged 9 SP:Iteration 23Q (807.865037 sec): 3 clusters Score: Raw -35138.854836 + Penalty 1490.832366 = -33648.022470 nChanged 2 SP:Iteration 24Q (807.878636 sec): 3 clusters Score: Raw -35142.524217 + Penalty 1490.832366 = -33651.691851 nChanged 5 SP:Iteration 25Q (807.892183 sec): 3 clusters Score: Raw -35144.898168 + Penalty 1490.832366 = -33654.065802 nChanged 4 SP:Iteration 26Q (807.905694 sec): 3 clusters Score: Raw -35146.130524 + Penalty 1490.832366 = -33655.298158 nChanged 2 SP:Iteration 27Q (807.919181 sec): 3 clusters Score: Raw -35148.260289 + Penalty 1490.832366 = -33657.427923 nChanged 1 SP:Iteration 28Q (807.932726 sec): 3 clusters Score: Raw -35148.488140 + Penalty 1490.832366 = -33657.655774 nChanged 0 SP:Iteration 29F (807.946217 sec): 3 clusters Score: Raw -35148.488140 + Penalty 1490.832366 = -33657.655774 nChanged 0 Trying to split cluster 10 (6857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (808.024234 sec): 2 clusters Score: Raw -338015.644651 + Penalty 927.467657 = -337088.176994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (808.101789 sec): 3 clusters Score: Raw -334109.939368 + Penalty 1854.935315 = -332255.004054 nChanged 2991 SP:Iteration 1F (808.163749 sec): 3 clusters Score: Raw -335940.905450 + Penalty 1854.935315 = -334085.970136 nChanged 512 SP:Iteration 2F (808.221259 sec): 3 clusters Score: Raw -336252.110014 + Penalty 1854.935315 = -334397.174699 nChanged 474 SP:Iteration 3F (808.268835 sec): 3 clusters Score: Raw -336536.931459 + Penalty 1854.935315 = -334681.996144 nChanged 442 SP:Iteration 4F (808.316422 sec): 3 clusters Score: Raw -336807.732214 + Penalty 1854.935315 = -334952.796899 nChanged 390 SP:Iteration 5F (808.363994 sec): 3 clusters Score: Raw -337011.541461 + Penalty 1854.935315 = -335156.606146 nChanged 291 SP:Iteration 6Q (808.440005 sec): 3 clusters Score: Raw -337160.795761 + Penalty 1854.935315 = -335305.860446 nChanged 259 SP:Iteration 7Q (808.493971 sec): 3 clusters Score: Raw -337314.146509 + Penalty 1854.935315 = -335459.211194 nChanged 246 SP:Iteration 8Q (808.547339 sec): 3 clusters Score: Raw -337449.238345 + Penalty 1854.935315 = -335594.303031 nChanged 203 SP:Iteration 9Q (808.682156 sec): 3 clusters Score: Raw -337557.663383 + Penalty 1854.935315 = -335702.728069 nChanged 171 SP:Iteration 10Q (808.834068 sec): 3 clusters Score: Raw -337647.941850 + Penalty 1854.935315 = -335793.006535 nChanged 151 SP:Iteration 11Q (808.966431 sec): 3 clusters Score: Raw -337742.683346 + Penalty 1854.935315 = -335887.748031 nChanged 157 SP:Iteration 12Q (809.068790 sec): 3 clusters Score: Raw -337834.749390 + Penalty 1854.935315 = -335979.814075 nChanged 126 SP:Iteration 13Q (809.202364 sec): 3 clusters Score: Raw -337907.621945 + Penalty 1854.935315 = -336052.686631 nChanged 110 SP:Iteration 14Q (809.332924 sec): 3 clusters Score: Raw -337991.569269 + Penalty 1854.935315 = -336136.633954 nChanged 110 SP:Iteration 15Q (809.484689 sec): 3 clusters Score: Raw -338071.043145 + Penalty 1854.935315 = -336216.107831 nChanged 93 SP:Iteration 16Q (809.618204 sec): 3 clusters Score: Raw -338130.944936 + Penalty 1854.935315 = -336276.009621 nChanged 89 SP:Iteration 17Q (809.729901 sec): 3 clusters Score: Raw -338192.895540 + Penalty 1854.935315 = -336337.960226 nChanged 68 SP:Iteration 18Q (809.783540 sec): 3 clusters Score: Raw -338226.623595 + Penalty 1854.935315 = -336371.688281 nChanged 54 SP:Iteration 19Q (809.836363 sec): 3 clusters Score: Raw -338257.885083 + Penalty 1854.935315 = -336402.949769 nChanged 55 SP:Iteration 20F (809.884197 sec): 3 clusters Score: Raw -338289.892436 + Penalty 1854.935315 = -336434.957122 nChanged 52 SP:Iteration 21Q (809.930866 sec): 3 clusters Score: Raw -338320.132598 + Penalty 1854.935315 = -336465.197284 nChanged 46 SP:Iteration 22Q (809.978378 sec): 3 clusters Score: Raw -338346.918543 + Penalty 1854.935315 = -336491.983229 nChanged 42 SP:Iteration 23Q (810.031223 sec): 3 clusters Score: Raw -338373.870958 + Penalty 1854.935315 = -336518.935644 nChanged 35 SP:Iteration 24Q (810.083736 sec): 3 clusters Score: Raw -338390.846536 + Penalty 1854.935315 = -336535.911221 nChanged 29 SP:Iteration 25Q (810.136267 sec): 3 clusters Score: Raw -338411.596536 + Penalty 1854.935315 = -336556.661221 nChanged 26 SP:Iteration 26Q (810.185244 sec): 3 clusters Score: Raw -338430.502730 + Penalty 1854.935315 = -336575.567416 nChanged 33 SP:Iteration 27Q (810.232562 sec): 3 clusters Score: Raw -338450.190127 + Penalty 1854.935315 = -336595.254812 nChanged 31 SP:Iteration 28Q (810.280025 sec): 3 clusters Score: Raw -338468.681548 + Penalty 1854.935315 = -336613.746233 nChanged 25 SP:Iteration 29Q (810.326748 sec): 3 clusters Score: Raw -338488.243119 + Penalty 1854.935315 = -336633.307804 nChanged 27 SP:Iteration 30Q (810.373592 sec): 3 clusters Score: Raw -338506.940786 + Penalty 1854.935315 = -336652.005471 nChanged 21 SP:Iteration 31Q (810.425486 sec): 3 clusters Score: Raw -338522.334121 + Penalty 1854.935315 = -336667.398806 nChanged 25 SP:Iteration 32Q (810.476200 sec): 3 clusters Score: Raw -338537.579951 + Penalty 1854.935315 = -336682.644637 nChanged 13 SP:Iteration 33Q (810.524205 sec): 3 clusters Score: Raw -338542.961265 + Penalty 1854.935315 = -336688.025950 nChanged 10 SP:Iteration 34Q (810.570668 sec): 3 clusters Score: Raw -338545.783949 + Penalty 1854.935315 = -336690.848635 nChanged 8 SP:Iteration 35Q (810.616923 sec): 3 clusters Score: Raw -338548.911855 + Penalty 1854.935315 = -336693.976541 nChanged 5 SP:Iteration 36Q (810.664461 sec): 3 clusters Score: Raw -338550.535267 + Penalty 1854.935315 = -336695.599952 nChanged 1 SP:Iteration 37Q (810.711149 sec): 3 clusters Score: Raw -338550.712325 + Penalty 1854.935315 = -336695.777011 nChanged 0 SP:Iteration 38F (810.764663 sec): 3 clusters Score: Raw -338550.712325 + Penalty 1854.935315 = -336695.777011 nChanged 0 Iteration 59Q (811.490189 sec): 15 clusters Score: Raw -1488444.312214 + Penalty 15359.141696 = -1473085.170518 nChanged 620 Iteration 60F (812.401203 sec): 15 clusters Score: Raw -1489010.965338 + Penalty 15359.141696 = -1473651.823642 nChanged 459 Iteration 61Q (813.105584 sec): 15 clusters Score: Raw -1489287.403355 + Penalty 15359.141696 = -1473928.261659 nChanged 226 Iteration 62Q (813.547573 sec): 15 clusters Score: Raw -1489415.805985 + Penalty 15359.141696 = -1474056.664289 nChanged 166 Iteration 63Q (813.985369 sec): 15 clusters Score: Raw -1489509.811527 + Penalty 15359.141696 = -1474150.669830 nChanged 138 Iteration 64Q (814.450711 sec): 15 clusters Score: Raw -1489584.885776 + Penalty 15359.141696 = -1474225.744080 nChanged 100 Iteration 65Q (814.885760 sec): 15 clusters Score: Raw -1489646.026828 + Penalty 15359.141696 = -1474286.885132 nChanged 99 Iteration 66Q (815.295152 sec): 15 clusters Score: Raw -1489695.831913 + Penalty 15359.141696 = -1474336.690217 nChanged 85 Iteration 67Q (815.755660 sec): 15 clusters Score: Raw -1489739.780128 + Penalty 15359.141696 = -1474380.638432 nChanged 86 Iteration 68Q (816.396713 sec): 15 clusters Score: Raw -1489790.093288 + Penalty 15359.141696 = -1474430.951592 nChanged 85 Iteration 69Q (816.807420 sec): 15 clusters Score: Raw -1489837.483934 + Penalty 15359.141696 = -1474478.342238 nChanged 81 Iteration 70Q (817.331963 sec): 15 clusters Score: Raw -1489875.475764 + Penalty 15359.141696 = -1474516.334068 nChanged 81 Iteration 71Q (817.812588 sec): 15 clusters Score: Raw -1489903.196344 + Penalty 15359.141696 = -1474544.054648 nChanged 56 Iteration 72Q (818.291942 sec): 15 clusters Score: Raw -1489921.367565 + Penalty 15359.141696 = -1474562.225869 nChanged 55 Iteration 73Q (818.726474 sec): 15 clusters Score: Raw -1489937.253208 + Penalty 15359.141696 = -1474578.111512 nChanged 36 Iteration 74Q (819.164358 sec): 15 clusters Score: Raw -1489945.199850 + Penalty 15359.141696 = -1474586.058154 nChanged 32 Iteration 75Q (819.630036 sec): 15 clusters Score: Raw -1489950.797790 + Penalty 15359.141696 = -1474591.656094 nChanged 21 Iteration 76Q (820.063581 sec): 15 clusters Score: Raw -1489954.754396 + Penalty 15359.141696 = -1474595.612700 nChanged 23 Iteration 77Q (820.508374 sec): 15 clusters Score: Raw -1489959.293157 + Penalty 15359.141696 = -1474600.151461 nChanged 17 Iteration 78Q (820.942603 sec): 15 clusters Score: Raw -1489962.155613 + Penalty 15359.141696 = -1474603.013917 nChanged 11 Iteration 79Q (821.376899 sec): 15 clusters Score: Raw -1489963.966064 + Penalty 15359.141696 = -1474604.824368 nChanged 7 Iteration 80F (822.015970 sec): 15 clusters Score: Raw -1489981.597911 + Penalty 15359.141696 = -1474622.456215 nChanged 27 Iteration 81Q (822.430324 sec): 15 clusters Score: Raw -1489998.709305 + Penalty 15359.141696 = -1474639.567609 nChanged 42 Iteration 82Q (822.780216 sec): 15 clusters Score: Raw -1490012.916926 + Penalty 15359.141696 = -1474653.775230 nChanged 32 Iteration 83Q (823.672818 sec): 15 clusters Score: Raw -1490024.524108 + Penalty 15359.141696 = -1474665.382412 nChanged 21 Iteration 84Q (824.048656 sec): 15 clusters Score: Raw -1490031.810453 + Penalty 15359.141696 = -1474672.668757 nChanged 15 Iteration 85Q (824.480725 sec): 15 clusters Score: Raw -1490036.703853 + Penalty 15359.141696 = -1474677.562157 nChanged 16 Iteration 86Q (824.833453 sec): 15 clusters Score: Raw -1490044.367730 + Penalty 15359.141696 = -1474685.226034 nChanged 17 Iteration 87Q (825.661473 sec): 15 clusters Score: Raw -1490054.373295 + Penalty 15359.141696 = -1474695.231599 nChanged 20 Iteration 88Q (826.046684 sec): 15 clusters Score: Raw -1490069.541494 + Penalty 15359.141696 = -1474710.399798 nChanged 17 Iteration 89Q (826.456279 sec): 15 clusters Score: Raw -1490082.236068 + Penalty 15359.141696 = -1474723.094372 nChanged 23 Iteration 90Q (826.823196 sec): 15 clusters Score: Raw -1490092.796720 + Penalty 15359.141696 = -1474733.655024 nChanged 16 Iteration 91Q (827.249774 sec): 15 clusters Score: Raw -1490100.233723 + Penalty 15359.141696 = -1474741.092027 nChanged 9 Iteration 92Q (827.916222 sec): 15 clusters Score: Raw -1490102.394239 + Penalty 15359.141696 = -1474743.252543 nChanged 4 Iteration 93Q (828.324235 sec): 15 clusters Score: Raw -1490103.208489 + Penalty 15359.141696 = -1474744.066793 nChanged 4 Iteration 94Q (828.689245 sec): 15 clusters Score: Raw -1490103.951827 + Penalty 15359.141696 = -1474744.810131 nChanged 3 Iteration 95Q (829.077606 sec): 15 clusters Score: Raw -1490104.976777 + Penalty 15359.141696 = -1474745.835081 nChanged 2 Iteration 96Q (829.498358 sec): 15 clusters Score: Raw -1490105.483524 + Penalty 15359.141696 = -1474746.341828 nChanged 0 Iteration 97F (830.072014 sec): 15 clusters Score: Raw -1490117.081668 + Penalty 15359.141696 = -1474757.939972 nChanged 11 Iteration 98Q (830.496720 sec): 15 clusters Score: Raw -1490130.995900 + Penalty 15359.141696 = -1474771.854204 nChanged 14 Writing temp clu file Because OldScore, -1474757.939972, is greater than current (better) Score,-1474771.854204 Compute initial score before splitting: Score: Raw -1490130.995900 + Penalty 15359.141696 = -1474771.854204 Trying to split cluster 1 (6090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (830.581237 sec): 2 clusters Score: Raw -282152.784013 + Penalty 915.012353 = -281237.771660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (830.729442 sec): 3 clusters Score: Raw -278710.179391 + Penalty 1830.024706 = -276880.154686 nChanged 2645 SP:Iteration 1F (830.835970 sec): 3 clusters Score: Raw -280205.453527 + Penalty 1830.024706 = -278375.428821 nChanged 424 SP:Iteration 2F (830.958302 sec): 3 clusters Score: Raw -280451.508538 + Penalty 1830.024706 = -278621.483832 nChanged 405 SP:Iteration 3F (831.077419 sec): 3 clusters Score: Raw -280728.600505 + Penalty 1830.024706 = -278898.575799 nChanged 417 SP:Iteration 4F (831.150078 sec): 3 clusters Score: Raw -281039.182711 + Penalty 1830.024706 = -279209.158006 nChanged 406 SP:Iteration 5F (831.195366 sec): 3 clusters Score: Raw -281342.637637 + Penalty 1830.024706 = -279512.612931 nChanged 354 SP:Iteration 6F (831.240693 sec): 3 clusters Score: Raw -281597.294813 + Penalty 1830.024706 = -279767.270107 nChanged 292 SP:Iteration 7Q (831.287315 sec): 3 clusters Score: Raw -281766.916704 + Penalty 1830.024706 = -279936.891998 nChanged 200 SP:Iteration 8Q (831.333278 sec): 3 clusters Score: Raw -281876.288639 + Penalty 1830.024706 = -280046.263933 nChanged 171 SP:Iteration 9Q (831.378732 sec): 3 clusters Score: Raw -281954.306929 + Penalty 1830.024706 = -280124.282223 nChanged 126 SP:Iteration 10Q (831.423958 sec): 3 clusters Score: Raw -282007.722449 + Penalty 1830.024706 = -280177.697743 nChanged 112 SP:Iteration 11Q (831.487373 sec): 3 clusters Score: Raw -282054.077164 + Penalty 1830.024706 = -280224.052458 nChanged 98 SP:Iteration 12Q (831.534606 sec): 3 clusters Score: Raw -282103.813582 + Penalty 1830.024706 = -280273.788876 nChanged 93 SP:Iteration 13Q (831.581625 sec): 3 clusters Score: Raw -282143.370224 + Penalty 1830.024706 = -280313.345519 nChanged 91 SP:Iteration 14Q (831.628267 sec): 3 clusters Score: Raw -282182.677506 + Penalty 1830.024706 = -280352.652800 nChanged 82 SP:Iteration 15Q (831.674432 sec): 3 clusters Score: Raw -282217.201171 + Penalty 1830.024706 = -280387.176465 nChanged 57 SP:Iteration 16Q (831.719300 sec): 3 clusters Score: Raw -282250.580465 + Penalty 1830.024706 = -280420.555759 nChanged 85 SP:Iteration 17Q (831.763758 sec): 3 clusters Score: Raw -282299.605319 + Penalty 1830.024706 = -280469.580613 nChanged 78 SP:Iteration 18Q (831.808185 sec): 3 clusters Score: Raw -282341.312308 + Penalty 1830.024706 = -280511.287603 nChanged 68 SP:Iteration 19Q (831.853375 sec): 3 clusters Score: Raw -282377.991332 + Penalty 1830.024706 = -280547.966626 nChanged 72 SP:Iteration 20F (831.898858 sec): 3 clusters Score: Raw -282425.389996 + Penalty 1830.024706 = -280595.365290 nChanged 67 SP:Iteration 21Q (832.051744 sec): 3 clusters Score: Raw -282463.232261 + Penalty 1830.024706 = -280633.207555 nChanged 65 SP:Iteration 22Q (832.177186 sec): 3 clusters Score: Raw -282494.609855 + Penalty 1830.024706 = -280664.585150 nChanged 62 SP:Iteration 23Q (832.313387 sec): 3 clusters Score: Raw -282518.406204 + Penalty 1830.024706 = -280688.381498 nChanged 40 SP:Iteration 24Q (832.359741 sec): 3 clusters Score: Raw -282533.107967 + Penalty 1830.024706 = -280703.083261 nChanged 34 SP:Iteration 25Q (832.408801 sec): 3 clusters Score: Raw -282544.392251 + Penalty 1830.024706 = -280714.367546 nChanged 40 SP:Iteration 26Q (832.457465 sec): 3 clusters Score: Raw -282559.632036 + Penalty 1830.024706 = -280729.607330 nChanged 31 SP:Iteration 27Q (832.505820 sec): 3 clusters Score: Raw -282574.886259 + Penalty 1830.024706 = -280744.861553 nChanged 39 SP:Iteration 28Q (832.554309 sec): 3 clusters Score: Raw -282590.987207 + Penalty 1830.024706 = -280760.962502 nChanged 35 SP:Iteration 29Q (832.602711 sec): 3 clusters Score: Raw -282602.136610 + Penalty 1830.024706 = -280772.111904 nChanged 24 SP:Iteration 30Q (832.644876 sec): 3 clusters Score: Raw -282607.429889 + Penalty 1830.024706 = -280777.405183 nChanged 16 SP:Iteration 31Q (832.686738 sec): 3 clusters Score: Raw -282611.073341 + Penalty 1830.024706 = -280781.048636 nChanged 7 SP:Iteration 32Q (832.728514 sec): 3 clusters Score: Raw -282611.998986 + Penalty 1830.024706 = -280781.974281 nChanged 5 SP:Iteration 33Q (832.770832 sec): 3 clusters Score: Raw -282613.590318 + Penalty 1830.024706 = -280783.565612 nChanged 11 SP:Iteration 34Q (832.818119 sec): 3 clusters Score: Raw -282616.611326 + Penalty 1830.024706 = -280786.586620 nChanged 6 SP:Iteration 35Q (832.865118 sec): 3 clusters Score: Raw -282617.944850 + Penalty 1830.024706 = -280787.920144 nChanged 9 SP:Iteration 36Q (832.912012 sec): 3 clusters Score: Raw -282619.221586 + Penalty 1830.024706 = -280789.196880 nChanged 3 SP:Iteration 37Q (833.023737 sec): 3 clusters Score: Raw -282619.593595 + Penalty 1830.024706 = -280789.568889 nChanged 2 SP:Iteration 38Q (833.121418 sec): 3 clusters Score: Raw -282619.763883 + Penalty 1830.024706 = -280789.739177 nChanged 1 SP:Iteration 39Q (833.180718 sec): 3 clusters Score: Raw -282619.812191 + Penalty 1830.024706 = -280789.787486 nChanged 0 SP:Iteration 40F (833.223624 sec): 3 clusters Score: Raw -282619.812191 + Penalty 1830.024706 = -280789.787486 nChanged 0 Trying to split cluster 2 (3078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (833.260036 sec): 2 clusters Score: Raw -139135.393361 + Penalty 843.363708 = -138292.029653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (833.289037 sec): 3 clusters Score: Raw -137543.461757 + Penalty 1686.727416 = -135856.734341 nChanged 1238 SP:Iteration 1F (833.318672 sec): 3 clusters Score: Raw -138223.891083 + Penalty 1686.727416 = -136537.163667 nChanged 212 SP:Iteration 2F (833.348152 sec): 3 clusters Score: Raw -138344.684575 + Penalty 1686.727416 = -136657.957159 nChanged 175 SP:Iteration 3F (833.377674 sec): 3 clusters Score: Raw -138457.946934 + Penalty 1686.727416 = -136771.219518 nChanged 180 SP:Iteration 4F (833.407122 sec): 3 clusters Score: Raw -138565.912563 + Penalty 1686.727416 = -136879.185147 nChanged 144 SP:Iteration 5Q (833.434660 sec): 3 clusters Score: Raw -138648.385130 + Penalty 1686.727416 = -136961.657714 nChanged 123 SP:Iteration 6Q (833.462444 sec): 3 clusters Score: Raw -138717.626204 + Penalty 1686.727416 = -137030.898788 nChanged 104 SP:Iteration 7Q (833.490276 sec): 3 clusters Score: Raw -138777.993782 + Penalty 1686.727416 = -137091.266366 nChanged 84 SP:Iteration 8Q (833.517969 sec): 3 clusters Score: Raw -138828.675602 + Penalty 1686.727416 = -137141.948186 nChanged 76 SP:Iteration 9Q (833.545624 sec): 3 clusters Score: Raw -138874.327448 + Penalty 1686.727416 = -137187.600032 nChanged 64 SP:Iteration 10Q (833.655988 sec): 3 clusters Score: Raw -138911.634528 + Penalty 1686.727416 = -137224.907112 nChanged 56 SP:Iteration 11Q (833.778611 sec): 3 clusters Score: Raw -138946.136990 + Penalty 1686.727416 = -137259.409574 nChanged 50 SP:Iteration 12Q (833.875548 sec): 3 clusters Score: Raw -138976.505330 + Penalty 1686.727416 = -137289.777914 nChanged 46 SP:Iteration 13Q (833.986439 sec): 3 clusters Score: Raw -139004.727817 + Penalty 1686.727416 = -137318.000401 nChanged 36 SP:Iteration 14Q (834.078440 sec): 3 clusters Score: Raw -139024.002391 + Penalty 1686.727416 = -137337.274975 nChanged 38 SP:Iteration 15Q (834.195236 sec): 3 clusters Score: Raw -139046.821315 + Penalty 1686.727416 = -137360.093899 nChanged 36 SP:Iteration 16Q (834.286385 sec): 3 clusters Score: Raw -139082.443034 + Penalty 1686.727416 = -137395.715618 nChanged 44 SP:Iteration 17Q (834.403680 sec): 3 clusters Score: Raw -139118.440505 + Penalty 1686.727416 = -137431.713089 nChanged 35 SP:Iteration 18Q (834.520362 sec): 3 clusters Score: Raw -139143.785005 + Penalty 1686.727416 = -137457.057589 nChanged 39 SP:Iteration 19Q (834.637371 sec): 3 clusters Score: Raw -139170.415056 + Penalty 1686.727416 = -137483.687640 nChanged 25 SP:Iteration 20F (834.753560 sec): 3 clusters Score: Raw -139185.421986 + Penalty 1686.727416 = -137498.694570 nChanged 23 SP:Iteration 21Q (834.869558 sec): 3 clusters Score: Raw -139199.293228 + Penalty 1686.727416 = -137512.565812 nChanged 21 SP:Iteration 22Q (834.986647 sec): 3 clusters Score: Raw -139215.050589 + Penalty 1686.727416 = -137528.323173 nChanged 21 SP:Iteration 23Q (835.103198 sec): 3 clusters Score: Raw -139229.330423 + Penalty 1686.727416 = -137542.603007 nChanged 24 SP:Iteration 24Q (835.219121 sec): 3 clusters Score: Raw -139242.178445 + Penalty 1686.727416 = -137555.451029 nChanged 9 SP:Iteration 25Q (835.257742 sec): 3 clusters Score: Raw -139246.059450 + Penalty 1686.727416 = -137559.332034 nChanged 14 SP:Iteration 26Q (835.284656 sec): 3 clusters Score: Raw -139253.812351 + Penalty 1686.727416 = -137567.084935 nChanged 14 SP:Iteration 27Q (835.311583 sec): 3 clusters Score: Raw -139260.319308 + Penalty 1686.727416 = -137573.591892 nChanged 16 SP:Iteration 28Q (835.338601 sec): 3 clusters Score: Raw -139268.699125 + Penalty 1686.727416 = -137581.971709 nChanged 12 SP:Iteration 29Q (835.365407 sec): 3 clusters Score: Raw -139285.460976 + Penalty 1686.727416 = -137598.733560 nChanged 19 SP:Iteration 30Q (835.392186 sec): 3 clusters Score: Raw -139303.828733 + Penalty 1686.727416 = -137617.101317 nChanged 23 SP:Iteration 31Q (835.418990 sec): 3 clusters Score: Raw -139324.731126 + Penalty 1686.727416 = -137638.003710 nChanged 24 SP:Iteration 32Q (835.445610 sec): 3 clusters Score: Raw -139335.678886 + Penalty 1686.727416 = -137648.951470 nChanged 11 SP:Iteration 33Q (835.472239 sec): 3 clusters Score: Raw -139344.257726 + Penalty 1686.727416 = -137657.530310 nChanged 14 SP:Iteration 34Q (835.498805 sec): 3 clusters Score: Raw -139356.643669 + Penalty 1686.727416 = -137669.916253 nChanged 10 SP:Iteration 35Q (835.525315 sec): 3 clusters Score: Raw -139365.838381 + Penalty 1686.727416 = -137679.110965 nChanged 12 SP:Iteration 36Q (835.551811 sec): 3 clusters Score: Raw -139378.900627 + Penalty 1686.727416 = -137692.173211 nChanged 18 SP:Iteration 37Q (835.578157 sec): 3 clusters Score: Raw -139393.942724 + Penalty 1686.727416 = -137707.215308 nChanged 10 SP:Iteration 38Q (835.604418 sec): 3 clusters Score: Raw -139403.681357 + Penalty 1686.727416 = -137716.953941 nChanged 14 SP:Iteration 39Q (835.630712 sec): 3 clusters Score: Raw -139413.439297 + Penalty 1686.727416 = -137726.711881 nChanged 14 SP:Iteration 40F (835.657887 sec): 3 clusters Score: Raw -139422.710963 + Penalty 1686.727416 = -137735.983547 nChanged 7 SP:Iteration 41Q (835.684076 sec): 3 clusters Score: Raw -139426.255408 + Penalty 1686.727416 = -137739.527992 nChanged 6 SP:Iteration 42Q (835.787804 sec): 3 clusters Score: Raw -139428.583667 + Penalty 1686.727416 = -137741.856251 nChanged 1 SP:Iteration 43Q (835.901929 sec): 3 clusters Score: Raw -139428.800957 + Penalty 1686.727416 = -137742.073541 nChanged 1 SP:Iteration 44Q (836.017714 sec): 3 clusters Score: Raw -139429.020707 + Penalty 1686.727416 = -137742.293291 nChanged 0 SP:Iteration 45F (836.109447 sec): 3 clusters Score: Raw -139429.020707 + Penalty 1686.727416 = -137742.293291 nChanged 0 Trying to split cluster 3 (366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (836.163264 sec): 2 clusters Score: Raw -17337.817722 + Penalty 619.776500 = -16718.041222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (836.241641 sec): 3 clusters Score: Raw -17275.330906 + Penalty 1239.553000 = -16035.777906 nChanged 81 SP:Iteration 1F (836.247685 sec): 3 clusters Score: Raw -17389.025232 + Penalty 1239.553000 = -16149.472232 nChanged 19 SP:Iteration 2F (836.253677 sec): 3 clusters Score: Raw -17418.836860 + Penalty 1239.553000 = -16179.283860 nChanged 11 SP:Iteration 3Q (836.259673 sec): 3 clusters Score: Raw -17440.838166 + Penalty 1239.553000 = -16201.285166 nChanged 9 SP:Iteration 4Q (836.265653 sec): 3 clusters Score: Raw -17453.699412 + Penalty 1239.553000 = -16214.146412 nChanged 2 SP:Iteration 5Q (836.271623 sec): 3 clusters Score: Raw -17454.948683 + Penalty 1239.553000 = -16215.395683 nChanged 0 SP:Iteration 6F (836.277556 sec): 3 clusters Score: Raw -17454.948683 + Penalty 1239.553000 = -16215.395683 nChanged 0 Trying to split cluster 4 (1548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (836.342589 sec): 2 clusters Score: Raw -57328.849600 + Penalty 771.195501 = -56557.654099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (836.459363 sec): 3 clusters Score: Raw -56643.193624 + Penalty 1542.391001 = -55100.802623 nChanged 576 SP:Iteration 1F (836.565573 sec): 3 clusters Score: Raw -57073.449847 + Penalty 1542.391001 = -55531.058845 nChanged 126 SP:Iteration 2F (836.678565 sec): 3 clusters Score: Raw -57195.279860 + Penalty 1542.391001 = -55652.888859 nChanged 94 SP:Iteration 3F (836.785242 sec): 3 clusters Score: Raw -57280.493101 + Penalty 1542.391001 = -55738.102100 nChanged 68 SP:Iteration 4Q (836.801099 sec): 3 clusters Score: Raw -57335.139010 + Penalty 1542.391001 = -55792.748008 nChanged 62 SP:Iteration 5Q (836.816708 sec): 3 clusters Score: Raw -57391.113646 + Penalty 1542.391001 = -55848.722645 nChanged 67 SP:Iteration 6Q (836.832622 sec): 3 clusters Score: Raw -57461.059015 + Penalty 1542.391001 = -55918.668014 nChanged 63 SP:Iteration 7Q (836.848337 sec): 3 clusters Score: Raw -57528.746446 + Penalty 1542.391001 = -55986.355445 nChanged 55 SP:Iteration 8Q (836.864066 sec): 3 clusters Score: Raw -57579.647551 + Penalty 1542.391001 = -56037.256549 nChanged 45 SP:Iteration 9Q (836.879632 sec): 3 clusters Score: Raw -57618.431526 + Penalty 1542.391001 = -56076.040525 nChanged 34 SP:Iteration 10Q (836.895255 sec): 3 clusters Score: Raw -57651.613321 + Penalty 1542.391001 = -56109.222320 nChanged 26 SP:Iteration 11Q (836.910984 sec): 3 clusters Score: Raw -57673.739881 + Penalty 1542.391001 = -56131.348879 nChanged 27 SP:Iteration 12Q (836.926492 sec): 3 clusters Score: Raw -57693.491425 + Penalty 1542.391001 = -56151.100424 nChanged 24 SP:Iteration 13Q (836.941913 sec): 3 clusters Score: Raw -57710.977765 + Penalty 1542.391001 = -56168.586764 nChanged 20 SP:Iteration 14Q (836.957314 sec): 3 clusters Score: Raw -57724.776134 + Penalty 1542.391001 = -56182.385133 nChanged 14 SP:Iteration 15Q (836.972706 sec): 3 clusters Score: Raw -57735.593383 + Penalty 1542.391001 = -56193.202381 nChanged 12 SP:Iteration 16Q (836.988013 sec): 3 clusters Score: Raw -57744.863529 + Penalty 1542.391001 = -56202.472528 nChanged 12 SP:Iteration 17Q (837.089825 sec): 3 clusters Score: Raw -57755.888532 + Penalty 1542.391001 = -56213.497531 nChanged 11 SP:Iteration 18Q (837.195067 sec): 3 clusters Score: Raw -57764.913353 + Penalty 1542.391001 = -56222.522352 nChanged 6 SP:Iteration 19Q (837.283688 sec): 3 clusters Score: Raw -57769.191748 + Penalty 1542.391001 = -56226.800747 nChanged 7 SP:Iteration 20F (837.395349 sec): 3 clusters Score: Raw -57774.323398 + Penalty 1542.391001 = -56231.932397 nChanged 6 SP:Iteration 21Q (837.501022 sec): 3 clusters Score: Raw -57777.944998 + Penalty 1542.391001 = -56235.553997 nChanged 4 SP:Iteration 22Q (837.606426 sec): 3 clusters Score: Raw -57779.781461 + Penalty 1542.391001 = -56237.390460 nChanged 3 SP:Iteration 23Q (837.695984 sec): 3 clusters Score: Raw -57781.130353 + Penalty 1542.391001 = -56238.739352 nChanged 2 SP:Iteration 24Q (837.753712 sec): 3 clusters Score: Raw -57781.628329 + Penalty 1542.391001 = -56239.237328 nChanged 0 SP:Iteration 25F (837.769135 sec): 3 clusters Score: Raw -57781.628329 + Penalty 1542.391001 = -56239.237328 nChanged 0 Trying to split cluster 5 (543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (837.798084 sec): 2 clusters Score: Raw -15514.488824 + Penalty 661.196479 = -14853.292345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (837.805904 sec): 3 clusters Score: Raw -15422.665834 + Penalty 1322.392957 = -14100.272877 nChanged 164 SP:Iteration 1F (837.813273 sec): 3 clusters Score: Raw -15620.190350 + Penalty 1322.392957 = -14297.797392 nChanged 40 SP:Iteration 2F (837.820684 sec): 3 clusters Score: Raw -15687.993306 + Penalty 1322.392957 = -14365.600349 nChanged 26 SP:Iteration 3Q (837.828094 sec): 3 clusters Score: Raw -15727.043079 + Penalty 1322.392957 = -14404.650121 nChanged 16 SP:Iteration 4Q (837.835481 sec): 3 clusters Score: Raw -15746.996140 + Penalty 1322.392957 = -14424.603183 nChanged 10 SP:Iteration 5Q (837.842826 sec): 3 clusters Score: Raw -15764.889570 + Penalty 1322.392957 = -14442.496613 nChanged 7 SP:Iteration 6Q (837.850155 sec): 3 clusters Score: Raw -15774.032585 + Penalty 1322.392957 = -14451.639628 nChanged 6 SP:Iteration 7Q (837.858089 sec): 3 clusters Score: Raw -15778.921010 + Penalty 1322.392957 = -14456.528053 nChanged 5 SP:Iteration 8Q (837.865408 sec): 3 clusters Score: Raw -15782.078701 + Penalty 1322.392957 = -14459.685744 nChanged 5 SP:Iteration 9Q (837.872715 sec): 3 clusters Score: Raw -15793.789998 + Penalty 1322.392957 = -14471.397041 nChanged 3 SP:Iteration 10Q (837.880196 sec): 3 clusters Score: Raw -15798.081358 + Penalty 1322.392957 = -14475.688401 nChanged 3 SP:Iteration 11Q (837.887500 sec): 3 clusters Score: Raw -15800.692741 + Penalty 1322.392957 = -14478.299784 nChanged 2 SP:Iteration 12Q (837.894783 sec): 3 clusters Score: Raw -15804.227490 + Penalty 1322.392957 = -14481.834533 nChanged 2 SP:Iteration 13Q (837.902050 sec): 3 clusters Score: Raw -15805.987251 + Penalty 1322.392957 = -14483.594294 nChanged 3 SP:Iteration 14Q (837.909311 sec): 3 clusters Score: Raw -15807.913903 + Penalty 1322.392957 = -14485.520946 nChanged 1 SP:Iteration 15Q (837.916563 sec): 3 clusters Score: Raw -15809.012207 + Penalty 1322.392957 = -14486.619250 nChanged 0 SP:Iteration 16F (837.923801 sec): 3 clusters Score: Raw -15809.012207 + Penalty 1322.392957 = -14486.619250 nChanged 0 Trying to split cluster 6 (1204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (837.951958 sec): 2 clusters Score: Raw -45422.111817 + Penalty 744.807486 = -44677.304331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (837.965173 sec): 3 clusters Score: Raw -44935.852358 + Penalty 1489.614971 = -43446.237387 nChanged 414 SP:Iteration 1F (837.977545 sec): 3 clusters Score: Raw -45337.314499 + Penalty 1489.614971 = -43847.699527 nChanged 129 SP:Iteration 2F (837.989963 sec): 3 clusters Score: Raw -45495.950610 + Penalty 1489.614971 = -44006.335639 nChanged 83 SP:Iteration 3F (838.072072 sec): 3 clusters Score: Raw -45575.362746 + Penalty 1489.614971 = -44085.747774 nChanged 56 SP:Iteration 4Q (838.146735 sec): 3 clusters Score: Raw -45639.289817 + Penalty 1489.614971 = -44149.674846 nChanged 51 SP:Iteration 5Q (838.223815 sec): 3 clusters Score: Raw -45685.876894 + Penalty 1489.614971 = -44196.261922 nChanged 41 SP:Iteration 6Q (838.312759 sec): 3 clusters Score: Raw -45730.915810 + Penalty 1489.614971 = -44241.300839 nChanged 30 SP:Iteration 7Q (838.398050 sec): 3 clusters Score: Raw -45759.569950 + Penalty 1489.614971 = -44269.954978 nChanged 23 SP:Iteration 8Q (838.470128 sec): 3 clusters Score: Raw -45778.207740 + Penalty 1489.614971 = -44288.592768 nChanged 14 SP:Iteration 9Q (838.580772 sec): 3 clusters Score: Raw -45789.109340 + Penalty 1489.614971 = -44299.494368 nChanged 9 SP:Iteration 10Q (838.692577 sec): 3 clusters Score: Raw -45793.694101 + Penalty 1489.614971 = -44304.079130 nChanged 6 SP:Iteration 11Q (838.803889 sec): 3 clusters Score: Raw -45796.922946 + Penalty 1489.614971 = -44307.307975 nChanged 3 SP:Iteration 12Q (838.887893 sec): 3 clusters Score: Raw -45798.279866 + Penalty 1489.614971 = -44308.664895 nChanged 4 SP:Iteration 13Q (838.976207 sec): 3 clusters Score: Raw -45799.423281 + Penalty 1489.614971 = -44309.808310 nChanged 1 SP:Iteration 14Q (839.089252 sec): 3 clusters Score: Raw -45800.905711 + Penalty 1489.614971 = -44311.290739 nChanged 2 SP:Iteration 15Q (839.201175 sec): 3 clusters Score: Raw -45802.027460 + Penalty 1489.614971 = -44312.412488 nChanged 2 SP:Iteration 16Q (839.311991 sec): 3 clusters Score: Raw -45802.767603 + Penalty 1489.614971 = -44313.152631 nChanged 1 SP:Iteration 17Q (839.416388 sec): 3 clusters Score: Raw -45803.697480 + Penalty 1489.614971 = -44314.082509 nChanged 2 SP:Iteration 18Q (839.430799 sec): 3 clusters Score: Raw -45805.108467 + Penalty 1489.614971 = -44315.493496 nChanged 3 SP:Iteration 19Q (839.444887 sec): 3 clusters Score: Raw -45807.866989 + Penalty 1489.614971 = -44318.252017 nChanged 3 SP:Iteration 20F (839.458785 sec): 3 clusters Score: Raw -45809.394851 + Penalty 1489.614971 = -44319.779879 nChanged 3 SP:Iteration 21Q (839.472766 sec): 3 clusters Score: Raw -45810.775490 + Penalty 1489.614971 = -44321.160518 nChanged 1 SP:Iteration 22Q (839.486936 sec): 3 clusters Score: Raw -45810.940916 + Penalty 1489.614971 = -44321.325945 nChanged 0 SP:Iteration 23F (839.497337 sec): 3 clusters Score: Raw -45810.940916 + Penalty 1489.614971 = -44321.325945 nChanged 0 Trying to split cluster 7 (3920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (839.535701 sec): 2 clusters Score: Raw -186584.452970 + Penalty 868.753928 = -185715.699042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (839.565858 sec): 3 clusters Score: Raw -184501.524958 + Penalty 1737.507856 = -182764.017102 nChanged 1638 SP:Iteration 1F (839.594156 sec): 3 clusters Score: Raw -185440.811756 + Penalty 1737.507856 = -183703.303900 nChanged 301 SP:Iteration 2F (839.623453 sec): 3 clusters Score: Raw -185611.833842 + Penalty 1737.507856 = -183874.325986 nChanged 216 SP:Iteration 3F (839.654542 sec): 3 clusters Score: Raw -185733.695071 + Penalty 1737.507856 = -183996.187215 nChanged 208 SP:Iteration 4F (839.685386 sec): 3 clusters Score: Raw -185857.080982 + Penalty 1737.507856 = -184119.573126 nChanged 200 SP:Iteration 5F (839.716117 sec): 3 clusters Score: Raw -185957.172673 + Penalty 1737.507856 = -184219.664817 nChanged 157 SP:Iteration 6Q (839.747641 sec): 3 clusters Score: Raw -186034.809124 + Penalty 1737.507856 = -184297.301268 nChanged 129 SP:Iteration 7Q (839.779202 sec): 3 clusters Score: Raw -186090.112105 + Penalty 1737.507856 = -184352.604249 nChanged 94 SP:Iteration 8Q (839.810711 sec): 3 clusters Score: Raw -186132.607396 + Penalty 1737.507856 = -184395.099540 nChanged 89 SP:Iteration 9Q (839.919790 sec): 3 clusters Score: Raw -186163.785882 + Penalty 1737.507856 = -184426.278026 nChanged 77 SP:Iteration 10Q (840.070747 sec): 3 clusters Score: Raw -186190.174799 + Penalty 1737.507856 = -184452.666943 nChanged 53 SP:Iteration 11Q (840.161548 sec): 3 clusters Score: Raw -186207.167456 + Penalty 1737.507856 = -184469.659600 nChanged 47 SP:Iteration 12Q (840.195788 sec): 3 clusters Score: Raw -186227.533979 + Penalty 1737.507856 = -184490.026123 nChanged 53 SP:Iteration 13Q (840.230082 sec): 3 clusters Score: Raw -186244.925595 + Penalty 1737.507856 = -184507.417739 nChanged 42 SP:Iteration 14Q (840.264181 sec): 3 clusters Score: Raw -186255.041290 + Penalty 1737.507856 = -184517.533434 nChanged 37 SP:Iteration 15Q (840.298346 sec): 3 clusters Score: Raw -186267.186174 + Penalty 1737.507856 = -184529.678318 nChanged 40 SP:Iteration 16Q (840.332752 sec): 3 clusters Score: Raw -186279.794146 + Penalty 1737.507856 = -184542.286290 nChanged 34 SP:Iteration 17Q (840.367032 sec): 3 clusters Score: Raw -186289.289637 + Penalty 1737.507856 = -184551.781781 nChanged 32 SP:Iteration 18Q (840.401745 sec): 3 clusters Score: Raw -186297.467119 + Penalty 1737.507856 = -184559.959264 nChanged 26 SP:Iteration 19Q (840.436418 sec): 3 clusters Score: Raw -186305.792537 + Penalty 1737.507856 = -184568.284681 nChanged 35 SP:Iteration 20F (840.470064 sec): 3 clusters Score: Raw -186315.240190 + Penalty 1737.507856 = -184577.732334 nChanged 32 SP:Iteration 21Q (840.504506 sec): 3 clusters Score: Raw -186323.836978 + Penalty 1737.507856 = -184586.329123 nChanged 24 SP:Iteration 22Q (840.538801 sec): 3 clusters Score: Raw -186329.050089 + Penalty 1737.507856 = -184591.542233 nChanged 28 SP:Iteration 23Q (840.573472 sec): 3 clusters Score: Raw -186337.390922 + Penalty 1737.507856 = -184599.883066 nChanged 29 SP:Iteration 24Q (840.608010 sec): 3 clusters Score: Raw -186345.503738 + Penalty 1737.507856 = -184607.995882 nChanged 33 SP:Iteration 25Q (840.642186 sec): 3 clusters Score: Raw -186355.544443 + Penalty 1737.507856 = -184618.036587 nChanged 27 SP:Iteration 26Q (840.691133 sec): 3 clusters Score: Raw -186365.422611 + Penalty 1737.507856 = -184627.914755 nChanged 25 SP:Iteration 27Q (840.725677 sec): 3 clusters Score: Raw -186372.076137 + Penalty 1737.507856 = -184634.568281 nChanged 17 SP:Iteration 28Q (840.760767 sec): 3 clusters Score: Raw -186375.664743 + Penalty 1737.507856 = -184638.156887 nChanged 17 SP:Iteration 29Q (840.795487 sec): 3 clusters Score: Raw -186379.281866 + Penalty 1737.507856 = -184641.774010 nChanged 19 SP:Iteration 30Q (840.830624 sec): 3 clusters Score: Raw -186383.849878 + Penalty 1737.507856 = -184646.342023 nChanged 15 SP:Iteration 31Q (840.865314 sec): 3 clusters Score: Raw -186386.810862 + Penalty 1737.507856 = -184649.303006 nChanged 10 SP:Iteration 32Q (840.900188 sec): 3 clusters Score: Raw -186388.628313 + Penalty 1737.507856 = -184651.120457 nChanged 11 SP:Iteration 33Q (840.935261 sec): 3 clusters Score: Raw -186390.890474 + Penalty 1737.507856 = -184653.382618 nChanged 13 SP:Iteration 34Q (840.970514 sec): 3 clusters Score: Raw -186393.334859 + Penalty 1737.507856 = -184655.827003 nChanged 11 SP:Iteration 35Q (841.005548 sec): 3 clusters Score: Raw -186396.362612 + Penalty 1737.507856 = -184658.854756 nChanged 9 SP:Iteration 36Q (841.040450 sec): 3 clusters Score: Raw -186397.405913 + Penalty 1737.507856 = -184659.898057 nChanged 7 SP:Iteration 37Q (841.075319 sec): 3 clusters Score: Raw -186398.014783 + Penalty 1737.507856 = -184660.506927 nChanged 9 SP:Iteration 38Q (841.110712 sec): 3 clusters Score: Raw -186399.126767 + Penalty 1737.507856 = -184661.618911 nChanged 11 SP:Iteration 39Q (841.146638 sec): 3 clusters Score: Raw -186401.847557 + Penalty 1737.507856 = -184664.339701 nChanged 14 SP:Iteration 40F (841.181204 sec): 3 clusters Score: Raw -186403.766380 + Penalty 1737.507856 = -184666.258524 nChanged 10 SP:Iteration 41Q (841.326850 sec): 3 clusters Score: Raw -186405.542795 + Penalty 1737.507856 = -184668.034939 nChanged 8 SP:Iteration 42Q (841.423127 sec): 3 clusters Score: Raw -186407.015501 + Penalty 1737.507856 = -184669.507645 nChanged 9 SP:Iteration 43Q (841.547343 sec): 3 clusters Score: Raw -186408.379280 + Penalty 1737.507856 = -184670.871424 nChanged 7 SP:Iteration 44Q (841.678898 sec): 3 clusters Score: Raw -186409.749757 + Penalty 1737.507856 = -184672.241901 nChanged 4 SP:Iteration 45Q (841.720529 sec): 3 clusters Score: Raw -186410.169665 + Penalty 1737.507856 = -184672.661809 nChanged 2 SP:Iteration 46Q (841.764874 sec): 3 clusters Score: Raw -186410.582071 + Penalty 1737.507856 = -184673.074215 nChanged 4 SP:Iteration 47Q (841.808961 sec): 3 clusters Score: Raw -186411.335056 + Penalty 1737.507856 = -184673.827200 nChanged 2 SP:Iteration 48Q (841.852742 sec): 3 clusters Score: Raw -186411.715000 + Penalty 1737.507856 = -184674.207144 nChanged 3 SP:Iteration 49Q (841.891046 sec): 3 clusters Score: Raw -186412.073800 + Penalty 1737.507856 = -184674.565944 nChanged 3 SP:Iteration 50Q (841.929188 sec): 3 clusters Score: Raw -186412.489039 + Penalty 1737.507856 = -184674.981183 nChanged 0 SP:Iteration 51F (841.966188 sec): 3 clusters Score: Raw -186412.489039 + Penalty 1737.507856 = -184674.981183 nChanged 0 Trying to split cluster 8 (3052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (842.002368 sec): 2 clusters Score: Raw -149648.465653 + Penalty 842.473001 = -148805.992652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (842.033500 sec): 3 clusters Score: Raw -148123.142783 + Penalty 1684.946002 = -146438.196781 nChanged 1231 SP:Iteration 1F (842.062938 sec): 3 clusters Score: Raw -148783.927572 + Penalty 1684.946002 = -147098.981570 nChanged 225 SP:Iteration 2F (842.092541 sec): 3 clusters Score: Raw -148915.969842 + Penalty 1684.946002 = -147231.023840 nChanged 189 SP:Iteration 3F (842.140372 sec): 3 clusters Score: Raw -149040.559284 + Penalty 1684.946002 = -147355.613282 nChanged 175 SP:Iteration 4F (842.170001 sec): 3 clusters Score: Raw -149175.168869 + Penalty 1684.946002 = -147490.222866 nChanged 176 SP:Iteration 5F (842.199287 sec): 3 clusters Score: Raw -149303.476345 + Penalty 1684.946002 = -147618.530342 nChanged 164 SP:Iteration 6F (842.254927 sec): 3 clusters Score: Raw -149416.752002 + Penalty 1684.946002 = -147731.805999 nChanged 127 SP:Iteration 7Q (842.312603 sec): 3 clusters Score: Raw -149480.667631 + Penalty 1684.946002 = -147795.721629 nChanged 85 SP:Iteration 8Q (842.344135 sec): 3 clusters Score: Raw -149523.132745 + Penalty 1684.946002 = -147838.186743 nChanged 75 SP:Iteration 9Q (842.391224 sec): 3 clusters Score: Raw -149556.095102 + Penalty 1684.946002 = -147871.149099 nChanged 57 SP:Iteration 10Q (842.420723 sec): 3 clusters Score: Raw -149581.442022 + Penalty 1684.946002 = -147896.496020 nChanged 47 SP:Iteration 11Q (842.450196 sec): 3 clusters Score: Raw -149601.119222 + Penalty 1684.946002 = -147916.173220 nChanged 39 SP:Iteration 12Q (842.479530 sec): 3 clusters Score: Raw -149617.209202 + Penalty 1684.946002 = -147932.263199 nChanged 45 SP:Iteration 13Q (842.509013 sec): 3 clusters Score: Raw -149637.373446 + Penalty 1684.946002 = -147952.427444 nChanged 34 SP:Iteration 14Q (842.538427 sec): 3 clusters Score: Raw -149652.842874 + Penalty 1684.946002 = -147967.896871 nChanged 31 SP:Iteration 15Q (842.567709 sec): 3 clusters Score: Raw -149665.438234 + Penalty 1684.946002 = -147980.492232 nChanged 26 SP:Iteration 16Q (842.597231 sec): 3 clusters Score: Raw -149681.555880 + Penalty 1684.946002 = -147996.609878 nChanged 29 SP:Iteration 17Q (842.626682 sec): 3 clusters Score: Raw -149695.143250 + Penalty 1684.946002 = -148010.197248 nChanged 28 SP:Iteration 18Q (842.656068 sec): 3 clusters Score: Raw -149706.935755 + Penalty 1684.946002 = -148021.989753 nChanged 21 SP:Iteration 19Q (842.763266 sec): 3 clusters Score: Raw -149716.676919 + Penalty 1684.946002 = -148031.730917 nChanged 23 SP:Iteration 20F (842.882859 sec): 3 clusters Score: Raw -149729.294405 + Penalty 1684.946002 = -148044.348403 nChanged 26 SP:Iteration 21Q (843.000618 sec): 3 clusters Score: Raw -149744.500181 + Penalty 1684.946002 = -148059.554178 nChanged 29 SP:Iteration 22Q (843.119431 sec): 3 clusters Score: Raw -149760.857863 + Penalty 1684.946002 = -148075.911860 nChanged 31 SP:Iteration 23Q (843.237750 sec): 3 clusters Score: Raw -149777.045398 + Penalty 1684.946002 = -148092.099396 nChanged 21 SP:Iteration 24Q (843.355132 sec): 3 clusters Score: Raw -149788.747269 + Penalty 1684.946002 = -148103.801267 nChanged 18 SP:Iteration 25Q (843.472052 sec): 3 clusters Score: Raw -149796.473436 + Penalty 1684.946002 = -148111.527433 nChanged 10 SP:Iteration 26Q (843.577075 sec): 3 clusters Score: Raw -149802.056605 + Penalty 1684.946002 = -148117.110603 nChanged 12 SP:Iteration 27Q (843.696244 sec): 3 clusters Score: Raw -149806.776424 + Penalty 1684.946002 = -148121.830422 nChanged 7 SP:Iteration 28Q (843.815136 sec): 3 clusters Score: Raw -149809.360276 + Penalty 1684.946002 = -148124.414274 nChanged 3 SP:Iteration 29Q (843.899823 sec): 3 clusters Score: Raw -149810.476075 + Penalty 1684.946002 = -148125.530073 nChanged 3 SP:Iteration 30Q (843.929237 sec): 3 clusters Score: Raw -149813.071414 + Penalty 1684.946002 = -148128.125412 nChanged 6 SP:Iteration 31Q (843.958666 sec): 3 clusters Score: Raw -149815.905764 + Penalty 1684.946002 = -148130.959762 nChanged 3 SP:Iteration 32Q (843.988253 sec): 3 clusters Score: Raw -149817.316555 + Penalty 1684.946002 = -148132.370553 nChanged 2 SP:Iteration 33Q (844.017741 sec): 3 clusters Score: Raw -149818.582992 + Penalty 1684.946002 = -148133.636989 nChanged 2 SP:Iteration 34Q (844.047228 sec): 3 clusters Score: Raw -149820.928223 + Penalty 1684.946002 = -148135.982220 nChanged 3 SP:Iteration 35Q (844.076606 sec): 3 clusters Score: Raw -149822.029355 + Penalty 1684.946002 = -148137.083353 nChanged 1 SP:Iteration 36Q (844.106032 sec): 3 clusters Score: Raw -149822.550187 + Penalty 1684.946002 = -148137.604185 nChanged 2 SP:Iteration 37Q (844.135424 sec): 3 clusters Score: Raw -149824.661930 + Penalty 1684.946002 = -148139.715928 nChanged 5 SP:Iteration 38Q (844.164904 sec): 3 clusters Score: Raw -149827.280056 + Penalty 1684.946002 = -148142.334054 nChanged 1 SP:Iteration 39Q (844.194276 sec): 3 clusters Score: Raw -149827.483809 + Penalty 1684.946002 = -148142.537807 nChanged 1 SP:Iteration 40F (844.223115 sec): 3 clusters Score: Raw -149828.320435 + Penalty 1684.946002 = -148143.374433 nChanged 0 Trying to split cluster 9 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (844.255301 sec): 2 clusters Score: Raw -29680.894048 + Penalty 730.836512 = -28950.057537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (844.268103 sec): 3 clusters Score: Raw -29254.519261 + Penalty 1461.673023 = -27792.846238 nChanged 373 SP:Iteration 1F (844.280408 sec): 3 clusters Score: Raw -29677.494174 + Penalty 1461.673023 = -28215.821150 nChanged 121 SP:Iteration 2F (844.292575 sec): 3 clusters Score: Raw -29893.571737 + Penalty 1461.673023 = -28431.898714 nChanged 94 SP:Iteration 3F (844.304715 sec): 3 clusters Score: Raw -30019.866036 + Penalty 1461.673023 = -28558.193013 nChanged 60 SP:Iteration 4F (844.317005 sec): 3 clusters Score: Raw -30093.363824 + Penalty 1461.673023 = -28631.690801 nChanged 35 SP:Iteration 5Q (844.329566 sec): 3 clusters Score: Raw -30120.314254 + Penalty 1461.673023 = -28658.641230 nChanged 23 SP:Iteration 6Q (844.342079 sec): 3 clusters Score: Raw -30140.913137 + Penalty 1461.673023 = -28679.240114 nChanged 21 SP:Iteration 7Q (844.354502 sec): 3 clusters Score: Raw -30157.445822 + Penalty 1461.673023 = -28695.772799 nChanged 5 SP:Iteration 8Q (844.466525 sec): 3 clusters Score: Raw -30160.825440 + Penalty 1461.673023 = -28699.152417 nChanged 8 SP:Iteration 9Q (844.595880 sec): 3 clusters Score: Raw -30163.691011 + Penalty 1461.673023 = -28702.017988 nChanged 6 SP:Iteration 10Q (844.676324 sec): 3 clusters Score: Raw -30167.164981 + Penalty 1461.673023 = -28705.491958 nChanged 4 SP:Iteration 11Q (844.790683 sec): 3 clusters Score: Raw -30169.434163 + Penalty 1461.673023 = -28707.761140 nChanged 4 SP:Iteration 12Q (844.882806 sec): 3 clusters Score: Raw -30172.427059 + Penalty 1461.673023 = -28710.754036 nChanged 5 SP:Iteration 13Q (844.985766 sec): 3 clusters Score: Raw -30177.634947 + Penalty 1461.673023 = -28715.961924 nChanged 7 SP:Iteration 14Q (845.089962 sec): 3 clusters Score: Raw -30182.571338 + Penalty 1461.673023 = -28720.898315 nChanged 3 SP:Iteration 15Q (845.196718 sec): 3 clusters Score: Raw -30189.478923 + Penalty 1461.673023 = -28727.805900 nChanged 5 SP:Iteration 16Q (845.303739 sec): 3 clusters Score: Raw -30197.140146 + Penalty 1461.673023 = -28735.467123 nChanged 3 SP:Iteration 17Q (845.411888 sec): 3 clusters Score: Raw -30200.142119 + Penalty 1461.673023 = -28738.469096 nChanged 4 SP:Iteration 18Q (845.455211 sec): 3 clusters Score: Raw -30203.769109 + Penalty 1461.673023 = -28742.096086 nChanged 4 SP:Iteration 19Q (845.467569 sec): 3 clusters Score: Raw -30205.274568 + Penalty 1461.673023 = -28743.601545 nChanged 3 SP:Iteration 20F (845.479771 sec): 3 clusters Score: Raw -30206.394964 + Penalty 1461.673023 = -28744.721941 nChanged 2 SP:Iteration 21Q (845.492042 sec): 3 clusters Score: Raw -30207.219195 + Penalty 1461.673023 = -28745.546172 nChanged 2 SP:Iteration 22Q (845.504306 sec): 3 clusters Score: Raw -30207.704400 + Penalty 1461.673023 = -28746.031377 nChanged 0 SP:Iteration 23F (845.516476 sec): 3 clusters Score: Raw -30207.704400 + Penalty 1461.673023 = -28746.031377 nChanged 0 Trying to split cluster 10 (6859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (845.568330 sec): 2 clusters Score: Raw -338063.953225 + Penalty 927.498278 = -337136.454947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (845.617656 sec): 3 clusters Score: Raw -334144.051092 + Penalty 1854.996557 = -332289.054535 nChanged 3041 SP:Iteration 1F (845.670688 sec): 3 clusters Score: Raw -335973.683710 + Penalty 1854.996557 = -334118.687153 nChanged 610 SP:Iteration 2F (845.737229 sec): 3 clusters Score: Raw -336447.130500 + Penalty 1854.996557 = -334592.133943 nChanged 555 SP:Iteration 3F (845.802459 sec): 3 clusters Score: Raw -336898.740845 + Penalty 1854.996557 = -335043.744288 nChanged 486 SP:Iteration 4F (845.861190 sec): 3 clusters Score: Raw -337278.590987 + Penalty 1854.996557 = -335423.594430 nChanged 393 SP:Iteration 5F (845.908575 sec): 3 clusters Score: Raw -337543.557320 + Penalty 1854.996557 = -335688.560763 nChanged 263 SP:Iteration 6Q (845.957589 sec): 3 clusters Score: Raw -337693.304664 + Penalty 1854.996557 = -335838.308107 nChanged 176 SP:Iteration 7Q (846.006703 sec): 3 clusters Score: Raw -337771.932307 + Penalty 1854.996557 = -335916.935750 nChanged 121 SP:Iteration 8Q (846.059610 sec): 3 clusters Score: Raw -337829.098810 + Penalty 1854.996557 = -335974.102253 nChanged 97 SP:Iteration 9Q (846.113659 sec): 3 clusters Score: Raw -337879.410979 + Penalty 1854.996557 = -336024.414422 nChanged 88 SP:Iteration 10Q (846.167556 sec): 3 clusters Score: Raw -337934.202957 + Penalty 1854.996557 = -336079.206400 nChanged 77 SP:Iteration 11Q (846.220165 sec): 3 clusters Score: Raw -337972.837043 + Penalty 1854.996557 = -336117.840486 nChanged 69 SP:Iteration 12Q (846.269876 sec): 3 clusters Score: Raw -338006.209807 + Penalty 1854.996557 = -336151.213250 nChanged 64 SP:Iteration 13Q (846.319348 sec): 3 clusters Score: Raw -338037.158090 + Penalty 1854.996557 = -336182.161533 nChanged 51 SP:Iteration 14Q (846.466829 sec): 3 clusters Score: Raw -338063.997224 + Penalty 1854.996557 = -336209.000667 nChanged 51 SP:Iteration 15Q (846.579846 sec): 3 clusters Score: Raw -338088.754084 + Penalty 1854.996557 = -336233.757527 nChanged 51 SP:Iteration 16Q (846.714924 sec): 3 clusters Score: Raw -338111.329771 + Penalty 1854.996557 = -336256.333214 nChanged 44 SP:Iteration 17Q (846.788299 sec): 3 clusters Score: Raw -338133.912608 + Penalty 1854.996557 = -336278.916051 nChanged 38 SP:Iteration 18Q (846.836032 sec): 3 clusters Score: Raw -338156.085601 + Penalty 1854.996557 = -336301.089044 nChanged 44 SP:Iteration 19Q (846.884117 sec): 3 clusters Score: Raw -338177.679409 + Penalty 1854.996557 = -336322.682852 nChanged 36 SP:Iteration 20F (846.934925 sec): 3 clusters Score: Raw -338191.415979 + Penalty 1854.996557 = -336336.419422 nChanged 24 SP:Iteration 21Q (846.985534 sec): 3 clusters Score: Raw -338204.017487 + Penalty 1854.996557 = -336349.020931 nChanged 25 SP:Iteration 22Q (847.034830 sec): 3 clusters Score: Raw -338217.420007 + Penalty 1854.996557 = -336362.423450 nChanged 25 SP:Iteration 23Q (847.083720 sec): 3 clusters Score: Raw -338229.298868 + Penalty 1854.996557 = -336374.302311 nChanged 25 SP:Iteration 24Q (847.132586 sec): 3 clusters Score: Raw -338236.969820 + Penalty 1854.996557 = -336381.973263 nChanged 11 SP:Iteration 25Q (847.181903 sec): 3 clusters Score: Raw -338239.940274 + Penalty 1854.996557 = -336384.943717 nChanged 10 SP:Iteration 26Q (847.231495 sec): 3 clusters Score: Raw -338244.945358 + Penalty 1854.996557 = -336389.948802 nChanged 10 SP:Iteration 27Q (847.281470 sec): 3 clusters Score: Raw -338247.964332 + Penalty 1854.996557 = -336392.967775 nChanged 12 SP:Iteration 28Q (847.331025 sec): 3 clusters Score: Raw -338251.728724 + Penalty 1854.996557 = -336396.732167 nChanged 10 SP:Iteration 29Q (847.381982 sec): 3 clusters Score: Raw -338253.756190 + Penalty 1854.996557 = -336398.759633 nChanged 1 SP:Iteration 30Q (847.433090 sec): 3 clusters Score: Raw -338253.924579 + Penalty 1854.996557 = -336398.928022 nChanged 2 SP:Iteration 31Q (847.484208 sec): 3 clusters Score: Raw -338254.220976 + Penalty 1854.996557 = -336399.224419 nChanged 1 SP:Iteration 32Q (847.533978 sec): 3 clusters Score: Raw -338254.434089 + Penalty 1854.996557 = -336399.437533 nChanged 1 SP:Iteration 33Q (847.581386 sec): 3 clusters Score: Raw -338255.021958 + Penalty 1854.996557 = -336400.025402 nChanged 3 SP:Iteration 34Q (847.629319 sec): 3 clusters Score: Raw -338256.355506 + Penalty 1854.996557 = -336401.358949 nChanged 6 SP:Iteration 35Q (847.677294 sec): 3 clusters Score: Raw -338258.267101 + Penalty 1854.996557 = -336403.270544 nChanged 5 SP:Iteration 36Q (847.728979 sec): 3 clusters Score: Raw -338259.702093 + Penalty 1854.996557 = -336404.705536 nChanged 4 SP:Iteration 37Q (847.780738 sec): 3 clusters Score: Raw -338261.698989 + Penalty 1854.996557 = -336406.702432 nChanged 5 SP:Iteration 38Q (847.832464 sec): 3 clusters Score: Raw -338263.019173 + Penalty 1854.996557 = -336408.022616 nChanged 9 SP:Iteration 39Q (847.882856 sec): 3 clusters Score: Raw -338265.605943 + Penalty 1854.996557 = -336410.609386 nChanged 9 SP:Iteration 40F (847.931865 sec): 3 clusters Score: Raw -338268.477712 + Penalty 1854.996557 = -336413.481155 nChanged 8 SP:Iteration 41Q (847.979216 sec): 3 clusters Score: Raw -338270.394763 + Penalty 1854.996557 = -336415.398207 nChanged 6 SP:Iteration 42Q (848.027222 sec): 3 clusters Score: Raw -338271.493647 + Penalty 1854.996557 = -336416.497090 nChanged 6 SP:Iteration 43Q (848.080790 sec): 3 clusters Score: Raw -338273.099798 + Penalty 1854.996557 = -336418.103241 nChanged 5 SP:Iteration 44Q (848.132824 sec): 3 clusters Score: Raw -338275.002261 + Penalty 1854.996557 = -336420.005704 nChanged 2 SP:Iteration 45Q (848.184588 sec): 3 clusters Score: Raw -338275.519819 + Penalty 1854.996557 = -336420.523263 nChanged 2 SP:Iteration 46Q (848.297252 sec): 3 clusters Score: Raw -338275.993605 + Penalty 1854.996557 = -336420.997049 nChanged 1 SP:Iteration 47Q (848.473012 sec): 3 clusters Score: Raw -338276.497532 + Penalty 1854.996557 = -336421.500975 nChanged 1 SP:Iteration 48Q (848.605666 sec): 3 clusters Score: Raw -338276.612807 + Penalty 1854.996557 = -336421.616250 nChanged 0 SP:Iteration 49F (848.654783 sec): 3 clusters Score: Raw -338276.612807 + Penalty 1854.996557 = -336421.616250 nChanged 0 Trying to split cluster 11 (1577 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (848.695419 sec): 2 clusters Score: Raw -74318.406276 + Penalty 773.144357 = -73545.261920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (848.713470 sec): 3 clusters Score: Raw -73614.898991 + Penalty 1546.288713 = -72068.610277 nChanged 567 SP:Iteration 1F (848.730451 sec): 3 clusters Score: Raw -73969.945401 + Penalty 1546.288713 = -72423.656687 nChanged 135 SP:Iteration 2F (848.748283 sec): 3 clusters Score: Raw -74065.686084 + Penalty 1546.288713 = -72519.397371 nChanged 82 SP:Iteration 3F (848.765984 sec): 3 clusters Score: Raw -74115.855670 + Penalty 1546.288713 = -72569.566956 nChanged 52 SP:Iteration 4Q (848.784167 sec): 3 clusters Score: Raw -74155.262865 + Penalty 1546.288713 = -72608.974152 nChanged 43 SP:Iteration 5Q (848.802326 sec): 3 clusters Score: Raw -74191.517734 + Penalty 1546.288713 = -72645.229021 nChanged 38 SP:Iteration 6Q (848.820584 sec): 3 clusters Score: Raw -74221.728653 + Penalty 1546.288713 = -72675.439940 nChanged 33 SP:Iteration 7Q (848.838620 sec): 3 clusters Score: Raw -74244.879122 + Penalty 1546.288713 = -72698.590408 nChanged 30 SP:Iteration 8Q (848.856668 sec): 3 clusters Score: Raw -74268.043585 + Penalty 1546.288713 = -72721.754872 nChanged 17 SP:Iteration 9Q (848.874721 sec): 3 clusters Score: Raw -74279.354818 + Penalty 1546.288713 = -72733.066105 nChanged 16 SP:Iteration 10Q (848.892684 sec): 3 clusters Score: Raw -74287.157225 + Penalty 1546.288713 = -72740.868512 nChanged 15 SP:Iteration 11Q (848.910424 sec): 3 clusters Score: Raw -74299.103629 + Penalty 1546.288713 = -72752.814916 nChanged 14 SP:Iteration 12Q (848.928315 sec): 3 clusters Score: Raw -74308.969146 + Penalty 1546.288713 = -72762.680433 nChanged 16 SP:Iteration 13Q (848.945172 sec): 3 clusters Score: Raw -74314.775900 + Penalty 1546.288713 = -72768.487186 nChanged 12 SP:Iteration 14Q (848.962021 sec): 3 clusters Score: Raw -74321.485345 + Penalty 1546.288713 = -72775.196631 nChanged 11 SP:Iteration 15Q (848.978854 sec): 3 clusters Score: Raw -74329.522744 + Penalty 1546.288713 = -72783.234031 nChanged 21 SP:Iteration 16Q (848.995697 sec): 3 clusters Score: Raw -74346.845088 + Penalty 1546.288713 = -72800.556375 nChanged 18 SP:Iteration 17Q (849.012621 sec): 3 clusters Score: Raw -74365.076266 + Penalty 1546.288713 = -72818.787553 nChanged 28 SP:Iteration 18Q (849.029436 sec): 3 clusters Score: Raw -74382.964513 + Penalty 1546.288713 = -72836.675799 nChanged 23 SP:Iteration 19Q (849.046275 sec): 3 clusters Score: Raw -74398.258766 + Penalty 1546.288713 = -72851.970053 nChanged 17 SP:Iteration 20F (849.062929 sec): 3 clusters Score: Raw -74408.563225 + Penalty 1546.288713 = -72862.274511 nChanged 12 SP:Iteration 21Q (849.079729 sec): 3 clusters Score: Raw -74414.669831 + Penalty 1546.288713 = -72868.381117 nChanged 7 SP:Iteration 22Q (849.096421 sec): 3 clusters Score: Raw -74417.715315 + Penalty 1546.288713 = -72871.426602 nChanged 6 SP:Iteration 23Q (849.113236 sec): 3 clusters Score: Raw -74419.560829 + Penalty 1546.288713 = -72873.272116 nChanged 7 SP:Iteration 24Q (849.130037 sec): 3 clusters Score: Raw -74421.255850 + Penalty 1546.288713 = -72874.967136 nChanged 1 SP:Iteration 25Q (849.146756 sec): 3 clusters Score: Raw -74421.664149 + Penalty 1546.288713 = -72875.375435 nChanged 1 SP:Iteration 26Q (849.263518 sec): 3 clusters Score: Raw -74421.954537 + Penalty 1546.288713 = -72875.665824 nChanged 1 SP:Iteration 27Q (849.357511 sec): 3 clusters Score: Raw -74422.523641 + Penalty 1546.288713 = -72876.234928 nChanged 2 SP:Iteration 28Q (849.476252 sec): 3 clusters Score: Raw -74423.564211 + Penalty 1546.288713 = -72877.275498 nChanged 2 SP:Iteration 29Q (849.592358 sec): 3 clusters Score: Raw -74423.956375 + Penalty 1546.288713 = -72877.667662 nChanged 0 SP:Iteration 30F (849.684823 sec): 3 clusters Score: Raw -74423.956375 + Penalty 1546.288713 = -72877.667662 nChanged 0 Trying to split cluster 12 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (849.741901 sec): 2 clusters Score: Raw -45966.643873 + Penalty 722.763572 = -45243.880301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (849.881300 sec): 3 clusters Score: Raw -45615.950403 + Penalty 1445.527143 = -44170.423260 nChanged 313 SP:Iteration 1F (849.969092 sec): 3 clusters Score: Raw -45951.694820 + Penalty 1445.527143 = -44506.167677 nChanged 115 SP:Iteration 2F (850.081254 sec): 3 clusters Score: Raw -46149.209144 + Penalty 1445.527143 = -44703.682001 nChanged 78 SP:Iteration 3F (850.193525 sec): 3 clusters Score: Raw -46280.118496 + Penalty 1445.527143 = -44834.591353 nChanged 53 SP:Iteration 4F (850.305795 sec): 3 clusters Score: Raw -46387.930950 + Penalty 1445.527143 = -44942.403807 nChanged 37 SP:Iteration 5Q (850.418161 sec): 3 clusters Score: Raw -46463.812262 + Penalty 1445.527143 = -45018.285118 nChanged 33 SP:Iteration 6Q (850.531987 sec): 3 clusters Score: Raw -46526.031314 + Penalty 1445.527143 = -45080.504171 nChanged 20 SP:Iteration 7Q (850.585396 sec): 3 clusters Score: Raw -46568.579401 + Penalty 1445.527143 = -45123.052258 nChanged 11 SP:Iteration 8Q (850.596782 sec): 3 clusters Score: Raw -46591.275167 + Penalty 1445.527143 = -45145.748024 nChanged 4 SP:Iteration 9Q (850.608144 sec): 3 clusters Score: Raw -46593.872405 + Penalty 1445.527143 = -45148.345262 nChanged 6 SP:Iteration 10Q (850.619432 sec): 3 clusters Score: Raw -46597.076403 + Penalty 1445.527143 = -45151.549259 nChanged 0 SP:Iteration 11F (850.630655 sec): 3 clusters Score: Raw -46597.076403 + Penalty 1445.527143 = -45151.549259 nChanged 0 Trying to split cluster 13 (1084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (850.661680 sec): 2 clusters Score: Raw -45002.721465 + Penalty 733.783384 = -44268.938081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (850.674861 sec): 3 clusters Score: Raw -44620.225302 + Penalty 1467.566768 = -43152.658534 nChanged 375 SP:Iteration 1F (850.687339 sec): 3 clusters Score: Raw -44977.775654 + Penalty 1467.566768 = -43510.208886 nChanged 109 SP:Iteration 2F (850.700234 sec): 3 clusters Score: Raw -45090.107932 + Penalty 1467.566768 = -43622.541163 nChanged 55 SP:Iteration 3F (850.713019 sec): 3 clusters Score: Raw -45147.712952 + Penalty 1467.566768 = -43680.146183 nChanged 34 SP:Iteration 4Q (850.725766 sec): 3 clusters Score: Raw -45178.166847 + Penalty 1467.566768 = -43710.600079 nChanged 20 SP:Iteration 5Q (850.738299 sec): 3 clusters Score: Raw -45205.774071 + Penalty 1467.566768 = -43738.207303 nChanged 23 SP:Iteration 6Q (850.750909 sec): 3 clusters Score: Raw -45233.789711 + Penalty 1467.566768 = -43766.222943 nChanged 28 SP:Iteration 7Q (850.763491 sec): 3 clusters Score: Raw -45278.874870 + Penalty 1467.566768 = -43811.308102 nChanged 26 SP:Iteration 8Q (850.858404 sec): 3 clusters Score: Raw -45311.485874 + Penalty 1467.566768 = -43843.919106 nChanged 15 SP:Iteration 9Q (850.950410 sec): 3 clusters Score: Raw -45334.259837 + Penalty 1467.566768 = -43866.693069 nChanged 19 SP:Iteration 10Q (851.063528 sec): 3 clusters Score: Raw -45365.242511 + Penalty 1467.566768 = -43897.675743 nChanged 11 SP:Iteration 11Q (851.148173 sec): 3 clusters Score: Raw -45382.392052 + Penalty 1467.566768 = -43914.825284 nChanged 10 SP:Iteration 12Q (851.256962 sec): 3 clusters Score: Raw -45392.186855 + Penalty 1467.566768 = -43924.620087 nChanged 12 SP:Iteration 13Q (851.345348 sec): 3 clusters Score: Raw -45402.618094 + Penalty 1467.566768 = -43935.051326 nChanged 5 SP:Iteration 14Q (851.463634 sec): 3 clusters Score: Raw -45409.150989 + Penalty 1467.566768 = -43941.584221 nChanged 9 SP:Iteration 15Q (851.586394 sec): 3 clusters Score: Raw -45416.537177 + Penalty 1467.566768 = -43948.970409 nChanged 8 SP:Iteration 16Q (851.673739 sec): 3 clusters Score: Raw -45424.147949 + Penalty 1467.566768 = -43956.581181 nChanged 5 SP:Iteration 17Q (851.781725 sec): 3 clusters Score: Raw -45428.266532 + Penalty 1467.566768 = -43960.699763 nChanged 6 SP:Iteration 18Q (851.794379 sec): 3 clusters Score: Raw -45434.525078 + Penalty 1467.566768 = -43966.958310 nChanged 5 SP:Iteration 19Q (851.806881 sec): 3 clusters Score: Raw -45438.239648 + Penalty 1467.566768 = -43970.672880 nChanged 2 SP:Iteration 20F (851.819139 sec): 3 clusters Score: Raw -45439.912452 + Penalty 1467.566768 = -43972.345683 nChanged 0 Trying to split cluster 14 (3106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (851.858361 sec): 2 clusters Score: Raw -145202.092187 + Penalty 844.314555 = -144357.777632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (851.891264 sec): 3 clusters Score: Raw -143591.996357 + Penalty 1688.629111 = -141903.367246 nChanged 1285 SP:Iteration 1F (851.922129 sec): 3 clusters Score: Raw -144598.735418 + Penalty 1688.629111 = -142910.106307 nChanged 339 SP:Iteration 2F (851.952941 sec): 3 clusters Score: Raw -145051.616492 + Penalty 1688.629111 = -143362.987382 nChanged 282 SP:Iteration 3F (851.983784 sec): 3 clusters Score: Raw -145506.071658 + Penalty 1688.629111 = -143817.442548 nChanged 222 SP:Iteration 4F (852.014451 sec): 3 clusters Score: Raw -145875.310303 + Penalty 1688.629111 = -144186.681192 nChanged 161 SP:Iteration 5F (852.045234 sec): 3 clusters Score: Raw -146053.291745 + Penalty 1688.629111 = -144364.662635 nChanged 111 SP:Iteration 6Q (852.074787 sec): 3 clusters Score: Raw -146165.361449 + Penalty 1688.629111 = -144476.732339 nChanged 70 SP:Iteration 7Q (852.104217 sec): 3 clusters Score: Raw -146221.139299 + Penalty 1688.629111 = -144532.510188 nChanged 46 SP:Iteration 8Q (852.133813 sec): 3 clusters Score: Raw -146239.853600 + Penalty 1688.629111 = -144551.224490 nChanged 23 SP:Iteration 9Q (852.163394 sec): 3 clusters Score: Raw -146249.271580 + Penalty 1688.629111 = -144560.642469 nChanged 20 SP:Iteration 10Q (852.192795 sec): 3 clusters Score: Raw -146258.856488 + Penalty 1688.629111 = -144570.227377 nChanged 11 SP:Iteration 11Q (852.222013 sec): 3 clusters Score: Raw -146265.642856 + Penalty 1688.629111 = -144577.013745 nChanged 16 SP:Iteration 12Q (852.251371 sec): 3 clusters Score: Raw -146274.027218 + Penalty 1688.629111 = -144585.398107 nChanged 16 SP:Iteration 13Q (852.280650 sec): 3 clusters Score: Raw -146285.508933 + Penalty 1688.629111 = -144596.879822 nChanged 23 SP:Iteration 14Q (852.309818 sec): 3 clusters Score: Raw -146305.441231 + Penalty 1688.629111 = -144616.812120 nChanged 24 SP:Iteration 15Q (852.338840 sec): 3 clusters Score: Raw -146326.544606 + Penalty 1688.629111 = -144637.915495 nChanged 30 SP:Iteration 16Q (852.368034 sec): 3 clusters Score: Raw -146363.459464 + Penalty 1688.629111 = -144674.830354 nChanged 38 SP:Iteration 17Q (852.397173 sec): 3 clusters Score: Raw -146417.102621 + Penalty 1688.629111 = -144728.473510 nChanged 39 SP:Iteration 18Q (852.426328 sec): 3 clusters Score: Raw -146465.041141 + Penalty 1688.629111 = -144776.412031 nChanged 27 SP:Iteration 19Q (852.455596 sec): 3 clusters Score: Raw -146490.807170 + Penalty 1688.629111 = -144802.178060 nChanged 20 SP:Iteration 20F (852.484733 sec): 3 clusters Score: Raw -146512.462021 + Penalty 1688.629111 = -144823.832910 nChanged 13 SP:Iteration 21Q (852.596387 sec): 3 clusters Score: Raw -146521.650669 + Penalty 1688.629111 = -144833.021558 nChanged 15 SP:Iteration 22Q (852.710541 sec): 3 clusters Score: Raw -146532.233538 + Penalty 1688.629111 = -144843.604427 nChanged 7 SP:Iteration 23Q (852.831847 sec): 3 clusters Score: Raw -146537.528606 + Penalty 1688.629111 = -144848.899495 nChanged 6 SP:Iteration 24Q (852.951448 sec): 3 clusters Score: Raw -146540.141165 + Penalty 1688.629111 = -144851.512055 nChanged 2 SP:Iteration 25Q (853.064057 sec): 3 clusters Score: Raw -146540.546420 + Penalty 1688.629111 = -144851.917310 nChanged 0 SP:Iteration 26F (853.093312 sec): 3 clusters Score: Raw -146540.546420 + Penalty 1688.629111 = -144851.917310 nChanged 0 Score: Raw -1491477.301061 + Penalty 16456.223246 = -1475021.077815 Splitting cluster 14 changes total score from -1474771.854204 to -1475021.077815 So it's getting split into cluster 15. Iteration 99Q (854.376117 sec): 16 clusters Score: Raw -1491595.016733 + Penalty 16456.223246 = -1475138.793487 nChanged 190 Iteration 100F (855.055964 sec): 16 clusters Score: Raw -1491753.033271 + Penalty 16456.223246 = -1475296.810025 nChanged 232 Iteration 101Q (855.542109 sec): 16 clusters Score: Raw -1491898.816682 + Penalty 16456.223246 = -1475442.593436 nChanged 171 Iteration 102Q (856.079068 sec): 16 clusters Score: Raw -1491991.524154 + Penalty 16456.223246 = -1475535.300909 nChanged 134 Iteration 103Q (856.590341 sec): 16 clusters Score: Raw -1492058.667081 + Penalty 16456.223246 = -1475602.443836 nChanged 113 Iteration 104Q (857.050151 sec): 16 clusters Score: Raw -1492114.920370 + Penalty 16456.223246 = -1475658.697124 nChanged 111 Iteration 105Q (857.505841 sec): 16 clusters Score: Raw -1492162.478410 + Penalty 16456.223246 = -1475706.255164 nChanged 81 Iteration 106Q (857.963630 sec): 16 clusters Score: Raw -1492188.186281 + Penalty 16456.223246 = -1475731.963035 nChanged 71 Iteration 107Q (858.393666 sec): 16 clusters Score: Raw -1492209.087946 + Penalty 16456.223246 = -1475752.864700 nChanged 54 Iteration 108Q (858.849537 sec): 16 clusters Score: Raw -1492223.146747 + Penalty 16456.223246 = -1475766.923501 nChanged 55 Iteration 109Q (859.278607 sec): 16 clusters Score: Raw -1492236.960025 + Penalty 16456.223246 = -1475780.736779 nChanged 46 Iteration 110Q (859.733884 sec): 16 clusters Score: Raw -1492248.895876 + Penalty 16456.223246 = -1475792.672630 nChanged 37 Iteration 111Q (860.164787 sec): 16 clusters Score: Raw -1492255.444112 + Penalty 16456.223246 = -1475799.220866 nChanged 27 Iteration 112Q (860.621242 sec): 16 clusters Score: Raw -1492259.633096 + Penalty 16456.223246 = -1475803.409850 nChanged 23 Iteration 113Q (861.048876 sec): 16 clusters Score: Raw -1492264.374776 + Penalty 16456.223246 = -1475808.151530 nChanged 16 Iteration 114Q (861.503568 sec): 16 clusters Score: Raw -1492268.193282 + Penalty 16456.223246 = -1475811.970036 nChanged 16 Iteration 115Q (861.930608 sec): 16 clusters Score: Raw -1492271.202862 + Penalty 16456.223246 = -1475814.979617 nChanged 14 Iteration 116Q (862.388729 sec): 16 clusters Score: Raw -1492274.267983 + Penalty 16456.223246 = -1475818.044737 nChanged 15 Iteration 117Q (862.809297 sec): 16 clusters Score: Raw -1492276.742124 + Penalty 16456.223246 = -1475820.518878 nChanged 8 Iteration 118Q (863.221546 sec): 16 clusters Score: Raw -1492278.171745 + Penalty 16456.223246 = -1475821.948499 nChanged 4 Iteration 119Q (863.808349 sec): 16 clusters Score: Raw -1492278.680520 + Penalty 16456.223246 = -1475822.457275 nChanged 2 Iteration 120F (864.376449 sec): 16 clusters Score: Raw -1492295.665412 + Penalty 16456.223246 = -1475839.442166 nChanged 23 Iteration 121Q (864.782746 sec): 16 clusters Score: Raw -1492307.205336 + Penalty 16456.223246 = -1475850.982090 nChanged 39 Iteration 122Q (865.190462 sec): 16 clusters Score: Raw -1492320.395956 + Penalty 16456.223246 = -1475864.172710 nChanged 38 Iteration 123Q (865.922462 sec): 16 clusters Score: Raw -1492332.322251 + Penalty 16456.223246 = -1475876.099005 nChanged 35 Iteration 124Q (866.379509 sec): 16 clusters Score: Raw -1492343.506786 + Penalty 16456.223246 = -1475887.283540 nChanged 41 Iteration 125Q (866.785235 sec): 16 clusters Score: Raw -1492356.115840 + Penalty 16456.223246 = -1475899.892594 nChanged 39 Iteration 126Q (867.232769 sec): 16 clusters Score: Raw -1492366.191902 + Penalty 16456.223246 = -1475909.968656 nChanged 36 Iteration 127Q (867.619212 sec): 16 clusters Score: Raw -1492374.974258 + Penalty 16456.223246 = -1475918.751013 nChanged 32 Iteration 128Q (868.053684 sec): 16 clusters Score: Raw -1492384.205894 + Penalty 16456.223246 = -1475927.982648 nChanged 33 Iteration 129Q (868.459615 sec): 16 clusters Score: Raw -1492392.532874 + Penalty 16456.223246 = -1475936.309628 nChanged 35 Iteration 130Q (868.879598 sec): 16 clusters Score: Raw -1492400.488813 + Penalty 16456.223246 = -1475944.265567 nChanged 34 Iteration 131Q (869.316447 sec): 16 clusters Score: Raw -1492407.051325 + Penalty 16456.223246 = -1475950.828080 nChanged 27 Iteration 132Q (869.741091 sec): 16 clusters Score: Raw -1492411.767984 + Penalty 16456.223246 = -1475955.544738 nChanged 17 Iteration 133Q (870.100977 sec): 16 clusters Score: Raw -1492414.890576 + Penalty 16456.223246 = -1475958.667331 nChanged 11 Iteration 134Q (870.523962 sec): 16 clusters Score: Raw -1492416.269494 + Penalty 16456.223246 = -1475960.046248 nChanged 13 Iteration 135Q (870.885711 sec): 16 clusters Score: Raw -1492418.468118 + Penalty 16456.223246 = -1475962.244872 nChanged 8 Iteration 136Q (871.308739 sec): 16 clusters Score: Raw -1492420.176036 + Penalty 16456.223246 = -1475963.952791 nChanged 7 Iteration 137Q (871.721566 sec): 16 clusters Score: Raw -1492421.502214 + Penalty 16456.223246 = -1475965.278969 nChanged 6 Iteration 138Q (872.105868 sec): 16 clusters Score: Raw -1492422.760625 + Penalty 16456.223246 = -1475966.537379 nChanged 8 Writing temp clu file Because OldScore, -1475965.278969, is greater than current (better) Score,-1475966.537379 Compute initial score before splitting: Score: Raw -1492422.760625 + Penalty 16456.223246 = -1475966.537379 Trying to split cluster 1 (5117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (872.206839 sec): 2 clusters Score: Raw -238496.414259 + Penalty 896.733979 = -237599.680281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (872.328795 sec): 3 clusters Score: Raw -235660.411315 + Penalty 1793.467958 = -233866.943357 nChanged 2183 SP:Iteration 1F (872.433910 sec): 3 clusters Score: Raw -236869.524161 + Penalty 1793.467958 = -235076.056203 nChanged 412 SP:Iteration 2F (872.497745 sec): 3 clusters Score: Raw -237181.921786 + Penalty 1793.467958 = -235388.453829 nChanged 388 SP:Iteration 3F (872.541182 sec): 3 clusters Score: Raw -237467.317108 + Penalty 1793.467958 = -235673.849150 nChanged 315 SP:Iteration 4F (872.583122 sec): 3 clusters Score: Raw -237651.822084 + Penalty 1793.467958 = -235858.354126 nChanged 261 SP:Iteration 5F (872.622893 sec): 3 clusters Score: Raw -237809.759395 + Penalty 1793.467958 = -236016.291437 nChanged 210 SP:Iteration 6Q (872.663470 sec): 3 clusters Score: Raw -237944.071316 + Penalty 1793.467958 = -236150.603358 nChanged 193 SP:Iteration 7Q (872.704233 sec): 3 clusters Score: Raw -238047.069562 + Penalty 1793.467958 = -236253.601604 nChanged 147 SP:Iteration 8Q (872.745654 sec): 3 clusters Score: Raw -238117.702666 + Penalty 1793.467958 = -236324.234709 nChanged 111 SP:Iteration 9Q (872.790203 sec): 3 clusters Score: Raw -238168.138790 + Penalty 1793.467958 = -236374.670833 nChanged 104 SP:Iteration 10Q (872.834186 sec): 3 clusters Score: Raw -238217.960026 + Penalty 1793.467958 = -236424.492068 nChanged 107 SP:Iteration 11Q (872.878296 sec): 3 clusters Score: Raw -238259.028604 + Penalty 1793.467958 = -236465.560647 nChanged 87 SP:Iteration 12Q (873.037076 sec): 3 clusters Score: Raw -238290.667205 + Penalty 1793.467958 = -236497.199247 nChanged 63 SP:Iteration 13Q (873.197328 sec): 3 clusters Score: Raw -238309.241373 + Penalty 1793.467958 = -236515.773416 nChanged 50 SP:Iteration 14Q (873.298603 sec): 3 clusters Score: Raw -238324.188949 + Penalty 1793.467958 = -236530.720991 nChanged 47 SP:Iteration 15Q (873.355131 sec): 3 clusters Score: Raw -238339.889448 + Penalty 1793.467958 = -236546.421490 nChanged 57 SP:Iteration 16Q (873.400312 sec): 3 clusters Score: Raw -238359.959073 + Penalty 1793.467958 = -236566.491115 nChanged 50 SP:Iteration 17Q (873.445642 sec): 3 clusters Score: Raw -238375.621224 + Penalty 1793.467958 = -236582.153267 nChanged 41 SP:Iteration 18Q (873.490730 sec): 3 clusters Score: Raw -238391.939955 + Penalty 1793.467958 = -236598.471997 nChanged 42 SP:Iteration 19Q (873.533948 sec): 3 clusters Score: Raw -238408.308905 + Penalty 1793.467958 = -236614.840947 nChanged 50 SP:Iteration 20F (873.572645 sec): 3 clusters Score: Raw -238427.281742 + Penalty 1793.467958 = -236633.813784 nChanged 44 SP:Iteration 21Q (873.611510 sec): 3 clusters Score: Raw -238441.506451 + Penalty 1793.467958 = -236648.038493 nChanged 40 SP:Iteration 22Q (873.650248 sec): 3 clusters Score: Raw -238455.076519 + Penalty 1793.467958 = -236661.608561 nChanged 44 SP:Iteration 23Q (873.690043 sec): 3 clusters Score: Raw -238473.960703 + Penalty 1793.467958 = -236680.492745 nChanged 45 SP:Iteration 24Q (873.733052 sec): 3 clusters Score: Raw -238495.737488 + Penalty 1793.467958 = -236702.269530 nChanged 37 SP:Iteration 25Q (873.775999 sec): 3 clusters Score: Raw -238513.121698 + Penalty 1793.467958 = -236719.653740 nChanged 34 SP:Iteration 26Q (873.822195 sec): 3 clusters Score: Raw -238527.552054 + Penalty 1793.467958 = -236734.084096 nChanged 30 SP:Iteration 27Q (873.865026 sec): 3 clusters Score: Raw -238538.520189 + Penalty 1793.467958 = -236745.052231 nChanged 26 SP:Iteration 28Q (873.905604 sec): 3 clusters Score: Raw -238546.725566 + Penalty 1793.467958 = -236753.257608 nChanged 27 SP:Iteration 29Q (873.944979 sec): 3 clusters Score: Raw -238553.504876 + Penalty 1793.467958 = -236760.036919 nChanged 16 SP:Iteration 30Q (873.984258 sec): 3 clusters Score: Raw -238557.353994 + Penalty 1793.467958 = -236763.886036 nChanged 20 SP:Iteration 31Q (874.045753 sec): 3 clusters Score: Raw -238563.179066 + Penalty 1793.467958 = -236769.711108 nChanged 13 SP:Iteration 32Q (874.085016 sec): 3 clusters Score: Raw -238566.148098 + Penalty 1793.467958 = -236772.680140 nChanged 11 SP:Iteration 33Q (874.124320 sec): 3 clusters Score: Raw -238568.926054 + Penalty 1793.467958 = -236775.458096 nChanged 9 SP:Iteration 34Q (874.166666 sec): 3 clusters Score: Raw -238571.580808 + Penalty 1793.467958 = -236778.112851 nChanged 10 SP:Iteration 35Q (874.208939 sec): 3 clusters Score: Raw -238573.382917 + Penalty 1793.467958 = -236779.914959 nChanged 6 SP:Iteration 36Q (874.251079 sec): 3 clusters Score: Raw -238575.104876 + Penalty 1793.467958 = -236781.636918 nChanged 10 SP:Iteration 37Q (874.292512 sec): 3 clusters Score: Raw -238578.507392 + Penalty 1793.467958 = -236785.039434 nChanged 15 SP:Iteration 38Q (874.334107 sec): 3 clusters Score: Raw -238582.180845 + Penalty 1793.467958 = -236788.712887 nChanged 16 SP:Iteration 39Q (874.375619 sec): 3 clusters Score: Raw -238587.021769 + Penalty 1793.467958 = -236793.553811 nChanged 10 SP:Iteration 40F (874.416981 sec): 3 clusters Score: Raw -238589.675480 + Penalty 1793.467958 = -236796.207522 nChanged 13 SP:Iteration 41Q (874.456214 sec): 3 clusters Score: Raw -238593.200534 + Penalty 1793.467958 = -236799.732576 nChanged 11 SP:Iteration 42Q (874.495591 sec): 3 clusters Score: Raw -238596.530272 + Penalty 1793.467958 = -236803.062314 nChanged 15 SP:Iteration 43Q (874.609945 sec): 3 clusters Score: Raw -238600.674579 + Penalty 1793.467958 = -236807.206621 nChanged 11 SP:Iteration 44Q (874.718154 sec): 3 clusters Score: Raw -238605.777969 + Penalty 1793.467958 = -236812.310011 nChanged 11 SP:Iteration 45Q (874.863312 sec): 3 clusters Score: Raw -238609.848972 + Penalty 1793.467958 = -236816.381014 nChanged 12 SP:Iteration 46Q (874.980254 sec): 3 clusters Score: Raw -238616.855994 + Penalty 1793.467958 = -236823.388036 nChanged 15 SP:Iteration 47Q (875.061823 sec): 3 clusters Score: Raw -238620.918501 + Penalty 1793.467958 = -236827.450543 nChanged 8 SP:Iteration 48Q (875.186027 sec): 3 clusters Score: Raw -238623.607960 + Penalty 1793.467958 = -236830.140003 nChanged 5 SP:Iteration 49Q (875.289736 sec): 3 clusters Score: Raw -238625.722839 + Penalty 1793.467958 = -236832.254881 nChanged 6 SP:Iteration 50Q (875.324633 sec): 3 clusters Score: Raw -238627.116653 + Penalty 1793.467958 = -236833.648695 nChanged 8 SP:Iteration 51Q (875.360135 sec): 3 clusters Score: Raw -238630.120845 + Penalty 1793.467958 = -236836.652887 nChanged 4 SP:Iteration 52Q (875.396223 sec): 3 clusters Score: Raw -238631.043238 + Penalty 1793.467958 = -236837.575280 nChanged 2 SP:Iteration 53Q (875.432136 sec): 3 clusters Score: Raw -238631.647313 + Penalty 1793.467958 = -236838.179355 nChanged 3 SP:Iteration 54Q (875.468123 sec): 3 clusters Score: Raw -238632.354654 + Penalty 1793.467958 = -236838.886697 nChanged 2 SP:Iteration 55Q (875.503966 sec): 3 clusters Score: Raw -238633.180018 + Penalty 1793.467958 = -236839.712060 nChanged 2 SP:Iteration 56Q (875.539699 sec): 3 clusters Score: Raw -238634.462371 + Penalty 1793.467958 = -236840.994413 nChanged 4 SP:Iteration 57Q (875.575389 sec): 3 clusters Score: Raw -238635.913559 + Penalty 1793.467958 = -236842.445601 nChanged 3 SP:Iteration 58Q (875.610670 sec): 3 clusters Score: Raw -238636.676526 + Penalty 1793.467958 = -236843.208568 nChanged 3 SP:Iteration 59Q (875.645872 sec): 3 clusters Score: Raw -238637.195572 + Penalty 1793.467958 = -236843.727614 nChanged 0 SP:Iteration 60F (875.681294 sec): 3 clusters Score: Raw -238637.195572 + Penalty 1793.467958 = -236843.727614 nChanged 0 Trying to split cluster 2 (3050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (875.715219 sec): 2 clusters Score: Raw -137888.223771 + Penalty 842.404171 = -137045.819600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (875.738715 sec): 3 clusters Score: Raw -136351.835878 + Penalty 1684.808343 = -134667.027535 nChanged 1239 SP:Iteration 1F (875.760866 sec): 3 clusters Score: Raw -137061.222126 + Penalty 1684.808343 = -135376.413784 nChanged 217 SP:Iteration 2F (875.783807 sec): 3 clusters Score: Raw -137200.337257 + Penalty 1684.808343 = -135515.528914 nChanged 155 SP:Iteration 3F (875.807032 sec): 3 clusters Score: Raw -137311.583361 + Penalty 1684.808343 = -135626.775019 nChanged 163 SP:Iteration 4F (875.830212 sec): 3 clusters Score: Raw -137422.601721 + Penalty 1684.808343 = -135737.793378 nChanged 133 SP:Iteration 5Q (875.853994 sec): 3 clusters Score: Raw -137499.994128 + Penalty 1684.808343 = -135815.185785 nChanged 118 SP:Iteration 6Q (875.877679 sec): 3 clusters Score: Raw -137578.744630 + Penalty 1684.808343 = -135893.936288 nChanged 128 SP:Iteration 7Q (875.901490 sec): 3 clusters Score: Raw -137659.001893 + Penalty 1684.808343 = -135974.193550 nChanged 120 SP:Iteration 8Q (875.924213 sec): 3 clusters Score: Raw -137737.241008 + Penalty 1684.808343 = -136052.432666 nChanged 104 SP:Iteration 9Q (875.946899 sec): 3 clusters Score: Raw -137804.758449 + Penalty 1684.808343 = -136119.950106 nChanged 96 SP:Iteration 10Q (875.969640 sec): 3 clusters Score: Raw -137860.367304 + Penalty 1684.808343 = -136175.558961 nChanged 73 SP:Iteration 11Q (875.992414 sec): 3 clusters Score: Raw -137908.075103 + Penalty 1684.808343 = -136223.266760 nChanged 74 SP:Iteration 12Q (876.015106 sec): 3 clusters Score: Raw -137956.464289 + Penalty 1684.808343 = -136271.655946 nChanged 68 SP:Iteration 13Q (876.123328 sec): 3 clusters Score: Raw -137998.392570 + Penalty 1684.808343 = -136313.584227 nChanged 64 SP:Iteration 14Q (876.238749 sec): 3 clusters Score: Raw -138026.020475 + Penalty 1684.808343 = -136341.212133 nChanged 58 SP:Iteration 15Q (876.333704 sec): 3 clusters Score: Raw -138052.751965 + Penalty 1684.808343 = -136367.943622 nChanged 50 SP:Iteration 16Q (876.411141 sec): 3 clusters Score: Raw -138074.130077 + Penalty 1684.808343 = -136389.321734 nChanged 41 SP:Iteration 17Q (876.450841 sec): 3 clusters Score: Raw -138092.497339 + Penalty 1684.808343 = -136407.688997 nChanged 35 SP:Iteration 18Q (876.477787 sec): 3 clusters Score: Raw -138106.973632 + Penalty 1684.808343 = -136422.165289 nChanged 37 SP:Iteration 19Q (876.505079 sec): 3 clusters Score: Raw -138121.325845 + Penalty 1684.808343 = -136436.517503 nChanged 39 SP:Iteration 20F (876.531902 sec): 3 clusters Score: Raw -138137.306857 + Penalty 1684.808343 = -136452.498515 nChanged 31 SP:Iteration 21Q (876.558797 sec): 3 clusters Score: Raw -138146.848219 + Penalty 1684.808343 = -136462.039877 nChanged 14 SP:Iteration 22Q (876.585859 sec): 3 clusters Score: Raw -138150.232671 + Penalty 1684.808343 = -136465.424329 nChanged 15 SP:Iteration 23Q (876.612806 sec): 3 clusters Score: Raw -138154.917068 + Penalty 1684.808343 = -136470.108726 nChanged 13 SP:Iteration 24Q (876.639724 sec): 3 clusters Score: Raw -138158.885351 + Penalty 1684.808343 = -136474.077008 nChanged 12 SP:Iteration 25Q (876.666943 sec): 3 clusters Score: Raw -138161.941290 + Penalty 1684.808343 = -136477.132948 nChanged 7 SP:Iteration 26Q (876.694031 sec): 3 clusters Score: Raw -138163.869350 + Penalty 1684.808343 = -136479.061008 nChanged 7 SP:Iteration 27Q (876.720868 sec): 3 clusters Score: Raw -138165.808602 + Penalty 1684.808343 = -136481.000260 nChanged 7 SP:Iteration 28Q (876.747727 sec): 3 clusters Score: Raw -138168.647580 + Penalty 1684.808343 = -136483.839237 nChanged 8 SP:Iteration 29Q (876.774727 sec): 3 clusters Score: Raw -138170.876157 + Penalty 1684.808343 = -136486.067814 nChanged 9 SP:Iteration 30Q (876.801635 sec): 3 clusters Score: Raw -138173.027595 + Penalty 1684.808343 = -136488.219252 nChanged 11 SP:Iteration 31Q (876.828851 sec): 3 clusters Score: Raw -138175.640168 + Penalty 1684.808343 = -136490.831826 nChanged 2 SP:Iteration 32Q (876.855979 sec): 3 clusters Score: Raw -138176.238895 + Penalty 1684.808343 = -136491.430552 nChanged 4 SP:Iteration 33Q (876.882785 sec): 3 clusters Score: Raw -138176.810294 + Penalty 1684.808343 = -136492.001951 nChanged 4 SP:Iteration 34Q (876.909739 sec): 3 clusters Score: Raw -138177.776948 + Penalty 1684.808343 = -136492.968605 nChanged 2 SP:Iteration 35Q (876.936597 sec): 3 clusters Score: Raw -138178.161983 + Penalty 1684.808343 = -136493.353641 nChanged 0 SP:Iteration 36F (876.963154 sec): 3 clusters Score: Raw -138178.161983 + Penalty 1684.808343 = -136493.353641 nChanged 0 Trying to split cluster 3 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (876.991986 sec): 2 clusters Score: Raw -16823.378267 + Penalty 616.276176 = -16207.102091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (876.998178 sec): 3 clusters Score: Raw -16753.842639 + Penalty 1232.552352 = -15521.290287 nChanged 74 SP:Iteration 1F (877.004124 sec): 3 clusters Score: Raw -16840.032535 + Penalty 1232.552352 = -15607.480183 nChanged 15 SP:Iteration 2Q (877.009996 sec): 3 clusters Score: Raw -16876.344511 + Penalty 1232.552352 = -15643.792160 nChanged 13 SP:Iteration 3Q (877.015831 sec): 3 clusters Score: Raw -16900.743310 + Penalty 1232.552352 = -15668.190959 nChanged 6 SP:Iteration 4Q (877.021652 sec): 3 clusters Score: Raw -16908.928755 + Penalty 1232.552352 = -15676.376404 nChanged 4 SP:Iteration 5Q (877.027453 sec): 3 clusters Score: Raw -16920.989144 + Penalty 1232.552352 = -15688.436792 nChanged 3 SP:Iteration 6Q (877.142245 sec): 3 clusters Score: Raw -16926.347809 + Penalty 1232.552352 = -15693.795457 nChanged 4 SP:Iteration 7Q (877.231819 sec): 3 clusters Score: Raw -16931.631305 + Penalty 1232.552352 = -15699.078953 nChanged 1 SP:Iteration 8Q (877.341621 sec): 3 clusters Score: Raw -16932.908933 + Penalty 1232.552352 = -15700.356581 nChanged 1 SP:Iteration 9Q (877.428208 sec): 3 clusters Score: Raw -16934.253607 + Penalty 1232.552352 = -15701.701255 nChanged 0 SP:Iteration 10F (877.517602 sec): 3 clusters Score: Raw -16934.253607 + Penalty 1232.552352 = -15701.701255 nChanged 0 Trying to split cluster 4 (1498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (877.569981 sec): 2 clusters Score: Raw -55326.051217 + Penalty 767.748047 = -54558.303170 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (877.586109 sec): 3 clusters Score: Raw -54676.602396 + Penalty 1535.496094 = -53141.106302 nChanged 534 SP:Iteration 1F (877.601453 sec): 3 clusters Score: Raw -55061.045739 + Penalty 1535.496094 = -53525.549644 nChanged 128 SP:Iteration 2F (877.616649 sec): 3 clusters Score: Raw -55139.455461 + Penalty 1535.496094 = -53603.959366 nChanged 66 SP:Iteration 3Q (877.632134 sec): 3 clusters Score: Raw -55184.636039 + Penalty 1535.496094 = -53649.139945 nChanged 45 SP:Iteration 4Q (877.645843 sec): 3 clusters Score: Raw -55226.296902 + Penalty 1535.496094 = -53690.800808 nChanged 47 SP:Iteration 5Q (877.658658 sec): 3 clusters Score: Raw -55270.913089 + Penalty 1535.496094 = -53735.416994 nChanged 49 SP:Iteration 6Q (877.671845 sec): 3 clusters Score: Raw -55320.202323 + Penalty 1535.496094 = -53784.706228 nChanged 51 SP:Iteration 7Q (877.684875 sec): 3 clusters Score: Raw -55371.017342 + Penalty 1535.496094 = -53835.521247 nChanged 56 SP:Iteration 8Q (877.709227 sec): 3 clusters Score: Raw -55418.081933 + Penalty 1535.496094 = -53882.585838 nChanged 46 SP:Iteration 9Q (877.721987 sec): 3 clusters Score: Raw -55461.075785 + Penalty 1535.496094 = -53925.579691 nChanged 45 SP:Iteration 10Q (877.734642 sec): 3 clusters Score: Raw -55496.319403 + Penalty 1535.496094 = -53960.823308 nChanged 32 SP:Iteration 11Q (877.747265 sec): 3 clusters Score: Raw -55527.923505 + Penalty 1535.496094 = -53992.427411 nChanged 30 SP:Iteration 12Q (877.759963 sec): 3 clusters Score: Raw -55553.944598 + Penalty 1535.496094 = -54018.448503 nChanged 23 SP:Iteration 13Q (877.772678 sec): 3 clusters Score: Raw -55569.662983 + Penalty 1535.496094 = -54034.166888 nChanged 17 SP:Iteration 14Q (877.785346 sec): 3 clusters Score: Raw -55579.760499 + Penalty 1535.496094 = -54044.264404 nChanged 18 SP:Iteration 15Q (877.797996 sec): 3 clusters Score: Raw -55590.717606 + Penalty 1535.496094 = -54055.221511 nChanged 10 SP:Iteration 16Q (877.810697 sec): 3 clusters Score: Raw -55594.439609 + Penalty 1535.496094 = -54058.943515 nChanged 4 SP:Iteration 17Q (877.823327 sec): 3 clusters Score: Raw -55595.745450 + Penalty 1535.496094 = -54060.249355 nChanged 0 SP:Iteration 18F (877.836174 sec): 3 clusters Score: Raw -55595.745450 + Penalty 1535.496094 = -54060.249355 nChanged 0 Trying to split cluster 5 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (877.856805 sec): 2 clusters Score: Raw -15513.712261 + Penalty 661.002930 = -14852.709331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (877.863199 sec): 3 clusters Score: Raw -15444.839162 + Penalty 1322.005860 = -14122.833302 nChanged 166 SP:Iteration 1F (877.869278 sec): 3 clusters Score: Raw -15673.899874 + Penalty 1322.005860 = -14351.894014 nChanged 41 SP:Iteration 2F (877.875380 sec): 3 clusters Score: Raw -15736.872919 + Penalty 1322.005860 = -14414.867058 nChanged 33 SP:Iteration 3F (877.881427 sec): 3 clusters Score: Raw -15796.533039 + Penalty 1322.005860 = -14474.527179 nChanged 24 SP:Iteration 4Q (877.887653 sec): 3 clusters Score: Raw -15833.772811 + Penalty 1322.005860 = -14511.766950 nChanged 12 SP:Iteration 5Q (877.991296 sec): 3 clusters Score: Raw -15844.461261 + Penalty 1322.005860 = -14522.455401 nChanged 8 SP:Iteration 6Q (878.085458 sec): 3 clusters Score: Raw -15852.651432 + Penalty 1322.005860 = -14530.645572 nChanged 3 SP:Iteration 7Q (878.170084 sec): 3 clusters Score: Raw -15857.080277 + Penalty 1322.005860 = -14535.074416 nChanged 1 SP:Iteration 8Q (878.240991 sec): 3 clusters Score: Raw -15857.186728 + Penalty 1322.005860 = -14535.180868 nChanged 1 SP:Iteration 9Q (878.327036 sec): 3 clusters Score: Raw -15857.713377 + Penalty 1322.005860 = -14535.707517 nChanged 0 SP:Iteration 10F (878.388094 sec): 3 clusters Score: Raw -15857.713377 + Penalty 1322.005860 = -14535.707517 nChanged 0 Trying to split cluster 6 (1109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (878.414002 sec): 2 clusters Score: Raw -41323.026073 + Penalty 736.177469 = -40586.848605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (878.424451 sec): 3 clusters Score: Raw -40881.362852 + Penalty 1472.354937 = -39409.007915 nChanged 387 SP:Iteration 1F (878.434298 sec): 3 clusters Score: Raw -41201.915663 + Penalty 1472.354937 = -39729.560726 nChanged 93 SP:Iteration 2F (878.444087 sec): 3 clusters Score: Raw -41326.055328 + Penalty 1472.354937 = -39853.700390 nChanged 64 SP:Iteration 3F (878.454138 sec): 3 clusters Score: Raw -41396.561922 + Penalty 1472.354937 = -39924.206985 nChanged 56 SP:Iteration 4F (878.465520 sec): 3 clusters Score: Raw -41445.016686 + Penalty 1472.354937 = -39972.661748 nChanged 34 SP:Iteration 5Q (878.477747 sec): 3 clusters Score: Raw -41472.588206 + Penalty 1472.354937 = -40000.233269 nChanged 26 SP:Iteration 6Q (878.490518 sec): 3 clusters Score: Raw -41497.295857 + Penalty 1472.354937 = -40024.940920 nChanged 21 SP:Iteration 7Q (878.503022 sec): 3 clusters Score: Raw -41520.466059 + Penalty 1472.354937 = -40048.111122 nChanged 15 SP:Iteration 8Q (878.515348 sec): 3 clusters Score: Raw -41535.913000 + Penalty 1472.354937 = -40063.558063 nChanged 14 SP:Iteration 9Q (878.525798 sec): 3 clusters Score: Raw -41558.052168 + Penalty 1472.354937 = -40085.697231 nChanged 20 SP:Iteration 10Q (878.535748 sec): 3 clusters Score: Raw -41588.700028 + Penalty 1472.354937 = -40116.345091 nChanged 22 SP:Iteration 11Q (878.545666 sec): 3 clusters Score: Raw -41612.668897 + Penalty 1472.354937 = -40140.313960 nChanged 19 SP:Iteration 12Q (878.555570 sec): 3 clusters Score: Raw -41631.770148 + Penalty 1472.354937 = -40159.415211 nChanged 14 SP:Iteration 13Q (878.565451 sec): 3 clusters Score: Raw -41641.793145 + Penalty 1472.354937 = -40169.438207 nChanged 10 SP:Iteration 14Q (878.575297 sec): 3 clusters Score: Raw -41646.933745 + Penalty 1472.354937 = -40174.578808 nChanged 4 SP:Iteration 15Q (878.585224 sec): 3 clusters Score: Raw -41649.730706 + Penalty 1472.354937 = -40177.375769 nChanged 3 SP:Iteration 16Q (878.595067 sec): 3 clusters Score: Raw -41651.935386 + Penalty 1472.354937 = -40179.580449 nChanged 5 SP:Iteration 17Q (878.604918 sec): 3 clusters Score: Raw -41654.500464 + Penalty 1472.354937 = -40182.145526 nChanged 3 SP:Iteration 18Q (878.614781 sec): 3 clusters Score: Raw -41656.273759 + Penalty 1472.354937 = -40183.918822 nChanged 4 SP:Iteration 19Q (878.624609 sec): 3 clusters Score: Raw -41663.380709 + Penalty 1472.354937 = -40191.025771 nChanged 8 SP:Iteration 20F (878.634397 sec): 3 clusters Score: Raw -41677.739041 + Penalty 1472.354937 = -40205.384104 nChanged 12 SP:Iteration 21Q (878.644301 sec): 3 clusters Score: Raw -41688.734566 + Penalty 1472.354937 = -40216.379628 nChanged 13 SP:Iteration 22Q (878.654153 sec): 3 clusters Score: Raw -41701.688818 + Penalty 1472.354937 = -40229.333880 nChanged 14 SP:Iteration 23Q (878.664257 sec): 3 clusters Score: Raw -41714.169166 + Penalty 1472.354937 = -40241.814228 nChanged 7 SP:Iteration 24Q (878.765982 sec): 3 clusters Score: Raw -41720.087376 + Penalty 1472.354937 = -40247.732439 nChanged 5 SP:Iteration 25Q (878.860581 sec): 3 clusters Score: Raw -41722.215038 + Penalty 1472.354937 = -40249.860101 nChanged 2 SP:Iteration 26Q (878.949349 sec): 3 clusters Score: Raw -41723.198396 + Penalty 1472.354937 = -40250.843459 nChanged 2 SP:Iteration 27Q (879.052145 sec): 3 clusters Score: Raw -41724.148685 + Penalty 1472.354937 = -40251.793748 nChanged 1 SP:Iteration 28Q (879.160007 sec): 3 clusters Score: Raw -41725.119413 + Penalty 1472.354937 = -40252.764475 nChanged 2 SP:Iteration 29Q (879.240109 sec): 3 clusters Score: Raw -41726.321556 + Penalty 1472.354937 = -40253.966619 nChanged 4 SP:Iteration 30Q (879.343482 sec): 3 clusters Score: Raw -41730.457787 + Penalty 1472.354937 = -40258.102849 nChanged 4 SP:Iteration 31Q (879.451964 sec): 3 clusters Score: Raw -41733.702966 + Penalty 1472.354937 = -40261.348028 nChanged 6 SP:Iteration 32Q (879.534794 sec): 3 clusters Score: Raw -41738.559748 + Penalty 1472.354937 = -40266.204811 nChanged 3 SP:Iteration 33Q (879.637084 sec): 3 clusters Score: Raw -41739.941599 + Penalty 1472.354937 = -40267.586662 nChanged 2 SP:Iteration 34Q (879.669115 sec): 3 clusters Score: Raw -41740.429711 + Penalty 1472.354937 = -40268.074774 nChanged 1 SP:Iteration 35Q (879.780589 sec): 3 clusters Score: Raw -41741.582855 + Penalty 1472.354937 = -40269.227918 nChanged 2 SP:Iteration 36Q (879.869004 sec): 3 clusters Score: Raw -41742.597991 + Penalty 1472.354937 = -40270.243053 nChanged 2 SP:Iteration 37Q (879.952526 sec): 3 clusters Score: Raw -41745.774544 + Penalty 1472.354937 = -40273.419607 nChanged 5 SP:Iteration 38Q (879.962459 sec): 3 clusters Score: Raw -41754.605857 + Penalty 1472.354937 = -40282.250920 nChanged 8 SP:Iteration 39Q (879.972396 sec): 3 clusters Score: Raw -41761.474680 + Penalty 1472.354937 = -40289.119743 nChanged 13 SP:Iteration 40F (879.982322 sec): 3 clusters Score: Raw -41774.978405 + Penalty 1472.354937 = -40302.623467 nChanged 10 SP:Iteration 41Q (879.992225 sec): 3 clusters Score: Raw -41782.824799 + Penalty 1472.354937 = -40310.469861 nChanged 3 SP:Iteration 42Q (880.002115 sec): 3 clusters Score: Raw -41785.870594 + Penalty 1472.354937 = -40313.515657 nChanged 2 SP:Iteration 43Q (880.012143 sec): 3 clusters Score: Raw -41787.460345 + Penalty 1472.354937 = -40315.105408 nChanged 1 SP:Iteration 44Q (880.022313 sec): 3 clusters Score: Raw -41788.038533 + Penalty 1472.354937 = -40315.683596 nChanged 1 SP:Iteration 45Q (880.032131 sec): 3 clusters Score: Raw -41789.878434 + Penalty 1472.354937 = -40317.523497 nChanged 1 SP:Iteration 46Q (880.041977 sec): 3 clusters Score: Raw -41790.612438 + Penalty 1472.354937 = -40318.257500 nChanged 1 SP:Iteration 47Q (880.051809 sec): 3 clusters Score: Raw -41790.893365 + Penalty 1472.354937 = -40318.538428 nChanged 0 SP:Iteration 48F (880.061583 sec): 3 clusters Score: Raw -41790.893365 + Penalty 1472.354937 = -40318.538428 nChanged 0 Trying to split cluster 7 (3872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (880.098576 sec): 2 clusters Score: Raw -184488.505467 + Penalty 867.460277 = -183621.045190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (880.127940 sec): 3 clusters Score: Raw -182458.028830 + Penalty 1734.920554 = -180723.108276 nChanged 1612 SP:Iteration 1F (880.159186 sec): 3 clusters Score: Raw -183481.373075 + Penalty 1734.920554 = -181746.452521 nChanged 350 SP:Iteration 2F (880.209840 sec): 3 clusters Score: Raw -183713.306670 + Penalty 1734.920554 = -181978.386116 nChanged 256 SP:Iteration 3F (880.240509 sec): 3 clusters Score: Raw -183870.279460 + Penalty 1734.920554 = -182135.358906 nChanged 205 SP:Iteration 4F (880.271228 sec): 3 clusters Score: Raw -183985.288152 + Penalty 1734.920554 = -182250.367598 nChanged 162 SP:Iteration 5Q (880.412483 sec): 3 clusters Score: Raw -184075.000865 + Penalty 1734.920554 = -182340.080311 nChanged 142 SP:Iteration 6Q (880.513896 sec): 3 clusters Score: Raw -184145.062705 + Penalty 1734.920554 = -182410.142150 nChanged 104 SP:Iteration 7Q (880.622152 sec): 3 clusters Score: Raw -184193.726998 + Penalty 1734.920554 = -182458.806444 nChanged 82 SP:Iteration 8Q (880.659934 sec): 3 clusters Score: Raw -184232.044531 + Penalty 1734.920554 = -182497.123977 nChanged 69 SP:Iteration 9Q (880.689230 sec): 3 clusters Score: Raw -184270.830651 + Penalty 1734.920554 = -182535.910097 nChanged 76 SP:Iteration 10Q (880.717753 sec): 3 clusters Score: Raw -184313.512404 + Penalty 1734.920554 = -182578.591849 nChanged 65 SP:Iteration 11Q (880.746635 sec): 3 clusters Score: Raw -184346.862535 + Penalty 1734.920554 = -182611.941981 nChanged 57 SP:Iteration 12Q (880.775454 sec): 3 clusters Score: Raw -184370.669475 + Penalty 1734.920554 = -182635.748921 nChanged 53 SP:Iteration 13Q (880.804209 sec): 3 clusters Score: Raw -184389.502825 + Penalty 1734.920554 = -182654.582271 nChanged 44 SP:Iteration 14Q (880.832536 sec): 3 clusters Score: Raw -184403.957391 + Penalty 1734.920554 = -182669.036837 nChanged 34 SP:Iteration 15Q (880.860718 sec): 3 clusters Score: Raw -184417.364706 + Penalty 1734.920554 = -182682.444152 nChanged 42 SP:Iteration 16Q (880.888857 sec): 3 clusters Score: Raw -184434.697484 + Penalty 1734.920554 = -182699.776930 nChanged 38 SP:Iteration 17Q (880.916897 sec): 3 clusters Score: Raw -184449.627802 + Penalty 1734.920554 = -182714.707248 nChanged 35 SP:Iteration 18Q (880.945097 sec): 3 clusters Score: Raw -184466.579088 + Penalty 1734.920554 = -182731.658534 nChanged 38 SP:Iteration 19Q (880.973142 sec): 3 clusters Score: Raw -184490.122594 + Penalty 1734.920554 = -182755.202040 nChanged 44 SP:Iteration 20F (881.000673 sec): 3 clusters Score: Raw -184518.228610 + Penalty 1734.920554 = -182783.308056 nChanged 46 SP:Iteration 21Q (881.028563 sec): 3 clusters Score: Raw -184537.726758 + Penalty 1734.920554 = -182802.806204 nChanged 38 SP:Iteration 22Q (881.056239 sec): 3 clusters Score: Raw -184553.656498 + Penalty 1734.920554 = -182818.735943 nChanged 29 SP:Iteration 23Q (881.083980 sec): 3 clusters Score: Raw -184566.277533 + Penalty 1734.920554 = -182831.356979 nChanged 26 SP:Iteration 24Q (881.111502 sec): 3 clusters Score: Raw -184576.378443 + Penalty 1734.920554 = -182841.457889 nChanged 18 SP:Iteration 25Q (881.139024 sec): 3 clusters Score: Raw -184581.704622 + Penalty 1734.920554 = -182846.784067 nChanged 11 SP:Iteration 26Q (881.166445 sec): 3 clusters Score: Raw -184584.446235 + Penalty 1734.920554 = -182849.525681 nChanged 11 SP:Iteration 27Q (881.193833 sec): 3 clusters Score: Raw -184588.911675 + Penalty 1734.920554 = -182853.991121 nChanged 11 SP:Iteration 28Q (881.221408 sec): 3 clusters Score: Raw -184592.466102 + Penalty 1734.920554 = -182857.545548 nChanged 6 SP:Iteration 29Q (881.248803 sec): 3 clusters Score: Raw -184593.840831 + Penalty 1734.920554 = -182858.920277 nChanged 8 SP:Iteration 30Q (881.276177 sec): 3 clusters Score: Raw -184596.580923 + Penalty 1734.920554 = -182861.660369 nChanged 7 SP:Iteration 31Q (881.303518 sec): 3 clusters Score: Raw -184598.696634 + Penalty 1734.920554 = -182863.776080 nChanged 6 SP:Iteration 32Q (881.330837 sec): 3 clusters Score: Raw -184599.942878 + Penalty 1734.920554 = -182865.022324 nChanged 4 SP:Iteration 33Q (881.358201 sec): 3 clusters Score: Raw -184600.981191 + Penalty 1734.920554 = -182866.060637 nChanged 8 SP:Iteration 34Q (881.385483 sec): 3 clusters Score: Raw -184603.293988 + Penalty 1734.920554 = -182868.373434 nChanged 7 SP:Iteration 35Q (881.412876 sec): 3 clusters Score: Raw -184605.701150 + Penalty 1734.920554 = -182870.780596 nChanged 8 SP:Iteration 36Q (881.440293 sec): 3 clusters Score: Raw -184608.016677 + Penalty 1734.920554 = -182873.096123 nChanged 9 SP:Iteration 37Q (881.558958 sec): 3 clusters Score: Raw -184611.807889 + Penalty 1734.920554 = -182876.887334 nChanged 12 SP:Iteration 38Q (881.665883 sec): 3 clusters Score: Raw -184616.834895 + Penalty 1734.920554 = -182881.914340 nChanged 17 SP:Iteration 39Q (881.761827 sec): 3 clusters Score: Raw -184621.560098 + Penalty 1734.920554 = -182886.639544 nChanged 6 SP:Iteration 40F (881.867395 sec): 3 clusters Score: Raw -184623.357165 + Penalty 1734.920554 = -182888.436611 nChanged 6 SP:Iteration 41Q (881.894787 sec): 3 clusters Score: Raw -184624.214241 + Penalty 1734.920554 = -182889.293687 nChanged 1 SP:Iteration 42Q (881.950874 sec): 3 clusters Score: Raw -184624.532218 + Penalty 1734.920554 = -182889.611664 nChanged 2 SP:Iteration 43Q (881.984770 sec): 3 clusters Score: Raw -184624.947295 + Penalty 1734.920554 = -182890.026741 nChanged 5 SP:Iteration 44Q (882.018395 sec): 3 clusters Score: Raw -184628.016401 + Penalty 1734.920554 = -182893.095847 nChanged 10 SP:Iteration 45Q (882.051758 sec): 3 clusters Score: Raw -184631.003871 + Penalty 1734.920554 = -182896.083317 nChanged 8 SP:Iteration 46Q (882.085433 sec): 3 clusters Score: Raw -184632.693836 + Penalty 1734.920554 = -182897.773281 nChanged 5 SP:Iteration 47Q (882.118838 sec): 3 clusters Score: Raw -184634.173825 + Penalty 1734.920554 = -182899.253270 nChanged 3 SP:Iteration 48Q (882.152285 sec): 3 clusters Score: Raw -184635.425015 + Penalty 1734.920554 = -182900.504461 nChanged 5 SP:Iteration 49Q (882.185899 sec): 3 clusters Score: Raw -184636.493579 + Penalty 1734.920554 = -182901.573025 nChanged 1 SP:Iteration 50Q (882.219685 sec): 3 clusters Score: Raw -184636.572655 + Penalty 1734.920554 = -182901.652100 nChanged 3 SP:Iteration 51Q (882.253166 sec): 3 clusters Score: Raw -184637.812099 + Penalty 1734.920554 = -182902.891544 nChanged 2 SP:Iteration 52Q (882.285506 sec): 3 clusters Score: Raw -184638.482241 + Penalty 1734.920554 = -182903.561687 nChanged 2 SP:Iteration 53Q (882.312704 sec): 3 clusters Score: Raw -184639.740883 + Penalty 1734.920554 = -182904.820329 nChanged 4 SP:Iteration 54Q (882.339883 sec): 3 clusters Score: Raw -184641.987965 + Penalty 1734.920554 = -182907.067411 nChanged 7 SP:Iteration 55Q (882.366961 sec): 3 clusters Score: Raw -184644.818446 + Penalty 1734.920554 = -182909.897891 nChanged 9 SP:Iteration 56Q (882.394100 sec): 3 clusters Score: Raw -184649.657878 + Penalty 1734.920554 = -182914.737324 nChanged 11 SP:Iteration 57Q (882.421309 sec): 3 clusters Score: Raw -184656.242149 + Penalty 1734.920554 = -182921.321595 nChanged 12 SP:Iteration 58Q (882.448337 sec): 3 clusters Score: Raw -184661.290024 + Penalty 1734.920554 = -182926.369470 nChanged 6 SP:Iteration 59Q (882.475375 sec): 3 clusters Score: Raw -184663.061334 + Penalty 1734.920554 = -182928.140779 nChanged 5 SP:Iteration 60F (882.502747 sec): 3 clusters Score: Raw -184664.714422 + Penalty 1734.920554 = -182929.793868 nChanged 4 SP:Iteration 61Q (882.529791 sec): 3 clusters Score: Raw -184665.601561 + Penalty 1734.920554 = -182930.681007 nChanged 3 SP:Iteration 62Q (882.556733 sec): 3 clusters Score: Raw -184666.670207 + Penalty 1734.920554 = -182931.749653 nChanged 3 SP:Iteration 63Q (882.583725 sec): 3 clusters Score: Raw -184667.305369 + Penalty 1734.920554 = -182932.384815 nChanged 3 SP:Iteration 64Q (882.610976 sec): 3 clusters Score: Raw -184667.907609 + Penalty 1734.920554 = -182932.987055 nChanged 1 SP:Iteration 65Q (882.638023 sec): 3 clusters Score: Raw -184668.520201 + Penalty 1734.920554 = -182933.599647 nChanged 1 SP:Iteration 66Q (882.664959 sec): 3 clusters Score: Raw -184668.699876 + Penalty 1734.920554 = -182933.779322 nChanged 0 SP:Iteration 67F (882.692406 sec): 3 clusters Score: Raw -184668.699876 + Penalty 1734.920554 = -182933.779322 nChanged 0 Trying to split cluster 8 (2999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (882.726723 sec): 2 clusters Score: Raw -147288.932946 + Penalty 840.633589 = -146448.299357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (882.851765 sec): 3 clusters Score: Raw -145771.169821 + Penalty 1681.267178 = -144089.902644 nChanged 1200 SP:Iteration 1F (882.993729 sec): 3 clusters Score: Raw -146565.045151 + Penalty 1681.267178 = -144883.777973 nChanged 259 SP:Iteration 2F (883.097465 sec): 3 clusters Score: Raw -146747.776488 + Penalty 1681.267178 = -145066.509310 nChanged 211 SP:Iteration 3F (883.142652 sec): 3 clusters Score: Raw -146868.942896 + Penalty 1681.267178 = -145187.675719 nChanged 145 SP:Iteration 4Q (883.172555 sec): 3 clusters Score: Raw -146951.780257 + Penalty 1681.267178 = -145270.513080 nChanged 114 SP:Iteration 5Q (883.196391 sec): 3 clusters Score: Raw -147014.138619 + Penalty 1681.267178 = -145332.871442 nChanged 94 SP:Iteration 6Q (883.219851 sec): 3 clusters Score: Raw -147066.549843 + Penalty 1681.267178 = -145385.282665 nChanged 83 SP:Iteration 7Q (883.243188 sec): 3 clusters Score: Raw -147106.650680 + Penalty 1681.267178 = -145425.383502 nChanged 66 SP:Iteration 8Q (883.266712 sec): 3 clusters Score: Raw -147145.761189 + Penalty 1681.267178 = -145464.494012 nChanged 69 SP:Iteration 9Q (883.290010 sec): 3 clusters Score: Raw -147185.254622 + Penalty 1681.267178 = -145503.987444 nChanged 65 SP:Iteration 10Q (883.313274 sec): 3 clusters Score: Raw -147226.315995 + Penalty 1681.267178 = -145545.048817 nChanged 61 SP:Iteration 11Q (883.336339 sec): 3 clusters Score: Raw -147263.757697 + Penalty 1681.267178 = -145582.490520 nChanged 52 SP:Iteration 12Q (883.359090 sec): 3 clusters Score: Raw -147291.115011 + Penalty 1681.267178 = -145609.847834 nChanged 39 SP:Iteration 13Q (883.381966 sec): 3 clusters Score: Raw -147309.046603 + Penalty 1681.267178 = -145627.779425 nChanged 23 SP:Iteration 14Q (883.404910 sec): 3 clusters Score: Raw -147320.166106 + Penalty 1681.267178 = -145638.898929 nChanged 18 SP:Iteration 15Q (883.427779 sec): 3 clusters Score: Raw -147328.115880 + Penalty 1681.267178 = -145646.848702 nChanged 21 SP:Iteration 16Q (883.450708 sec): 3 clusters Score: Raw -147339.549402 + Penalty 1681.267178 = -145658.282224 nChanged 25 SP:Iteration 17Q (883.473693 sec): 3 clusters Score: Raw -147353.078445 + Penalty 1681.267178 = -145671.811267 nChanged 24 SP:Iteration 18Q (883.496603 sec): 3 clusters Score: Raw -147367.117645 + Penalty 1681.267178 = -145685.850467 nChanged 19 SP:Iteration 19Q (883.519529 sec): 3 clusters Score: Raw -147377.992203 + Penalty 1681.267178 = -145696.725026 nChanged 19 SP:Iteration 20F (883.541963 sec): 3 clusters Score: Raw -147388.436065 + Penalty 1681.267178 = -145707.168887 nChanged 15 SP:Iteration 21Q (883.564662 sec): 3 clusters Score: Raw -147397.195155 + Penalty 1681.267178 = -145715.927978 nChanged 11 SP:Iteration 22Q (883.587511 sec): 3 clusters Score: Raw -147402.692707 + Penalty 1681.267178 = -145721.425530 nChanged 8 SP:Iteration 23Q (883.610296 sec): 3 clusters Score: Raw -147409.029770 + Penalty 1681.267178 = -145727.762593 nChanged 6 SP:Iteration 24Q (883.632966 sec): 3 clusters Score: Raw -147411.634960 + Penalty 1681.267178 = -145730.367782 nChanged 1 SP:Iteration 25Q (883.655884 sec): 3 clusters Score: Raw -147413.158734 + Penalty 1681.267178 = -145731.891556 nChanged 3 SP:Iteration 26Q (883.678642 sec): 3 clusters Score: Raw -147415.833972 + Penalty 1681.267178 = -145734.566794 nChanged 5 SP:Iteration 27Q (883.701363 sec): 3 clusters Score: Raw -147421.338473 + Penalty 1681.267178 = -145740.071295 nChanged 2 SP:Iteration 28Q (883.724219 sec): 3 clusters Score: Raw -147422.948231 + Penalty 1681.267178 = -145741.681053 nChanged 1 SP:Iteration 29Q (883.747092 sec): 3 clusters Score: Raw -147424.778311 + Penalty 1681.267178 = -145743.511133 nChanged 1 SP:Iteration 30Q (883.769897 sec): 3 clusters Score: Raw -147425.986740 + Penalty 1681.267178 = -145744.719562 nChanged 3 SP:Iteration 31Q (883.883604 sec): 3 clusters Score: Raw -147427.764996 + Penalty 1681.267178 = -145746.497818 nChanged 2 SP:Iteration 32Q (884.015867 sec): 3 clusters Score: Raw -147430.072962 + Penalty 1681.267178 = -145748.805785 nChanged 4 SP:Iteration 33Q (884.132557 sec): 3 clusters Score: Raw -147433.848669 + Penalty 1681.267178 = -145752.581492 nChanged 3 SP:Iteration 34Q (884.251087 sec): 3 clusters Score: Raw -147436.006471 + Penalty 1681.267178 = -145754.739293 nChanged 4 SP:Iteration 35Q (884.367701 sec): 3 clusters Score: Raw -147438.639808 + Penalty 1681.267178 = -145757.372631 nChanged 2 SP:Iteration 36Q (884.474137 sec): 3 clusters Score: Raw -147439.742347 + Penalty 1681.267178 = -145758.475170 nChanged 2 SP:Iteration 37Q (884.607266 sec): 3 clusters Score: Raw -147440.930933 + Penalty 1681.267178 = -145759.663756 nChanged 2 SP:Iteration 38Q (884.687014 sec): 3 clusters Score: Raw -147442.974986 + Penalty 1681.267178 = -145761.707809 nChanged 2 SP:Iteration 39Q (884.804352 sec): 3 clusters Score: Raw -147444.283077 + Penalty 1681.267178 = -145763.015899 nChanged 1 SP:Iteration 40F (884.918141 sec): 3 clusters Score: Raw -147444.612336 + Penalty 1681.267178 = -145763.345159 nChanged 0 Trying to split cluster 9 (1008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (884.975513 sec): 2 clusters Score: Raw -28238.763331 + Penalty 726.150962 = -27512.612369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (885.082655 sec): 3 clusters Score: Raw -27871.812115 + Penalty 1452.301924 = -26419.510191 nChanged 365 SP:Iteration 1F (885.194108 sec): 3 clusters Score: Raw -28233.603512 + Penalty 1452.301924 = -26781.301588 nChanged 101 SP:Iteration 2F (885.304294 sec): 3 clusters Score: Raw -28350.502515 + Penalty 1452.301924 = -26898.200591 nChanged 66 SP:Iteration 3F (885.415966 sec): 3 clusters Score: Raw -28412.664273 + Penalty 1452.301924 = -26960.362349 nChanged 47 SP:Iteration 4Q (885.527923 sec): 3 clusters Score: Raw -28448.969057 + Penalty 1452.301924 = -26996.667133 nChanged 27 SP:Iteration 5Q (885.620789 sec): 3 clusters Score: Raw -28475.650587 + Penalty 1452.301924 = -27023.348663 nChanged 25 SP:Iteration 6Q (885.704243 sec): 3 clusters Score: Raw -28496.038207 + Penalty 1452.301924 = -27043.736283 nChanged 17 SP:Iteration 7Q (885.715384 sec): 3 clusters Score: Raw -28516.508083 + Penalty 1452.301924 = -27064.206159 nChanged 19 SP:Iteration 8Q (885.726375 sec): 3 clusters Score: Raw -28536.445614 + Penalty 1452.301924 = -27084.143690 nChanged 17 SP:Iteration 9Q (885.737387 sec): 3 clusters Score: Raw -28553.298986 + Penalty 1452.301924 = -27100.997062 nChanged 16 SP:Iteration 10Q (885.748322 sec): 3 clusters Score: Raw -28564.723026 + Penalty 1452.301924 = -27112.421102 nChanged 13 SP:Iteration 11Q (885.759398 sec): 3 clusters Score: Raw -28576.761600 + Penalty 1452.301924 = -27124.459676 nChanged 14 SP:Iteration 12Q (885.770445 sec): 3 clusters Score: Raw -28588.772646 + Penalty 1452.301924 = -27136.470722 nChanged 7 SP:Iteration 13Q (885.781390 sec): 3 clusters Score: Raw -28600.720637 + Penalty 1452.301924 = -27148.418713 nChanged 6 SP:Iteration 14Q (885.792409 sec): 3 clusters Score: Raw -28605.871627 + Penalty 1452.301924 = -27153.569703 nChanged 1 SP:Iteration 15Q (885.803375 sec): 3 clusters Score: Raw -28606.157128 + Penalty 1452.301924 = -27153.855204 nChanged 1 SP:Iteration 16Q (885.814327 sec): 3 clusters Score: Raw -28606.922515 + Penalty 1452.301924 = -27154.620591 nChanged 1 SP:Iteration 17Q (885.825345 sec): 3 clusters Score: Raw -28607.166024 + Penalty 1452.301924 = -27154.864100 nChanged 1 SP:Iteration 18Q (885.836315 sec): 3 clusters Score: Raw -28607.548586 + Penalty 1452.301924 = -27155.246662 nChanged 0 SP:Iteration 19F (885.847178 sec): 3 clusters Score: Raw -28607.548586 + Penalty 1452.301924 = -27155.246662 nChanged 0 Trying to split cluster 10 (6862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (885.916333 sec): 2 clusters Score: Raw -338183.037545 + Penalty 927.544193 = -337255.493352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (886.041030 sec): 3 clusters Score: Raw -334248.357192 + Penalty 1855.088387 = -332393.268805 nChanged 3023 SP:Iteration 1F (886.155184 sec): 3 clusters Score: Raw -335896.347723 + Penalty 1855.088387 = -334041.259336 nChanged 472 SP:Iteration 2F (886.198791 sec): 3 clusters Score: Raw -336144.084145 + Penalty 1855.088387 = -334288.995758 nChanged 467 SP:Iteration 3F (886.261898 sec): 3 clusters Score: Raw -336443.622549 + Penalty 1855.088387 = -334588.534162 nChanged 499 SP:Iteration 4F (886.321634 sec): 3 clusters Score: Raw -336813.037889 + Penalty 1855.088387 = -334957.949502 nChanged 488 SP:Iteration 5F (886.459360 sec): 3 clusters Score: Raw -337186.380912 + Penalty 1855.088387 = -335331.292525 nChanged 418 SP:Iteration 6F (886.584364 sec): 3 clusters Score: Raw -337499.173124 + Penalty 1855.088387 = -335644.084737 nChanged 325 SP:Iteration 7Q (886.713522 sec): 3 clusters Score: Raw -337723.985146 + Penalty 1855.088387 = -335868.896759 nChanged 267 SP:Iteration 8Q (886.813071 sec): 3 clusters Score: Raw -337888.653999 + Penalty 1855.088387 = -336033.565612 nChanged 177 SP:Iteration 9Q (886.881211 sec): 3 clusters Score: Raw -337993.179305 + Penalty 1855.088387 = -336138.090918 nChanged 135 SP:Iteration 10Q (886.931368 sec): 3 clusters Score: Raw -338062.952752 + Penalty 1855.088387 = -336207.864365 nChanged 93 SP:Iteration 11Q (886.977970 sec): 3 clusters Score: Raw -338111.503051 + Penalty 1855.088387 = -336256.414664 nChanged 81 SP:Iteration 12Q (887.024598 sec): 3 clusters Score: Raw -338154.500989 + Penalty 1855.088387 = -336299.412602 nChanged 61 SP:Iteration 13Q (887.070969 sec): 3 clusters Score: Raw -338186.345494 + Penalty 1855.088387 = -336331.257107 nChanged 60 SP:Iteration 14Q (887.118950 sec): 3 clusters Score: Raw -338213.527948 + Penalty 1855.088387 = -336358.439561 nChanged 31 SP:Iteration 15Q (887.252332 sec): 3 clusters Score: Raw -338227.743055 + Penalty 1855.088387 = -336372.654668 nChanged 25 SP:Iteration 16Q (887.381574 sec): 3 clusters Score: Raw -338239.238709 + Penalty 1855.088387 = -336384.150322 nChanged 26 SP:Iteration 17Q (887.481004 sec): 3 clusters Score: Raw -338249.755781 + Penalty 1855.088387 = -336394.667394 nChanged 22 SP:Iteration 18Q (887.533940 sec): 3 clusters Score: Raw -338259.790517 + Penalty 1855.088387 = -336404.702130 nChanged 19 SP:Iteration 19Q (887.587318 sec): 3 clusters Score: Raw -338270.436616 + Penalty 1855.088387 = -336415.348229 nChanged 13 SP:Iteration 20F (887.635849 sec): 3 clusters Score: Raw -338278.024356 + Penalty 1855.088387 = -336422.935969 nChanged 7 SP:Iteration 21Q (887.682914 sec): 3 clusters Score: Raw -338282.403472 + Penalty 1855.088387 = -336427.315085 nChanged 9 SP:Iteration 22Q (887.730052 sec): 3 clusters Score: Raw -338288.469178 + Penalty 1855.088387 = -336433.380791 nChanged 10 SP:Iteration 23Q (887.777757 sec): 3 clusters Score: Raw -338293.267510 + Penalty 1855.088387 = -336438.179123 nChanged 4 SP:Iteration 24Q (887.910232 sec): 3 clusters Score: Raw -338295.350551 + Penalty 1855.088387 = -336440.262164 nChanged 2 SP:Iteration 25Q (888.041756 sec): 3 clusters Score: Raw -338296.772878 + Penalty 1855.088387 = -336441.684491 nChanged 2 SP:Iteration 26Q (888.170750 sec): 3 clusters Score: Raw -338297.722239 + Penalty 1855.088387 = -336442.633852 nChanged 0 SP:Iteration 27F (888.293726 sec): 3 clusters Score: Raw -338297.722239 + Penalty 1855.088387 = -336442.633852 nChanged 0 Trying to split cluster 11 (1588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (888.366993 sec): 2 clusters Score: Raw -74815.459304 + Penalty 773.874217 = -74041.585087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (888.474904 sec): 3 clusters Score: Raw -74097.546047 + Penalty 1547.748435 = -72549.797612 nChanged 581 SP:Iteration 1F (888.583713 sec): 3 clusters Score: Raw -74474.356043 + Penalty 1547.748435 = -72926.607608 nChanged 138 SP:Iteration 2F (888.699043 sec): 3 clusters Score: Raw -74564.133774 + Penalty 1547.748435 = -73016.385340 nChanged 83 SP:Iteration 3F (888.814640 sec): 3 clusters Score: Raw -74612.100634 + Penalty 1547.748435 = -73064.352199 nChanged 59 SP:Iteration 4Q (888.956912 sec): 3 clusters Score: Raw -74654.400039 + Penalty 1547.748435 = -73106.651605 nChanged 37 SP:Iteration 5Q (888.988033 sec): 3 clusters Score: Raw -74678.497864 + Penalty 1547.748435 = -73130.749429 nChanged 39 SP:Iteration 6Q (889.005634 sec): 3 clusters Score: Raw -74703.288933 + Penalty 1547.748435 = -73155.540498 nChanged 47 SP:Iteration 7Q (889.022608 sec): 3 clusters Score: Raw -74731.191030 + Penalty 1547.748435 = -73183.442595 nChanged 36 SP:Iteration 8Q (889.039543 sec): 3 clusters Score: Raw -74757.315763 + Penalty 1547.748435 = -73209.567329 nChanged 37 SP:Iteration 9Q (889.056457 sec): 3 clusters Score: Raw -74783.344023 + Penalty 1547.748435 = -73235.595588 nChanged 45 SP:Iteration 10Q (889.073339 sec): 3 clusters Score: Raw -74813.635279 + Penalty 1547.748435 = -73265.886845 nChanged 38 SP:Iteration 11Q (889.090332 sec): 3 clusters Score: Raw -74850.853858 + Penalty 1547.748435 = -73303.105423 nChanged 38 SP:Iteration 12Q (889.107226 sec): 3 clusters Score: Raw -74877.570631 + Penalty 1547.748435 = -73329.822196 nChanged 32 SP:Iteration 13Q (889.124034 sec): 3 clusters Score: Raw -74896.694385 + Penalty 1547.748435 = -73348.945950 nChanged 21 SP:Iteration 14Q (889.140985 sec): 3 clusters Score: Raw -74911.402765 + Penalty 1547.748435 = -73363.654330 nChanged 23 SP:Iteration 15Q (889.158001 sec): 3 clusters Score: Raw -74927.880201 + Penalty 1547.748435 = -73380.131767 nChanged 26 SP:Iteration 16Q (889.174967 sec): 3 clusters Score: Raw -74943.691032 + Penalty 1547.748435 = -73395.942598 nChanged 18 SP:Iteration 17Q (889.191800 sec): 3 clusters Score: Raw -74954.981690 + Penalty 1547.748435 = -73407.233255 nChanged 18 SP:Iteration 18Q (889.208709 sec): 3 clusters Score: Raw -74966.378906 + Penalty 1547.748435 = -73418.630471 nChanged 16 SP:Iteration 19Q (889.225727 sec): 3 clusters Score: Raw -74977.778595 + Penalty 1547.748435 = -73430.030161 nChanged 17 SP:Iteration 20F (889.242337 sec): 3 clusters Score: Raw -74985.078404 + Penalty 1547.748435 = -73437.329969 nChanged 8 SP:Iteration 21Q (889.260133 sec): 3 clusters Score: Raw -74988.579645 + Penalty 1547.748435 = -73440.831210 nChanged 6 SP:Iteration 22Q (889.276942 sec): 3 clusters Score: Raw -74991.080929 + Penalty 1547.748435 = -73443.332494 nChanged 2 SP:Iteration 23Q (889.293809 sec): 3 clusters Score: Raw -74992.087071 + Penalty 1547.748435 = -73444.338636 nChanged 2 SP:Iteration 24Q (889.310627 sec): 3 clusters Score: Raw -74993.914587 + Penalty 1547.748435 = -73446.166152 nChanged 7 SP:Iteration 25Q (889.327440 sec): 3 clusters Score: Raw -74997.758232 + Penalty 1547.748435 = -73450.009797 nChanged 2 SP:Iteration 26Q (889.344286 sec): 3 clusters Score: Raw -74999.181789 + Penalty 1547.748435 = -73451.433354 nChanged 2 SP:Iteration 27Q (889.361096 sec): 3 clusters Score: Raw -75000.659192 + Penalty 1547.748435 = -73452.910757 nChanged 2 SP:Iteration 28Q (889.377979 sec): 3 clusters Score: Raw -75001.822202 + Penalty 1547.748435 = -73454.073767 nChanged 2 SP:Iteration 29Q (889.394750 sec): 3 clusters Score: Raw -75002.767657 + Penalty 1547.748435 = -73455.019222 nChanged 1 SP:Iteration 30Q (889.411599 sec): 3 clusters Score: Raw -75003.212118 + Penalty 1547.748435 = -73455.463683 nChanged 2 SP:Iteration 31Q (889.428507 sec): 3 clusters Score: Raw -75004.437472 + Penalty 1547.748435 = -73456.689038 nChanged 2 SP:Iteration 32Q (889.445341 sec): 3 clusters Score: Raw -75004.749389 + Penalty 1547.748435 = -73457.000954 nChanged 0 SP:Iteration 33F (889.544994 sec): 3 clusters Score: Raw -75004.749389 + Penalty 1547.748435 = -73457.000954 nChanged 0 Trying to split cluster 12 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (889.608696 sec): 2 clusters Score: Raw -44321.364646 + Penalty 718.817387 = -43602.547259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (889.698437 sec): 3 clusters Score: Raw -43996.371977 + Penalty 1437.634774 = -42558.737203 nChanged 294 SP:Iteration 1F (889.797964 sec): 3 clusters Score: Raw -44260.588022 + Penalty 1437.634774 = -42822.953248 nChanged 79 SP:Iteration 2F (889.913066 sec): 3 clusters Score: Raw -44350.627779 + Penalty 1437.634774 = -42912.993005 nChanged 50 SP:Iteration 3F (890.001975 sec): 3 clusters Score: Raw -44402.862235 + Penalty 1437.634774 = -42965.227461 nChanged 33 SP:Iteration 4Q (890.027750 sec): 3 clusters Score: Raw -44426.131654 + Penalty 1437.634774 = -42988.496880 nChanged 23 SP:Iteration 5Q (890.122552 sec): 3 clusters Score: Raw -44445.356560 + Penalty 1437.634774 = -43007.721786 nChanged 10 SP:Iteration 6Q (890.234960 sec): 3 clusters Score: Raw -44456.216808 + Penalty 1437.634774 = -43018.582034 nChanged 11 SP:Iteration 7Q (890.351004 sec): 3 clusters Score: Raw -44465.060701 + Penalty 1437.634774 = -43027.425927 nChanged 4 SP:Iteration 8Q (890.449408 sec): 3 clusters Score: Raw -44466.789898 + Penalty 1437.634774 = -43029.155125 nChanged 1 SP:Iteration 9Q (890.562984 sec): 3 clusters Score: Raw -44467.070375 + Penalty 1437.634774 = -43029.435601 nChanged 1 SP:Iteration 10Q (890.657837 sec): 3 clusters Score: Raw -44467.315395 + Penalty 1437.634774 = -43029.680621 nChanged 0 SP:Iteration 11F (890.668988 sec): 3 clusters Score: Raw -44467.315395 + Penalty 1437.634774 = -43029.680621 nChanged 0 Trying to split cluster 13 (1081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (890.699641 sec): 2 clusters Score: Raw -44766.018961 + Penalty 733.492391 = -44032.526570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (890.712742 sec): 3 clusters Score: Raw -44336.444940 + Penalty 1466.984782 = -42869.460158 nChanged 361 SP:Iteration 1F (890.725177 sec): 3 clusters Score: Raw -44633.616108 + Penalty 1466.984782 = -43166.631326 nChanged 110 SP:Iteration 2F (890.737713 sec): 3 clusters Score: Raw -44770.428483 + Penalty 1466.984782 = -43303.443701 nChanged 79 SP:Iteration 3F (890.750189 sec): 3 clusters Score: Raw -44877.169691 + Penalty 1466.984782 = -43410.184909 nChanged 66 SP:Iteration 4F (890.762587 sec): 3 clusters Score: Raw -44953.130864 + Penalty 1466.984782 = -43486.146082 nChanged 57 SP:Iteration 5F (890.775014 sec): 3 clusters Score: Raw -45015.137874 + Penalty 1466.984782 = -43548.153093 nChanged 44 SP:Iteration 6Q (890.787607 sec): 3 clusters Score: Raw -45057.491589 + Penalty 1466.984782 = -43590.506808 nChanged 29 SP:Iteration 7Q (890.800209 sec): 3 clusters Score: Raw -45091.582428 + Penalty 1466.984782 = -43624.597646 nChanged 25 SP:Iteration 8Q (890.812757 sec): 3 clusters Score: Raw -45117.275838 + Penalty 1466.984782 = -43650.291056 nChanged 17 SP:Iteration 9Q (890.825285 sec): 3 clusters Score: Raw -45141.517084 + Penalty 1466.984782 = -43674.532303 nChanged 22 SP:Iteration 10Q (890.837797 sec): 3 clusters Score: Raw -45156.917114 + Penalty 1466.984782 = -43689.932333 nChanged 8 SP:Iteration 11Q (890.850294 sec): 3 clusters Score: Raw -45165.644153 + Penalty 1466.984782 = -43698.659372 nChanged 7 SP:Iteration 12Q (890.862857 sec): 3 clusters Score: Raw -45172.684333 + Penalty 1466.984782 = -43705.699552 nChanged 4 SP:Iteration 13Q (890.875345 sec): 3 clusters Score: Raw -45177.356779 + Penalty 1466.984782 = -43710.371997 nChanged 1 SP:Iteration 14Q (890.887731 sec): 3 clusters Score: Raw -45180.690589 + Penalty 1466.984782 = -43713.705808 nChanged 2 SP:Iteration 15Q (890.983273 sec): 3 clusters Score: Raw -45183.652613 + Penalty 1466.984782 = -43716.667832 nChanged 3 SP:Iteration 16Q (891.096123 sec): 3 clusters Score: Raw -45186.675878 + Penalty 1466.984782 = -43719.691097 nChanged 4 SP:Iteration 17Q (891.178704 sec): 3 clusters Score: Raw -45188.984879 + Penalty 1466.984782 = -43722.000097 nChanged 1 SP:Iteration 18Q (891.292776 sec): 3 clusters Score: Raw -45190.107446 + Penalty 1466.984782 = -43723.122665 nChanged 0 SP:Iteration 19F (891.407007 sec): 3 clusters Score: Raw -45190.107446 + Penalty 1466.984782 = -43723.122665 nChanged 0 Trying to split cluster 14 (2155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (891.496042 sec): 2 clusters Score: Raw -100108.685360 + Penalty 805.932330 = -99302.753030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (891.589319 sec): 3 clusters Score: Raw -99095.704611 + Penalty 1611.864661 = -97483.839950 nChanged 819 SP:Iteration 1F (891.611108 sec): 3 clusters Score: Raw -99659.324567 + Penalty 1611.864661 = -98047.459906 nChanged 181 SP:Iteration 2F (891.632573 sec): 3 clusters Score: Raw -99806.033588 + Penalty 1611.864661 = -98194.168928 nChanged 130 SP:Iteration 3F (891.654108 sec): 3 clusters Score: Raw -99909.187251 + Penalty 1611.864661 = -98297.322591 nChanged 109 SP:Iteration 4F (891.676085 sec): 3 clusters Score: Raw -99979.494121 + Penalty 1611.864661 = -98367.629460 nChanged 74 SP:Iteration 5Q (891.698278 sec): 3 clusters Score: Raw -100016.923044 + Penalty 1611.864661 = -98405.058383 nChanged 42 SP:Iteration 6Q (891.720587 sec): 3 clusters Score: Raw -100041.899331 + Penalty 1611.864661 = -98430.034670 nChanged 47 SP:Iteration 7Q (891.742789 sec): 3 clusters Score: Raw -100073.082663 + Penalty 1611.864661 = -98461.218003 nChanged 48 SP:Iteration 8Q (891.765047 sec): 3 clusters Score: Raw -100101.151096 + Penalty 1611.864661 = -98489.286436 nChanged 35 SP:Iteration 9Q (891.787475 sec): 3 clusters Score: Raw -100120.317001 + Penalty 1611.864661 = -98508.452340 nChanged 37 SP:Iteration 10Q (891.809728 sec): 3 clusters Score: Raw -100138.303925 + Penalty 1611.864661 = -98526.439264 nChanged 22 SP:Iteration 11Q (891.832295 sec): 3 clusters Score: Raw -100146.796222 + Penalty 1611.864661 = -98534.931561 nChanged 16 SP:Iteration 12Q (891.854939 sec): 3 clusters Score: Raw -100152.390484 + Penalty 1611.864661 = -98540.525824 nChanged 13 SP:Iteration 13Q (891.876821 sec): 3 clusters Score: Raw -100159.834987 + Penalty 1611.864661 = -98547.970327 nChanged 14 SP:Iteration 14Q (891.898576 sec): 3 clusters Score: Raw -100167.539394 + Penalty 1611.864661 = -98555.674733 nChanged 12 SP:Iteration 15Q (891.920457 sec): 3 clusters Score: Raw -100172.084217 + Penalty 1611.864661 = -98560.219556 nChanged 9 SP:Iteration 16Q (891.942197 sec): 3 clusters Score: Raw -100174.556439 + Penalty 1611.864661 = -98562.691779 nChanged 5 SP:Iteration 17Q (891.963941 sec): 3 clusters Score: Raw -100175.863579 + Penalty 1611.864661 = -98563.998918 nChanged 3 SP:Iteration 18Q (892.062716 sec): 3 clusters Score: Raw -100176.945225 + Penalty 1611.864661 = -98565.080564 nChanged 6 SP:Iteration 19Q (892.179342 sec): 3 clusters Score: Raw -100178.834339 + Penalty 1611.864661 = -98566.969679 nChanged 3 SP:Iteration 20F (892.296167 sec): 3 clusters Score: Raw -100179.683471 + Penalty 1611.864661 = -98567.818811 nChanged 4 SP:Iteration 21Q (892.411778 sec): 3 clusters Score: Raw -100181.606704 + Penalty 1611.864661 = -98569.742044 nChanged 7 SP:Iteration 22Q (892.525338 sec): 3 clusters Score: Raw -100184.301491 + Penalty 1611.864661 = -98572.436830 nChanged 2 SP:Iteration 23Q (892.630907 sec): 3 clusters Score: Raw -100184.960370 + Penalty 1611.864661 = -98573.095709 nChanged 4 SP:Iteration 24Q (892.691669 sec): 3 clusters Score: Raw -100186.562973 + Penalty 1611.864661 = -98574.698312 nChanged 3 SP:Iteration 25Q (892.813579 sec): 3 clusters Score: Raw -100187.368726 + Penalty 1611.864661 = -98575.504066 nChanged 1 SP:Iteration 26Q (892.916700 sec): 3 clusters Score: Raw -100187.861082 + Penalty 1611.864661 = -98575.996421 nChanged 4 SP:Iteration 27Q (893.048112 sec): 3 clusters Score: Raw -100190.082407 + Penalty 1611.864661 = -98578.217746 nChanged 7 SP:Iteration 28Q (893.227545 sec): 3 clusters Score: Raw -100194.135796 + Penalty 1611.864661 = -98582.271135 nChanged 7 SP:Iteration 29Q (893.384068 sec): 3 clusters Score: Raw -100196.647619 + Penalty 1611.864661 = -98584.782959 nChanged 5 SP:Iteration 30Q (893.414457 sec): 3 clusters Score: Raw -100197.728785 + Penalty 1611.864661 = -98585.864124 nChanged 3 SP:Iteration 31Q (893.443878 sec): 3 clusters Score: Raw -100198.181911 + Penalty 1611.864661 = -98586.317250 nChanged 0 SP:Iteration 32F (893.468843 sec): 3 clusters Score: Raw -100198.181911 + Penalty 1611.864661 = -98586.317250 nChanged 0 Trying to split cluster 15 (2283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (893.502997 sec): 2 clusters Score: Raw -109213.010941 + Penalty 811.990793 = -108401.020148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (893.527891 sec): 3 clusters Score: Raw -108133.599586 + Penalty 1623.981586 = -106509.618000 nChanged 883 SP:Iteration 1F (893.551595 sec): 3 clusters Score: Raw -108810.022414 + Penalty 1623.981586 = -107186.040828 nChanged 214 SP:Iteration 2F (893.575287 sec): 3 clusters Score: Raw -109052.089025 + Penalty 1623.981586 = -107428.107439 nChanged 189 SP:Iteration 3F (893.598892 sec): 3 clusters Score: Raw -109250.852853 + Penalty 1623.981586 = -107626.871267 nChanged 158 SP:Iteration 4F (893.622524 sec): 3 clusters Score: Raw -109395.731893 + Penalty 1623.981586 = -107771.750307 nChanged 105 SP:Iteration 5Q (893.647097 sec): 3 clusters Score: Raw -109478.030513 + Penalty 1623.981586 = -107854.048927 nChanged 77 SP:Iteration 6Q (893.671290 sec): 3 clusters Score: Raw -109542.967296 + Penalty 1623.981586 = -107918.985710 nChanged 67 SP:Iteration 7Q (893.695561 sec): 3 clusters Score: Raw -109598.630021 + Penalty 1623.981586 = -107974.648435 nChanged 45 SP:Iteration 8Q (893.719714 sec): 3 clusters Score: Raw -109624.472642 + Penalty 1623.981586 = -108000.491056 nChanged 35 SP:Iteration 9Q (893.743733 sec): 3 clusters Score: Raw -109643.429008 + Penalty 1623.981586 = -108019.447423 nChanged 26 SP:Iteration 10Q (893.767761 sec): 3 clusters Score: Raw -109657.398657 + Penalty 1623.981586 = -108033.417072 nChanged 18 SP:Iteration 11Q (893.791956 sec): 3 clusters Score: Raw -109670.884304 + Penalty 1623.981586 = -108046.902718 nChanged 14 SP:Iteration 12Q (893.815606 sec): 3 clusters Score: Raw -109676.748873 + Penalty 1623.981586 = -108052.767287 nChanged 8 SP:Iteration 13Q (893.838812 sec): 3 clusters Score: Raw -109678.830254 + Penalty 1623.981586 = -108054.848668 nChanged 0 SP:Iteration 14F (893.861746 sec): 3 clusters Score: Raw -109678.830254 + Penalty 1623.981586 = -108054.848668 nChanged 0 Iteration 139Q (894.306413 sec): 16 clusters Score: Raw -1492423.882486 + Penalty 16456.223246 = -1475967.659240 nChanged 7 Iteration 140F (895.451579 sec): 16 clusters Score: Raw -1492424.837611 + Penalty 16456.223246 = -1475968.614365 nChanged 2 Iteration 141Q (895.922744 sec): 16 clusters Score: Raw -1492425.212719 + Penalty 16456.223246 = -1475968.989474 nChanged 1 Iteration 142Q (896.719866 sec): 16 clusters Score: Raw -1492425.261542 + Penalty 16456.223246 = -1475969.038297 nChanged 0 Iteration 143F (897.405163 sec): 16 clusters Score: Raw -1492425.261542 + Penalty 16456.223246 = -1475969.038297 nChanged 0 Compute initial score before splitting: Score: Raw -1492425.261542 + Penalty 16456.223246 = -1475969.038297 Trying to split cluster 1 (5112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (897.451029 sec): 2 clusters Score: Raw -238282.960448 + Penalty 896.631330 = -237386.329118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (897.612613 sec): 3 clusters Score: Raw -235488.760011 + Penalty 1793.262659 = -233695.497352 nChanged 2226 SP:Iteration 1F (897.712104 sec): 3 clusters Score: Raw -236786.563636 + Penalty 1793.262659 = -234993.300977 nChanged 402 SP:Iteration 2F (897.859460 sec): 3 clusters Score: Raw -237048.050762 + Penalty 1793.262659 = -235254.788102 nChanged 341 SP:Iteration 3F (897.962152 sec): 3 clusters Score: Raw -237325.663991 + Penalty 1793.262659 = -235532.401332 nChanged 343 SP:Iteration 4F (898.032275 sec): 3 clusters Score: Raw -237594.221998 + Penalty 1793.262659 = -235800.959338 nChanged 311 SP:Iteration 5F (898.075643 sec): 3 clusters Score: Raw -237800.316927 + Penalty 1793.262659 = -236007.054268 nChanged 253 SP:Iteration 6Q (898.119683 sec): 3 clusters Score: Raw -237968.568021 + Penalty 1793.262659 = -236175.305362 nChanged 239 SP:Iteration 7Q (898.163950 sec): 3 clusters Score: Raw -238117.128079 + Penalty 1793.262659 = -236323.865419 nChanged 179 SP:Iteration 8Q (898.207905 sec): 3 clusters Score: Raw -238211.315246 + Penalty 1793.262659 = -236418.052587 nChanged 144 SP:Iteration 9Q (898.251633 sec): 3 clusters Score: Raw -238272.169264 + Penalty 1793.262659 = -236478.906605 nChanged 102 SP:Iteration 10Q (898.296196 sec): 3 clusters Score: Raw -238314.073348 + Penalty 1793.262659 = -236520.810688 nChanged 85 SP:Iteration 11Q (898.340395 sec): 3 clusters Score: Raw -238349.774469 + Penalty 1793.262659 = -236556.511810 nChanged 82 SP:Iteration 12Q (898.384404 sec): 3 clusters Score: Raw -238381.211552 + Penalty 1793.262659 = -236587.948893 nChanged 63 SP:Iteration 13Q (898.428559 sec): 3 clusters Score: Raw -238403.206722 + Penalty 1793.262659 = -236609.944062 nChanged 66 SP:Iteration 14Q (898.472652 sec): 3 clusters Score: Raw -238423.268901 + Penalty 1793.262659 = -236630.006242 nChanged 48 SP:Iteration 15Q (898.516371 sec): 3 clusters Score: Raw -238433.508577 + Penalty 1793.262659 = -236640.245918 nChanged 26 SP:Iteration 16Q (898.560487 sec): 3 clusters Score: Raw -238438.271291 + Penalty 1793.262659 = -236645.008632 nChanged 20 SP:Iteration 17Q (898.632800 sec): 3 clusters Score: Raw -238442.970902 + Penalty 1793.262659 = -236649.708243 nChanged 20 SP:Iteration 18Q (898.808732 sec): 3 clusters Score: Raw -238450.172260 + Penalty 1793.262659 = -236656.909601 nChanged 28 SP:Iteration 19Q (898.967626 sec): 3 clusters Score: Raw -238457.386202 + Penalty 1793.262659 = -236664.123543 nChanged 27 SP:Iteration 20F (899.073152 sec): 3 clusters Score: Raw -238465.237699 + Penalty 1793.262659 = -236671.975039 nChanged 23 SP:Iteration 21Q (899.115031 sec): 3 clusters Score: Raw -238471.882808 + Penalty 1793.262659 = -236678.620149 nChanged 25 SP:Iteration 22Q (899.158453 sec): 3 clusters Score: Raw -238482.312077 + Penalty 1793.262659 = -236689.049418 nChanged 35 SP:Iteration 23Q (899.202091 sec): 3 clusters Score: Raw -238496.577176 + Penalty 1793.262659 = -236703.314517 nChanged 42 SP:Iteration 24Q (899.245835 sec): 3 clusters Score: Raw -238522.401108 + Penalty 1793.262659 = -236729.138448 nChanged 42 SP:Iteration 25Q (899.289654 sec): 3 clusters Score: Raw -238552.271158 + Penalty 1793.262659 = -236759.008499 nChanged 50 SP:Iteration 26Q (899.333702 sec): 3 clusters Score: Raw -238587.982794 + Penalty 1793.262659 = -236794.720135 nChanged 47 SP:Iteration 27Q (899.377719 sec): 3 clusters Score: Raw -238613.931315 + Penalty 1793.262659 = -236820.668656 nChanged 39 SP:Iteration 28Q (899.421853 sec): 3 clusters Score: Raw -238631.688756 + Penalty 1793.262659 = -236838.426097 nChanged 36 SP:Iteration 29Q (899.466456 sec): 3 clusters Score: Raw -238647.247399 + Penalty 1793.262659 = -236853.984740 nChanged 34 SP:Iteration 30Q (899.525569 sec): 3 clusters Score: Raw -238660.392169 + Penalty 1793.262659 = -236867.129510 nChanged 25 SP:Iteration 31Q (899.683991 sec): 3 clusters Score: Raw -238670.619654 + Penalty 1793.262659 = -236877.356994 nChanged 20 SP:Iteration 32Q (899.777463 sec): 3 clusters Score: Raw -238678.280488 + Penalty 1793.262659 = -236885.017829 nChanged 26 SP:Iteration 33Q (899.875332 sec): 3 clusters Score: Raw -238687.006664 + Penalty 1793.262659 = -236893.744005 nChanged 21 SP:Iteration 34Q (899.992539 sec): 3 clusters Score: Raw -238692.079728 + Penalty 1793.262659 = -236898.817069 nChanged 17 SP:Iteration 35Q (900.109816 sec): 3 clusters Score: Raw -238696.250297 + Penalty 1793.262659 = -236902.987638 nChanged 21 SP:Iteration 36Q (900.152767 sec): 3 clusters Score: Raw -238702.584236 + Penalty 1793.262659 = -236909.321576 nChanged 13 SP:Iteration 37Q (900.198020 sec): 3 clusters Score: Raw -238706.808035 + Penalty 1793.262659 = -236913.545376 nChanged 11 SP:Iteration 38Q (900.245225 sec): 3 clusters Score: Raw -238710.017575 + Penalty 1793.262659 = -236916.754916 nChanged 12 SP:Iteration 39Q (900.292570 sec): 3 clusters Score: Raw -238712.709643 + Penalty 1793.262659 = -236919.446984 nChanged 11 SP:Iteration 40F (900.339784 sec): 3 clusters Score: Raw -238714.437374 + Penalty 1793.262659 = -236921.174715 nChanged 10 SP:Iteration 41Q (900.385946 sec): 3 clusters Score: Raw -238715.866735 + Penalty 1793.262659 = -236922.604075 nChanged 7 SP:Iteration 42Q (900.432144 sec): 3 clusters Score: Raw -238717.153066 + Penalty 1793.262659 = -236923.890407 nChanged 4 SP:Iteration 43Q (900.478137 sec): 3 clusters Score: Raw -238717.585912 + Penalty 1793.262659 = -236924.323253 nChanged 2 SP:Iteration 44Q (900.524066 sec): 3 clusters Score: Raw -238717.764650 + Penalty 1793.262659 = -236924.501991 nChanged 1 SP:Iteration 45Q (900.567583 sec): 3 clusters Score: Raw -238717.955163 + Penalty 1793.262659 = -236924.692504 nChanged 1 SP:Iteration 46Q (900.610460 sec): 3 clusters Score: Raw -238718.147897 + Penalty 1793.262659 = -236924.885238 nChanged 1 SP:Iteration 47Q (900.652971 sec): 3 clusters Score: Raw -238718.433514 + Penalty 1793.262659 = -236925.170855 nChanged 3 SP:Iteration 48Q (900.695912 sec): 3 clusters Score: Raw -238718.828027 + Penalty 1793.262659 = -236925.565368 nChanged 2 SP:Iteration 49Q (900.739288 sec): 3 clusters Score: Raw -238719.153979 + Penalty 1793.262659 = -236925.891319 nChanged 3 SP:Iteration 50Q (900.782814 sec): 3 clusters Score: Raw -238719.545865 + Penalty 1793.262659 = -236926.283206 nChanged 5 SP:Iteration 51Q (900.826489 sec): 3 clusters Score: Raw -238721.475604 + Penalty 1793.262659 = -236928.212945 nChanged 5 SP:Iteration 52Q (900.870107 sec): 3 clusters Score: Raw -238722.467186 + Penalty 1793.262659 = -236929.204527 nChanged 4 SP:Iteration 53Q (900.913791 sec): 3 clusters Score: Raw -238723.560026 + Penalty 1793.262659 = -236930.297366 nChanged 8 SP:Iteration 54Q (900.957454 sec): 3 clusters Score: Raw -238725.069899 + Penalty 1793.262659 = -236931.807240 nChanged 9 SP:Iteration 55Q (901.000858 sec): 3 clusters Score: Raw -238727.057680 + Penalty 1793.262659 = -236933.795021 nChanged 6 SP:Iteration 56Q (901.044431 sec): 3 clusters Score: Raw -238728.331988 + Penalty 1793.262659 = -236935.069329 nChanged 4 SP:Iteration 57Q (901.087901 sec): 3 clusters Score: Raw -238729.045949 + Penalty 1793.262659 = -236935.783290 nChanged 3 SP:Iteration 58Q (901.131235 sec): 3 clusters Score: Raw -238729.974357 + Penalty 1793.262659 = -236936.711698 nChanged 1 SP:Iteration 59Q (901.174723 sec): 3 clusters Score: Raw -238730.004189 + Penalty 1793.262659 = -236936.741530 nChanged 0 SP:Iteration 60F (901.218114 sec): 3 clusters Score: Raw -238730.004189 + Penalty 1793.262659 = -236936.741530 nChanged 0 Trying to split cluster 2 (3050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (901.255607 sec): 2 clusters Score: Raw -137888.223771 + Penalty 842.404171 = -137045.819600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (901.367472 sec): 3 clusters Score: Raw -136297.430594 + Penalty 1684.808343 = -134612.622252 nChanged 1266 SP:Iteration 1F (901.491421 sec): 3 clusters Score: Raw -137014.131753 + Penalty 1684.808343 = -135329.323411 nChanged 245 SP:Iteration 2F (901.610752 sec): 3 clusters Score: Raw -137171.726242 + Penalty 1684.808343 = -135486.917899 nChanged 210 SP:Iteration 3F (901.721212 sec): 3 clusters Score: Raw -137304.027511 + Penalty 1684.808343 = -135619.219168 nChanged 180 SP:Iteration 4F (901.840020 sec): 3 clusters Score: Raw -137399.848033 + Penalty 1684.808343 = -135715.039691 nChanged 138 SP:Iteration 5Q (901.957433 sec): 3 clusters Score: Raw -137477.105325 + Penalty 1684.808343 = -135792.296983 nChanged 108 SP:Iteration 6Q (902.075590 sec): 3 clusters Score: Raw -137531.674101 + Penalty 1684.808343 = -135846.865758 nChanged 87 SP:Iteration 7Q (902.220712 sec): 3 clusters Score: Raw -137572.321397 + Penalty 1684.808343 = -135887.513055 nChanged 81 SP:Iteration 8Q (902.300487 sec): 3 clusters Score: Raw -137615.931953 + Penalty 1684.808343 = -135931.123611 nChanged 87 SP:Iteration 9Q (902.336071 sec): 3 clusters Score: Raw -137663.641281 + Penalty 1684.808343 = -135978.832938 nChanged 74 SP:Iteration 10Q (902.365583 sec): 3 clusters Score: Raw -137707.650621 + Penalty 1684.808343 = -136022.842278 nChanged 66 SP:Iteration 11Q (902.395149 sec): 3 clusters Score: Raw -137743.276586 + Penalty 1684.808343 = -136058.468243 nChanged 52 SP:Iteration 12Q (902.424692 sec): 3 clusters Score: Raw -137772.184606 + Penalty 1684.808343 = -136087.376263 nChanged 65 SP:Iteration 13Q (902.454251 sec): 3 clusters Score: Raw -137815.417372 + Penalty 1684.808343 = -136130.609029 nChanged 80 SP:Iteration 14Q (902.483684 sec): 3 clusters Score: Raw -137891.592225 + Penalty 1684.808343 = -136206.783882 nChanged 88 SP:Iteration 15Q (902.513065 sec): 3 clusters Score: Raw -137986.804251 + Penalty 1684.808343 = -136301.995908 nChanged 96 SP:Iteration 16Q (902.542383 sec): 3 clusters Score: Raw -138128.557761 + Penalty 1684.808343 = -136443.749418 nChanged 107 SP:Iteration 17Q (902.571562 sec): 3 clusters Score: Raw -138267.890731 + Penalty 1684.808343 = -136583.082388 nChanged 103 SP:Iteration 18Q (902.600469 sec): 3 clusters Score: Raw -138409.230537 + Penalty 1684.808343 = -136724.422194 nChanged 99 SP:Iteration 19Q (902.629247 sec): 3 clusters Score: Raw -138505.807811 + Penalty 1684.808343 = -136820.999469 nChanged 70 SP:Iteration 20F (902.658094 sec): 3 clusters Score: Raw -138562.925622 + Penalty 1684.808343 = -136878.117279 nChanged 46 SP:Iteration 21Q (902.686687 sec): 3 clusters Score: Raw -138592.970519 + Penalty 1684.808343 = -136908.162176 nChanged 29 SP:Iteration 22Q (902.715126 sec): 3 clusters Score: Raw -138607.608838 + Penalty 1684.808343 = -136922.800496 nChanged 14 SP:Iteration 23Q (902.743499 sec): 3 clusters Score: Raw -138612.717000 + Penalty 1684.808343 = -136927.908658 nChanged 9 SP:Iteration 24Q (902.771863 sec): 3 clusters Score: Raw -138615.825426 + Penalty 1684.808343 = -136931.017083 nChanged 6 SP:Iteration 25Q (902.800320 sec): 3 clusters Score: Raw -138617.386749 + Penalty 1684.808343 = -136932.578406 nChanged 4 SP:Iteration 26Q (902.828737 sec): 3 clusters Score: Raw -138618.397766 + Penalty 1684.808343 = -136933.589423 nChanged 2 SP:Iteration 27Q (902.887231 sec): 3 clusters Score: Raw -138618.826456 + Penalty 1684.808343 = -136934.018113 nChanged 4 SP:Iteration 28Q (902.915875 sec): 3 clusters Score: Raw -138619.534254 + Penalty 1684.808343 = -136934.725911 nChanged 1 SP:Iteration 29Q (902.944370 sec): 3 clusters Score: Raw -138619.838972 + Penalty 1684.808343 = -136935.030630 nChanged 0 SP:Iteration 30F (902.973166 sec): 3 clusters Score: Raw -138619.838972 + Penalty 1684.808343 = -136935.030630 nChanged 0 Trying to split cluster 3 (354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (903.003741 sec): 2 clusters Score: Raw -16823.378267 + Penalty 616.276176 = -16207.102091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (903.123460 sec): 3 clusters Score: Raw -16770.004285 + Penalty 1232.552352 = -15537.451934 nChanged 89 SP:Iteration 1F (903.296014 sec): 3 clusters Score: Raw -16873.063624 + Penalty 1232.552352 = -15640.511272 nChanged 18 SP:Iteration 2F (903.382187 sec): 3 clusters Score: Raw -16898.252382 + Penalty 1232.552352 = -15665.700030 nChanged 9 SP:Iteration 3Q (903.479944 sec): 3 clusters Score: Raw -16913.450556 + Penalty 1232.552352 = -15680.898204 nChanged 7 SP:Iteration 4Q (903.593883 sec): 3 clusters Score: Raw -16921.878281 + Penalty 1232.552352 = -15689.325929 nChanged 2 SP:Iteration 5Q (903.681697 sec): 3 clusters Score: Raw -16924.463899 + Penalty 1232.552352 = -15691.911547 nChanged 2 SP:Iteration 6Q (903.786561 sec): 3 clusters Score: Raw -16926.366511 + Penalty 1232.552352 = -15693.814160 nChanged 2 SP:Iteration 7Q (903.793066 sec): 3 clusters Score: Raw -16927.631030 + Penalty 1232.552352 = -15695.078679 nChanged 0 SP:Iteration 8F (903.799307 sec): 3 clusters Score: Raw -16927.631030 + Penalty 1232.552352 = -15695.078679 nChanged 0 Trying to split cluster 4 (1496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (903.832495 sec): 2 clusters Score: Raw -55245.624665 + Penalty 767.607767 = -54478.016898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (903.851740 sec): 3 clusters Score: Raw -54587.273578 + Penalty 1535.215533 = -53052.058045 nChanged 532 SP:Iteration 1F (903.869954 sec): 3 clusters Score: Raw -55013.293292 + Penalty 1535.215533 = -53478.077759 nChanged 189 SP:Iteration 2F (903.888223 sec): 3 clusters Score: Raw -55221.157366 + Penalty 1535.215533 = -53685.941833 nChanged 104 SP:Iteration 3F (903.906401 sec): 3 clusters Score: Raw -55318.317850 + Penalty 1535.215533 = -53783.102316 nChanged 62 SP:Iteration 4Q (903.924806 sec): 3 clusters Score: Raw -55377.577398 + Penalty 1535.215533 = -53842.361864 nChanged 38 SP:Iteration 5Q (903.943232 sec): 3 clusters Score: Raw -55411.050356 + Penalty 1535.215533 = -53875.834823 nChanged 28 SP:Iteration 6Q (903.961833 sec): 3 clusters Score: Raw -55431.380092 + Penalty 1535.215533 = -53896.164558 nChanged 14 SP:Iteration 7Q (903.978133 sec): 3 clusters Score: Raw -55445.281735 + Penalty 1535.215533 = -53910.066202 nChanged 28 SP:Iteration 8Q (903.994686 sec): 3 clusters Score: Raw -55468.610754 + Penalty 1535.215533 = -53933.395221 nChanged 17 SP:Iteration 9Q (904.011018 sec): 3 clusters Score: Raw -55483.716517 + Penalty 1535.215533 = -53948.500984 nChanged 17 SP:Iteration 10Q (904.027358 sec): 3 clusters Score: Raw -55492.448749 + Penalty 1535.215533 = -53957.233215 nChanged 16 SP:Iteration 11Q (904.043631 sec): 3 clusters Score: Raw -55500.309188 + Penalty 1535.215533 = -53965.093655 nChanged 13 SP:Iteration 12Q (904.059834 sec): 3 clusters Score: Raw -55507.485538 + Penalty 1535.215533 = -53972.270004 nChanged 9 SP:Iteration 13Q (904.076506 sec): 3 clusters Score: Raw -55514.261647 + Penalty 1535.215533 = -53979.046114 nChanged 11 SP:Iteration 14Q (904.092775 sec): 3 clusters Score: Raw -55524.145486 + Penalty 1535.215533 = -53988.929952 nChanged 15 SP:Iteration 15Q (904.108941 sec): 3 clusters Score: Raw -55531.564145 + Penalty 1535.215533 = -53996.348611 nChanged 7 SP:Iteration 16Q (904.125130 sec): 3 clusters Score: Raw -55535.187440 + Penalty 1535.215533 = -53999.971907 nChanged 7 SP:Iteration 17Q (904.141339 sec): 3 clusters Score: Raw -55541.690284 + Penalty 1535.215533 = -54006.474751 nChanged 11 SP:Iteration 18Q (904.157522 sec): 3 clusters Score: Raw -55549.025301 + Penalty 1535.215533 = -54013.809768 nChanged 12 SP:Iteration 19Q (904.173752 sec): 3 clusters Score: Raw -55555.868105 + Penalty 1535.215533 = -54020.652572 nChanged 6 SP:Iteration 20F (904.189778 sec): 3 clusters Score: Raw -55558.129281 + Penalty 1535.215533 = -54022.913748 nChanged 6 SP:Iteration 21Q (904.334638 sec): 3 clusters Score: Raw -55562.694103 + Penalty 1535.215533 = -54027.478570 nChanged 8 SP:Iteration 22Q (904.426251 sec): 3 clusters Score: Raw -55566.609175 + Penalty 1535.215533 = -54031.393642 nChanged 4 SP:Iteration 23Q (904.540049 sec): 3 clusters Score: Raw -55568.465448 + Penalty 1535.215533 = -54033.249914 nChanged 2 SP:Iteration 24Q (904.686266 sec): 3 clusters Score: Raw -55569.464408 + Penalty 1535.215533 = -54034.248875 nChanged 4 SP:Iteration 25Q (904.691918 sec): 3 clusters Score: Raw -55571.615548 + Penalty 1535.215533 = -54036.400014 nChanged 3 SP:Iteration 26Q (904.725262 sec): 3 clusters Score: Raw -55572.908163 + Penalty 1535.215533 = -54037.692629 nChanged 4 SP:Iteration 27Q (904.743058 sec): 3 clusters Score: Raw -55574.323064 + Penalty 1535.215533 = -54039.107531 nChanged 3 SP:Iteration 28Q (904.762398 sec): 3 clusters Score: Raw -55575.916474 + Penalty 1535.215533 = -54040.700941 nChanged 3 SP:Iteration 29Q (904.782371 sec): 3 clusters Score: Raw -55577.177725 + Penalty 1535.215533 = -54041.962192 nChanged 6 SP:Iteration 30Q (904.802288 sec): 3 clusters Score: Raw -55579.761689 + Penalty 1535.215533 = -54044.546156 nChanged 4 SP:Iteration 31Q (904.822164 sec): 3 clusters Score: Raw -55581.045194 + Penalty 1535.215533 = -54045.829661 nChanged 3 SP:Iteration 32Q (904.842056 sec): 3 clusters Score: Raw -55582.602183 + Penalty 1535.215533 = -54047.386649 nChanged 2 SP:Iteration 33Q (904.861882 sec): 3 clusters Score: Raw -55583.073209 + Penalty 1535.215533 = -54047.857676 nChanged 2 SP:Iteration 34Q (904.881728 sec): 3 clusters Score: Raw -55584.164234 + Penalty 1535.215533 = -54048.948701 nChanged 0 SP:Iteration 35F (904.901609 sec): 3 clusters Score: Raw -55584.164234 + Penalty 1535.215533 = -54048.948701 nChanged 0 Trying to split cluster 5 (542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (904.936289 sec): 2 clusters Score: Raw -15513.712261 + Penalty 661.002930 = -14852.709331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (904.946279 sec): 3 clusters Score: Raw -15408.251684 + Penalty 1322.005860 = -14086.245823 nChanged 157 SP:Iteration 1F (904.955185 sec): 3 clusters Score: Raw -15577.946364 + Penalty 1322.005860 = -14255.940504 nChanged 46 SP:Iteration 2F (904.963906 sec): 3 clusters Score: Raw -15643.965214 + Penalty 1322.005860 = -14321.959354 nChanged 33 SP:Iteration 3F (904.972635 sec): 3 clusters Score: Raw -15706.747676 + Penalty 1322.005860 = -14384.741815 nChanged 32 SP:Iteration 4F (904.981375 sec): 3 clusters Score: Raw -15765.706038 + Penalty 1322.005860 = -14443.700178 nChanged 19 SP:Iteration 5Q (904.990217 sec): 3 clusters Score: Raw -15788.435108 + Penalty 1322.005860 = -14466.429248 nChanged 11 SP:Iteration 6Q (904.998984 sec): 3 clusters Score: Raw -15804.771400 + Penalty 1322.005860 = -14482.765539 nChanged 11 SP:Iteration 7Q (905.007823 sec): 3 clusters Score: Raw -15824.277780 + Penalty 1322.005860 = -14502.271920 nChanged 8 SP:Iteration 8Q (905.016763 sec): 3 clusters Score: Raw -15834.998657 + Penalty 1322.005860 = -14512.992796 nChanged 7 SP:Iteration 9Q (905.025604 sec): 3 clusters Score: Raw -15848.083544 + Penalty 1322.005860 = -14526.077684 nChanged 6 SP:Iteration 10Q (905.034375 sec): 3 clusters Score: Raw -15855.767001 + Penalty 1322.005860 = -14533.761141 nChanged 3 SP:Iteration 11Q (905.043133 sec): 3 clusters Score: Raw -15860.830069 + Penalty 1322.005860 = -14538.824209 nChanged 0 SP:Iteration 12F (905.051845 sec): 3 clusters Score: Raw -15860.830069 + Penalty 1322.005860 = -14538.824209 nChanged 0 Trying to split cluster 6 (1111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (905.083534 sec): 2 clusters Score: Raw -41406.029314 + Penalty 736.366658 = -40669.662657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (905.196334 sec): 3 clusters Score: Raw -40949.210996 + Penalty 1472.733316 = -39476.477680 nChanged 366 SP:Iteration 1F (905.313424 sec): 3 clusters Score: Raw -41255.617958 + Penalty 1472.733316 = -39782.884643 nChanged 113 SP:Iteration 2F (905.428879 sec): 3 clusters Score: Raw -41403.364428 + Penalty 1472.733316 = -39930.631112 nChanged 92 SP:Iteration 3F (905.542878 sec): 3 clusters Score: Raw -41555.302424 + Penalty 1472.733316 = -40082.569109 nChanged 73 SP:Iteration 4F (905.649889 sec): 3 clusters Score: Raw -41646.370860 + Penalty 1472.733316 = -40173.637544 nChanged 50 SP:Iteration 5Q (905.663059 sec): 3 clusters Score: Raw -41707.753542 + Penalty 1472.733316 = -40235.020226 nChanged 36 SP:Iteration 6Q (905.675869 sec): 3 clusters Score: Raw -41750.358167 + Penalty 1472.733316 = -40277.624851 nChanged 28 SP:Iteration 7Q (905.688619 sec): 3 clusters Score: Raw -41774.241607 + Penalty 1472.733316 = -40301.508291 nChanged 10 SP:Iteration 8Q (905.701458 sec): 3 clusters Score: Raw -41783.774483 + Penalty 1472.733316 = -40311.041167 nChanged 9 SP:Iteration 9Q (905.714208 sec): 3 clusters Score: Raw -41790.981266 + Penalty 1472.733316 = -40318.247951 nChanged 11 SP:Iteration 10Q (905.726945 sec): 3 clusters Score: Raw -41795.989129 + Penalty 1472.733316 = -40323.255813 nChanged 6 SP:Iteration 11Q (905.739652 sec): 3 clusters Score: Raw -41799.273204 + Penalty 1472.733316 = -40326.539888 nChanged 6 SP:Iteration 12Q (905.752367 sec): 3 clusters Score: Raw -41803.619616 + Penalty 1472.733316 = -40330.886300 nChanged 8 SP:Iteration 13Q (905.765135 sec): 3 clusters Score: Raw -41808.725525 + Penalty 1472.733316 = -40335.992209 nChanged 3 SP:Iteration 14Q (905.777869 sec): 3 clusters Score: Raw -41810.416416 + Penalty 1472.733316 = -40337.683100 nChanged 5 SP:Iteration 15Q (905.790533 sec): 3 clusters Score: Raw -41815.750890 + Penalty 1472.733316 = -40343.017574 nChanged 3 SP:Iteration 16Q (905.803206 sec): 3 clusters Score: Raw -41821.662242 + Penalty 1472.733316 = -40348.928926 nChanged 4 SP:Iteration 17Q (905.815883 sec): 3 clusters Score: Raw -41828.929332 + Penalty 1472.733316 = -40356.196016 nChanged 7 SP:Iteration 18Q (905.828712 sec): 3 clusters Score: Raw -41834.164632 + Penalty 1472.733316 = -40361.431316 nChanged 9 SP:Iteration 19Q (905.841589 sec): 3 clusters Score: Raw -41840.457418 + Penalty 1472.733316 = -40367.724102 nChanged 9 SP:Iteration 20F (905.854239 sec): 3 clusters Score: Raw -41846.146144 + Penalty 1472.733316 = -40373.412828 nChanged 7 SP:Iteration 21Q (905.866901 sec): 3 clusters Score: Raw -41850.174061 + Penalty 1472.733316 = -40377.440745 nChanged 6 SP:Iteration 22Q (905.879548 sec): 3 clusters Score: Raw -41854.976850 + Penalty 1472.733316 = -40382.243534 nChanged 2 SP:Iteration 23Q (905.892125 sec): 3 clusters Score: Raw -41855.385067 + Penalty 1472.733316 = -40382.651751 nChanged 2 SP:Iteration 24Q (905.904847 sec): 3 clusters Score: Raw -41856.323208 + Penalty 1472.733316 = -40383.589892 nChanged 1 SP:Iteration 25Q (905.917530 sec): 3 clusters Score: Raw -41856.909901 + Penalty 1472.733316 = -40384.176585 nChanged 1 SP:Iteration 26Q (905.930225 sec): 3 clusters Score: Raw -41857.151571 + Penalty 1472.733316 = -40384.418255 nChanged 1 SP:Iteration 27Q (905.942870 sec): 3 clusters Score: Raw -41857.302851 + Penalty 1472.733316 = -40384.569535 nChanged 0 SP:Iteration 28F (905.955442 sec): 3 clusters Score: Raw -41857.302851 + Penalty 1472.733316 = -40384.569535 nChanged 0 Trying to split cluster 7 (3871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (905.995754 sec): 2 clusters Score: Raw -184443.121295 + Penalty 867.433156 = -183575.688139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (906.035283 sec): 3 clusters Score: Raw -182413.094786 + Penalty 1734.866312 = -180678.228475 nChanged 1626 SP:Iteration 1F (906.072888 sec): 3 clusters Score: Raw -183395.855879 + Penalty 1734.866312 = -181660.989568 nChanged 302 SP:Iteration 2F (906.185954 sec): 3 clusters Score: Raw -183576.578274 + Penalty 1734.866312 = -181841.711963 nChanged 224 SP:Iteration 3F (906.310388 sec): 3 clusters Score: Raw -183707.132409 + Penalty 1734.866312 = -181972.266097 nChanged 188 SP:Iteration 4Q (906.430579 sec): 3 clusters Score: Raw -183797.662796 + Penalty 1734.866312 = -182062.796485 nChanged 158 SP:Iteration 5Q (906.547657 sec): 3 clusters Score: Raw -183878.545992 + Penalty 1734.866312 = -182143.679680 nChanged 134 SP:Iteration 6Q (906.637103 sec): 3 clusters Score: Raw -183934.774119 + Penalty 1734.866312 = -182199.907807 nChanged 112 SP:Iteration 7Q (906.673578 sec): 3 clusters Score: Raw -183981.895876 + Penalty 1734.866312 = -182247.029564 nChanged 92 SP:Iteration 8Q (906.716575 sec): 3 clusters Score: Raw -184016.863430 + Penalty 1734.866312 = -182281.997118 nChanged 86 SP:Iteration 9Q (906.753251 sec): 3 clusters Score: Raw -184061.990595 + Penalty 1734.866312 = -182327.124283 nChanged 82 SP:Iteration 10Q (906.789626 sec): 3 clusters Score: Raw -184093.762308 + Penalty 1734.866312 = -182358.895997 nChanged 70 SP:Iteration 11Q (906.825780 sec): 3 clusters Score: Raw -184121.658975 + Penalty 1734.866312 = -182386.792663 nChanged 57 SP:Iteration 12Q (906.861922 sec): 3 clusters Score: Raw -184142.658670 + Penalty 1734.866312 = -182407.792358 nChanged 51 SP:Iteration 13Q (906.898708 sec): 3 clusters Score: Raw -184157.556715 + Penalty 1734.866312 = -182422.690404 nChanged 39 SP:Iteration 14Q (906.935065 sec): 3 clusters Score: Raw -184167.628435 + Penalty 1734.866312 = -182432.762123 nChanged 34 SP:Iteration 15Q (906.971156 sec): 3 clusters Score: Raw -184175.797869 + Penalty 1734.866312 = -182440.931558 nChanged 29 SP:Iteration 16Q (907.007361 sec): 3 clusters Score: Raw -184186.225189 + Penalty 1734.866312 = -182451.358877 nChanged 39 SP:Iteration 17Q (907.044435 sec): 3 clusters Score: Raw -184198.032414 + Penalty 1734.866312 = -182463.166103 nChanged 16 SP:Iteration 18Q (907.081040 sec): 3 clusters Score: Raw -184200.804255 + Penalty 1734.866312 = -182465.937944 nChanged 17 SP:Iteration 19Q (907.117380 sec): 3 clusters Score: Raw -184206.929645 + Penalty 1734.866312 = -182472.063333 nChanged 17 SP:Iteration 20F (907.152854 sec): 3 clusters Score: Raw -184212.465127 + Penalty 1734.866312 = -182477.598815 nChanged 18 SP:Iteration 21Q (907.188816 sec): 3 clusters Score: Raw -184217.852133 + Penalty 1734.866312 = -182482.985822 nChanged 21 SP:Iteration 22Q (907.224959 sec): 3 clusters Score: Raw -184224.605172 + Penalty 1734.866312 = -182489.738861 nChanged 30 SP:Iteration 23Q (907.261410 sec): 3 clusters Score: Raw -184238.150291 + Penalty 1734.866312 = -182503.283980 nChanged 27 SP:Iteration 24Q (907.297559 sec): 3 clusters Score: Raw -184250.344381 + Penalty 1734.866312 = -182515.478070 nChanged 31 SP:Iteration 25Q (907.333457 sec): 3 clusters Score: Raw -184266.961301 + Penalty 1734.866312 = -182532.094990 nChanged 30 SP:Iteration 26Q (907.369244 sec): 3 clusters Score: Raw -184281.165449 + Penalty 1734.866312 = -182546.299137 nChanged 32 SP:Iteration 27Q (907.405072 sec): 3 clusters Score: Raw -184294.493870 + Penalty 1734.866312 = -182559.627558 nChanged 35 SP:Iteration 28Q (907.441317 sec): 3 clusters Score: Raw -184308.469530 + Penalty 1734.866312 = -182573.603218 nChanged 29 SP:Iteration 29Q (907.477239 sec): 3 clusters Score: Raw -184320.927693 + Penalty 1734.866312 = -182586.061382 nChanged 32 SP:Iteration 30Q (907.512902 sec): 3 clusters Score: Raw -184333.469552 + Penalty 1734.866312 = -182598.603241 nChanged 28 SP:Iteration 31Q (907.548501 sec): 3 clusters Score: Raw -184341.849659 + Penalty 1734.866312 = -182606.983347 nChanged 19 SP:Iteration 32Q (907.583948 sec): 3 clusters Score: Raw -184350.211336 + Penalty 1734.866312 = -182615.345025 nChanged 23 SP:Iteration 33Q (907.701228 sec): 3 clusters Score: Raw -184357.566388 + Penalty 1734.866312 = -182622.700076 nChanged 17 SP:Iteration 34Q (907.816502 sec): 3 clusters Score: Raw -184365.121047 + Penalty 1734.866312 = -182630.254736 nChanged 17 SP:Iteration 35Q (907.932922 sec): 3 clusters Score: Raw -184371.899069 + Penalty 1734.866312 = -182637.032758 nChanged 9 SP:Iteration 36Q (908.049173 sec): 3 clusters Score: Raw -184376.451351 + Penalty 1734.866312 = -182641.585039 nChanged 11 SP:Iteration 37Q (908.169990 sec): 3 clusters Score: Raw -184380.226894 + Penalty 1734.866312 = -182645.360582 nChanged 11 SP:Iteration 38Q (908.207591 sec): 3 clusters Score: Raw -184383.981927 + Penalty 1734.866312 = -182649.115615 nChanged 15 SP:Iteration 39Q (908.242876 sec): 3 clusters Score: Raw -184389.871311 + Penalty 1734.866312 = -182655.004999 nChanged 16 SP:Iteration 40F (908.278363 sec): 3 clusters Score: Raw -184396.965157 + Penalty 1734.866312 = -182662.098845 nChanged 16 SP:Iteration 41Q (908.315247 sec): 3 clusters Score: Raw -184405.265360 + Penalty 1734.866312 = -182670.399048 nChanged 19 SP:Iteration 42Q (908.350787 sec): 3 clusters Score: Raw -184412.101934 + Penalty 1734.866312 = -182677.235622 nChanged 16 SP:Iteration 43Q (908.385942 sec): 3 clusters Score: Raw -184417.950345 + Penalty 1734.866312 = -182683.084033 nChanged 13 SP:Iteration 44Q (908.421128 sec): 3 clusters Score: Raw -184421.835757 + Penalty 1734.866312 = -182686.969446 nChanged 13 SP:Iteration 45Q (908.456336 sec): 3 clusters Score: Raw -184426.658486 + Penalty 1734.866312 = -182691.792174 nChanged 10 SP:Iteration 46Q (908.491257 sec): 3 clusters Score: Raw -184429.795364 + Penalty 1734.866312 = -182694.929052 nChanged 11 SP:Iteration 47Q (908.526288 sec): 3 clusters Score: Raw -184434.293768 + Penalty 1734.866312 = -182699.427456 nChanged 6 SP:Iteration 48Q (908.561194 sec): 3 clusters Score: Raw -184436.259271 + Penalty 1734.866312 = -182701.392960 nChanged 3 SP:Iteration 49Q (908.597768 sec): 3 clusters Score: Raw -184437.427361 + Penalty 1734.866312 = -182702.561049 nChanged 2 SP:Iteration 50Q (908.633016 sec): 3 clusters Score: Raw -184439.101961 + Penalty 1734.866312 = -182704.235650 nChanged 6 SP:Iteration 51Q (908.668172 sec): 3 clusters Score: Raw -184441.433628 + Penalty 1734.866312 = -182706.567316 nChanged 6 SP:Iteration 52Q (908.703069 sec): 3 clusters Score: Raw -184443.645162 + Penalty 1734.866312 = -182708.778850 nChanged 8 SP:Iteration 53Q (908.737891 sec): 3 clusters Score: Raw -184446.487787 + Penalty 1734.866312 = -182711.621475 nChanged 10 SP:Iteration 54Q (908.772748 sec): 3 clusters Score: Raw -184452.132402 + Penalty 1734.866312 = -182717.266090 nChanged 8 SP:Iteration 55Q (908.807458 sec): 3 clusters Score: Raw -184456.043689 + Penalty 1734.866312 = -182721.177377 nChanged 7 SP:Iteration 56Q (908.843817 sec): 3 clusters Score: Raw -184458.786632 + Penalty 1734.866312 = -182723.920321 nChanged 9 SP:Iteration 57Q (908.878612 sec): 3 clusters Score: Raw -184462.013454 + Penalty 1734.866312 = -182727.147143 nChanged 8 SP:Iteration 58Q (908.913375 sec): 3 clusters Score: Raw -184465.618108 + Penalty 1734.866312 = -182730.751797 nChanged 8 SP:Iteration 59Q (908.948121 sec): 3 clusters Score: Raw -184467.944458 + Penalty 1734.866312 = -182733.078146 nChanged 6 SP:Iteration 60F (908.983327 sec): 3 clusters Score: Raw -184469.430534 + Penalty 1734.866312 = -182734.564222 nChanged 5 SP:Iteration 61Q (909.018061 sec): 3 clusters Score: Raw -184470.873976 + Penalty 1734.866312 = -182736.007665 nChanged 3 SP:Iteration 62Q (909.052829 sec): 3 clusters Score: Raw -184471.719018 + Penalty 1734.866312 = -182736.852707 nChanged 4 SP:Iteration 63Q (909.087364 sec): 3 clusters Score: Raw -184472.325192 + Penalty 1734.866312 = -182737.458880 nChanged 1 SP:Iteration 64Q (909.123777 sec): 3 clusters Score: Raw -184472.584203 + Penalty 1734.866312 = -182737.717891 nChanged 2 SP:Iteration 65Q (909.244953 sec): 3 clusters Score: Raw -184473.016837 + Penalty 1734.866312 = -182738.150525 nChanged 2 SP:Iteration 66Q (909.371226 sec): 3 clusters Score: Raw -184473.858785 + Penalty 1734.866312 = -182738.992473 nChanged 2 SP:Iteration 67Q (909.484501 sec): 3 clusters Score: Raw -184475.443323 + Penalty 1734.866312 = -182740.577011 nChanged 4 SP:Iteration 68Q (909.607145 sec): 3 clusters Score: Raw -184476.576340 + Penalty 1734.866312 = -182741.710028 nChanged 2 SP:Iteration 69Q (909.730922 sec): 3 clusters Score: Raw -184477.007626 + Penalty 1734.866312 = -182742.141314 nChanged 0 SP:Iteration 70F (909.852240 sec): 3 clusters Score: Raw -184477.007626 + Penalty 1734.866312 = -182742.141314 nChanged 0 Trying to split cluster 8 (2999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (909.937859 sec): 2 clusters Score: Raw -147288.932946 + Penalty 840.633589 = -146448.299357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (909.951585 sec): 3 clusters Score: Raw -145779.442531 + Penalty 1681.267178 = -144098.175354 nChanged 1217 SP:Iteration 1F (909.980737 sec): 3 clusters Score: Raw -146486.394458 + Penalty 1681.267178 = -144805.127281 nChanged 226 SP:Iteration 2F (910.018579 sec): 3 clusters Score: Raw -146628.056346 + Penalty 1681.267178 = -144946.789168 nChanged 198 SP:Iteration 3F (910.056237 sec): 3 clusters Score: Raw -146758.131873 + Penalty 1681.267178 = -145076.864695 nChanged 172 SP:Iteration 4F (910.093763 sec): 3 clusters Score: Raw -146859.236334 + Penalty 1681.267178 = -145177.969157 nChanged 141 SP:Iteration 5Q (910.132638 sec): 3 clusters Score: Raw -146932.847486 + Penalty 1681.267178 = -145251.580309 nChanged 100 SP:Iteration 6Q (910.171081 sec): 3 clusters Score: Raw -146982.158913 + Penalty 1681.267178 = -145300.891736 nChanged 84 SP:Iteration 7Q (910.200774 sec): 3 clusters Score: Raw -147019.274096 + Penalty 1681.267178 = -145338.006919 nChanged 59 SP:Iteration 8Q (910.230052 sec): 3 clusters Score: Raw -147047.033452 + Penalty 1681.267178 = -145365.766275 nChanged 51 SP:Iteration 9Q (910.259507 sec): 3 clusters Score: Raw -147068.023974 + Penalty 1681.267178 = -145386.756796 nChanged 54 SP:Iteration 10Q (910.288786 sec): 3 clusters Score: Raw -147087.474536 + Penalty 1681.267178 = -145406.207358 nChanged 41 SP:Iteration 11Q (910.318127 sec): 3 clusters Score: Raw -147102.683624 + Penalty 1681.267178 = -145421.416447 nChanged 45 SP:Iteration 12Q (910.347504 sec): 3 clusters Score: Raw -147120.288935 + Penalty 1681.267178 = -145439.021757 nChanged 44 SP:Iteration 13Q (910.376764 sec): 3 clusters Score: Raw -147139.866581 + Penalty 1681.267178 = -145458.599403 nChanged 44 SP:Iteration 14Q (910.405843 sec): 3 clusters Score: Raw -147157.837694 + Penalty 1681.267178 = -145476.570517 nChanged 42 SP:Iteration 15Q (910.434802 sec): 3 clusters Score: Raw -147174.611578 + Penalty 1681.267178 = -145493.344401 nChanged 39 SP:Iteration 16Q (910.463686 sec): 3 clusters Score: Raw -147188.822497 + Penalty 1681.267178 = -145507.555320 nChanged 31 SP:Iteration 17Q (910.492471 sec): 3 clusters Score: Raw -147202.473860 + Penalty 1681.267178 = -145521.206682 nChanged 36 SP:Iteration 18Q (910.521123 sec): 3 clusters Score: Raw -147218.977081 + Penalty 1681.267178 = -145537.709903 nChanged 36 SP:Iteration 19Q (910.550328 sec): 3 clusters Score: Raw -147238.510756 + Penalty 1681.267178 = -145557.243579 nChanged 40 SP:Iteration 20F (910.578638 sec): 3 clusters Score: Raw -147258.056285 + Penalty 1681.267178 = -145576.789108 nChanged 31 SP:Iteration 21Q (910.607412 sec): 3 clusters Score: Raw -147272.736230 + Penalty 1681.267178 = -145591.469052 nChanged 26 SP:Iteration 22Q (910.636229 sec): 3 clusters Score: Raw -147284.306913 + Penalty 1681.267178 = -145603.039735 nChanged 25 SP:Iteration 23Q (910.664952 sec): 3 clusters Score: Raw -147297.039984 + Penalty 1681.267178 = -145615.772807 nChanged 28 SP:Iteration 24Q (910.811900 sec): 3 clusters Score: Raw -147310.414542 + Penalty 1681.267178 = -145629.147365 nChanged 18 SP:Iteration 25Q (910.940491 sec): 3 clusters Score: Raw -147319.033899 + Penalty 1681.267178 = -145637.766721 nChanged 21 SP:Iteration 26Q (911.039090 sec): 3 clusters Score: Raw -147331.265470 + Penalty 1681.267178 = -145649.998292 nChanged 18 SP:Iteration 27Q (911.138033 sec): 3 clusters Score: Raw -147339.037347 + Penalty 1681.267178 = -145657.770170 nChanged 17 SP:Iteration 28Q (911.253426 sec): 3 clusters Score: Raw -147347.589726 + Penalty 1681.267178 = -145666.322549 nChanged 14 SP:Iteration 29Q (911.371007 sec): 3 clusters Score: Raw -147353.519889 + Penalty 1681.267178 = -145672.252711 nChanged 19 SP:Iteration 30Q (911.488639 sec): 3 clusters Score: Raw -147363.336615 + Penalty 1681.267178 = -145682.069438 nChanged 14 SP:Iteration 31Q (911.525026 sec): 3 clusters Score: Raw -147372.245806 + Penalty 1681.267178 = -145690.978628 nChanged 13 SP:Iteration 32Q (911.553919 sec): 3 clusters Score: Raw -147380.258576 + Penalty 1681.267178 = -145698.991399 nChanged 8 SP:Iteration 33Q (911.582600 sec): 3 clusters Score: Raw -147385.297366 + Penalty 1681.267178 = -145704.030188 nChanged 12 SP:Iteration 34Q (911.612033 sec): 3 clusters Score: Raw -147392.986912 + Penalty 1681.267178 = -145711.719734 nChanged 12 SP:Iteration 35Q (911.641349 sec): 3 clusters Score: Raw -147402.274522 + Penalty 1681.267178 = -145721.007345 nChanged 14 SP:Iteration 36Q (911.670685 sec): 3 clusters Score: Raw -147410.299733 + Penalty 1681.267178 = -145729.032556 nChanged 8 SP:Iteration 37Q (911.699980 sec): 3 clusters Score: Raw -147416.925533 + Penalty 1681.267178 = -145735.658355 nChanged 7 SP:Iteration 38Q (911.735623 sec): 3 clusters Score: Raw -147421.488592 + Penalty 1681.267178 = -145740.221415 nChanged 6 SP:Iteration 39Q (911.764944 sec): 3 clusters Score: Raw -147424.770136 + Penalty 1681.267178 = -145743.502959 nChanged 2 SP:Iteration 40F (911.793796 sec): 3 clusters Score: Raw -147425.568694 + Penalty 1681.267178 = -145744.301517 nChanged 1 SP:Iteration 41Q (911.822592 sec): 3 clusters Score: Raw -147425.743864 + Penalty 1681.267178 = -145744.476687 nChanged 1 SP:Iteration 42Q (911.851366 sec): 3 clusters Score: Raw -147425.987586 + Penalty 1681.267178 = -145744.720408 nChanged 0 SP:Iteration 43F (911.879438 sec): 3 clusters Score: Raw -147425.987586 + Penalty 1681.267178 = -145744.720408 nChanged 0 Trying to split cluster 9 (1008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (911.911033 sec): 2 clusters Score: Raw -28238.763331 + Penalty 726.150962 = -27512.612369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (911.923560 sec): 3 clusters Score: Raw -27848.278129 + Penalty 1452.301924 = -26395.976205 nChanged 353 SP:Iteration 1F (911.935443 sec): 3 clusters Score: Raw -28290.203262 + Penalty 1452.301924 = -26837.901337 nChanged 116 SP:Iteration 2F (911.948741 sec): 3 clusters Score: Raw -28447.794059 + Penalty 1452.301924 = -26995.492135 nChanged 61 SP:Iteration 3F (911.960770 sec): 3 clusters Score: Raw -28541.658916 + Penalty 1452.301924 = -27089.356992 nChanged 44 SP:Iteration 4Q (911.972868 sec): 3 clusters Score: Raw -28589.762313 + Penalty 1452.301924 = -27137.460389 nChanged 34 SP:Iteration 5Q (911.984931 sec): 3 clusters Score: Raw -28627.542732 + Penalty 1452.301924 = -27175.240807 nChanged 26 SP:Iteration 6Q (911.996912 sec): 3 clusters Score: Raw -28653.575643 + Penalty 1452.301924 = -27201.273719 nChanged 14 SP:Iteration 7Q (912.009037 sec): 3 clusters Score: Raw -28667.127064 + Penalty 1452.301924 = -27214.825140 nChanged 12 SP:Iteration 8Q (912.021004 sec): 3 clusters Score: Raw -28673.272288 + Penalty 1452.301924 = -27220.970364 nChanged 4 SP:Iteration 9Q (912.033006 sec): 3 clusters Score: Raw -28675.409182 + Penalty 1452.301924 = -27223.107257 nChanged 1 SP:Iteration 10Q (912.174149 sec): 3 clusters Score: Raw -28675.652090 + Penalty 1452.301924 = -27223.350166 nChanged 0 SP:Iteration 11F (912.263278 sec): 3 clusters Score: Raw -28675.652090 + Penalty 1452.301924 = -27223.350166 nChanged 0 Trying to split cluster 10 (6862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (912.344391 sec): 2 clusters Score: Raw -338183.037545 + Penalty 927.544193 = -337255.493352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (912.508725 sec): 3 clusters Score: Raw -334246.529104 + Penalty 1855.088387 = -332391.440717 nChanged 3045 SP:Iteration 1F (912.583489 sec): 3 clusters Score: Raw -336076.285700 + Penalty 1855.088387 = -334221.197314 nChanged 468 SP:Iteration 2F (912.630787 sec): 3 clusters Score: Raw -336338.604983 + Penalty 1855.088387 = -334483.516596 nChanged 381 SP:Iteration 3F (912.773656 sec): 3 clusters Score: Raw -336564.624744 + Penalty 1855.088387 = -334709.536357 nChanged 376 SP:Iteration 4F (912.904448 sec): 3 clusters Score: Raw -336855.541119 + Penalty 1855.088387 = -335000.452732 nChanged 394 SP:Iteration 5F (913.024174 sec): 3 clusters Score: Raw -337175.561283 + Penalty 1855.088387 = -335320.472896 nChanged 375 SP:Iteration 6F (913.073530 sec): 3 clusters Score: Raw -337457.644681 + Penalty 1855.088387 = -335602.556294 nChanged 316 SP:Iteration 7Q (913.123701 sec): 3 clusters Score: Raw -337676.639386 + Penalty 1855.088387 = -335821.550999 nChanged 252 SP:Iteration 8Q (913.174251 sec): 3 clusters Score: Raw -337828.802727 + Penalty 1855.088387 = -335973.714340 nChanged 184 SP:Iteration 9Q (913.224941 sec): 3 clusters Score: Raw -337924.805465 + Penalty 1855.088387 = -336069.717078 nChanged 140 SP:Iteration 10Q (913.274910 sec): 3 clusters Score: Raw -337992.304378 + Penalty 1855.088387 = -336137.215991 nChanged 108 SP:Iteration 11Q (913.325748 sec): 3 clusters Score: Raw -338044.921416 + Penalty 1855.088387 = -336189.833029 nChanged 105 SP:Iteration 12Q (913.377594 sec): 3 clusters Score: Raw -338092.785986 + Penalty 1855.088387 = -336237.697599 nChanged 93 SP:Iteration 13Q (913.429261 sec): 3 clusters Score: Raw -338145.254480 + Penalty 1855.088387 = -336290.166094 nChanged 81 SP:Iteration 14Q (913.481077 sec): 3 clusters Score: Raw -338192.204632 + Penalty 1855.088387 = -336337.116245 nChanged 82 SP:Iteration 15Q (913.533120 sec): 3 clusters Score: Raw -338251.950133 + Penalty 1855.088387 = -336396.861746 nChanged 102 SP:Iteration 16Q (913.585276 sec): 3 clusters Score: Raw -338324.354526 + Penalty 1855.088387 = -336469.266139 nChanged 92 SP:Iteration 17Q (913.637289 sec): 3 clusters Score: Raw -338380.568388 + Penalty 1855.088387 = -336525.480001 nChanged 86 SP:Iteration 18Q (913.687361 sec): 3 clusters Score: Raw -338425.584954 + Penalty 1855.088387 = -336570.496567 nChanged 64 SP:Iteration 19Q (913.736077 sec): 3 clusters Score: Raw -338451.324632 + Penalty 1855.088387 = -336596.236245 nChanged 54 SP:Iteration 20F (913.785890 sec): 3 clusters Score: Raw -338473.247487 + Penalty 1855.088387 = -336618.159100 nChanged 43 SP:Iteration 21Q (913.834518 sec): 3 clusters Score: Raw -338489.910423 + Penalty 1855.088387 = -336634.822036 nChanged 39 SP:Iteration 22Q (913.883209 sec): 3 clusters Score: Raw -338503.077315 + Penalty 1855.088387 = -336647.988928 nChanged 34 SP:Iteration 23Q (913.934741 sec): 3 clusters Score: Raw -338513.810011 + Penalty 1855.088387 = -336658.721624 nChanged 29 SP:Iteration 24Q (913.986219 sec): 3 clusters Score: Raw -338521.804873 + Penalty 1855.088387 = -336666.716486 nChanged 24 SP:Iteration 25Q (914.034936 sec): 3 clusters Score: Raw -338528.986094 + Penalty 1855.088387 = -336673.897707 nChanged 24 SP:Iteration 26Q (914.082952 sec): 3 clusters Score: Raw -338541.000541 + Penalty 1855.088387 = -336685.912154 nChanged 31 SP:Iteration 27Q (914.130787 sec): 3 clusters Score: Raw -338554.934687 + Penalty 1855.088387 = -336699.846300 nChanged 29 SP:Iteration 28Q (914.241410 sec): 3 clusters Score: Raw -338562.787462 + Penalty 1855.088387 = -336707.699076 nChanged 24 SP:Iteration 29Q (914.421162 sec): 3 clusters Score: Raw -338569.702322 + Penalty 1855.088387 = -336714.613935 nChanged 21 SP:Iteration 30Q (914.543385 sec): 3 clusters Score: Raw -338574.819907 + Penalty 1855.088387 = -336719.731520 nChanged 17 SP:Iteration 31Q (914.633113 sec): 3 clusters Score: Raw -338578.828474 + Penalty 1855.088387 = -336723.740087 nChanged 20 SP:Iteration 32Q (914.685045 sec): 3 clusters Score: Raw -338583.179410 + Penalty 1855.088387 = -336728.091023 nChanged 17 SP:Iteration 33Q (914.737354 sec): 3 clusters Score: Raw -338585.490635 + Penalty 1855.088387 = -336730.402248 nChanged 10 SP:Iteration 34Q (914.786510 sec): 3 clusters Score: Raw -338586.714125 + Penalty 1855.088387 = -336731.625738 nChanged 7 SP:Iteration 35Q (914.833984 sec): 3 clusters Score: Raw -338587.592744 + Penalty 1855.088387 = -336732.504357 nChanged 8 SP:Iteration 36Q (914.881431 sec): 3 clusters Score: Raw -338588.717702 + Penalty 1855.088387 = -336733.629315 nChanged 6 SP:Iteration 37Q (914.929190 sec): 3 clusters Score: Raw -338589.317313 + Penalty 1855.088387 = -336734.228926 nChanged 3 SP:Iteration 38Q (914.977151 sec): 3 clusters Score: Raw -338589.942052 + Penalty 1855.088387 = -336734.853665 nChanged 5 SP:Iteration 39Q (915.028055 sec): 3 clusters Score: Raw -338590.795170 + Penalty 1855.088387 = -336735.706783 nChanged 4 SP:Iteration 40F (915.080612 sec): 3 clusters Score: Raw -338591.107930 + Penalty 1855.088387 = -336736.019543 nChanged 2 SP:Iteration 41Q (915.128520 sec): 3 clusters Score: Raw -338591.382432 + Penalty 1855.088387 = -336736.294046 nChanged 2 SP:Iteration 42Q (915.176096 sec): 3 clusters Score: Raw -338591.526449 + Penalty 1855.088387 = -336736.438062 nChanged 4 SP:Iteration 43Q (915.223635 sec): 3 clusters Score: Raw -338591.990872 + Penalty 1855.088387 = -336736.902485 nChanged 1 SP:Iteration 44Q (915.271477 sec): 3 clusters Score: Raw -338592.049593 + Penalty 1855.088387 = -336736.961206 nChanged 1 SP:Iteration 45Q (915.321153 sec): 3 clusters Score: Raw -338592.094214 + Penalty 1855.088387 = -336737.005827 nChanged 1 SP:Iteration 46Q (915.371229 sec): 3 clusters Score: Raw -338592.225837 + Penalty 1855.088387 = -336737.137450 nChanged 3 SP:Iteration 47Q (915.421248 sec): 3 clusters Score: Raw -338592.883426 + Penalty 1855.088387 = -336737.795039 nChanged 5 SP:Iteration 48Q (915.473515 sec): 3 clusters Score: Raw -338593.661898 + Penalty 1855.088387 = -336738.573511 nChanged 4 SP:Iteration 49Q (915.525014 sec): 3 clusters Score: Raw -338593.999065 + Penalty 1855.088387 = -336738.910678 nChanged 3 SP:Iteration 50Q (915.576313 sec): 3 clusters Score: Raw -338594.297616 + Penalty 1855.088387 = -336739.209229 nChanged 2 SP:Iteration 51Q (915.626216 sec): 3 clusters Score: Raw -338594.526225 + Penalty 1855.088387 = -336739.437838 nChanged 3 SP:Iteration 52Q (915.673457 sec): 3 clusters Score: Raw -338594.808783 + Penalty 1855.088387 = -336739.720396 nChanged 4 SP:Iteration 53Q (915.720942 sec): 3 clusters Score: Raw -338595.435394 + Penalty 1855.088387 = -336740.347007 nChanged 5 SP:Iteration 54Q (915.769104 sec): 3 clusters Score: Raw -338596.484017 + Penalty 1855.088387 = -336741.395630 nChanged 7 SP:Iteration 55Q (915.820556 sec): 3 clusters Score: Raw -338597.252674 + Penalty 1855.088387 = -336742.164287 nChanged 6 SP:Iteration 56Q (915.872253 sec): 3 clusters Score: Raw -338597.838438 + Penalty 1855.088387 = -336742.750051 nChanged 4 SP:Iteration 57Q (915.940646 sec): 3 clusters Score: Raw -338598.531608 + Penalty 1855.088387 = -336743.443221 nChanged 8 SP:Iteration 58Q (915.987987 sec): 3 clusters Score: Raw -338600.069111 + Penalty 1855.088387 = -336744.980724 nChanged 3 SP:Iteration 59Q (916.035486 sec): 3 clusters Score: Raw -338600.796077 + Penalty 1855.088387 = -336745.707690 nChanged 5 SP:Iteration 60F (916.199662 sec): 3 clusters Score: Raw -338601.585811 + Penalty 1855.088387 = -336746.497424 nChanged 1 SP:Iteration 61Q (916.337354 sec): 3 clusters Score: Raw -338601.863266 + Penalty 1855.088387 = -336746.774879 nChanged 1 SP:Iteration 62Q (916.479691 sec): 3 clusters Score: Raw -338601.928774 + Penalty 1855.088387 = -336746.840387 nChanged 0 SP:Iteration 63F (916.586651 sec): 3 clusters Score: Raw -338601.928774 + Penalty 1855.088387 = -336746.840387 nChanged 0 Trying to split cluster 11 (1588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (916.628620 sec): 2 clusters Score: Raw -74815.459304 + Penalty 773.874217 = -74041.585087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (916.649003 sec): 3 clusters Score: Raw -74118.825748 + Penalty 1547.748435 = -72571.077313 nChanged 568 SP:Iteration 1F (916.672301 sec): 3 clusters Score: Raw -74514.605302 + Penalty 1547.748435 = -72966.856867 nChanged 130 SP:Iteration 2F (916.695655 sec): 3 clusters Score: Raw -74627.680787 + Penalty 1547.748435 = -73079.932352 nChanged 91 SP:Iteration 3F (916.718941 sec): 3 clusters Score: Raw -74713.652887 + Penalty 1547.748435 = -73165.904453 nChanged 93 SP:Iteration 4F (916.742137 sec): 3 clusters Score: Raw -74807.190746 + Penalty 1547.748435 = -73259.442311 nChanged 91 SP:Iteration 5F (916.764997 sec): 3 clusters Score: Raw -74892.353846 + Penalty 1547.748435 = -73344.605412 nChanged 71 SP:Iteration 6Q (916.788573 sec): 3 clusters Score: Raw -74949.139032 + Penalty 1547.748435 = -73401.390597 nChanged 47 SP:Iteration 7Q (916.812376 sec): 3 clusters Score: Raw -74978.949798 + Penalty 1547.748435 = -73431.201363 nChanged 30 SP:Iteration 8Q (916.836009 sec): 3 clusters Score: Raw -74995.892151 + Penalty 1547.748435 = -73448.143716 nChanged 26 SP:Iteration 9Q (916.853111 sec): 3 clusters Score: Raw -75014.332936 + Penalty 1547.748435 = -73466.584501 nChanged 24 SP:Iteration 10Q (916.870209 sec): 3 clusters Score: Raw -75027.340369 + Penalty 1547.748435 = -73479.591934 nChanged 13 SP:Iteration 11Q (916.887307 sec): 3 clusters Score: Raw -75034.102627 + Penalty 1547.748435 = -73486.354193 nChanged 8 SP:Iteration 12Q (916.904508 sec): 3 clusters Score: Raw -75038.990005 + Penalty 1547.748435 = -73491.241570 nChanged 7 SP:Iteration 13Q (916.921638 sec): 3 clusters Score: Raw -75042.026885 + Penalty 1547.748435 = -73494.278450 nChanged 8 SP:Iteration 14Q (916.938741 sec): 3 clusters Score: Raw -75044.971416 + Penalty 1547.748435 = -73497.222982 nChanged 7 SP:Iteration 15Q (916.955782 sec): 3 clusters Score: Raw -75048.068384 + Penalty 1547.748435 = -73500.319949 nChanged 4 SP:Iteration 16Q (916.972955 sec): 3 clusters Score: Raw -75050.269781 + Penalty 1547.748435 = -73502.521347 nChanged 5 SP:Iteration 17Q (916.989972 sec): 3 clusters Score: Raw -75052.791187 + Penalty 1547.748435 = -73505.042752 nChanged 4 SP:Iteration 18Q (917.006934 sec): 3 clusters Score: Raw -75055.553163 + Penalty 1547.748435 = -73507.804728 nChanged 3 SP:Iteration 19Q (917.023959 sec): 3 clusters Score: Raw -75056.249018 + Penalty 1547.748435 = -73508.500584 nChanged 1 SP:Iteration 20F (917.040828 sec): 3 clusters Score: Raw -75057.681734 + Penalty 1547.748435 = -73509.933299 nChanged 3 SP:Iteration 21Q (917.084257 sec): 3 clusters Score: Raw -75058.733350 + Penalty 1547.748435 = -73510.984915 nChanged 1 SP:Iteration 22Q (917.101242 sec): 3 clusters Score: Raw -75059.067071 + Penalty 1547.748435 = -73511.318636 nChanged 0 SP:Iteration 23F (917.117865 sec): 3 clusters Score: Raw -75059.067071 + Penalty 1547.748435 = -73511.318636 nChanged 0 Trying to split cluster 12 (940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (917.148964 sec): 2 clusters Score: Raw -44321.364646 + Penalty 718.817387 = -43602.547259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (917.295452 sec): 3 clusters Score: Raw -43979.413531 + Penalty 1437.634774 = -42541.778757 nChanged 303 SP:Iteration 1F (917.375026 sec): 3 clusters Score: Raw -44207.336432 + Penalty 1437.634774 = -42769.701659 nChanged 69 SP:Iteration 2F (917.492310 sec): 3 clusters Score: Raw -44270.714610 + Penalty 1437.634774 = -42833.079837 nChanged 53 SP:Iteration 3F (917.599146 sec): 3 clusters Score: Raw -44317.311097 + Penalty 1437.634774 = -42879.676323 nChanged 33 SP:Iteration 4Q (917.698947 sec): 3 clusters Score: Raw -44349.926778 + Penalty 1437.634774 = -42912.292005 nChanged 26 SP:Iteration 5Q (917.811288 sec): 3 clusters Score: Raw -44377.634870 + Penalty 1437.634774 = -42940.000097 nChanged 16 SP:Iteration 6Q (917.907671 sec): 3 clusters Score: Raw -44395.777054 + Penalty 1437.634774 = -42958.142280 nChanged 14 SP:Iteration 7Q (917.939847 sec): 3 clusters Score: Raw -44413.378915 + Penalty 1437.634774 = -42975.744142 nChanged 16 SP:Iteration 8Q (918.062208 sec): 3 clusters Score: Raw -44423.050085 + Penalty 1437.634774 = -42985.415311 nChanged 10 SP:Iteration 9Q (918.102031 sec): 3 clusters Score: Raw -44430.958093 + Penalty 1437.634774 = -42993.323319 nChanged 13 SP:Iteration 10Q (918.116305 sec): 3 clusters Score: Raw -44442.536960 + Penalty 1437.634774 = -43004.902186 nChanged 15 SP:Iteration 11Q (918.130504 sec): 3 clusters Score: Raw -44455.146900 + Penalty 1437.634774 = -43017.512126 nChanged 11 SP:Iteration 12Q (918.144497 sec): 3 clusters Score: Raw -44462.608724 + Penalty 1437.634774 = -43024.973950 nChanged 13 SP:Iteration 13Q (918.159214 sec): 3 clusters Score: Raw -44474.142306 + Penalty 1437.634774 = -43036.507532 nChanged 9 SP:Iteration 14Q (918.173211 sec): 3 clusters Score: Raw -44483.880964 + Penalty 1437.634774 = -43046.246190 nChanged 7 SP:Iteration 15Q (918.187305 sec): 3 clusters Score: Raw -44489.428993 + Penalty 1437.634774 = -43051.794219 nChanged 5 SP:Iteration 16Q (918.201282 sec): 3 clusters Score: Raw -44494.056829 + Penalty 1437.634774 = -43056.422055 nChanged 3 SP:Iteration 17Q (918.215007 sec): 3 clusters Score: Raw -44497.237125 + Penalty 1437.634774 = -43059.602351 nChanged 4 SP:Iteration 18Q (918.228933 sec): 3 clusters Score: Raw -44501.328259 + Penalty 1437.634774 = -43063.693485 nChanged 8 SP:Iteration 19Q (918.242952 sec): 3 clusters Score: Raw -44507.084070 + Penalty 1437.634774 = -43069.449296 nChanged 6 SP:Iteration 20F (918.256813 sec): 3 clusters Score: Raw -44511.824877 + Penalty 1437.634774 = -43074.190103 nChanged 6 SP:Iteration 21Q (918.270751 sec): 3 clusters Score: Raw -44516.157127 + Penalty 1437.634774 = -43078.522353 nChanged 6 SP:Iteration 22Q (918.284665 sec): 3 clusters Score: Raw -44519.425047 + Penalty 1437.634774 = -43081.790273 nChanged 3 SP:Iteration 23Q (918.298746 sec): 3 clusters Score: Raw -44521.080445 + Penalty 1437.634774 = -43083.445672 nChanged 1 SP:Iteration 24Q (918.311211 sec): 3 clusters Score: Raw -44521.244397 + Penalty 1437.634774 = -43083.609624 nChanged 0 SP:Iteration 25F (918.323194 sec): 3 clusters Score: Raw -44521.244397 + Penalty 1437.634774 = -43083.609624 nChanged 0 Trying to split cluster 13 (1081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (918.354688 sec): 2 clusters Score: Raw -44766.018961 + Penalty 733.492391 = -44032.526570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (918.368760 sec): 3 clusters Score: Raw -44359.090184 + Penalty 1466.984782 = -42892.105402 nChanged 379 SP:Iteration 1F (918.382029 sec): 3 clusters Score: Raw -44707.583724 + Penalty 1466.984782 = -43240.598943 nChanged 101 SP:Iteration 2F (918.395231 sec): 3 clusters Score: Raw -44841.404852 + Penalty 1466.984782 = -43374.420070 nChanged 80 SP:Iteration 3F (918.408343 sec): 3 clusters Score: Raw -44961.462756 + Penalty 1466.984782 = -43494.477974 nChanged 61 SP:Iteration 4F (918.421574 sec): 3 clusters Score: Raw -45043.953445 + Penalty 1466.984782 = -43576.968663 nChanged 49 SP:Iteration 5Q (918.563485 sec): 3 clusters Score: Raw -45083.805041 + Penalty 1466.984782 = -43616.820259 nChanged 32 SP:Iteration 6Q (918.647775 sec): 3 clusters Score: Raw -45114.865234 + Penalty 1466.984782 = -43647.880452 nChanged 26 SP:Iteration 7Q (918.765352 sec): 3 clusters Score: Raw -45139.519865 + Penalty 1466.984782 = -43672.535083 nChanged 16 SP:Iteration 8Q (918.880819 sec): 3 clusters Score: Raw -45153.138034 + Penalty 1466.984782 = -43686.153252 nChanged 12 SP:Iteration 9Q (918.988128 sec): 3 clusters Score: Raw -45159.794895 + Penalty 1466.984782 = -43692.810113 nChanged 6 SP:Iteration 10Q (919.001007 sec): 3 clusters Score: Raw -45165.478771 + Penalty 1466.984782 = -43698.493989 nChanged 6 SP:Iteration 11Q (919.013440 sec): 3 clusters Score: Raw -45168.531843 + Penalty 1466.984782 = -43701.547061 nChanged 2 SP:Iteration 12Q (919.025815 sec): 3 clusters Score: Raw -45170.052588 + Penalty 1466.984782 = -43703.067806 nChanged 1 SP:Iteration 13Q (919.038310 sec): 3 clusters Score: Raw -45171.835694 + Penalty 1466.984782 = -43704.850912 nChanged 4 SP:Iteration 14Q (919.050719 sec): 3 clusters Score: Raw -45173.548317 + Penalty 1466.984782 = -43706.563535 nChanged 2 SP:Iteration 15Q (919.063171 sec): 3 clusters Score: Raw -45174.104636 + Penalty 1466.984782 = -43707.119854 nChanged 3 SP:Iteration 16Q (919.075527 sec): 3 clusters Score: Raw -45176.253401 + Penalty 1466.984782 = -43709.268619 nChanged 2 SP:Iteration 17Q (919.087938 sec): 3 clusters Score: Raw -45176.722831 + Penalty 1466.984782 = -43709.738050 nChanged 3 SP:Iteration 18Q (919.100320 sec): 3 clusters Score: Raw -45177.374681 + Penalty 1466.984782 = -43710.389900 nChanged 2 SP:Iteration 19Q (919.112701 sec): 3 clusters Score: Raw -45178.140008 + Penalty 1466.984782 = -43711.155226 nChanged 0 SP:Iteration 20F (919.124951 sec): 3 clusters Score: Raw -45178.140008 + Penalty 1466.984782 = -43711.155226 nChanged 0 Trying to split cluster 14 (2161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (919.186807 sec): 2 clusters Score: Raw -100371.999233 + Penalty 806.224267 = -99565.774965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (919.209275 sec): 3 clusters Score: Raw -99339.408138 + Penalty 1612.448535 = -97726.959603 nChanged 777 SP:Iteration 1F (919.230835 sec): 3 clusters Score: Raw -99841.950081 + Penalty 1612.448535 = -98229.501546 nChanged 178 SP:Iteration 2F (919.252321 sec): 3 clusters Score: Raw -99964.220394 + Penalty 1612.448535 = -98351.771859 nChanged 147 SP:Iteration 3F (919.274088 sec): 3 clusters Score: Raw -100085.468731 + Penalty 1612.448535 = -98473.020196 nChanged 114 SP:Iteration 4F (919.295622 sec): 3 clusters Score: Raw -100172.639598 + Penalty 1612.448535 = -98560.191063 nChanged 81 SP:Iteration 5Q (919.317623 sec): 3 clusters Score: Raw -100224.208974 + Penalty 1612.448535 = -98611.760439 nChanged 72 SP:Iteration 6Q (919.339510 sec): 3 clusters Score: Raw -100262.035806 + Penalty 1612.448535 = -98649.587272 nChanged 48 SP:Iteration 7Q (919.361349 sec): 3 clusters Score: Raw -100284.666281 + Penalty 1612.448535 = -98672.217747 nChanged 35 SP:Iteration 8Q (919.383088 sec): 3 clusters Score: Raw -100300.814256 + Penalty 1612.448535 = -98688.365721 nChanged 26 SP:Iteration 9Q (919.404954 sec): 3 clusters Score: Raw -100312.262278 + Penalty 1612.448535 = -98699.813743 nChanged 25 SP:Iteration 10Q (919.426540 sec): 3 clusters Score: Raw -100322.667160 + Penalty 1612.448535 = -98710.218626 nChanged 18 SP:Iteration 11Q (919.448268 sec): 3 clusters Score: Raw -100328.326252 + Penalty 1612.448535 = -98715.877717 nChanged 21 SP:Iteration 12Q (919.470020 sec): 3 clusters Score: Raw -100334.835054 + Penalty 1612.448535 = -98722.386519 nChanged 17 SP:Iteration 13Q (919.491746 sec): 3 clusters Score: Raw -100340.671135 + Penalty 1612.448535 = -98728.222600 nChanged 18 SP:Iteration 14Q (919.596997 sec): 3 clusters Score: Raw -100347.354243 + Penalty 1612.448535 = -98734.905708 nChanged 16 SP:Iteration 15Q (919.703720 sec): 3 clusters Score: Raw -100353.019317 + Penalty 1612.448535 = -98740.570782 nChanged 17 SP:Iteration 16Q (919.824896 sec): 3 clusters Score: Raw -100359.428967 + Penalty 1612.448535 = -98746.980432 nChanged 17 SP:Iteration 17Q (919.942063 sec): 3 clusters Score: Raw -100366.405342 + Penalty 1612.448535 = -98753.956807 nChanged 15 SP:Iteration 18Q (920.028973 sec): 3 clusters Score: Raw -100370.940368 + Penalty 1612.448535 = -98758.491833 nChanged 21 SP:Iteration 19Q (920.143838 sec): 3 clusters Score: Raw -100378.633548 + Penalty 1612.448535 = -98766.185013 nChanged 14 SP:Iteration 20F (920.259168 sec): 3 clusters Score: Raw -100384.488176 + Penalty 1612.448535 = -98772.039641 nChanged 11 SP:Iteration 21Q (920.351642 sec): 3 clusters Score: Raw -100390.167613 + Penalty 1612.448535 = -98777.719078 nChanged 7 SP:Iteration 22Q (920.441505 sec): 3 clusters Score: Raw -100394.867962 + Penalty 1612.448535 = -98782.419427 nChanged 4 SP:Iteration 23Q (920.556719 sec): 3 clusters Score: Raw -100396.409783 + Penalty 1612.448535 = -98783.961248 nChanged 4 SP:Iteration 24Q (920.654934 sec): 3 clusters Score: Raw -100398.634465 + Penalty 1612.448535 = -98786.185930 nChanged 6 SP:Iteration 25Q (920.764288 sec): 3 clusters Score: Raw -100400.578900 + Penalty 1612.448535 = -98788.130365 nChanged 8 SP:Iteration 26Q (920.880921 sec): 3 clusters Score: Raw -100403.605545 + Penalty 1612.448535 = -98791.157011 nChanged 7 SP:Iteration 27Q (920.996145 sec): 3 clusters Score: Raw -100405.179137 + Penalty 1612.448535 = -98792.730602 nChanged 3 SP:Iteration 28Q (921.112254 sec): 3 clusters Score: Raw -100406.048181 + Penalty 1612.448535 = -98793.599646 nChanged 7 SP:Iteration 29Q (921.218726 sec): 3 clusters Score: Raw -100407.749885 + Penalty 1612.448535 = -98795.301350 nChanged 7 SP:Iteration 30Q (921.310530 sec): 3 clusters Score: Raw -100409.732705 + Penalty 1612.448535 = -98797.284170 nChanged 3 SP:Iteration 31Q (921.430815 sec): 3 clusters Score: Raw -100410.315545 + Penalty 1612.448535 = -98797.867010 nChanged 0 SP:Iteration 32F (921.547045 sec): 3 clusters Score: Raw -100410.315545 + Penalty 1612.448535 = -98797.867010 nChanged 0 Trying to split cluster 15 (2283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (921.564889 sec): 2 clusters Score: Raw -109213.010941 + Penalty 811.990793 = -108401.020148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (921.683409 sec): 3 clusters Score: Raw -108109.706882 + Penalty 1623.981586 = -106485.725296 nChanged 889 SP:Iteration 1F (921.754493 sec): 3 clusters Score: Raw -108825.687123 + Penalty 1623.981586 = -107201.705537 nChanged 243 SP:Iteration 2F (921.777395 sec): 3 clusters Score: Raw -109030.882194 + Penalty 1623.981586 = -107406.900608 nChanged 141 SP:Iteration 3F (921.799587 sec): 3 clusters Score: Raw -109139.397613 + Penalty 1623.981586 = -107515.416028 nChanged 88 SP:Iteration 4Q (921.823508 sec): 3 clusters Score: Raw -109195.127479 + Penalty 1623.981586 = -107571.145893 nChanged 75 SP:Iteration 5Q (921.847863 sec): 3 clusters Score: Raw -109241.279442 + Penalty 1623.981586 = -107617.297856 nChanged 64 SP:Iteration 6Q (921.872332 sec): 3 clusters Score: Raw -109275.322950 + Penalty 1623.981586 = -107651.341364 nChanged 38 SP:Iteration 7Q (921.896598 sec): 3 clusters Score: Raw -109294.707264 + Penalty 1623.981586 = -107670.725678 nChanged 35 SP:Iteration 8Q (921.920815 sec): 3 clusters Score: Raw -109315.081322 + Penalty 1623.981586 = -107691.099736 nChanged 26 SP:Iteration 9Q (921.944876 sec): 3 clusters Score: Raw -109329.192471 + Penalty 1623.981586 = -107705.210886 nChanged 21 SP:Iteration 10Q (921.967453 sec): 3 clusters Score: Raw -109338.822330 + Penalty 1623.981586 = -107714.840744 nChanged 11 SP:Iteration 11Q (922.085145 sec): 3 clusters Score: Raw -109342.658820 + Penalty 1623.981586 = -107718.677234 nChanged 8 SP:Iteration 12Q (922.194333 sec): 3 clusters Score: Raw -109347.173593 + Penalty 1623.981586 = -107723.192007 nChanged 7 SP:Iteration 13Q (922.309386 sec): 3 clusters Score: Raw -109350.255340 + Penalty 1623.981586 = -107726.273754 nChanged 6 SP:Iteration 14Q (922.424919 sec): 3 clusters Score: Raw -109352.354164 + Penalty 1623.981586 = -107728.372579 nChanged 3 SP:Iteration 15Q (922.541954 sec): 3 clusters Score: Raw -109353.672761 + Penalty 1623.981586 = -107729.691175 nChanged 4 SP:Iteration 16Q (922.657010 sec): 3 clusters Score: Raw -109355.511465 + Penalty 1623.981586 = -107731.529879 nChanged 6 SP:Iteration 17Q (922.772371 sec): 3 clusters Score: Raw -109359.379329 + Penalty 1623.981586 = -107735.397743 nChanged 6 SP:Iteration 18Q (922.894391 sec): 3 clusters Score: Raw -109363.102963 + Penalty 1623.981586 = -107739.121377 nChanged 10 SP:Iteration 19Q (922.955550 sec): 3 clusters Score: Raw -109369.090226 + Penalty 1623.981586 = -107745.108640 nChanged 14 SP:Iteration 20F (922.979348 sec): 3 clusters Score: Raw -109375.935966 + Penalty 1623.981586 = -107751.954380 nChanged 10 SP:Iteration 21Q (923.005470 sec): 3 clusters Score: Raw -109379.278599 + Penalty 1623.981586 = -107755.297013 nChanged 4 SP:Iteration 22Q (923.029898 sec): 3 clusters Score: Raw -109380.077353 + Penalty 1623.981586 = -107756.095767 nChanged 4 SP:Iteration 23Q (923.139344 sec): 3 clusters Score: Raw -109381.283659 + Penalty 1623.981586 = -107757.302073 nChanged 2 SP:Iteration 24Q (923.162316 sec): 3 clusters Score: Raw -109382.135464 + Penalty 1623.981586 = -107758.153878 nChanged 2 SP:Iteration 25Q (923.184783 sec): 3 clusters Score: Raw -109382.945551 + Penalty 1623.981586 = -107758.963966 nChanged 1 SP:Iteration 26Q (923.207384 sec): 3 clusters Score: Raw -109383.292399 + Penalty 1623.981586 = -107759.310813 nChanged 1 SP:Iteration 27Q (923.229973 sec): 3 clusters Score: Raw -109384.101795 + Penalty 1623.981586 = -107760.120209 nChanged 3 SP:Iteration 28Q (923.252512 sec): 3 clusters Score: Raw -109385.469323 + Penalty 1623.981586 = -107761.487737 nChanged 3 SP:Iteration 29Q (923.276950 sec): 3 clusters Score: Raw -109386.461827 + Penalty 1623.981586 = -107762.480242 nChanged 2 SP:Iteration 30Q (923.299559 sec): 3 clusters Score: Raw -109386.896257 + Penalty 1623.981586 = -107762.914671 nChanged 3 SP:Iteration 31Q (923.322520 sec): 3 clusters Score: Raw -109387.846340 + Penalty 1623.981586 = -107763.864754 nChanged 1 SP:Iteration 32Q (923.345329 sec): 3 clusters Score: Raw -109388.046745 + Penalty 1623.981586 = -107764.065159 nChanged 0 SP:Iteration 33F (923.367326 sec): 3 clusters Score: Raw -109388.046745 + Penalty 1623.981586 = -107764.065159 nChanged 0 Time taken for this iteration:169.088452 seconds. 8->16 Clusters: Score -1475969.038297, best is -1476509.221545 Starting from 9 clusters... ------ Clustering full data set of 34489 points ------ SP: Assigned 9 initial classes randomly. Deleting Class 3 (2600 points): Lose 611.534552 but Gain 1097.081550 Iteration 0F (923.789306 sec): 8 clusters Score: Raw -1314690.471882 + Penalty 7679.570848 = -1307010.901034 nChanged 29691 Iteration 1F (924.180181 sec): 8 clusters Score: Raw -1396132.657793 + Penalty 7679.570848 = -1388453.086945 nChanged 12454 Iteration 2F (924.506306 sec): 8 clusters Score: Raw -1427881.247643 + Penalty 7679.570848 = -1420201.676795 nChanged 6281 Iteration 3F (924.898463 sec): 8 clusters Score: Raw -1437706.450887 + Penalty 7679.570848 = -1430026.880039 nChanged 3804 Iteration 4F (925.225230 sec): 8 clusters Score: Raw -1442608.379818 + Penalty 7679.570848 = -1434928.808970 nChanged 2938 Iteration 5F (925.713519 sec): 8 clusters Score: Raw -1445727.902239 + Penalty 7679.570848 = -1438048.331391 nChanged 2382 Iteration 6F (926.118946 sec): 8 clusters Score: Raw -1448000.331091 + Penalty 7679.570848 = -1440320.760243 nChanged 2155 Iteration 7F (926.723214 sec): 8 clusters Score: Raw -1449845.670383 + Penalty 7679.570848 = -1442166.099535 nChanged 1920 Iteration 8F (927.051552 sec): 8 clusters Score: Raw -1451355.317673 + Penalty 7679.570848 = -1443675.746825 nChanged 1797 Iteration 9F (927.444052 sec): 8 clusters Score: Raw -1452632.402856 + Penalty 7679.570848 = -1444952.832008 nChanged 1619 Iteration 10Q (927.698422 sec): 8 clusters Score: Raw -1453770.219834 + Penalty 7679.570848 = -1446090.648986 nChanged 1581 Iteration 11Q (927.949041 sec): 8 clusters Score: Raw -1454928.524658 + Penalty 7679.570848 = -1447248.953810 nChanged 1592 Iteration 12Q (928.206368 sec): 8 clusters Score: Raw -1456219.475307 + Penalty 7679.570848 = -1448539.904459 nChanged 1590 Iteration 13Q (928.458010 sec): 8 clusters Score: Raw -1457700.022698 + Penalty 7679.570848 = -1450020.451850 nChanged 1534 Iteration 14Q (928.808323 sec): 8 clusters Score: Raw -1459546.883905 + Penalty 7679.570848 = -1451867.313057 nChanged 1397 Iteration 15Q (929.119150 sec): 8 clusters Score: Raw -1461324.681131 + Penalty 7679.570848 = -1453645.110283 nChanged 1213 Iteration 16Q (929.382180 sec): 8 clusters Score: Raw -1462781.391412 + Penalty 7679.570848 = -1455101.820564 nChanged 1151 Iteration 17Q (929.644517 sec): 8 clusters Score: Raw -1464482.408202 + Penalty 7679.570848 = -1456802.837354 nChanged 1158 Iteration 18Q (929.967714 sec): 8 clusters Score: Raw -1466303.120420 + Penalty 7679.570848 = -1458623.549572 nChanged 1051 Iteration 19Q (930.221089 sec): 8 clusters Score: Raw -1467423.277261 + Penalty 7679.570848 = -1459743.706412 nChanged 874 Writing temp clu file Because OldScore, -1458623.549572, is greater than current (better) Score,-1459743.706412 Compute initial score before splitting: Score: Raw -1467423.277261 + Penalty 7679.570848 = -1459743.706412 Trying to split cluster 1 (4793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (930.280898 sec): 2 clusters Score: Raw -208517.280325 + Penalty 889.865739 = -207627.414586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (930.337753 sec): 3 clusters Score: Raw -205990.332131 + Penalty 1779.731478 = -204210.600653 nChanged 2019 SP:Iteration 1F (930.391729 sec): 3 clusters Score: Raw -207159.961815 + Penalty 1779.731478 = -205380.230337 nChanged 406 SP:Iteration 2F (930.491416 sec): 3 clusters Score: Raw -207462.674008 + Penalty 1779.731478 = -205682.942530 nChanged 352 SP:Iteration 3F (930.533501 sec): 3 clusters Score: Raw -207785.684361 + Penalty 1779.731478 = -206005.952883 nChanged 360 SP:Iteration 4F (930.660524 sec): 3 clusters Score: Raw -208218.931079 + Penalty 1779.731478 = -206439.199601 nChanged 389 SP:Iteration 5F (930.758627 sec): 3 clusters Score: Raw -208952.215837 + Penalty 1779.731478 = -207172.484359 nChanged 373 SP:Iteration 6F (930.803343 sec): 3 clusters Score: Raw -209738.453125 + Penalty 1779.731478 = -207958.721647 nChanged 306 SP:Iteration 7F (930.848067 sec): 3 clusters Score: Raw -210346.058164 + Penalty 1779.731478 = -208566.326687 nChanged 238 SP:Iteration 8Q (930.893341 sec): 3 clusters Score: Raw -210690.909386 + Penalty 1779.731478 = -208911.177908 nChanged 138 SP:Iteration 9Q (930.938079 sec): 3 clusters Score: Raw -210813.955068 + Penalty 1779.731478 = -209034.223590 nChanged 70 SP:Iteration 10Q (930.981458 sec): 3 clusters Score: Raw -210860.298026 + Penalty 1779.731478 = -209080.566548 nChanged 39 SP:Iteration 11Q (931.024003 sec): 3 clusters Score: Raw -210882.885944 + Penalty 1779.731478 = -209103.154466 nChanged 19 SP:Iteration 12Q (931.066549 sec): 3 clusters Score: Raw -210890.813902 + Penalty 1779.731478 = -209111.082424 nChanged 7 SP:Iteration 13Q (931.108828 sec): 3 clusters Score: Raw -210891.972906 + Penalty 1779.731478 = -209112.241428 nChanged 2 SP:Iteration 14Q (931.151227 sec): 3 clusters Score: Raw -210892.352681 + Penalty 1779.731478 = -209112.621203 nChanged 0 SP:Iteration 15F (931.275273 sec): 3 clusters Score: Raw -210892.352681 + Penalty 1779.731478 = -209112.621203 nChanged 0 Score: Raw -1470185.967841 + Penalty 8776.652398 = -1461409.315443 Splitting cluster 1 changes total score from -1459743.706412 to -1461409.315443 So it's getting split into cluster 3. Trying to split cluster 2 (5757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (931.841513 sec): 2 clusters Score: Raw -267380.007049 + Penalty 909.108037 = -266470.899011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (931.889497 sec): 3 clusters Score: Raw -264255.869126 + Penalty 1818.216075 = -262437.653051 nChanged 2430 SP:Iteration 1F (931.944235 sec): 3 clusters Score: Raw -265801.814780 + Penalty 1818.216075 = -263983.598705 nChanged 470 SP:Iteration 2F (931.998484 sec): 3 clusters Score: Raw -266121.427672 + Penalty 1818.216075 = -264303.211598 nChanged 431 SP:Iteration 3F (932.046383 sec): 3 clusters Score: Raw -266485.427286 + Penalty 1818.216075 = -264667.211212 nChanged 402 SP:Iteration 4F (932.090786 sec): 3 clusters Score: Raw -266892.819939 + Penalty 1818.216075 = -265074.603865 nChanged 370 SP:Iteration 5F (932.135619 sec): 3 clusters Score: Raw -267264.397407 + Penalty 1818.216075 = -265446.181332 nChanged 305 SP:Iteration 6F (932.180185 sec): 3 clusters Score: Raw -267550.215826 + Penalty 1818.216075 = -265731.999751 nChanged 250 SP:Iteration 7Q (932.228136 sec): 3 clusters Score: Raw -267771.459717 + Penalty 1818.216075 = -265953.243642 nChanged 206 SP:Iteration 8Q (932.275971 sec): 3 clusters Score: Raw -267942.032815 + Penalty 1818.216075 = -266123.816740 nChanged 157 SP:Iteration 9Q (932.323823 sec): 3 clusters Score: Raw -268050.004477 + Penalty 1818.216075 = -266231.788402 nChanged 114 SP:Iteration 10Q (932.371412 sec): 3 clusters Score: Raw -268116.258682 + Penalty 1818.216075 = -266298.042607 nChanged 85 SP:Iteration 11Q (932.417998 sec): 3 clusters Score: Raw -268148.896851 + Penalty 1818.216075 = -266330.680776 nChanged 49 SP:Iteration 12Q (932.464362 sec): 3 clusters Score: Raw -268162.253920 + Penalty 1818.216075 = -266344.037846 nChanged 26 SP:Iteration 13Q (932.510699 sec): 3 clusters Score: Raw -268167.579796 + Penalty 1818.216075 = -266349.363721 nChanged 19 SP:Iteration 14Q (932.556948 sec): 3 clusters Score: Raw -268171.745953 + Penalty 1818.216075 = -266353.529878 nChanged 20 SP:Iteration 15Q (932.602921 sec): 3 clusters Score: Raw -268177.205505 + Penalty 1818.216075 = -266358.989430 nChanged 20 SP:Iteration 16Q (932.648933 sec): 3 clusters Score: Raw -268182.498754 + Penalty 1818.216075 = -266364.282679 nChanged 16 SP:Iteration 17Q (932.694778 sec): 3 clusters Score: Raw -268186.157741 + Penalty 1818.216075 = -266367.941666 nChanged 18 SP:Iteration 18Q (932.741844 sec): 3 clusters Score: Raw -268189.760514 + Penalty 1818.216075 = -266371.544439 nChanged 14 SP:Iteration 19Q (932.789647 sec): 3 clusters Score: Raw -268193.710878 + Penalty 1818.216075 = -266375.494803 nChanged 12 SP:Iteration 20F (932.837165 sec): 3 clusters Score: Raw -268197.537190 + Penalty 1818.216075 = -266379.321115 nChanged 18 SP:Iteration 21Q (932.885022 sec): 3 clusters Score: Raw -268203.013886 + Penalty 1818.216075 = -266384.797811 nChanged 19 SP:Iteration 22Q (932.931554 sec): 3 clusters Score: Raw -268209.276871 + Penalty 1818.216075 = -266391.060796 nChanged 17 SP:Iteration 23Q (932.977967 sec): 3 clusters Score: Raw -268213.006284 + Penalty 1818.216075 = -266394.790209 nChanged 9 SP:Iteration 24Q (933.024267 sec): 3 clusters Score: Raw -268213.942510 + Penalty 1818.216075 = -266395.726435 nChanged 8 SP:Iteration 25Q (933.070767 sec): 3 clusters Score: Raw -268215.705486 + Penalty 1818.216075 = -266397.489412 nChanged 3 SP:Iteration 26Q (933.118537 sec): 3 clusters Score: Raw -268216.337932 + Penalty 1818.216075 = -266398.121858 nChanged 2 SP:Iteration 27Q (933.166451 sec): 3 clusters Score: Raw -268216.562053 + Penalty 1818.216075 = -266398.345978 nChanged 1 SP:Iteration 28Q (933.304983 sec): 3 clusters Score: Raw -268216.705551 + Penalty 1818.216075 = -266398.489476 nChanged 1 SP:Iteration 29Q (933.443056 sec): 3 clusters Score: Raw -268216.770248 + Penalty 1818.216075 = -266398.554173 nChanged 0 SP:Iteration 30F (933.560307 sec): 3 clusters Score: Raw -268216.770248 + Penalty 1818.216075 = -266398.554173 nChanged 0 Trying to split cluster 4 (7053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (933.633094 sec): 2 clusters Score: Raw -346734.139905 + Penalty 930.426875 = -345803.713029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (933.766705 sec): 3 clusters Score: Raw -342691.658171 + Penalty 1860.853751 = -340830.804420 nChanged 3100 SP:Iteration 1F (933.828892 sec): 3 clusters Score: Raw -344409.174179 + Penalty 1860.853751 = -342548.320428 nChanged 494 SP:Iteration 2F (933.877456 sec): 3 clusters Score: Raw -344679.749495 + Penalty 1860.853751 = -342818.895744 nChanged 443 SP:Iteration 3F (933.925818 sec): 3 clusters Score: Raw -344936.348456 + Penalty 1860.853751 = -343075.494705 nChanged 426 SP:Iteration 4F (933.976600 sec): 3 clusters Score: Raw -345181.330544 + Penalty 1860.853751 = -343320.476793 nChanged 388 SP:Iteration 5F (934.028285 sec): 3 clusters Score: Raw -345419.574459 + Penalty 1860.853751 = -343558.720709 nChanged 405 SP:Iteration 6F (934.104295 sec): 3 clusters Score: Raw -345698.275468 + Penalty 1860.853751 = -343837.421717 nChanged 377 SP:Iteration 7F (934.154129 sec): 3 clusters Score: Raw -345921.095932 + Penalty 1860.853751 = -344060.242181 nChanged 300 SP:Iteration 8Q (934.204908 sec): 3 clusters Score: Raw -346084.789522 + Penalty 1860.853751 = -344223.935771 nChanged 266 SP:Iteration 9Q (934.256195 sec): 3 clusters Score: Raw -346202.729611 + Penalty 1860.853751 = -344341.875861 nChanged 218 SP:Iteration 10Q (934.307580 sec): 3 clusters Score: Raw -346296.034102 + Penalty 1860.853751 = -344435.180351 nChanged 161 SP:Iteration 11Q (934.359996 sec): 3 clusters Score: Raw -346350.887524 + Penalty 1860.853751 = -344490.033774 nChanged 131 SP:Iteration 12Q (934.412470 sec): 3 clusters Score: Raw -346392.772103 + Penalty 1860.853751 = -344531.918352 nChanged 107 SP:Iteration 13Q (934.464541 sec): 3 clusters Score: Raw -346425.072247 + Penalty 1860.853751 = -344564.218496 nChanged 91 SP:Iteration 14Q (934.515002 sec): 3 clusters Score: Raw -346450.695342 + Penalty 1860.853751 = -344589.841592 nChanged 76 SP:Iteration 15Q (934.565860 sec): 3 clusters Score: Raw -346473.057705 + Penalty 1860.853751 = -344612.203954 nChanged 79 SP:Iteration 16Q (934.617846 sec): 3 clusters Score: Raw -346492.314734 + Penalty 1860.853751 = -344631.460983 nChanged 60 SP:Iteration 17Q (934.669574 sec): 3 clusters Score: Raw -346508.170786 + Penalty 1860.853751 = -344647.317035 nChanged 64 SP:Iteration 18Q (934.721212 sec): 3 clusters Score: Raw -346524.716334 + Penalty 1860.853751 = -344663.862583 nChanged 52 SP:Iteration 19Q (934.772880 sec): 3 clusters Score: Raw -346539.891416 + Penalty 1860.853751 = -344679.037665 nChanged 62 SP:Iteration 20F (934.823357 sec): 3 clusters Score: Raw -346554.840151 + Penalty 1860.853751 = -344693.986400 nChanged 51 SP:Iteration 21Q (934.875092 sec): 3 clusters Score: Raw -346566.604473 + Penalty 1860.853751 = -344705.750722 nChanged 50 SP:Iteration 22Q (934.926430 sec): 3 clusters Score: Raw -346581.485797 + Penalty 1860.853751 = -344720.632047 nChanged 65 SP:Iteration 23Q (934.977474 sec): 3 clusters Score: Raw -346601.761650 + Penalty 1860.853751 = -344740.907899 nChanged 67 SP:Iteration 24Q (935.029852 sec): 3 clusters Score: Raw -346623.344380 + Penalty 1860.853751 = -344762.490629 nChanged 70 SP:Iteration 25Q (935.080831 sec): 3 clusters Score: Raw -346640.918003 + Penalty 1860.853751 = -344780.064253 nChanged 54 SP:Iteration 26Q (935.242940 sec): 3 clusters Score: Raw -346655.512403 + Penalty 1860.853751 = -344794.658652 nChanged 55 SP:Iteration 27Q (935.382418 sec): 3 clusters Score: Raw -346668.219803 + Penalty 1860.853751 = -344807.366053 nChanged 46 SP:Iteration 28Q (935.481290 sec): 3 clusters Score: Raw -346679.765375 + Penalty 1860.853751 = -344818.911624 nChanged 52 SP:Iteration 29Q (935.615375 sec): 3 clusters Score: Raw -346694.005043 + Penalty 1860.853751 = -344833.151292 nChanged 41 SP:Iteration 30Q (935.664258 sec): 3 clusters Score: Raw -346702.545272 + Penalty 1860.853751 = -344841.691522 nChanged 25 SP:Iteration 31Q (935.713572 sec): 3 clusters Score: Raw -346706.701489 + Penalty 1860.853751 = -344845.847739 nChanged 29 SP:Iteration 32Q (935.763817 sec): 3 clusters Score: Raw -346712.663880 + Penalty 1860.853751 = -344851.810129 nChanged 26 SP:Iteration 33Q (935.814259 sec): 3 clusters Score: Raw -346718.199929 + Penalty 1860.853751 = -344857.346178 nChanged 33 SP:Iteration 34Q (935.864960 sec): 3 clusters Score: Raw -346724.456639 + Penalty 1860.853751 = -344863.602888 nChanged 24 SP:Iteration 35Q (935.916341 sec): 3 clusters Score: Raw -346727.968383 + Penalty 1860.853751 = -344867.114633 nChanged 24 SP:Iteration 36Q (935.967453 sec): 3 clusters Score: Raw -346732.623750 + Penalty 1860.853751 = -344871.769999 nChanged 31 SP:Iteration 37Q (936.018993 sec): 3 clusters Score: Raw -346737.504650 + Penalty 1860.853751 = -344876.650899 nChanged 24 SP:Iteration 38Q (936.153726 sec): 3 clusters Score: Raw -346742.197789 + Penalty 1860.853751 = -344881.344039 nChanged 21 SP:Iteration 39Q (936.254314 sec): 3 clusters Score: Raw -346746.303306 + Penalty 1860.853751 = -344885.449555 nChanged 25 SP:Iteration 40F (936.301587 sec): 3 clusters Score: Raw -346751.515170 + Penalty 1860.853751 = -344890.661419 nChanged 26 SP:Iteration 41Q (936.350273 sec): 3 clusters Score: Raw -346756.987206 + Penalty 1860.853751 = -344896.133455 nChanged 28 SP:Iteration 42Q (936.398565 sec): 3 clusters Score: Raw -346763.101443 + Penalty 1860.853751 = -344902.247692 nChanged 27 SP:Iteration 43Q (936.451381 sec): 3 clusters Score: Raw -346770.300335 + Penalty 1860.853751 = -344909.446584 nChanged 32 SP:Iteration 44Q (936.504235 sec): 3 clusters Score: Raw -346777.559536 + Penalty 1860.853751 = -344916.705785 nChanged 29 SP:Iteration 45Q (936.557216 sec): 3 clusters Score: Raw -346784.892671 + Penalty 1860.853751 = -344924.038920 nChanged 24 SP:Iteration 46Q (936.608540 sec): 3 clusters Score: Raw -346790.037401 + Penalty 1860.853751 = -344929.183650 nChanged 19 SP:Iteration 47Q (936.657261 sec): 3 clusters Score: Raw -346795.400105 + Penalty 1860.853751 = -344934.546355 nChanged 22 SP:Iteration 48Q (936.705924 sec): 3 clusters Score: Raw -346799.335434 + Penalty 1860.853751 = -344938.481683 nChanged 19 SP:Iteration 49Q (936.754966 sec): 3 clusters Score: Raw -346802.134226 + Penalty 1860.853751 = -344941.280475 nChanged 22 SP:Iteration 50Q (936.804193 sec): 3 clusters Score: Raw -346806.433289 + Penalty 1860.853751 = -344945.579538 nChanged 22 SP:Iteration 51Q (936.857988 sec): 3 clusters Score: Raw -346810.731324 + Penalty 1860.853751 = -344949.877573 nChanged 25 SP:Iteration 52Q (936.911938 sec): 3 clusters Score: Raw -346816.625487 + Penalty 1860.853751 = -344955.771736 nChanged 28 SP:Iteration 53Q (936.961499 sec): 3 clusters Score: Raw -346821.803198 + Penalty 1860.853751 = -344960.949447 nChanged 28 SP:Iteration 54Q (937.010072 sec): 3 clusters Score: Raw -346829.216198 + Penalty 1860.853751 = -344968.362448 nChanged 27 SP:Iteration 55Q (937.058714 sec): 3 clusters Score: Raw -346835.143473 + Penalty 1860.853751 = -344974.289722 nChanged 23 SP:Iteration 56Q (937.109163 sec): 3 clusters Score: Raw -346839.354492 + Penalty 1860.853751 = -344978.500741 nChanged 24 SP:Iteration 57Q (937.162602 sec): 3 clusters Score: Raw -346843.840095 + Penalty 1860.853751 = -344982.986345 nChanged 20 SP:Iteration 58Q (937.281036 sec): 3 clusters Score: Raw -346847.327757 + Penalty 1860.853751 = -344986.474006 nChanged 14 SP:Iteration 59Q (937.415242 sec): 3 clusters Score: Raw -346849.261973 + Penalty 1860.853751 = -344988.408222 nChanged 10 SP:Iteration 60F (937.543933 sec): 3 clusters Score: Raw -346851.174731 + Penalty 1860.853751 = -344990.320980 nChanged 11 SP:Iteration 61Q (937.675862 sec): 3 clusters Score: Raw -346853.623964 + Penalty 1860.853751 = -344992.770213 nChanged 14 SP:Iteration 62Q (937.798260 sec): 3 clusters Score: Raw -346856.832313 + Penalty 1860.853751 = -344995.978562 nChanged 17 SP:Iteration 63Q (937.893272 sec): 3 clusters Score: Raw -346859.657115 + Penalty 1860.853751 = -344998.803364 nChanged 14 SP:Iteration 64Q (937.940792 sec): 3 clusters Score: Raw -346861.958746 + Penalty 1860.853751 = -345001.104995 nChanged 15 SP:Iteration 65Q (937.988823 sec): 3 clusters Score: Raw -346864.516582 + Penalty 1860.853751 = -345003.662832 nChanged 12 SP:Iteration 66Q (938.036826 sec): 3 clusters Score: Raw -346866.523658 + Penalty 1860.853751 = -345005.669908 nChanged 12 SP:Iteration 67Q (938.089996 sec): 3 clusters Score: Raw -346867.997564 + Penalty 1860.853751 = -345007.143813 nChanged 8 SP:Iteration 68Q (938.144202 sec): 3 clusters Score: Raw -346869.301033 + Penalty 1860.853751 = -345008.447282 nChanged 9 SP:Iteration 69Q (938.198373 sec): 3 clusters Score: Raw -346870.646871 + Penalty 1860.853751 = -345009.793120 nChanged 8 SP:Iteration 70Q (938.250309 sec): 3 clusters Score: Raw -346872.010605 + Penalty 1860.853751 = -345011.156854 nChanged 7 SP:Iteration 71Q (938.298859 sec): 3 clusters Score: Raw -346873.806344 + Penalty 1860.853751 = -345012.952593 nChanged 9 SP:Iteration 72Q (938.347373 sec): 3 clusters Score: Raw -346875.281339 + Penalty 1860.853751 = -345014.427588 nChanged 6 SP:Iteration 73Q (938.396487 sec): 3 clusters Score: Raw -346876.436143 + Penalty 1860.853751 = -345015.582393 nChanged 7 SP:Iteration 74Q (938.449446 sec): 3 clusters Score: Raw -346878.326890 + Penalty 1860.853751 = -345017.473139 nChanged 12 SP:Iteration 75Q (938.503067 sec): 3 clusters Score: Raw -346881.887626 + Penalty 1860.853751 = -345021.033875 nChanged 13 SP:Iteration 76Q (938.556360 sec): 3 clusters Score: Raw -346884.362018 + Penalty 1860.853751 = -345023.508267 nChanged 14 SP:Iteration 77Q (938.605756 sec): 3 clusters Score: Raw -346887.619588 + Penalty 1860.853751 = -345026.765837 nChanged 17 SP:Iteration 78Q (938.653899 sec): 3 clusters Score: Raw -346890.835293 + Penalty 1860.853751 = -345029.981542 nChanged 15 SP:Iteration 79Q (938.702018 sec): 3 clusters Score: Raw -346893.172932 + Penalty 1860.853751 = -345032.319181 nChanged 9 SP:Iteration 80F (938.751113 sec): 3 clusters Score: Raw -346894.367341 + Penalty 1860.853751 = -345033.513590 nChanged 3 SP:Iteration 81Q (938.803255 sec): 3 clusters Score: Raw -346894.720578 + Penalty 1860.853751 = -345033.866827 nChanged 1 SP:Iteration 82Q (938.854847 sec): 3 clusters Score: Raw -346894.849254 + Penalty 1860.853751 = -345033.995503 nChanged 2 SP:Iteration 83Q (938.906578 sec): 3 clusters Score: Raw -346894.966423 + Penalty 1860.853751 = -345034.112672 nChanged 1 SP:Iteration 84Q (939.039562 sec): 3 clusters Score: Raw -346895.015634 + Penalty 1860.853751 = -345034.161883 nChanged 1 SP:Iteration 85Q (939.131638 sec): 3 clusters Score: Raw -346895.227943 + Penalty 1860.853751 = -345034.374192 nChanged 2 SP:Iteration 86Q (939.179020 sec): 3 clusters Score: Raw -346895.622128 + Penalty 1860.853751 = -345034.768377 nChanged 4 SP:Iteration 87Q (939.225695 sec): 3 clusters Score: Raw -346896.458645 + Penalty 1860.853751 = -345035.604895 nChanged 4 SP:Iteration 88Q (939.276582 sec): 3 clusters Score: Raw -346897.548799 + Penalty 1860.853751 = -345036.695048 nChanged 5 SP:Iteration 89Q (939.356643 sec): 3 clusters Score: Raw -346898.269429 + Penalty 1860.853751 = -345037.415678 nChanged 4 SP:Iteration 90Q (939.488326 sec): 3 clusters Score: Raw -346899.174081 + Penalty 1860.853751 = -345038.320330 nChanged 5 SP:Iteration 91Q (939.597828 sec): 3 clusters Score: Raw -346900.328464 + Penalty 1860.853751 = -345039.474714 nChanged 10 SP:Iteration 92Q (939.701586 sec): 3 clusters Score: Raw -346901.815634 + Penalty 1860.853751 = -345040.961884 nChanged 5 SP:Iteration 93Q (939.832015 sec): 3 clusters Score: Raw -346902.529424 + Penalty 1860.853751 = -345041.675673 nChanged 5 SP:Iteration 94Q (939.901954 sec): 3 clusters Score: Raw -346903.896113 + Penalty 1860.853751 = -345043.042362 nChanged 8 SP:Iteration 95Q (939.951109 sec): 3 clusters Score: Raw -346905.309177 + Penalty 1860.853751 = -345044.455426 nChanged 6 SP:Iteration 96Q (940.001576 sec): 3 clusters Score: Raw -346907.144038 + Penalty 1860.853751 = -345046.290287 nChanged 10 SP:Iteration 97Q (940.052075 sec): 3 clusters Score: Raw -346908.851461 + Penalty 1860.853751 = -345047.997710 nChanged 9 SP:Iteration 98Q (940.102891 sec): 3 clusters Score: Raw -346910.499691 + Penalty 1860.853751 = -345049.645940 nChanged 9 SP:Iteration 99Q (940.154645 sec): 3 clusters Score: Raw -346912.948587 + Penalty 1860.853751 = -345052.094836 nChanged 10 SP:Iteration 100F (940.206049 sec): 3 clusters Score: Raw -346915.594122 + Penalty 1860.853751 = -345054.740371 nChanged 13 SP:Iteration 101Q (940.254214 sec): 3 clusters Score: Raw -346917.830696 + Penalty 1860.853751 = -345056.976945 nChanged 11 SP:Iteration 102Q (940.330823 sec): 3 clusters Score: Raw -346921.143709 + Penalty 1860.853751 = -345060.289958 nChanged 23 SP:Iteration 103Q (940.460297 sec): 3 clusters Score: Raw -346928.951584 + Penalty 1860.853751 = -345068.097833 nChanged 29 SP:Iteration 104Q (940.569606 sec): 3 clusters Score: Raw -346937.249051 + Penalty 1860.853751 = -345076.395300 nChanged 21 SP:Iteration 105Q (940.634939 sec): 3 clusters Score: Raw -346941.865219 + Penalty 1860.853751 = -345081.011468 nChanged 15 SP:Iteration 106Q (940.682542 sec): 3 clusters Score: Raw -346945.083538 + Penalty 1860.853751 = -345084.229788 nChanged 12 SP:Iteration 107Q (940.737237 sec): 3 clusters Score: Raw -346948.184510 + Penalty 1860.853751 = -345087.330759 nChanged 12 SP:Iteration 108Q (940.791525 sec): 3 clusters Score: Raw -346950.613855 + Penalty 1860.853751 = -345089.760104 nChanged 8 SP:Iteration 109Q (940.846506 sec): 3 clusters Score: Raw -346952.093993 + Penalty 1860.853751 = -345091.240242 nChanged 6 SP:Iteration 110Q (940.897808 sec): 3 clusters Score: Raw -346953.123874 + Penalty 1860.853751 = -345092.270123 nChanged 5 SP:Iteration 111Q (940.948667 sec): 3 clusters Score: Raw -346953.602807 + Penalty 1860.853751 = -345092.749057 nChanged 1 SP:Iteration 112Q (940.999312 sec): 3 clusters Score: Raw -346953.689515 + Penalty 1860.853751 = -345092.835764 nChanged 2 SP:Iteration 113Q (941.049618 sec): 3 clusters Score: Raw -346954.035980 + Penalty 1860.853751 = -345093.182229 nChanged 2 SP:Iteration 114Q (941.099244 sec): 3 clusters Score: Raw -346954.543947 + Penalty 1860.853751 = -345093.690196 nChanged 3 SP:Iteration 115Q (941.148921 sec): 3 clusters Score: Raw -346954.875143 + Penalty 1860.853751 = -345094.021392 nChanged 3 SP:Iteration 116Q (941.198957 sec): 3 clusters Score: Raw -346955.203342 + Penalty 1860.853751 = -345094.349591 nChanged 2 SP:Iteration 117Q (941.250862 sec): 3 clusters Score: Raw -346955.358734 + Penalty 1860.853751 = -345094.504983 nChanged 0 SP:Iteration 118F (941.304265 sec): 3 clusters Score: Raw -346955.358734 + Penalty 1860.853751 = -345094.504983 nChanged 0 Trying to split cluster 5 (1425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (941.342961 sec): 2 clusters Score: Raw -59494.996174 + Penalty 762.502345 = -58732.493830 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (941.360026 sec): 3 clusters Score: Raw -58906.160679 + Penalty 1525.004689 = -57381.155989 nChanged 516 SP:Iteration 1F (941.499378 sec): 3 clusters Score: Raw -59371.627726 + Penalty 1525.004689 = -57846.623037 nChanged 156 SP:Iteration 2F (941.655336 sec): 3 clusters Score: Raw -59593.097479 + Penalty 1525.004689 = -58068.092790 nChanged 136 SP:Iteration 3F (941.770243 sec): 3 clusters Score: Raw -59828.077294 + Penalty 1525.004689 = -58303.072605 nChanged 127 SP:Iteration 4F (941.911514 sec): 3 clusters Score: Raw -60053.447488 + Penalty 1525.004689 = -58528.442798 nChanged 90 SP:Iteration 5F (941.937814 sec): 3 clusters Score: Raw -60220.035054 + Penalty 1525.004689 = -58695.030365 nChanged 55 SP:Iteration 6Q (941.953229 sec): 3 clusters Score: Raw -60340.424050 + Penalty 1525.004689 = -58815.419360 nChanged 49 SP:Iteration 7Q (941.968362 sec): 3 clusters Score: Raw -60444.258092 + Penalty 1525.004689 = -58919.253403 nChanged 49 SP:Iteration 8Q (941.983646 sec): 3 clusters Score: Raw -60533.735257 + Penalty 1525.004689 = -59008.730567 nChanged 43 SP:Iteration 9Q (941.998814 sec): 3 clusters Score: Raw -60606.066793 + Penalty 1525.004689 = -59081.062103 nChanged 29 SP:Iteration 10Q (942.013908 sec): 3 clusters Score: Raw -60652.907758 + Penalty 1525.004689 = -59127.903069 nChanged 34 SP:Iteration 11Q (942.029032 sec): 3 clusters Score: Raw -60718.332371 + Penalty 1525.004689 = -59193.327682 nChanged 40 SP:Iteration 12Q (942.044051 sec): 3 clusters Score: Raw -60832.702822 + Penalty 1525.004689 = -59307.698133 nChanged 26 SP:Iteration 13Q (942.058918 sec): 3 clusters Score: Raw -60918.882998 + Penalty 1525.004689 = -59393.878309 nChanged 16 SP:Iteration 14Q (942.073710 sec): 3 clusters Score: Raw -60944.177496 + Penalty 1525.004689 = -59419.172806 nChanged 10 SP:Iteration 15Q (942.088489 sec): 3 clusters Score: Raw -60953.297129 + Penalty 1525.004689 = -59428.292440 nChanged 5 SP:Iteration 16Q (942.103322 sec): 3 clusters Score: Raw -60957.120676 + Penalty 1525.004689 = -59432.115987 nChanged 1 SP:Iteration 17Q (942.118224 sec): 3 clusters Score: Raw -60957.616190 + Penalty 1525.004689 = -59432.611501 nChanged 0 SP:Iteration 18F (942.133484 sec): 3 clusters Score: Raw -60957.616190 + Penalty 1525.004689 = -59432.611501 nChanged 0 Score: Raw -1471648.587857 + Penalty 9873.733947 = -1461774.853909 Splitting cluster 5 changes total score from -1459743.706412 to -1461774.853909 So it's getting split into cluster 9. Trying to split cluster 6 (8263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (942.597603 sec): 2 clusters Score: Raw -384152.750303 + Penalty 947.052015 = -383205.698288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (942.649955 sec): 3 clusters Score: Raw -379407.060667 + Penalty 1894.104029 = -377512.956638 nChanged 3665 SP:Iteration 1F (942.701632 sec): 3 clusters Score: Raw -381689.680498 + Penalty 1894.104029 = -379795.576468 nChanged 686 SP:Iteration 2F (942.836636 sec): 3 clusters Score: Raw -382182.971019 + Penalty 1894.104029 = -380288.866990 nChanged 659 SP:Iteration 3F (942.905722 sec): 3 clusters Score: Raw -382675.065606 + Penalty 1894.104029 = -380780.961577 nChanged 580 SP:Iteration 4F (942.971783 sec): 3 clusters Score: Raw -383163.750579 + Penalty 1894.104029 = -381269.646550 nChanged 543 SP:Iteration 5F (943.024924 sec): 3 clusters Score: Raw -383782.232826 + Penalty 1894.104029 = -381888.128797 nChanged 517 SP:Iteration 6F (943.077945 sec): 3 clusters Score: Raw -384687.482515 + Penalty 1894.104029 = -382793.378485 nChanged 567 SP:Iteration 7F (943.130524 sec): 3 clusters Score: Raw -385934.184615 + Penalty 1894.104029 = -384040.080585 nChanged 541 SP:Iteration 8F (943.183077 sec): 3 clusters Score: Raw -387252.883236 + Penalty 1894.104029 = -385358.779206 nChanged 375 SP:Iteration 9Q (943.239093 sec): 3 clusters Score: Raw -387945.831005 + Penalty 1894.104029 = -386051.726976 nChanged 190 SP:Iteration 10Q (943.407427 sec): 3 clusters Score: Raw -388119.064510 + Penalty 1894.104029 = -386224.960481 nChanged 92 SP:Iteration 11Q (943.435784 sec): 3 clusters Score: Raw -388161.501468 + Penalty 1894.104029 = -386267.397438 nChanged 44 SP:Iteration 12Q (943.607389 sec): 3 clusters Score: Raw -388175.979973 + Penalty 1894.104029 = -386281.875944 nChanged 24 SP:Iteration 13Q (943.750854 sec): 3 clusters Score: Raw -388180.631498 + Penalty 1894.104029 = -386286.527469 nChanged 10 SP:Iteration 14Q (943.858345 sec): 3 clusters Score: Raw -388181.875833 + Penalty 1894.104029 = -386287.771803 nChanged 6 SP:Iteration 15Q (943.914600 sec): 3 clusters Score: Raw -388182.686620 + Penalty 1894.104029 = -386288.582591 nChanged 6 SP:Iteration 16Q (943.970741 sec): 3 clusters Score: Raw -388183.664953 + Penalty 1894.104029 = -386289.560923 nChanged 7 SP:Iteration 17Q (944.025956 sec): 3 clusters Score: Raw -388184.685760 + Penalty 1894.104029 = -386290.581730 nChanged 10 SP:Iteration 18Q (944.075256 sec): 3 clusters Score: Raw -388186.215758 + Penalty 1894.104029 = -386292.111729 nChanged 8 SP:Iteration 19Q (944.124980 sec): 3 clusters Score: Raw -388187.333707 + Penalty 1894.104029 = -386293.229677 nChanged 7 SP:Iteration 20F (944.177728 sec): 3 clusters Score: Raw -388188.350126 + Penalty 1894.104029 = -386294.246097 nChanged 5 SP:Iteration 21Q (944.228511 sec): 3 clusters Score: Raw -388188.703525 + Penalty 1894.104029 = -386294.599496 nChanged 3 SP:Iteration 22Q (944.284501 sec): 3 clusters Score: Raw -388189.194906 + Penalty 1894.104029 = -386295.090877 nChanged 5 SP:Iteration 23Q (944.340049 sec): 3 clusters Score: Raw -388190.114650 + Penalty 1894.104029 = -386296.010621 nChanged 7 SP:Iteration 24Q (944.393166 sec): 3 clusters Score: Raw -388191.008881 + Penalty 1894.104029 = -386296.904851 nChanged 9 SP:Iteration 25Q (944.446006 sec): 3 clusters Score: Raw -388191.945826 + Penalty 1894.104029 = -386297.841797 nChanged 4 SP:Iteration 26Q (944.499108 sec): 3 clusters Score: Raw -388192.726706 + Penalty 1894.104029 = -386298.622677 nChanged 7 SP:Iteration 27Q (944.552042 sec): 3 clusters Score: Raw -388193.420062 + Penalty 1894.104029 = -386299.316033 nChanged 2 SP:Iteration 28Q (944.604610 sec): 3 clusters Score: Raw -388193.799848 + Penalty 1894.104029 = -386299.695819 nChanged 3 SP:Iteration 29Q (944.657499 sec): 3 clusters Score: Raw -388194.026113 + Penalty 1894.104029 = -386299.922083 nChanged 4 SP:Iteration 30Q (944.709808 sec): 3 clusters Score: Raw -388194.663800 + Penalty 1894.104029 = -386300.559771 nChanged 4 SP:Iteration 31Q (944.762874 sec): 3 clusters Score: Raw -388195.085677 + Penalty 1894.104029 = -386300.981647 nChanged 4 SP:Iteration 32Q (944.817362 sec): 3 clusters Score: Raw -388195.430512 + Penalty 1894.104029 = -386301.326482 nChanged 3 SP:Iteration 33Q (944.869068 sec): 3 clusters Score: Raw -388195.725353 + Penalty 1894.104029 = -386301.621324 nChanged 1 SP:Iteration 34Q (944.921290 sec): 3 clusters Score: Raw -388195.833169 + Penalty 1894.104029 = -386301.729140 nChanged 3 SP:Iteration 35Q (944.973413 sec): 3 clusters Score: Raw -388196.264763 + Penalty 1894.104029 = -386302.160734 nChanged 5 SP:Iteration 36Q (945.027698 sec): 3 clusters Score: Raw -388196.806732 + Penalty 1894.104029 = -386302.702703 nChanged 7 SP:Iteration 37Q (945.081468 sec): 3 clusters Score: Raw -388197.602554 + Penalty 1894.104029 = -386303.498525 nChanged 10 SP:Iteration 38Q (945.135489 sec): 3 clusters Score: Raw -388199.026043 + Penalty 1894.104029 = -386304.922013 nChanged 8 SP:Iteration 39Q (945.188288 sec): 3 clusters Score: Raw -388199.918677 + Penalty 1894.104029 = -386305.814648 nChanged 7 SP:Iteration 40F (945.243819 sec): 3 clusters Score: Raw -388200.612275 + Penalty 1894.104029 = -386306.508245 nChanged 3 SP:Iteration 41Q (945.296049 sec): 3 clusters Score: Raw -388200.938919 + Penalty 1894.104029 = -386306.834890 nChanged 1 SP:Iteration 42Q (945.433426 sec): 3 clusters Score: Raw -388200.966524 + Penalty 1894.104029 = -386306.862495 nChanged 0 SP:Iteration 43F (945.611920 sec): 3 clusters Score: Raw -388200.966524 + Penalty 1894.104029 = -386306.862495 nChanged 0 Score: Raw -1475696.804078 + Penalty 10970.815497 = -1464725.988581 Splitting cluster 6 changes total score from -1459743.706412 to -1464725.988581 So it's getting split into cluster 10. Trying to split cluster 7 (3509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (946.126636 sec): 2 clusters Score: Raw -105148.329173 + Penalty 857.124069 = -104291.205103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (946.161310 sec): 3 clusters Score: Raw -103565.988672 + Penalty 1714.248139 = -101851.740534 nChanged 1468 SP:Iteration 1F (946.195850 sec): 3 clusters Score: Raw -105581.266149 + Penalty 1714.248139 = -103867.018010 nChanged 450 SP:Iteration 2F (946.230187 sec): 3 clusters Score: Raw -106309.947082 + Penalty 1714.248139 = -104595.698944 nChanged 272 SP:Iteration 3F (946.262720 sec): 3 clusters Score: Raw -106541.541127 + Penalty 1714.248139 = -104827.292988 nChanged 121 SP:Iteration 4Q (946.295963 sec): 3 clusters Score: Raw -106619.951811 + Penalty 1714.248139 = -104905.703672 nChanged 70 SP:Iteration 5Q (946.329025 sec): 3 clusters Score: Raw -106656.808464 + Penalty 1714.248139 = -104942.560326 nChanged 50 SP:Iteration 6Q (946.362008 sec): 3 clusters Score: Raw -106696.691427 + Penalty 1714.248139 = -104982.443289 nChanged 61 SP:Iteration 7Q (946.395010 sec): 3 clusters Score: Raw -106739.234799 + Penalty 1714.248139 = -105024.986660 nChanged 49 SP:Iteration 8Q (946.428023 sec): 3 clusters Score: Raw -106767.712278 + Penalty 1714.248139 = -105053.464139 nChanged 44 SP:Iteration 9Q (946.461020 sec): 3 clusters Score: Raw -106791.641825 + Penalty 1714.248139 = -105077.393686 nChanged 35 SP:Iteration 10Q (946.493911 sec): 3 clusters Score: Raw -106814.708761 + Penalty 1714.248139 = -105100.460622 nChanged 24 SP:Iteration 11Q (946.526957 sec): 3 clusters Score: Raw -106823.273074 + Penalty 1714.248139 = -105109.024935 nChanged 18 SP:Iteration 12Q (946.559856 sec): 3 clusters Score: Raw -106826.582350 + Penalty 1714.248139 = -105112.334211 nChanged 8 SP:Iteration 13Q (946.592755 sec): 3 clusters Score: Raw -106827.429080 + Penalty 1714.248139 = -105113.180941 nChanged 3 SP:Iteration 14Q (946.625791 sec): 3 clusters Score: Raw -106827.667874 + Penalty 1714.248139 = -105113.419735 nChanged 2 SP:Iteration 15Q (946.658626 sec): 3 clusters Score: Raw -106827.929250 + Penalty 1714.248139 = -105113.681111 nChanged 1 SP:Iteration 16Q (946.691644 sec): 3 clusters Score: Raw -106827.991190 + Penalty 1714.248139 = -105113.743051 nChanged 0 SP:Iteration 17F (946.724330 sec): 3 clusters Score: Raw -106827.991190 + Penalty 1714.248139 = -105113.743051 nChanged 0 Score: Raw -1477376.466095 + Penalty 12067.897047 = -1465308.569048 Splitting cluster 7 changes total score from -1459743.706412 to -1465308.569048 So it's getting split into cluster 11. Trying to split cluster 8 (3649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (947.290715 sec): 2 clusters Score: Raw -160169.262130 + Penalty 861.231886 = -159308.030244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (947.353432 sec): 3 clusters Score: Raw -158286.331154 + Penalty 1722.463772 = -156563.867382 nChanged 1501 SP:Iteration 1F (947.421556 sec): 3 clusters Score: Raw -159292.032506 + Penalty 1722.463772 = -157569.568734 nChanged 353 SP:Iteration 2F (947.456471 sec): 3 clusters Score: Raw -159724.733124 + Penalty 1722.463772 = -158002.269352 nChanged 338 SP:Iteration 3F (947.491654 sec): 3 clusters Score: Raw -160162.019483 + Penalty 1722.463772 = -158439.555711 nChanged 328 SP:Iteration 4F (947.526588 sec): 3 clusters Score: Raw -160616.710784 + Penalty 1722.463772 = -158894.247012 nChanged 278 SP:Iteration 5F (947.651040 sec): 3 clusters Score: Raw -160948.873942 + Penalty 1722.463772 = -159226.410171 nChanged 230 SP:Iteration 6F (947.765271 sec): 3 clusters Score: Raw -161250.683701 + Penalty 1722.463772 = -159528.219930 nChanged 163 SP:Iteration 7Q (947.859752 sec): 3 clusters Score: Raw -161467.708258 + Penalty 1722.463772 = -159745.244487 nChanged 124 SP:Iteration 8Q (947.976207 sec): 3 clusters Score: Raw -161609.842233 + Penalty 1722.463772 = -159887.378461 nChanged 120 SP:Iteration 9Q (948.095877 sec): 3 clusters Score: Raw -161716.694891 + Penalty 1722.463772 = -159994.231119 nChanged 78 SP:Iteration 10Q (948.213620 sec): 3 clusters Score: Raw -161784.543388 + Penalty 1722.463772 = -160062.079617 nChanged 48 SP:Iteration 11Q (948.331553 sec): 3 clusters Score: Raw -161820.963845 + Penalty 1722.463772 = -160098.500073 nChanged 48 SP:Iteration 12Q (948.447493 sec): 3 clusters Score: Raw -161859.211455 + Penalty 1722.463772 = -160136.747683 nChanged 47 SP:Iteration 13Q (948.557213 sec): 3 clusters Score: Raw -161891.230623 + Penalty 1722.463772 = -160168.766851 nChanged 39 SP:Iteration 14Q (948.676518 sec): 3 clusters Score: Raw -161908.629910 + Penalty 1722.463772 = -160186.166139 nChanged 33 SP:Iteration 15Q (948.796856 sec): 3 clusters Score: Raw -161925.002083 + Penalty 1722.463772 = -160202.538311 nChanged 29 SP:Iteration 16Q (948.891447 sec): 3 clusters Score: Raw -161936.922587 + Penalty 1722.463772 = -160214.458816 nChanged 27 SP:Iteration 17Q (948.946344 sec): 3 clusters Score: Raw -161947.193579 + Penalty 1722.463772 = -160224.729808 nChanged 23 SP:Iteration 18Q (948.980184 sec): 3 clusters Score: Raw -161953.661629 + Penalty 1722.463772 = -160231.197858 nChanged 11 SP:Iteration 19Q (949.014151 sec): 3 clusters Score: Raw -161956.949109 + Penalty 1722.463772 = -160234.485337 nChanged 14 SP:Iteration 20F (949.047888 sec): 3 clusters Score: Raw -161959.744581 + Penalty 1722.463772 = -160237.280809 nChanged 12 SP:Iteration 21Q (949.080847 sec): 3 clusters Score: Raw -161962.907267 + Penalty 1722.463772 = -160240.443495 nChanged 9 SP:Iteration 22Q (949.113819 sec): 3 clusters Score: Raw -161964.522072 + Penalty 1722.463772 = -160242.058300 nChanged 5 SP:Iteration 23Q (949.147864 sec): 3 clusters Score: Raw -161965.564636 + Penalty 1722.463772 = -160243.100865 nChanged 2 SP:Iteration 24Q (949.180835 sec): 3 clusters Score: Raw -161965.863539 + Penalty 1722.463772 = -160243.399767 nChanged 0 SP:Iteration 25F (949.214598 sec): 3 clusters Score: Raw -161965.863539 + Penalty 1722.463772 = -160243.399767 nChanged 0 Score: Raw -1479173.067504 + Penalty 13164.978597 = -1466008.088907 Splitting cluster 8 changes total score from -1459743.706412 to -1466008.088907 So it's getting split into cluster 12. Iteration 20F (950.351263 sec): 13 clusters Score: Raw -1480683.630736 + Penalty 13164.978597 = -1467518.652139 nChanged 1692 Iteration 21Q (950.754185 sec): 13 clusters Score: Raw -1481669.885609 + Penalty 13164.978597 = -1468504.907013 nChanged 836 Iteration 22Q (951.079245 sec): 13 clusters Score: Raw -1482119.692516 + Penalty 13164.978597 = -1468954.713920 nChanged 586 Iteration 23Q (951.467607 sec): 13 clusters Score: Raw -1482405.170188 + Penalty 13164.978597 = -1469240.191591 nChanged 422 Iteration 24Q (951.785989 sec): 13 clusters Score: Raw -1482614.695958 + Penalty 13164.978597 = -1469449.717361 nChanged 361 Iteration 25Q (952.168323 sec): 13 clusters Score: Raw -1482775.591738 + Penalty 13164.978597 = -1469610.613141 nChanged 270 Iteration 26Q (952.482870 sec): 13 clusters Score: Raw -1482886.716743 + Penalty 13164.978597 = -1469721.738147 nChanged 222 Iteration 27Q (952.866403 sec): 13 clusters Score: Raw -1482982.994615 + Penalty 13164.978597 = -1469818.016019 nChanged 220 Iteration 28Q (953.180394 sec): 13 clusters Score: Raw -1483075.564705 + Penalty 13164.978597 = -1469910.586108 nChanged 192 Iteration 29Q (953.563273 sec): 13 clusters Score: Raw -1483151.926592 + Penalty 13164.978597 = -1469986.947995 nChanged 178 Iteration 30Q (953.938970 sec): 13 clusters Score: Raw -1483227.179074 + Penalty 13164.978597 = -1470062.200478 nChanged 165 Iteration 31Q (954.259166 sec): 13 clusters Score: Raw -1483309.753317 + Penalty 13164.978597 = -1470144.774720 nChanged 184 Iteration 32Q (954.568907 sec): 13 clusters Score: Raw -1483420.878045 + Penalty 13164.978597 = -1470255.899449 nChanged 184 Iteration 33Q (954.953398 sec): 13 clusters Score: Raw -1483579.731163 + Penalty 13164.978597 = -1470414.752567 nChanged 164 Iteration 34Q (955.261082 sec): 13 clusters Score: Raw -1483793.079534 + Penalty 13164.978597 = -1470628.100937 nChanged 139 Iteration 35Q (955.638384 sec): 13 clusters Score: Raw -1484106.820346 + Penalty 13164.978597 = -1470941.841749 nChanged 154 Iteration 36Q (955.948629 sec): 13 clusters Score: Raw -1484449.824050 + Penalty 13164.978597 = -1471284.845453 nChanged 141 Iteration 37Q (956.324363 sec): 13 clusters Score: Raw -1484607.274539 + Penalty 13164.978597 = -1471442.295943 nChanged 108 Iteration 38Q (956.757916 sec): 13 clusters Score: Raw -1484675.843713 + Penalty 13164.978597 = -1471510.865116 nChanged 99 Iteration 39Q (957.075662 sec): 13 clusters Score: Raw -1484764.303409 + Penalty 13164.978597 = -1471599.324812 nChanged 87 Iteration 40F (957.661545 sec): 13 clusters Score: Raw -1484966.032982 + Penalty 13164.978597 = -1471801.054385 nChanged 139 Iteration 41Q (957.973920 sec): 13 clusters Score: Raw -1485212.160995 + Penalty 13164.978597 = -1472047.182398 nChanged 148 Iteration 42Q (958.349990 sec): 13 clusters Score: Raw -1485398.344926 + Penalty 13164.978597 = -1472233.366329 nChanged 169 Iteration 43Q (958.650811 sec): 13 clusters Score: Raw -1485520.580563 + Penalty 13164.978597 = -1472355.601966 nChanged 160 Iteration 44Q (958.926894 sec): 13 clusters Score: Raw -1485607.378538 + Penalty 13164.978597 = -1472442.399942 nChanged 130 Iteration 45Q (959.214536 sec): 13 clusters Score: Raw -1485663.555008 + Penalty 13164.978597 = -1472498.576412 nChanged 101 Iteration 46Q (959.505820 sec): 13 clusters Score: Raw -1485704.964167 + Penalty 13164.978597 = -1472539.985570 nChanged 90 Iteration 47Q (959.797459 sec): 13 clusters Score: Raw -1485735.772398 + Penalty 13164.978597 = -1472570.793801 nChanged 88 Iteration 48Q (960.087893 sec): 13 clusters Score: Raw -1485764.728323 + Penalty 13164.978597 = -1472599.749727 nChanged 74 Iteration 49Q (960.403841 sec): 13 clusters Score: Raw -1485786.286871 + Penalty 13164.978597 = -1472621.308275 nChanged 63 Iteration 50Q (960.673562 sec): 13 clusters Score: Raw -1485806.269723 + Penalty 13164.978597 = -1472641.291126 nChanged 65 Iteration 51Q (960.961619 sec): 13 clusters Score: Raw -1485829.052322 + Penalty 13164.978597 = -1472664.073726 nChanged 58 Iteration 52Q (961.256114 sec): 13 clusters Score: Raw -1485846.286396 + Penalty 13164.978597 = -1472681.307799 nChanged 60 Iteration 53Q (961.545608 sec): 13 clusters Score: Raw -1485863.665588 + Penalty 13164.978597 = -1472698.686992 nChanged 63 Iteration 54Q (961.836639 sec): 13 clusters Score: Raw -1485885.560882 + Penalty 13164.978597 = -1472720.582285 nChanged 66 Iteration 55Q (962.127453 sec): 13 clusters Score: Raw -1485910.723654 + Penalty 13164.978597 = -1472745.745057 nChanged 69 Iteration 56Q (962.415901 sec): 13 clusters Score: Raw -1485939.607322 + Penalty 13164.978597 = -1472774.628726 nChanged 74 Iteration 57Q (962.707438 sec): 13 clusters Score: Raw -1485963.034711 + Penalty 13164.978597 = -1472798.056115 nChanged 55 Iteration 58Q (962.996684 sec): 13 clusters Score: Raw -1485977.516482 + Penalty 13164.978597 = -1472812.537885 nChanged 56 Writing temp clu file Because OldScore, -1472798.056115, is greater than current (better) Score,-1472812.537885 Compute initial score before splitting: Score: Raw -1485977.516482 + Penalty 13164.978597 = -1472812.537885 Trying to split cluster 1 (4249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (963.071436 sec): 2 clusters Score: Raw -195781.261265 + Penalty 877.216089 = -194904.045176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (963.198578 sec): 3 clusters Score: Raw -193538.832211 + Penalty 1754.432177 = -191784.400034 nChanged 1748 SP:Iteration 1F (963.315464 sec): 3 clusters Score: Raw -194721.792422 + Penalty 1754.432177 = -192967.360245 nChanged 368 SP:Iteration 2F (963.432688 sec): 3 clusters Score: Raw -194973.853129 + Penalty 1754.432177 = -193219.420951 nChanged 304 SP:Iteration 3F (963.546400 sec): 3 clusters Score: Raw -195182.475370 + Penalty 1754.432177 = -193428.043192 nChanged 277 SP:Iteration 4F (963.688119 sec): 3 clusters Score: Raw -195365.095697 + Penalty 1754.432177 = -193610.663519 nChanged 198 SP:Iteration 5Q (963.722796 sec): 3 clusters Score: Raw -195487.397614 + Penalty 1754.432177 = -193732.965436 nChanged 156 SP:Iteration 6Q (963.761502 sec): 3 clusters Score: Raw -195573.753931 + Penalty 1754.432177 = -193819.321754 nChanged 115 SP:Iteration 7Q (963.800212 sec): 3 clusters Score: Raw -195635.174630 + Penalty 1754.432177 = -193880.742452 nChanged 97 SP:Iteration 8Q (963.838871 sec): 3 clusters Score: Raw -195688.637046 + Penalty 1754.432177 = -193934.204868 nChanged 86 SP:Iteration 9Q (963.876659 sec): 3 clusters Score: Raw -195731.517724 + Penalty 1754.432177 = -193977.085547 nChanged 84 SP:Iteration 10Q (963.914162 sec): 3 clusters Score: Raw -195769.251628 + Penalty 1754.432177 = -194014.819451 nChanged 67 SP:Iteration 11Q (963.951465 sec): 3 clusters Score: Raw -195801.902416 + Penalty 1754.432177 = -194047.470239 nChanged 71 SP:Iteration 12Q (964.042264 sec): 3 clusters Score: Raw -195834.191523 + Penalty 1754.432177 = -194079.759345 nChanged 55 SP:Iteration 13Q (964.158450 sec): 3 clusters Score: Raw -195862.236605 + Penalty 1754.432177 = -194107.804428 nChanged 48 SP:Iteration 14Q (964.217801 sec): 3 clusters Score: Raw -195893.877606 + Penalty 1754.432177 = -194139.445429 nChanged 50 SP:Iteration 15Q (964.261918 sec): 3 clusters Score: Raw -195930.092745 + Penalty 1754.432177 = -194175.660567 nChanged 86 SP:Iteration 16Q (964.307867 sec): 3 clusters Score: Raw -196005.492581 + Penalty 1754.432177 = -194251.060403 nChanged 127 SP:Iteration 17Q (964.353644 sec): 3 clusters Score: Raw -196170.147865 + Penalty 1754.432177 = -194415.715687 nChanged 166 SP:Iteration 18Q (964.400793 sec): 3 clusters Score: Raw -196453.576533 + Penalty 1754.432177 = -194699.144355 nChanged 164 SP:Iteration 19Q (964.440058 sec): 3 clusters Score: Raw -196803.419997 + Penalty 1754.432177 = -195048.987819 nChanged 171 SP:Iteration 20F (964.494795 sec): 3 clusters Score: Raw -197175.722341 + Penalty 1754.432177 = -195421.290163 nChanged 128 SP:Iteration 21Q (964.533367 sec): 3 clusters Score: Raw -197411.146861 + Penalty 1754.432177 = -195656.714683 nChanged 90 SP:Iteration 22Q (964.570555 sec): 3 clusters Score: Raw -197530.036081 + Penalty 1754.432177 = -195775.603903 nChanged 54 SP:Iteration 23Q (964.608015 sec): 3 clusters Score: Raw -197585.830475 + Penalty 1754.432177 = -195831.398298 nChanged 33 SP:Iteration 24Q (964.645395 sec): 3 clusters Score: Raw -197609.736058 + Penalty 1754.432177 = -195855.303880 nChanged 16 SP:Iteration 25Q (964.763577 sec): 3 clusters Score: Raw -197615.179779 + Penalty 1754.432177 = -195860.747602 nChanged 8 SP:Iteration 26Q (964.884722 sec): 3 clusters Score: Raw -197617.641050 + Penalty 1754.432177 = -195863.208872 nChanged 3 SP:Iteration 27Q (964.998593 sec): 3 clusters Score: Raw -197617.965667 + Penalty 1754.432177 = -195863.533489 nChanged 0 SP:Iteration 28F (965.122516 sec): 3 clusters Score: Raw -197617.965667 + Penalty 1754.432177 = -195863.533489 nChanged 0 Score: Raw -1487827.820689 + Penalty 14262.060146 = -1473565.760543 Splitting cluster 1 changes total score from -1472812.537885 to -1473565.760543 So it's getting split into cluster 13. Trying to split cluster 2 (6307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (965.767667 sec): 2 clusters Score: Raw -288615.976670 + Penalty 918.688618 = -287697.288052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (965.899007 sec): 3 clusters Score: Raw -285080.465030 + Penalty 1837.377235 = -283243.087794 nChanged 2733 SP:Iteration 1F (966.006443 sec): 3 clusters Score: Raw -286741.755703 + Penalty 1837.377235 = -284904.378468 nChanged 536 SP:Iteration 2F (966.125511 sec): 3 clusters Score: Raw -287177.863650 + Penalty 1837.377235 = -285340.486414 nChanged 538 SP:Iteration 3F (966.190161 sec): 3 clusters Score: Raw -287650.269586 + Penalty 1837.377235 = -285812.892350 nChanged 467 SP:Iteration 4F (966.234874 sec): 3 clusters Score: Raw -288070.718501 + Penalty 1837.377235 = -286233.341266 nChanged 408 SP:Iteration 5F (966.279674 sec): 3 clusters Score: Raw -288405.428946 + Penalty 1837.377235 = -286568.051710 nChanged 327 SP:Iteration 6F (966.324234 sec): 3 clusters Score: Raw -288645.220328 + Penalty 1837.377235 = -286807.843092 nChanged 264 SP:Iteration 7Q (966.369857 sec): 3 clusters Score: Raw -288813.503301 + Penalty 1837.377235 = -286976.126066 nChanged 228 SP:Iteration 8Q (966.416445 sec): 3 clusters Score: Raw -288942.059002 + Penalty 1837.377235 = -287104.681766 nChanged 172 SP:Iteration 9Q (966.547982 sec): 3 clusters Score: Raw -289050.855674 + Penalty 1837.377235 = -287213.478439 nChanged 170 SP:Iteration 10Q (966.678519 sec): 3 clusters Score: Raw -289159.485451 + Penalty 1837.377235 = -287322.108216 nChanged 152 SP:Iteration 11Q (966.787658 sec): 3 clusters Score: Raw -289255.083713 + Penalty 1837.377235 = -287417.706478 nChanged 140 SP:Iteration 12Q (966.914718 sec): 3 clusters Score: Raw -289320.041654 + Penalty 1837.377235 = -287482.664419 nChanged 81 SP:Iteration 13Q (967.021998 sec): 3 clusters Score: Raw -289344.454788 + Penalty 1837.377235 = -287507.077553 nChanged 56 SP:Iteration 14Q (967.133520 sec): 3 clusters Score: Raw -289357.658568 + Penalty 1837.377235 = -287520.281333 nChanged 47 SP:Iteration 15Q (967.183341 sec): 3 clusters Score: Raw -289366.767284 + Penalty 1837.377235 = -287529.390049 nChanged 25 SP:Iteration 16Q (967.233842 sec): 3 clusters Score: Raw -289372.118757 + Penalty 1837.377235 = -287534.741522 nChanged 25 SP:Iteration 17Q (967.281680 sec): 3 clusters Score: Raw -289376.610623 + Penalty 1837.377235 = -287539.233388 nChanged 18 SP:Iteration 18Q (967.324613 sec): 3 clusters Score: Raw -289378.940395 + Penalty 1837.377235 = -287541.563159 nChanged 12 SP:Iteration 19Q (967.367504 sec): 3 clusters Score: Raw -289380.954145 + Penalty 1837.377235 = -287543.576910 nChanged 5 SP:Iteration 20F (967.410226 sec): 3 clusters Score: Raw -289381.511217 + Penalty 1837.377235 = -287544.133982 nChanged 6 SP:Iteration 21Q (967.456707 sec): 3 clusters Score: Raw -289382.319666 + Penalty 1837.377235 = -287544.942430 nChanged 5 SP:Iteration 22Q (967.505679 sec): 3 clusters Score: Raw -289382.860021 + Penalty 1837.377235 = -287545.482786 nChanged 1 SP:Iteration 23Q (967.554838 sec): 3 clusters Score: Raw -289383.123868 + Penalty 1837.377235 = -287545.746632 nChanged 3 SP:Iteration 24Q (967.603857 sec): 3 clusters Score: Raw -289383.854874 + Penalty 1837.377235 = -287546.477639 nChanged 7 SP:Iteration 25Q (967.649946 sec): 3 clusters Score: Raw -289385.385349 + Penalty 1837.377235 = -287548.008113 nChanged 1 SP:Iteration 26Q (967.695374 sec): 3 clusters Score: Raw -289385.665769 + Penalty 1837.377235 = -287548.288533 nChanged 3 SP:Iteration 27Q (967.740789 sec): 3 clusters Score: Raw -289385.938388 + Penalty 1837.377235 = -287548.561153 nChanged 2 SP:Iteration 28Q (967.786521 sec): 3 clusters Score: Raw -289386.060972 + Penalty 1837.377235 = -287548.683737 nChanged 3 SP:Iteration 29Q (967.832376 sec): 3 clusters Score: Raw -289386.284193 + Penalty 1837.377235 = -287548.906958 nChanged 2 SP:Iteration 30Q (967.997792 sec): 3 clusters Score: Raw -289386.436076 + Penalty 1837.377235 = -287549.058841 nChanged 2 SP:Iteration 31Q (968.118371 sec): 3 clusters Score: Raw -289386.647612 + Penalty 1837.377235 = -287549.270377 nChanged 2 SP:Iteration 32Q (968.245695 sec): 3 clusters Score: Raw -289386.943552 + Penalty 1837.377235 = -287549.566317 nChanged 3 SP:Iteration 33Q (968.373248 sec): 3 clusters Score: Raw -289387.357513 + Penalty 1837.377235 = -287549.980277 nChanged 3 SP:Iteration 34Q (968.497822 sec): 3 clusters Score: Raw -289387.561471 + Penalty 1837.377235 = -287550.184236 nChanged 0 SP:Iteration 35F (968.623252 sec): 3 clusters Score: Raw -289387.561471 + Penalty 1837.377235 = -287550.184236 nChanged 0 Trying to split cluster 3 (787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (968.708195 sec): 2 clusters Score: Raw -38055.387513 + Penalty 700.163966 = -37355.223547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (968.829486 sec): 3 clusters Score: Raw -37780.769608 + Penalty 1400.327932 = -36380.441676 nChanged 251 SP:Iteration 1F (968.916559 sec): 3 clusters Score: Raw -37978.370542 + Penalty 1400.327932 = -36578.042610 nChanged 61 SP:Iteration 2F (969.029178 sec): 3 clusters Score: Raw -38035.323529 + Penalty 1400.327932 = -36634.995597 nChanged 36 SP:Iteration 3Q (969.122083 sec): 3 clusters Score: Raw -38067.013574 + Penalty 1400.327932 = -36666.685642 nChanged 18 SP:Iteration 4Q (969.234941 sec): 3 clusters Score: Raw -38081.448507 + Penalty 1400.327932 = -36681.120575 nChanged 11 SP:Iteration 5Q (969.347052 sec): 3 clusters Score: Raw -38090.169033 + Penalty 1400.327932 = -36689.841101 nChanged 8 SP:Iteration 6Q (969.393410 sec): 3 clusters Score: Raw -38095.905208 + Penalty 1400.327932 = -36695.577276 nChanged 10 SP:Iteration 7Q (969.404304 sec): 3 clusters Score: Raw -38101.371318 + Penalty 1400.327932 = -36701.043386 nChanged 4 SP:Iteration 8Q (969.416173 sec): 3 clusters Score: Raw -38106.422299 + Penalty 1400.327932 = -36706.094367 nChanged 2 SP:Iteration 9Q (969.426357 sec): 3 clusters Score: Raw -38107.016104 + Penalty 1400.327932 = -36706.688172 nChanged 2 SP:Iteration 10Q (969.436471 sec): 3 clusters Score: Raw -38108.123294 + Penalty 1400.327932 = -36707.795362 nChanged 2 SP:Iteration 11Q (969.446541 sec): 3 clusters Score: Raw -38109.231683 + Penalty 1400.327932 = -36708.903751 nChanged 2 SP:Iteration 12Q (969.456671 sec): 3 clusters Score: Raw -38111.205942 + Penalty 1400.327932 = -36710.878010 nChanged 1 SP:Iteration 13Q (969.467129 sec): 3 clusters Score: Raw -38111.412150 + Penalty 1400.327932 = -36711.084218 nChanged 1 SP:Iteration 14Q (969.477432 sec): 3 clusters Score: Raw -38111.646680 + Penalty 1400.327932 = -36711.318748 nChanged 0 SP:Iteration 15F (969.487536 sec): 3 clusters Score: Raw -38111.646680 + Penalty 1400.327932 = -36711.318748 nChanged 0 Trying to split cluster 4 (6826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (969.538322 sec): 2 clusters Score: Raw -336543.919878 + Penalty 926.991884 = -335616.927995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (969.606997 sec): 3 clusters Score: Raw -332624.089503 + Penalty 1853.983767 = -330770.105735 nChanged 2967 SP:Iteration 1F (969.658496 sec): 3 clusters Score: Raw -334233.415738 + Penalty 1853.983767 = -332379.431971 nChanged 449 SP:Iteration 2F (969.705808 sec): 3 clusters Score: Raw -334481.994806 + Penalty 1853.983767 = -332628.011039 nChanged 439 SP:Iteration 3F (969.753151 sec): 3 clusters Score: Raw -334725.522104 + Penalty 1853.983767 = -332871.538337 nChanged 396 SP:Iteration 4F (969.801327 sec): 3 clusters Score: Raw -334944.413610 + Penalty 1853.983767 = -333090.429843 nChanged 364 SP:Iteration 5F (969.852532 sec): 3 clusters Score: Raw -335174.907441 + Penalty 1853.983767 = -333320.923674 nChanged 357 SP:Iteration 6F (969.985732 sec): 3 clusters Score: Raw -335408.205922 + Penalty 1853.983767 = -333554.222155 nChanged 304 SP:Iteration 7Q (970.125730 sec): 3 clusters Score: Raw -335623.414647 + Penalty 1853.983767 = -333769.430880 nChanged 273 SP:Iteration 8Q (970.236331 sec): 3 clusters Score: Raw -335816.053080 + Penalty 1853.983767 = -333962.069313 nChanged 273 SP:Iteration 9Q (970.345634 sec): 3 clusters Score: Raw -336005.332704 + Penalty 1853.983767 = -334151.348936 nChanged 225 SP:Iteration 10Q (970.462740 sec): 3 clusters Score: Raw -336145.935400 + Penalty 1853.983767 = -334291.951633 nChanged 187 SP:Iteration 11Q (970.605885 sec): 3 clusters Score: Raw -336259.342590 + Penalty 1853.983767 = -334405.358823 nChanged 171 SP:Iteration 12Q (970.709916 sec): 3 clusters Score: Raw -336360.512448 + Penalty 1853.983767 = -334506.528681 nChanged 156 SP:Iteration 13Q (970.837589 sec): 3 clusters Score: Raw -336450.465430 + Penalty 1853.983767 = -334596.481663 nChanged 131 SP:Iteration 14Q (970.885683 sec): 3 clusters Score: Raw -336516.438161 + Penalty 1853.983767 = -334662.454394 nChanged 105 SP:Iteration 15Q (970.933345 sec): 3 clusters Score: Raw -336554.842016 + Penalty 1853.983767 = -334700.858248 nChanged 75 SP:Iteration 16Q (970.981249 sec): 3 clusters Score: Raw -336576.140575 + Penalty 1853.983767 = -334722.156807 nChanged 57 SP:Iteration 17Q (971.115235 sec): 3 clusters Score: Raw -336589.482321 + Penalty 1853.983767 = -334735.498554 nChanged 41 SP:Iteration 18Q (971.237902 sec): 3 clusters Score: Raw -336598.190408 + Penalty 1853.983767 = -334744.206641 nChanged 34 SP:Iteration 19Q (971.309598 sec): 3 clusters Score: Raw -336608.695948 + Penalty 1853.983767 = -334754.712181 nChanged 35 SP:Iteration 20F (971.450066 sec): 3 clusters Score: Raw -336618.196925 + Penalty 1853.983767 = -334764.213157 nChanged 32 SP:Iteration 21Q (971.585005 sec): 3 clusters Score: Raw -336623.539947 + Penalty 1853.983767 = -334769.556180 nChanged 22 SP:Iteration 22Q (971.716488 sec): 3 clusters Score: Raw -336626.598259 + Penalty 1853.983767 = -334772.614492 nChanged 18 SP:Iteration 23Q (971.823537 sec): 3 clusters Score: Raw -336629.067613 + Penalty 1853.983767 = -334775.083846 nChanged 15 SP:Iteration 24Q (971.870905 sec): 3 clusters Score: Raw -336631.151713 + Penalty 1853.983767 = -334777.167945 nChanged 12 SP:Iteration 25Q (971.919046 sec): 3 clusters Score: Raw -336632.317849 + Penalty 1853.983767 = -334778.334082 nChanged 9 SP:Iteration 26Q (971.967624 sec): 3 clusters Score: Raw -336633.212047 + Penalty 1853.983767 = -334779.228280 nChanged 6 SP:Iteration 27Q (972.016474 sec): 3 clusters Score: Raw -336634.001799 + Penalty 1853.983767 = -334780.018032 nChanged 7 SP:Iteration 28Q (972.160699 sec): 3 clusters Score: Raw -336634.583851 + Penalty 1853.983767 = -334780.600083 nChanged 1 SP:Iteration 29Q (972.305173 sec): 3 clusters Score: Raw -336634.682769 + Penalty 1853.983767 = -334780.699002 nChanged 2 SP:Iteration 30Q (972.436183 sec): 3 clusters Score: Raw -336634.797039 + Penalty 1853.983767 = -334780.813271 nChanged 0 SP:Iteration 31F (972.547195 sec): 3 clusters Score: Raw -336634.797039 + Penalty 1853.983767 = -334780.813271 nChanged 0 Trying to split cluster 5 (1446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (972.590236 sec): 2 clusters Score: Raw -54964.125563 + Penalty 764.038422 = -54200.087141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (972.607889 sec): 3 clusters Score: Raw -54345.740798 + Penalty 1528.076845 = -52817.663953 nChanged 527 SP:Iteration 1F (972.624161 sec): 3 clusters Score: Raw -54764.903833 + Penalty 1528.076845 = -53236.826988 nChanged 139 SP:Iteration 2F (972.640532 sec): 3 clusters Score: Raw -54914.944019 + Penalty 1528.076845 = -53386.867174 nChanged 94 SP:Iteration 3F (972.657145 sec): 3 clusters Score: Raw -55019.420088 + Penalty 1528.076845 = -53491.343243 nChanged 82 SP:Iteration 4F (972.786331 sec): 3 clusters Score: Raw -55125.210147 + Penalty 1528.076845 = -53597.133302 nChanged 74 SP:Iteration 5F (972.900281 sec): 3 clusters Score: Raw -55220.904341 + Penalty 1528.076845 = -53692.827497 nChanged 64 SP:Iteration 6Q (972.990725 sec): 3 clusters Score: Raw -55299.240406 + Penalty 1528.076845 = -53771.163562 nChanged 46 SP:Iteration 7Q (973.106173 sec): 3 clusters Score: Raw -55345.077987 + Penalty 1528.076845 = -53817.001143 nChanged 30 SP:Iteration 8Q (973.203825 sec): 3 clusters Score: Raw -55368.987901 + Penalty 1528.076845 = -53840.911057 nChanged 15 SP:Iteration 9Q (973.291238 sec): 3 clusters Score: Raw -55379.151886 + Penalty 1528.076845 = -53851.075041 nChanged 13 SP:Iteration 10Q (973.404528 sec): 3 clusters Score: Raw -55390.515485 + Penalty 1528.076845 = -53862.438640 nChanged 13 SP:Iteration 11Q (973.496814 sec): 3 clusters Score: Raw -55398.800644 + Penalty 1528.076845 = -53870.723799 nChanged 9 SP:Iteration 12Q (973.638467 sec): 3 clusters Score: Raw -55405.031185 + Penalty 1528.076845 = -53876.954341 nChanged 5 SP:Iteration 13Q (973.723981 sec): 3 clusters Score: Raw -55406.621821 + Penalty 1528.076845 = -53878.544977 nChanged 2 SP:Iteration 14Q (973.839940 sec): 3 clusters Score: Raw -55407.403474 + Penalty 1528.076845 = -53879.326630 nChanged 1 SP:Iteration 15Q (973.954636 sec): 3 clusters Score: Raw -55407.861827 + Penalty 1528.076845 = -53879.784983 nChanged 1 SP:Iteration 16Q (974.050391 sec): 3 clusters Score: Raw -55408.225064 + Penalty 1528.076845 = -53880.148220 nChanged 0 SP:Iteration 17F (974.148568 sec): 3 clusters Score: Raw -55408.225064 + Penalty 1528.076845 = -53880.148220 nChanged 0 Trying to split cluster 6 (3876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (974.215777 sec): 2 clusters Score: Raw -187709.673357 + Penalty 867.568692 = -186842.104664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (974.376803 sec): 3 clusters Score: Raw -185653.146583 + Penalty 1735.137384 = -183918.009198 nChanged 1596 SP:Iteration 1F (974.484006 sec): 3 clusters Score: Raw -186625.025034 + Penalty 1735.137384 = -184889.887649 nChanged 351 SP:Iteration 2F (974.599869 sec): 3 clusters Score: Raw -186889.188446 + Penalty 1735.137384 = -185154.051062 nChanged 303 SP:Iteration 3F (974.689937 sec): 3 clusters Score: Raw -187134.488769 + Penalty 1735.137384 = -185399.351385 nChanged 271 SP:Iteration 4F (974.727866 sec): 3 clusters Score: Raw -187368.062391 + Penalty 1735.137384 = -185632.925006 nChanged 234 SP:Iteration 5F (974.763801 sec): 3 clusters Score: Raw -187614.701801 + Penalty 1735.137384 = -185879.564416 nChanged 204 SP:Iteration 6F (974.799241 sec): 3 clusters Score: Raw -187859.247439 + Penalty 1735.137384 = -186124.110055 nChanged 168 SP:Iteration 7Q (974.835959 sec): 3 clusters Score: Raw -188043.844326 + Penalty 1735.137384 = -186308.706942 nChanged 127 SP:Iteration 8Q (974.872166 sec): 3 clusters Score: Raw -188156.801233 + Penalty 1735.137384 = -186421.663849 nChanged 101 SP:Iteration 9Q (974.908240 sec): 3 clusters Score: Raw -188255.817251 + Penalty 1735.137384 = -186520.679867 nChanged 91 SP:Iteration 10Q (974.944257 sec): 3 clusters Score: Raw -188357.651899 + Penalty 1735.137384 = -186622.514514 nChanged 61 SP:Iteration 11Q (974.979995 sec): 3 clusters Score: Raw -188450.982096 + Penalty 1735.137384 = -186715.844712 nChanged 51 SP:Iteration 12Q (975.017034 sec): 3 clusters Score: Raw -188567.138480 + Penalty 1735.137384 = -186832.001096 nChanged 47 SP:Iteration 13Q (975.051954 sec): 3 clusters Score: Raw -188655.687203 + Penalty 1735.137384 = -186920.549818 nChanged 25 SP:Iteration 14Q (975.086366 sec): 3 clusters Score: Raw -188680.332855 + Penalty 1735.137384 = -186945.195470 nChanged 18 SP:Iteration 15Q (975.120504 sec): 3 clusters Score: Raw -188689.102974 + Penalty 1735.137384 = -186953.965590 nChanged 9 SP:Iteration 16Q (975.227014 sec): 3 clusters Score: Raw -188691.933603 + Penalty 1735.137384 = -186956.796219 nChanged 5 SP:Iteration 17Q (975.346118 sec): 3 clusters Score: Raw -188693.214694 + Penalty 1735.137384 = -186958.077310 nChanged 2 SP:Iteration 18Q (975.465832 sec): 3 clusters Score: Raw -188694.053065 + Penalty 1735.137384 = -186958.915680 nChanged 0 SP:Iteration 19F (975.587781 sec): 3 clusters Score: Raw -188694.053065 + Penalty 1735.137384 = -186958.915680 nChanged 0 Score: Raw -1488812.200397 + Penalty 15359.141696 = -1473453.058701 Splitting cluster 6 changes total score from -1472812.537885 to -1473453.058701 So it's getting split into cluster 14. Trying to split cluster 7 (1349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (976.661349 sec): 2 clusters Score: Raw -40708.916490 + Penalty 756.747480 = -39952.169010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (976.677303 sec): 3 clusters Score: Raw -40168.768350 + Penalty 1513.494960 = -38655.273390 nChanged 504 SP:Iteration 1F (976.692345 sec): 3 clusters Score: Raw -40612.478106 + Penalty 1513.494960 = -39098.983146 nChanged 139 SP:Iteration 2F (976.707200 sec): 3 clusters Score: Raw -40799.390810 + Penalty 1513.494960 = -39285.895850 nChanged 101 SP:Iteration 3F (976.722025 sec): 3 clusters Score: Raw -40934.129857 + Penalty 1513.494960 = -39420.634897 nChanged 73 SP:Iteration 4F (976.750874 sec): 3 clusters Score: Raw -41021.031742 + Penalty 1513.494960 = -39507.536783 nChanged 58 SP:Iteration 5Q (976.790482 sec): 3 clusters Score: Raw -41086.775542 + Penalty 1513.494960 = -39573.280582 nChanged 52 SP:Iteration 6Q (976.881577 sec): 3 clusters Score: Raw -41172.034385 + Penalty 1513.494960 = -39658.539425 nChanged 47 SP:Iteration 7Q (976.999837 sec): 3 clusters Score: Raw -41244.387680 + Penalty 1513.494960 = -39730.892720 nChanged 40 SP:Iteration 8Q (977.113275 sec): 3 clusters Score: Raw -41286.012879 + Penalty 1513.494960 = -39772.517919 nChanged 28 SP:Iteration 9Q (977.229998 sec): 3 clusters Score: Raw -41307.317227 + Penalty 1513.494960 = -39793.822268 nChanged 8 SP:Iteration 10Q (977.346092 sec): 3 clusters Score: Raw -41312.222452 + Penalty 1513.494960 = -39798.727492 nChanged 8 SP:Iteration 11Q (977.460981 sec): 3 clusters Score: Raw -41315.702446 + Penalty 1513.494960 = -39802.207486 nChanged 5 SP:Iteration 12Q (977.558360 sec): 3 clusters Score: Raw -41317.890140 + Penalty 1513.494960 = -39804.395180 nChanged 6 SP:Iteration 13Q (977.647692 sec): 3 clusters Score: Raw -41321.456515 + Penalty 1513.494960 = -39807.961555 nChanged 4 SP:Iteration 14Q (977.761825 sec): 3 clusters Score: Raw -41325.520344 + Penalty 1513.494960 = -39812.025385 nChanged 7 SP:Iteration 15Q (977.855195 sec): 3 clusters Score: Raw -41328.173405 + Penalty 1513.494960 = -39814.678445 nChanged 2 SP:Iteration 16Q (977.967250 sec): 3 clusters Score: Raw -41332.298075 + Penalty 1513.494960 = -39818.803115 nChanged 4 SP:Iteration 17Q (978.004486 sec): 3 clusters Score: Raw -41334.699142 + Penalty 1513.494960 = -39821.204182 nChanged 3 SP:Iteration 18Q (978.019466 sec): 3 clusters Score: Raw -41340.226429 + Penalty 1513.494960 = -39826.731469 nChanged 5 SP:Iteration 19Q (978.034316 sec): 3 clusters Score: Raw -41345.374009 + Penalty 1513.494960 = -39831.879049 nChanged 5 SP:Iteration 20F (978.049130 sec): 3 clusters Score: Raw -41347.444031 + Penalty 1513.494960 = -39833.949071 nChanged 1 SP:Iteration 21Q (978.063791 sec): 3 clusters Score: Raw -41347.749869 + Penalty 1513.494960 = -39834.254909 nChanged 0 SP:Iteration 22F (978.082634 sec): 3 clusters Score: Raw -41347.749869 + Penalty 1513.494960 = -39834.254909 nChanged 0 Trying to split cluster 8 (1417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (978.115707 sec): 2 clusters Score: Raw -59145.907662 + Penalty 761.911210 = -58383.996451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (978.231619 sec): 3 clusters Score: Raw -58576.239951 + Penalty 1523.822420 = -57052.417531 nChanged 488 SP:Iteration 1F (978.341736 sec): 3 clusters Score: Raw -58947.960795 + Penalty 1523.822420 = -57424.138375 nChanged 107 SP:Iteration 2F (978.457318 sec): 3 clusters Score: Raw -59040.971292 + Penalty 1523.822420 = -57517.148872 nChanged 77 SP:Iteration 3F (978.573997 sec): 3 clusters Score: Raw -59106.696543 + Penalty 1523.822420 = -57582.874122 nChanged 76 SP:Iteration 4F (978.691576 sec): 3 clusters Score: Raw -59194.372457 + Penalty 1523.822420 = -57670.550037 nChanged 71 SP:Iteration 5F (978.722224 sec): 3 clusters Score: Raw -59276.229088 + Penalty 1523.822420 = -57752.406668 nChanged 69 SP:Iteration 6Q (978.738033 sec): 3 clusters Score: Raw -59364.877936 + Penalty 1523.822420 = -57841.055516 nChanged 71 SP:Iteration 7F (978.753205 sec): 3 clusters Score: Raw -59443.061506 + Penalty 1523.822420 = -57919.239085 nChanged 55 SP:Iteration 8Q (978.768649 sec): 3 clusters Score: Raw -59484.381015 + Penalty 1523.822420 = -57960.558595 nChanged 39 SP:Iteration 9Q (978.784540 sec): 3 clusters Score: Raw -59514.528647 + Penalty 1523.822420 = -57990.706227 nChanged 29 SP:Iteration 10Q (978.799888 sec): 3 clusters Score: Raw -59531.634204 + Penalty 1523.822420 = -58007.811784 nChanged 23 SP:Iteration 11Q (978.815254 sec): 3 clusters Score: Raw -59542.730741 + Penalty 1523.822420 = -58018.908321 nChanged 15 SP:Iteration 12Q (978.830608 sec): 3 clusters Score: Raw -59550.202916 + Penalty 1523.822420 = -58026.380496 nChanged 11 SP:Iteration 13Q (978.845942 sec): 3 clusters Score: Raw -59557.913720 + Penalty 1523.822420 = -58034.091299 nChanged 14 SP:Iteration 14Q (978.946104 sec): 3 clusters Score: Raw -59567.333752 + Penalty 1523.822420 = -58043.511332 nChanged 11 SP:Iteration 15Q (979.037311 sec): 3 clusters Score: Raw -59571.956427 + Penalty 1523.822420 = -58048.134007 nChanged 9 SP:Iteration 16Q (979.149817 sec): 3 clusters Score: Raw -59575.542328 + Penalty 1523.822420 = -58051.719908 nChanged 3 SP:Iteration 17Q (979.243535 sec): 3 clusters Score: Raw -59577.151087 + Penalty 1523.822420 = -58053.328667 nChanged 3 SP:Iteration 18Q (979.356004 sec): 3 clusters Score: Raw -59578.112859 + Penalty 1523.822420 = -58054.290438 nChanged 2 SP:Iteration 19Q (979.467797 sec): 3 clusters Score: Raw -59578.344087 + Penalty 1523.822420 = -58054.521666 nChanged 3 SP:Iteration 20F (979.496127 sec): 3 clusters Score: Raw -59578.812316 + Penalty 1523.822420 = -58054.989896 nChanged 1 SP:Iteration 21Q (979.511472 sec): 3 clusters Score: Raw -59578.916929 + Penalty 1523.822420 = -58055.094508 nChanged 1 SP:Iteration 22Q (979.527022 sec): 3 clusters Score: Raw -59578.957003 + Penalty 1523.822420 = -58055.134583 nChanged 0 SP:Iteration 23F (979.542237 sec): 3 clusters Score: Raw -59578.957003 + Penalty 1523.822420 = -58055.134583 nChanged 0 Trying to split cluster 9 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (979.571674 sec): 2 clusters Score: Raw -28034.019796 + Penalty 672.027032 = -27361.992764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (979.580457 sec): 3 clusters Score: Raw -27858.870079 + Penalty 1344.054064 = -26514.816016 nChanged 174 SP:Iteration 1F (979.588827 sec): 3 clusters Score: Raw -28007.004948 + Penalty 1344.054064 = -26662.950884 nChanged 35 SP:Iteration 2F (979.599765 sec): 3 clusters Score: Raw -28052.732059 + Penalty 1344.054064 = -26708.677996 nChanged 23 SP:Iteration 3Q (979.608313 sec): 3 clusters Score: Raw -28086.074081 + Penalty 1344.054064 = -26742.020018 nChanged 18 SP:Iteration 4Q (979.616825 sec): 3 clusters Score: Raw -28110.755167 + Penalty 1344.054064 = -26766.701103 nChanged 11 SP:Iteration 5Q (979.625276 sec): 3 clusters Score: Raw -28120.827822 + Penalty 1344.054064 = -26776.773759 nChanged 10 SP:Iteration 6Q (979.633698 sec): 3 clusters Score: Raw -28130.054834 + Penalty 1344.054064 = -26786.000770 nChanged 9 SP:Iteration 7Q (979.762730 sec): 3 clusters Score: Raw -28143.011461 + Penalty 1344.054064 = -26798.957397 nChanged 10 SP:Iteration 8Q (979.883616 sec): 3 clusters Score: Raw -28158.091993 + Penalty 1344.054064 = -26814.037929 nChanged 9 SP:Iteration 9Q (979.974602 sec): 3 clusters Score: Raw -28168.655426 + Penalty 1344.054064 = -26824.601363 nChanged 9 SP:Iteration 10Q (980.063243 sec): 3 clusters Score: Raw -28181.620098 + Penalty 1344.054064 = -26837.566035 nChanged 12 SP:Iteration 11Q (980.176741 sec): 3 clusters Score: Raw -28200.939977 + Penalty 1344.054064 = -26856.885914 nChanged 15 SP:Iteration 12Q (980.270280 sec): 3 clusters Score: Raw -28236.223953 + Penalty 1344.054064 = -26892.169890 nChanged 24 SP:Iteration 13Q (980.381531 sec): 3 clusters Score: Raw -28268.297237 + Penalty 1344.054064 = -26924.243173 nChanged 17 SP:Iteration 14Q (980.475970 sec): 3 clusters Score: Raw -28290.909591 + Penalty 1344.054064 = -26946.855527 nChanged 10 SP:Iteration 15Q (980.588383 sec): 3 clusters Score: Raw -28299.339671 + Penalty 1344.054064 = -26955.285608 nChanged 4 SP:Iteration 16Q (980.680929 sec): 3 clusters Score: Raw -28303.102485 + Penalty 1344.054064 = -26959.048422 nChanged 3 SP:Iteration 17Q (980.774459 sec): 3 clusters Score: Raw -28307.268983 + Penalty 1344.054064 = -26963.214919 nChanged 1 SP:Iteration 18Q (980.783399 sec): 3 clusters Score: Raw -28307.815652 + Penalty 1344.054064 = -26963.761589 nChanged 0 SP:Iteration 19F (980.791731 sec): 3 clusters Score: Raw -28307.815652 + Penalty 1344.054064 = -26963.761589 nChanged 0 Trying to split cluster 10 (3500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (980.831407 sec): 2 clusters Score: Raw -166398.556670 + Penalty 856.854416 = -165541.702254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (980.950987 sec): 3 clusters Score: Raw -164549.627451 + Penalty 1713.708832 = -162835.918619 nChanged 1412 SP:Iteration 1F (981.109940 sec): 3 clusters Score: Raw -165374.169680 + Penalty 1713.708832 = -163660.460848 nChanged 286 SP:Iteration 2F (981.202824 sec): 3 clusters Score: Raw -165576.809069 + Penalty 1713.708832 = -163863.100237 nChanged 227 SP:Iteration 3F (981.294454 sec): 3 clusters Score: Raw -165718.543039 + Penalty 1713.708832 = -164004.834207 nChanged 193 SP:Iteration 4F (981.411051 sec): 3 clusters Score: Raw -165834.778761 + Penalty 1713.708832 = -164121.069929 nChanged 151 SP:Iteration 5Q (981.470503 sec): 3 clusters Score: Raw -165920.312414 + Penalty 1713.708832 = -164206.603582 nChanged 124 SP:Iteration 6Q (981.503905 sec): 3 clusters Score: Raw -165979.583797 + Penalty 1713.708832 = -164265.874965 nChanged 103 SP:Iteration 7Q (981.537034 sec): 3 clusters Score: Raw -166033.334414 + Penalty 1713.708832 = -164319.625582 nChanged 92 SP:Iteration 8Q (981.570151 sec): 3 clusters Score: Raw -166071.323709 + Penalty 1713.708832 = -164357.614877 nChanged 71 SP:Iteration 9Q (981.603378 sec): 3 clusters Score: Raw -166096.613193 + Penalty 1713.708832 = -164382.904361 nChanged 57 SP:Iteration 10Q (981.636831 sec): 3 clusters Score: Raw -166119.770704 + Penalty 1713.708832 = -164406.061872 nChanged 53 SP:Iteration 11Q (981.669990 sec): 3 clusters Score: Raw -166136.381358 + Penalty 1713.708832 = -164422.672526 nChanged 42 SP:Iteration 12Q (981.703121 sec): 3 clusters Score: Raw -166145.294162 + Penalty 1713.708832 = -164431.585330 nChanged 31 SP:Iteration 13Q (981.736237 sec): 3 clusters Score: Raw -166153.758752 + Penalty 1713.708832 = -164440.049920 nChanged 22 SP:Iteration 14Q (981.769383 sec): 3 clusters Score: Raw -166157.684962 + Penalty 1713.708832 = -164443.976130 nChanged 11 SP:Iteration 15Q (981.802484 sec): 3 clusters Score: Raw -166160.182655 + Penalty 1713.708832 = -164446.473823 nChanged 11 SP:Iteration 16Q (981.835584 sec): 3 clusters Score: Raw -166162.387907 + Penalty 1713.708832 = -164448.679075 nChanged 9 SP:Iteration 17Q (981.956404 sec): 3 clusters Score: Raw -166164.064193 + Penalty 1713.708832 = -164450.355361 nChanged 6 SP:Iteration 18Q (982.111014 sec): 3 clusters Score: Raw -166165.613523 + Penalty 1713.708832 = -164451.904691 nChanged 6 SP:Iteration 19Q (982.210764 sec): 3 clusters Score: Raw -166166.276039 + Penalty 1713.708832 = -164452.567207 nChanged 1 SP:Iteration 20F (982.328059 sec): 3 clusters Score: Raw -166166.392199 + Penalty 1713.708832 = -164452.683367 nChanged 1 SP:Iteration 21Q (982.444691 sec): 3 clusters Score: Raw -166166.506996 + Penalty 1713.708832 = -164452.798164 nChanged 0 SP:Iteration 22F (982.562669 sec): 3 clusters Score: Raw -166166.506996 + Penalty 1713.708832 = -164452.798164 nChanged 0 Trying to split cluster 11 (1189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (982.595123 sec): 2 clusters Score: Raw -35658.071043 + Penalty 743.491129 = -34914.579914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (982.609340 sec): 3 clusters Score: Raw -35158.492971 + Penalty 1486.982258 = -33671.510712 nChanged 416 SP:Iteration 1F (982.622715 sec): 3 clusters Score: Raw -35494.511978 + Penalty 1486.982258 = -34007.529719 nChanged 130 SP:Iteration 2F (982.636688 sec): 3 clusters Score: Raw -35634.662512 + Penalty 1486.982258 = -34147.680254 nChanged 90 SP:Iteration 3F (982.651264 sec): 3 clusters Score: Raw -35773.582131 + Penalty 1486.982258 = -34286.599873 nChanged 75 SP:Iteration 4F (982.665802 sec): 3 clusters Score: Raw -35857.576066 + Penalty 1486.982258 = -34370.593807 nChanged 45 SP:Iteration 5Q (982.684286 sec): 3 clusters Score: Raw -35900.469105 + Penalty 1486.982258 = -34413.486846 nChanged 33 SP:Iteration 6Q (982.699247 sec): 3 clusters Score: Raw -35933.207608 + Penalty 1486.982258 = -34446.225350 nChanged 24 SP:Iteration 7Q (982.713873 sec): 3 clusters Score: Raw -35957.130719 + Penalty 1486.982258 = -34470.148461 nChanged 18 SP:Iteration 8Q (982.728528 sec): 3 clusters Score: Raw -35982.636747 + Penalty 1486.982258 = -34495.654488 nChanged 11 SP:Iteration 9Q (982.743102 sec): 3 clusters Score: Raw -36007.120691 + Penalty 1486.982258 = -34520.138433 nChanged 16 SP:Iteration 10Q (982.757702 sec): 3 clusters Score: Raw -36032.238264 + Penalty 1486.982258 = -34545.256005 nChanged 18 SP:Iteration 11Q (982.772243 sec): 3 clusters Score: Raw -36055.692103 + Penalty 1486.982258 = -34568.709845 nChanged 11 SP:Iteration 12Q (982.787089 sec): 3 clusters Score: Raw -36063.599541 + Penalty 1486.982258 = -34576.617282 nChanged 14 SP:Iteration 13Q (982.801806 sec): 3 clusters Score: Raw -36073.981214 + Penalty 1486.982258 = -34586.998956 nChanged 6 SP:Iteration 14Q (982.816524 sec): 3 clusters Score: Raw -36077.291571 + Penalty 1486.982258 = -34590.309313 nChanged 5 SP:Iteration 15Q (982.831175 sec): 3 clusters Score: Raw -36081.771004 + Penalty 1486.982258 = -34594.788746 nChanged 5 SP:Iteration 16Q (982.844799 sec): 3 clusters Score: Raw -36083.120028 + Penalty 1486.982258 = -34596.137770 nChanged 0 SP:Iteration 17F (982.858162 sec): 3 clusters Score: Raw -36083.120028 + Penalty 1486.982258 = -34596.137770 nChanged 0 Trying to split cluster 12 (2903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (982.921944 sec): 2 clusters Score: Raw -131854.890965 + Penalty 837.217496 = -131017.673468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (983.048577 sec): 3 clusters Score: Raw -130353.145183 + Penalty 1674.434992 = -128678.710190 nChanged 1195 SP:Iteration 1F (983.168916 sec): 3 clusters Score: Raw -131073.496032 + Penalty 1674.434992 = -129399.061040 nChanged 246 SP:Iteration 2F (983.258056 sec): 3 clusters Score: Raw -131218.477571 + Penalty 1674.434992 = -129544.042578 nChanged 161 SP:Iteration 3F (983.374769 sec): 3 clusters Score: Raw -131314.643968 + Penalty 1674.434992 = -129640.208976 nChanged 129 SP:Iteration 4Q (983.474471 sec): 3 clusters Score: Raw -131380.914334 + Penalty 1674.434992 = -129706.479342 nChanged 112 SP:Iteration 5Q (983.596028 sec): 3 clusters Score: Raw -131450.294678 + Penalty 1674.434992 = -129775.859686 nChanged 95 SP:Iteration 6Q (983.714650 sec): 3 clusters Score: Raw -131508.742975 + Penalty 1674.434992 = -129834.307982 nChanged 74 SP:Iteration 7Q (983.832463 sec): 3 clusters Score: Raw -131551.706192 + Penalty 1674.434992 = -129877.271200 nChanged 81 SP:Iteration 8Q (983.950838 sec): 3 clusters Score: Raw -131598.362589 + Penalty 1674.434992 = -129923.927596 nChanged 72 SP:Iteration 9Q (984.059737 sec): 3 clusters Score: Raw -131638.115614 + Penalty 1674.434992 = -129963.680622 nChanged 66 SP:Iteration 10Q (984.157305 sec): 3 clusters Score: Raw -131673.688532 + Penalty 1674.434992 = -129999.253540 nChanged 49 SP:Iteration 11Q (984.272021 sec): 3 clusters Score: Raw -131697.072088 + Penalty 1674.434992 = -130022.637096 nChanged 48 SP:Iteration 12Q (984.302706 sec): 3 clusters Score: Raw -131723.419580 + Penalty 1674.434992 = -130048.984588 nChanged 54 SP:Iteration 13Q (984.333237 sec): 3 clusters Score: Raw -131752.418557 + Penalty 1674.434992 = -130077.983565 nChanged 52 SP:Iteration 14Q (984.361359 sec): 3 clusters Score: Raw -131779.695044 + Penalty 1674.434992 = -130105.260051 nChanged 56 SP:Iteration 15Q (984.389532 sec): 3 clusters Score: Raw -131807.112925 + Penalty 1674.434992 = -130132.677933 nChanged 37 SP:Iteration 16Q (984.417772 sec): 3 clusters Score: Raw -131826.311453 + Penalty 1674.434992 = -130151.876461 nChanged 36 SP:Iteration 17Q (984.445856 sec): 3 clusters Score: Raw -131846.710703 + Penalty 1674.434992 = -130172.275711 nChanged 34 SP:Iteration 18Q (984.474002 sec): 3 clusters Score: Raw -131864.645474 + Penalty 1674.434992 = -130190.210481 nChanged 39 SP:Iteration 19Q (984.502192 sec): 3 clusters Score: Raw -131886.002040 + Penalty 1674.434992 = -130211.567047 nChanged 33 SP:Iteration 20F (984.529900 sec): 3 clusters Score: Raw -131899.676344 + Penalty 1674.434992 = -130225.241352 nChanged 31 SP:Iteration 21Q (984.557988 sec): 3 clusters Score: Raw -131912.778210 + Penalty 1674.434992 = -130238.343217 nChanged 25 SP:Iteration 22Q (984.585909 sec): 3 clusters Score: Raw -131925.583186 + Penalty 1674.434992 = -130251.148193 nChanged 16 SP:Iteration 23Q (984.613756 sec): 3 clusters Score: Raw -131932.108520 + Penalty 1674.434992 = -130257.673527 nChanged 18 SP:Iteration 24Q (984.641956 sec): 3 clusters Score: Raw -131939.505440 + Penalty 1674.434992 = -130265.070447 nChanged 18 SP:Iteration 25Q (984.669965 sec): 3 clusters Score: Raw -131944.896283 + Penalty 1674.434992 = -130270.461291 nChanged 8 SP:Iteration 26Q (984.698070 sec): 3 clusters Score: Raw -131947.914918 + Penalty 1674.434992 = -130273.479926 nChanged 11 SP:Iteration 27Q (984.726050 sec): 3 clusters Score: Raw -131954.505223 + Penalty 1674.434992 = -130280.070231 nChanged 15 SP:Iteration 28Q (984.754014 sec): 3 clusters Score: Raw -131967.662422 + Penalty 1674.434992 = -130293.227429 nChanged 23 SP:Iteration 29Q (984.781977 sec): 3 clusters Score: Raw -131982.381690 + Penalty 1674.434992 = -130307.946697 nChanged 24 SP:Iteration 30Q (984.809931 sec): 3 clusters Score: Raw -131992.126011 + Penalty 1674.434992 = -130317.691018 nChanged 18 SP:Iteration 31Q (984.837831 sec): 3 clusters Score: Raw -132003.815159 + Penalty 1674.434992 = -130329.380167 nChanged 18 SP:Iteration 32Q (984.865892 sec): 3 clusters Score: Raw -132012.960966 + Penalty 1674.434992 = -130338.525974 nChanged 24 SP:Iteration 33Q (984.893750 sec): 3 clusters Score: Raw -132023.056832 + Penalty 1674.434992 = -130348.621839 nChanged 21 SP:Iteration 34Q (984.921753 sec): 3 clusters Score: Raw -132031.406874 + Penalty 1674.434992 = -130356.971881 nChanged 20 SP:Iteration 35Q (985.032503 sec): 3 clusters Score: Raw -132039.147219 + Penalty 1674.434992 = -130364.712226 nChanged 13 SP:Iteration 36Q (985.183420 sec): 3 clusters Score: Raw -132046.288808 + Penalty 1674.434992 = -130371.853816 nChanged 9 SP:Iteration 37Q (985.294468 sec): 3 clusters Score: Raw -132049.073612 + Penalty 1674.434992 = -130374.638619 nChanged 10 SP:Iteration 38Q (985.404555 sec): 3 clusters Score: Raw -132053.324828 + Penalty 1674.434992 = -130378.889835 nChanged 15 SP:Iteration 39Q (985.517148 sec): 3 clusters Score: Raw -132058.990470 + Penalty 1674.434992 = -130384.555477 nChanged 17 SP:Iteration 40F (985.628521 sec): 3 clusters Score: Raw -132068.531680 + Penalty 1674.434992 = -130394.096687 nChanged 25 SP:Iteration 41Q (985.729048 sec): 3 clusters Score: Raw -132082.561840 + Penalty 1674.434992 = -130408.126847 nChanged 25 SP:Iteration 42Q (985.837602 sec): 3 clusters Score: Raw -132096.235848 + Penalty 1674.434992 = -130421.800856 nChanged 25 SP:Iteration 43Q (985.949016 sec): 3 clusters Score: Raw -132107.723071 + Penalty 1674.434992 = -130433.288079 nChanged 14 SP:Iteration 44Q (986.066686 sec): 3 clusters Score: Raw -132113.347552 + Penalty 1674.434992 = -130438.912559 nChanged 18 SP:Iteration 45Q (986.183422 sec): 3 clusters Score: Raw -132118.980142 + Penalty 1674.434992 = -130444.545150 nChanged 6 SP:Iteration 46Q (986.299485 sec): 3 clusters Score: Raw -132120.911721 + Penalty 1674.434992 = -130446.476728 nChanged 10 SP:Iteration 47Q (986.391999 sec): 3 clusters Score: Raw -132123.044314 + Penalty 1674.434992 = -130448.609321 nChanged 6 SP:Iteration 48Q (986.419792 sec): 3 clusters Score: Raw -132125.598653 + Penalty 1674.434992 = -130451.163661 nChanged 4 SP:Iteration 49Q (986.448102 sec): 3 clusters Score: Raw -132126.757076 + Penalty 1674.434992 = -130452.322083 nChanged 3 SP:Iteration 50Q (986.475839 sec): 3 clusters Score: Raw -132127.142808 + Penalty 1674.434992 = -130452.707816 nChanged 2 SP:Iteration 51Q (986.503657 sec): 3 clusters Score: Raw -132127.351009 + Penalty 1674.434992 = -130452.916017 nChanged 0 SP:Iteration 52F (986.531382 sec): 3 clusters Score: Raw -132127.351009 + Penalty 1674.434992 = -130452.916017 nChanged 0 Iteration 59Q (986.990789 sec): 15 clusters Score: Raw -1489040.848244 + Penalty 15359.141696 = -1473681.706548 nChanged 377 Iteration 60F (987.797419 sec): 15 clusters Score: Raw -1489271.229593 + Penalty 15359.141696 = -1473912.087897 nChanged 246 Iteration 61Q (988.266424 sec): 15 clusters Score: Raw -1489407.344912 + Penalty 15359.141696 = -1474048.203216 nChanged 177 Iteration 62Q (988.708491 sec): 15 clusters Score: Raw -1489501.199795 + Penalty 15359.141696 = -1474142.058099 nChanged 143 Iteration 63Q (989.088840 sec): 15 clusters Score: Raw -1489582.612567 + Penalty 15359.141696 = -1474223.470871 nChanged 123 Iteration 64Q (990.132023 sec): 15 clusters Score: Raw -1489660.722629 + Penalty 15359.141696 = -1474301.580933 nChanged 110 Iteration 65Q (990.483728 sec): 15 clusters Score: Raw -1489719.581880 + Penalty 15359.141696 = -1474360.440184 nChanged 107 Iteration 66Q (990.864981 sec): 15 clusters Score: Raw -1489769.574890 + Penalty 15359.141696 = -1474410.433194 nChanged 74 Iteration 67Q (991.438681 sec): 15 clusters Score: Raw -1489799.788562 + Penalty 15359.141696 = -1474440.646866 nChanged 49 Iteration 68Q (991.802015 sec): 15 clusters Score: Raw -1489825.610781 + Penalty 15359.141696 = -1474466.469085 nChanged 52 Iteration 69Q (992.326385 sec): 15 clusters Score: Raw -1489856.164179 + Penalty 15359.141696 = -1474497.022483 nChanged 53 Iteration 70Q (992.730916 sec): 15 clusters Score: Raw -1489879.901399 + Penalty 15359.141696 = -1474520.759703 nChanged 48 Iteration 71Q (993.072509 sec): 15 clusters Score: Raw -1489902.195757 + Penalty 15359.141696 = -1474543.054061 nChanged 49 Iteration 72Q (993.441460 sec): 15 clusters Score: Raw -1489928.552349 + Penalty 15359.141696 = -1474569.410653 nChanged 44 Iteration 73Q (993.804974 sec): 15 clusters Score: Raw -1489951.954979 + Penalty 15359.141696 = -1474592.813283 nChanged 36 Iteration 74Q (994.519947 sec): 15 clusters Score: Raw -1489964.040038 + Penalty 15359.141696 = -1474604.898342 nChanged 27 Iteration 75Q (994.929848 sec): 15 clusters Score: Raw -1489971.453685 + Penalty 15359.141696 = -1474612.311989 nChanged 20 Iteration 76Q (995.292845 sec): 15 clusters Score: Raw -1489976.454143 + Penalty 15359.141696 = -1474617.312447 nChanged 11 Iteration 77Q (995.665143 sec): 15 clusters Score: Raw -1489980.454071 + Penalty 15359.141696 = -1474621.312375 nChanged 13 Iteration 78Q (996.215298 sec): 15 clusters Score: Raw -1489985.563370 + Penalty 15359.141696 = -1474626.421674 nChanged 9 Iteration 79Q (996.631646 sec): 15 clusters Score: Raw -1489990.022435 + Penalty 15359.141696 = -1474630.880739 nChanged 21 Iteration 80F (997.391118 sec): 15 clusters Score: Raw -1489995.510934 + Penalty 15359.141696 = -1474636.369238 nChanged 20 Iteration 81Q (997.780682 sec): 15 clusters Score: Raw -1490000.869376 + Penalty 15359.141696 = -1474641.727680 nChanged 16 Iteration 82Q (998.155599 sec): 15 clusters Score: Raw -1490004.663406 + Penalty 15359.141696 = -1474645.521710 nChanged 7 Iteration 83Q (998.497598 sec): 15 clusters Score: Raw -1490006.728926 + Penalty 15359.141696 = -1474647.587230 nChanged 9 Iteration 84Q (998.874355 sec): 15 clusters Score: Raw -1490009.239943 + Penalty 15359.141696 = -1474650.098247 nChanged 8 Iteration 85Q (999.237839 sec): 15 clusters Score: Raw -1490011.728802 + Penalty 15359.141696 = -1474652.587106 nChanged 11 Iteration 86Q (999.672493 sec): 15 clusters Score: Raw -1490014.908446 + Penalty 15359.141696 = -1474655.766750 nChanged 11 Iteration 87Q (1000.045410 sec): 15 clusters Score: Raw -1490017.228784 + Penalty 15359.141696 = -1474658.087088 nChanged 9 Iteration 88Q (1000.518748 sec): 15 clusters Score: Raw -1490019.418643 + Penalty 15359.141696 = -1474660.276947 nChanged 7 Iteration 89Q (1000.932113 sec): 15 clusters Score: Raw -1490020.487745 + Penalty 15359.141696 = -1474661.346049 nChanged 6 Iteration 90Q (1001.346069 sec): 15 clusters Score: Raw -1490021.817351 + Penalty 15359.141696 = -1474662.675655 nChanged 4 Iteration 91Q (1001.761534 sec): 15 clusters Score: Raw -1490022.572337 + Penalty 15359.141696 = -1474663.430641 nChanged 4 Iteration 92Q (1002.131938 sec): 15 clusters Score: Raw -1490023.521672 + Penalty 15359.141696 = -1474664.379975 nChanged 3 Iteration 93Q (1002.577926 sec): 15 clusters Score: Raw -1490024.320609 + Penalty 15359.141696 = -1474665.178913 nChanged 2 Iteration 94Q (1002.930944 sec): 15 clusters Score: Raw -1490024.652085 + Penalty 15359.141696 = -1474665.510389 nChanged 2 Iteration 95Q (1003.417190 sec): 15 clusters Score: Raw -1490025.054946 + Penalty 15359.141696 = -1474665.913250 nChanged 2 Iteration 96Q (1003.788421 sec): 15 clusters Score: Raw -1490025.268396 + Penalty 15359.141696 = -1474666.126700 nChanged 1 Iteration 97Q (1004.227286 sec): 15 clusters Score: Raw -1490025.366763 + Penalty 15359.141696 = -1474666.225067 nChanged 0 Iteration 98F (1005.073927 sec): 15 clusters Score: Raw -1490025.366763 + Penalty 15359.141696 = -1474666.225067 nChanged 0 Compute initial score before splitting: Score: Raw -1490025.366763 + Penalty 15359.141696 = -1474666.225067 Trying to split cluster 1 (2282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1005.138108 sec): 2 clusters Score: Raw -105422.791310 + Penalty 811.944791 = -104610.846520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1005.164558 sec): 3 clusters Score: Raw -104312.669043 + Penalty 1623.889581 = -102688.779461 nChanged 885 SP:Iteration 1F (1005.190381 sec): 3 clusters Score: Raw -104845.351737 + Penalty 1623.889581 = -103221.462156 nChanged 167 SP:Iteration 2F (1005.216403 sec): 3 clusters Score: Raw -104940.198330 + Penalty 1623.889581 = -103316.308749 nChanged 110 SP:Iteration 3Q (1005.243152 sec): 3 clusters Score: Raw -105016.683033 + Penalty 1623.889581 = -103392.793451 nChanged 103 SP:Iteration 4Q (1005.377074 sec): 3 clusters Score: Raw -105065.793049 + Penalty 1623.889581 = -103441.903468 nChanged 69 SP:Iteration 5Q (1005.493538 sec): 3 clusters Score: Raw -105097.701915 + Penalty 1623.889581 = -103473.812334 nChanged 68 SP:Iteration 6Q (1005.610982 sec): 3 clusters Score: Raw -105136.886875 + Penalty 1623.889581 = -103512.997293 nChanged 76 SP:Iteration 7Q (1005.719610 sec): 3 clusters Score: Raw -105188.236625 + Penalty 1623.889581 = -103564.347043 nChanged 82 SP:Iteration 8Q (1005.836623 sec): 3 clusters Score: Raw -105241.362511 + Penalty 1623.889581 = -103617.472930 nChanged 87 SP:Iteration 9Q (1005.928460 sec): 3 clusters Score: Raw -105303.436406 + Penalty 1623.889581 = -103679.546825 nChanged 85 SP:Iteration 10Q (1005.951554 sec): 3 clusters Score: Raw -105359.360767 + Penalty 1623.889581 = -103735.471186 nChanged 73 SP:Iteration 11Q (1005.974363 sec): 3 clusters Score: Raw -105403.937247 + Penalty 1623.889581 = -103780.047665 nChanged 63 SP:Iteration 12Q (1005.997324 sec): 3 clusters Score: Raw -105444.430713 + Penalty 1623.889581 = -103820.541131 nChanged 57 SP:Iteration 13Q (1006.020200 sec): 3 clusters Score: Raw -105480.638045 + Penalty 1623.889581 = -103856.748464 nChanged 38 SP:Iteration 14Q (1006.042926 sec): 3 clusters Score: Raw -105504.387779 + Penalty 1623.889581 = -103880.498197 nChanged 39 SP:Iteration 15Q (1006.065605 sec): 3 clusters Score: Raw -105526.894963 + Penalty 1623.889581 = -103903.005382 nChanged 28 SP:Iteration 16Q (1006.088258 sec): 3 clusters Score: Raw -105542.805933 + Penalty 1623.889581 = -103918.916352 nChanged 24 SP:Iteration 17Q (1006.110950 sec): 3 clusters Score: Raw -105558.698206 + Penalty 1623.889581 = -103934.808625 nChanged 18 SP:Iteration 18Q (1006.133693 sec): 3 clusters Score: Raw -105566.798483 + Penalty 1623.889581 = -103942.908902 nChanged 15 SP:Iteration 19Q (1006.156287 sec): 3 clusters Score: Raw -105574.593901 + Penalty 1623.889581 = -103950.704320 nChanged 18 SP:Iteration 20F (1006.178473 sec): 3 clusters Score: Raw -105583.382939 + Penalty 1623.889581 = -103959.493357 nChanged 12 SP:Iteration 21Q (1006.201098 sec): 3 clusters Score: Raw -105589.475977 + Penalty 1623.889581 = -103965.586395 nChanged 10 SP:Iteration 22Q (1006.223730 sec): 3 clusters Score: Raw -105592.857408 + Penalty 1623.889581 = -103968.967827 nChanged 4 SP:Iteration 23Q (1006.246347 sec): 3 clusters Score: Raw -105595.299405 + Penalty 1623.889581 = -103971.409824 nChanged 4 SP:Iteration 24Q (1006.268904 sec): 3 clusters Score: Raw -105597.609607 + Penalty 1623.889581 = -103973.720025 nChanged 3 SP:Iteration 25Q (1006.291380 sec): 3 clusters Score: Raw -105598.653844 + Penalty 1623.889581 = -103974.764263 nChanged 4 SP:Iteration 26Q (1006.313956 sec): 3 clusters Score: Raw -105599.849178 + Penalty 1623.889581 = -103975.959596 nChanged 0 SP:Iteration 27F (1006.336127 sec): 3 clusters Score: Raw -105599.849178 + Penalty 1623.889581 = -103975.959596 nChanged 0 Trying to split cluster 2 (6246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1006.382872 sec): 2 clusters Score: Raw -286096.978489 + Penalty 917.668136 = -285179.310353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1006.429779 sec): 3 clusters Score: Raw -282591.796210 + Penalty 1835.336273 = -280756.459937 nChanged 2721 SP:Iteration 1F (1006.485583 sec): 3 clusters Score: Raw -284249.776715 + Penalty 1835.336273 = -282414.440442 nChanged 490 SP:Iteration 2F (1006.541440 sec): 3 clusters Score: Raw -284621.124441 + Penalty 1835.336273 = -282785.788168 nChanged 493 SP:Iteration 3F (1006.597147 sec): 3 clusters Score: Raw -285036.667469 + Penalty 1835.336273 = -283201.331196 nChanged 500 SP:Iteration 4F (1006.649600 sec): 3 clusters Score: Raw -285455.200956 + Penalty 1835.336273 = -283619.864683 nChanged 461 SP:Iteration 5F (1006.771752 sec): 3 clusters Score: Raw -285823.855716 + Penalty 1835.336273 = -283988.519443 nChanged 391 SP:Iteration 6F (1006.904373 sec): 3 clusters Score: Raw -286127.712992 + Penalty 1835.336273 = -284292.376719 nChanged 297 SP:Iteration 7Q (1007.031138 sec): 3 clusters Score: Raw -286352.741100 + Penalty 1835.336273 = -284517.404827 nChanged 248 SP:Iteration 8Q (1007.184700 sec): 3 clusters Score: Raw -286511.246223 + Penalty 1835.336273 = -284675.909950 nChanged 189 SP:Iteration 9Q (1007.271022 sec): 3 clusters Score: Raw -286620.096114 + Penalty 1835.336273 = -284784.759841 nChanged 161 SP:Iteration 10Q (1007.401901 sec): 3 clusters Score: Raw -286713.988265 + Penalty 1835.336273 = -284878.651992 nChanged 113 SP:Iteration 11Q (1007.522115 sec): 3 clusters Score: Raw -286757.769095 + Penalty 1835.336273 = -284922.432822 nChanged 86 SP:Iteration 12Q (1007.642387 sec): 3 clusters Score: Raw -286780.029702 + Penalty 1835.336273 = -284944.693429 nChanged 48 SP:Iteration 13Q (1007.755721 sec): 3 clusters Score: Raw -286790.596457 + Penalty 1835.336273 = -284955.260184 nChanged 35 SP:Iteration 14Q (1007.800957 sec): 3 clusters Score: Raw -286797.750731 + Penalty 1835.336273 = -284962.414459 nChanged 30 SP:Iteration 15Q (1007.926320 sec): 3 clusters Score: Raw -286803.867720 + Penalty 1835.336273 = -284968.531447 nChanged 18 SP:Iteration 16Q (1007.997991 sec): 3 clusters Score: Raw -286807.713910 + Penalty 1835.336273 = -284972.377637 nChanged 24 SP:Iteration 17Q (1008.046228 sec): 3 clusters Score: Raw -286811.335662 + Penalty 1835.336273 = -284975.999389 nChanged 16 SP:Iteration 18Q (1008.093921 sec): 3 clusters Score: Raw -286813.724106 + Penalty 1835.336273 = -284978.387833 nChanged 21 SP:Iteration 19Q (1008.142895 sec): 3 clusters Score: Raw -286817.221529 + Penalty 1835.336273 = -284981.885256 nChanged 14 SP:Iteration 20F (1008.187873 sec): 3 clusters Score: Raw -286820.047336 + Penalty 1835.336273 = -284984.711063 nChanged 15 SP:Iteration 21Q (1008.234770 sec): 3 clusters Score: Raw -286821.985589 + Penalty 1835.336273 = -284986.649317 nChanged 12 SP:Iteration 22Q (1008.285550 sec): 3 clusters Score: Raw -286823.356743 + Penalty 1835.336273 = -284988.020470 nChanged 8 SP:Iteration 23Q (1008.336548 sec): 3 clusters Score: Raw -286824.579247 + Penalty 1835.336273 = -284989.242974 nChanged 6 SP:Iteration 24Q (1008.387430 sec): 3 clusters Score: Raw -286825.949674 + Penalty 1835.336273 = -284990.613401 nChanged 10 SP:Iteration 25Q (1008.437253 sec): 3 clusters Score: Raw -286827.495306 + Penalty 1835.336273 = -284992.159033 nChanged 10 SP:Iteration 26Q (1008.484492 sec): 3 clusters Score: Raw -286828.496848 + Penalty 1835.336273 = -284993.160575 nChanged 10 SP:Iteration 27Q (1008.532128 sec): 3 clusters Score: Raw -286830.022718 + Penalty 1835.336273 = -284994.686445 nChanged 7 SP:Iteration 28Q (1008.647728 sec): 3 clusters Score: Raw -286831.338531 + Penalty 1835.336273 = -284996.002258 nChanged 5 SP:Iteration 29Q (1008.777486 sec): 3 clusters Score: Raw -286831.786191 + Penalty 1835.336273 = -284996.449918 nChanged 4 SP:Iteration 30Q (1008.909738 sec): 3 clusters Score: Raw -286832.167051 + Penalty 1835.336273 = -284996.830778 nChanged 1 SP:Iteration 31Q (1009.015551 sec): 3 clusters Score: Raw -286832.223874 + Penalty 1835.336273 = -284996.887601 nChanged 1 SP:Iteration 32Q (1009.154282 sec): 3 clusters Score: Raw -286832.321090 + Penalty 1835.336273 = -284996.984817 nChanged 3 SP:Iteration 33Q (1009.267106 sec): 3 clusters Score: Raw -286832.841514 + Penalty 1835.336273 = -284997.505241 nChanged 3 SP:Iteration 34Q (1009.314527 sec): 3 clusters Score: Raw -286833.347116 + Penalty 1835.336273 = -284998.010843 nChanged 5 SP:Iteration 35Q (1009.361994 sec): 3 clusters Score: Raw -286833.740803 + Penalty 1835.336273 = -284998.404530 nChanged 5 SP:Iteration 36Q (1009.409397 sec): 3 clusters Score: Raw -286834.029104 + Penalty 1835.336273 = -284998.692831 nChanged 1 SP:Iteration 37Q (1009.533615 sec): 3 clusters Score: Raw -286834.113186 + Penalty 1835.336273 = -284998.776913 nChanged 0 SP:Iteration 38F (1009.667070 sec): 3 clusters Score: Raw -286834.113186 + Penalty 1835.336273 = -284998.776913 nChanged 0 Trying to split cluster 3 (735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1009.732897 sec): 2 clusters Score: Raw -35639.313512 + Penalty 692.986402 = -34946.327110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1009.835866 sec): 3 clusters Score: Raw -35413.386784 + Penalty 1385.972805 = -34027.413979 nChanged 207 SP:Iteration 1F (1009.949937 sec): 3 clusters Score: Raw -35589.105597 + Penalty 1385.972805 = -34203.132792 nChanged 53 SP:Iteration 2F (1010.037546 sec): 3 clusters Score: Raw -35640.185614 + Penalty 1385.972805 = -34254.212810 nChanged 25 SP:Iteration 3Q (1010.149189 sec): 3 clusters Score: Raw -35671.114603 + Penalty 1385.972805 = -34285.141799 nChanged 21 SP:Iteration 4Q (1010.199756 sec): 3 clusters Score: Raw -35685.291905 + Penalty 1385.972805 = -34299.319101 nChanged 15 SP:Iteration 5Q (1010.209538 sec): 3 clusters Score: Raw -35698.877401 + Penalty 1385.972805 = -34312.904596 nChanged 15 SP:Iteration 6Q (1010.219163 sec): 3 clusters Score: Raw -35714.328528 + Penalty 1385.972805 = -34328.355723 nChanged 11 SP:Iteration 7Q (1010.228783 sec): 3 clusters Score: Raw -35723.898892 + Penalty 1385.972805 = -34337.926087 nChanged 11 SP:Iteration 8Q (1010.238382 sec): 3 clusters Score: Raw -35733.374909 + Penalty 1385.972805 = -34347.402104 nChanged 4 SP:Iteration 9Q (1010.248014 sec): 3 clusters Score: Raw -35737.260096 + Penalty 1385.972805 = -34351.287291 nChanged 5 SP:Iteration 10Q (1010.257667 sec): 3 clusters Score: Raw -35741.828798 + Penalty 1385.972805 = -34355.855993 nChanged 5 SP:Iteration 11Q (1010.267283 sec): 3 clusters Score: Raw -35747.704993 + Penalty 1385.972805 = -34361.732188 nChanged 7 SP:Iteration 12Q (1010.276900 sec): 3 clusters Score: Raw -35753.100326 + Penalty 1385.972805 = -34367.127521 nChanged 4 SP:Iteration 13Q (1010.286554 sec): 3 clusters Score: Raw -35754.759109 + Penalty 1385.972805 = -34368.786304 nChanged 1 SP:Iteration 14Q (1010.296133 sec): 3 clusters Score: Raw -35755.052238 + Penalty 1385.972805 = -34369.079433 nChanged 0 SP:Iteration 15F (1010.305642 sec): 3 clusters Score: Raw -35755.052238 + Penalty 1385.972805 = -34369.079433 nChanged 0 Trying to split cluster 4 (6855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1010.357854 sec): 2 clusters Score: Raw -337884.844046 + Penalty 927.437027 = -336957.407019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1010.414718 sec): 3 clusters Score: Raw -334068.870850 + Penalty 1854.874054 = -332213.996795 nChanged 2978 SP:Iteration 1F (1010.478998 sec): 3 clusters Score: Raw -336029.256749 + Penalty 1854.874054 = -334174.382695 nChanged 620 SP:Iteration 2F (1010.543308 sec): 3 clusters Score: Raw -336520.300139 + Penalty 1854.874054 = -334665.426085 nChanged 533 SP:Iteration 3F (1010.600546 sec): 3 clusters Score: Raw -336911.307555 + Penalty 1854.874054 = -335056.433501 nChanged 408 SP:Iteration 4F (1010.647756 sec): 3 clusters Score: Raw -337164.418170 + Penalty 1854.874054 = -335309.544116 nChanged 306 SP:Iteration 5Q (1010.696532 sec): 3 clusters Score: Raw -337339.386965 + Penalty 1854.874054 = -335484.512910 nChanged 231 SP:Iteration 6Q (1010.745311 sec): 3 clusters Score: Raw -337445.576954 + Penalty 1854.874054 = -335590.702900 nChanged 163 SP:Iteration 7Q (1010.798558 sec): 3 clusters Score: Raw -337513.609551 + Penalty 1854.874054 = -335658.735497 nChanged 139 SP:Iteration 8Q (1010.852026 sec): 3 clusters Score: Raw -337562.142096 + Penalty 1854.874054 = -335707.268042 nChanged 100 SP:Iteration 9Q (1010.905630 sec): 3 clusters Score: Raw -337593.596849 + Penalty 1854.874054 = -335738.722794 nChanged 88 SP:Iteration 10Q (1011.069442 sec): 3 clusters Score: Raw -337618.226477 + Penalty 1854.874054 = -335763.352423 nChanged 67 SP:Iteration 11Q (1011.208029 sec): 3 clusters Score: Raw -337633.973271 + Penalty 1854.874054 = -335779.099216 nChanged 50 SP:Iteration 12Q (1011.351213 sec): 3 clusters Score: Raw -337647.309286 + Penalty 1854.874054 = -335792.435231 nChanged 38 SP:Iteration 13Q (1011.453759 sec): 3 clusters Score: Raw -337655.315342 + Penalty 1854.874054 = -335800.441288 nChanged 34 SP:Iteration 14Q (1011.509756 sec): 3 clusters Score: Raw -337664.292297 + Penalty 1854.874054 = -335809.418243 nChanged 43 SP:Iteration 15Q (1011.566065 sec): 3 clusters Score: Raw -337675.533856 + Penalty 1854.874054 = -335820.659801 nChanged 34 SP:Iteration 16Q (1011.622592 sec): 3 clusters Score: Raw -337682.436570 + Penalty 1854.874054 = -335827.562516 nChanged 33 SP:Iteration 17Q (1011.678818 sec): 3 clusters Score: Raw -337691.215320 + Penalty 1854.874054 = -335836.341266 nChanged 27 SP:Iteration 18Q (1011.728670 sec): 3 clusters Score: Raw -337697.526937 + Penalty 1854.874054 = -335842.652883 nChanged 33 SP:Iteration 19Q (1011.777840 sec): 3 clusters Score: Raw -337704.949177 + Penalty 1854.874054 = -335850.075123 nChanged 24 SP:Iteration 20F (1011.826121 sec): 3 clusters Score: Raw -337709.394147 + Penalty 1854.874054 = -335854.520093 nChanged 18 SP:Iteration 21Q (1011.965110 sec): 3 clusters Score: Raw -337712.727560 + Penalty 1854.874054 = -335857.853505 nChanged 13 SP:Iteration 22Q (1012.023046 sec): 3 clusters Score: Raw -337715.602425 + Penalty 1854.874054 = -335860.728370 nChanged 15 SP:Iteration 23Q (1012.072323 sec): 3 clusters Score: Raw -337719.310157 + Penalty 1854.874054 = -335864.436102 nChanged 24 SP:Iteration 24Q (1012.122187 sec): 3 clusters Score: Raw -337726.492656 + Penalty 1854.874054 = -335871.618602 nChanged 30 SP:Iteration 25Q (1012.172984 sec): 3 clusters Score: Raw -337733.565370 + Penalty 1854.874054 = -335878.691316 nChanged 16 SP:Iteration 26Q (1012.244139 sec): 3 clusters Score: Raw -337737.091806 + Penalty 1854.874054 = -335882.217752 nChanged 18 SP:Iteration 27Q (1012.297970 sec): 3 clusters Score: Raw -337741.836551 + Penalty 1854.874054 = -335886.962496 nChanged 17 SP:Iteration 28Q (1012.351581 sec): 3 clusters Score: Raw -337746.445323 + Penalty 1854.874054 = -335891.571268 nChanged 19 SP:Iteration 29Q (1012.401561 sec): 3 clusters Score: Raw -337751.729161 + Penalty 1854.874054 = -335896.855107 nChanged 18 SP:Iteration 30Q (1012.523196 sec): 3 clusters Score: Raw -337756.294061 + Penalty 1854.874054 = -335901.420006 nChanged 21 SP:Iteration 31Q (1012.579893 sec): 3 clusters Score: Raw -337759.761669 + Penalty 1854.874054 = -335904.887615 nChanged 19 SP:Iteration 32Q (1012.630139 sec): 3 clusters Score: Raw -337762.876018 + Penalty 1854.874054 = -335908.001963 nChanged 17 SP:Iteration 33Q (1012.680261 sec): 3 clusters Score: Raw -337765.999717 + Penalty 1854.874054 = -335911.125662 nChanged 17 SP:Iteration 34Q (1012.732496 sec): 3 clusters Score: Raw -337769.611781 + Penalty 1854.874054 = -335914.737727 nChanged 18 SP:Iteration 35Q (1012.785010 sec): 3 clusters Score: Raw -337773.246358 + Penalty 1854.874054 = -335918.372303 nChanged 15 SP:Iteration 36Q (1012.837445 sec): 3 clusters Score: Raw -337776.812888 + Penalty 1854.874054 = -335921.938833 nChanged 13 SP:Iteration 37Q (1012.889454 sec): 3 clusters Score: Raw -337779.621780 + Penalty 1854.874054 = -335924.747726 nChanged 18 SP:Iteration 38Q (1012.938866 sec): 3 clusters Score: Raw -337783.080677 + Penalty 1854.874054 = -335928.206623 nChanged 19 SP:Iteration 39Q (1013.000412 sec): 3 clusters Score: Raw -337786.255314 + Penalty 1854.874054 = -335931.381260 nChanged 16 SP:Iteration 40F (1013.049571 sec): 3 clusters Score: Raw -337788.867422 + Penalty 1854.874054 = -335933.993368 nChanged 14 SP:Iteration 41Q (1013.098959 sec): 3 clusters Score: Raw -337791.054550 + Penalty 1854.874054 = -335936.180495 nChanged 13 SP:Iteration 42Q (1013.265502 sec): 3 clusters Score: Raw -337794.362146 + Penalty 1854.874054 = -335939.488092 nChanged 22 SP:Iteration 43Q (1013.358730 sec): 3 clusters Score: Raw -337800.707932 + Penalty 1854.874054 = -335945.833878 nChanged 30 SP:Iteration 44Q (1013.492726 sec): 3 clusters Score: Raw -337809.638627 + Penalty 1854.874054 = -335954.764573 nChanged 24 SP:Iteration 45Q (1013.623017 sec): 3 clusters Score: Raw -337815.295447 + Penalty 1854.874054 = -335960.421393 nChanged 24 SP:Iteration 46Q (1013.720110 sec): 3 clusters Score: Raw -337820.285611 + Penalty 1854.874054 = -335965.411557 nChanged 19 SP:Iteration 47Q (1013.769002 sec): 3 clusters Score: Raw -337825.111188 + Penalty 1854.874054 = -335970.237134 nChanged 24 SP:Iteration 48Q (1013.819239 sec): 3 clusters Score: Raw -337834.295131 + Penalty 1854.874054 = -335979.421077 nChanged 23 SP:Iteration 49Q (1013.870702 sec): 3 clusters Score: Raw -337845.355336 + Penalty 1854.874054 = -335990.481282 nChanged 29 SP:Iteration 50Q (1013.922057 sec): 3 clusters Score: Raw -337857.690635 + Penalty 1854.874054 = -336002.816581 nChanged 32 SP:Iteration 51Q (1013.973591 sec): 3 clusters Score: Raw -337869.247127 + Penalty 1854.874054 = -336014.373072 nChanged 26 SP:Iteration 52Q (1014.024704 sec): 3 clusters Score: Raw -337880.870547 + Penalty 1854.874054 = -336025.996493 nChanged 34 SP:Iteration 53Q (1014.074124 sec): 3 clusters Score: Raw -337897.599883 + Penalty 1854.874054 = -336042.725828 nChanged 29 SP:Iteration 54Q (1014.123749 sec): 3 clusters Score: Raw -337913.079598 + Penalty 1854.874054 = -336058.205543 nChanged 40 SP:Iteration 55Q (1014.173255 sec): 3 clusters Score: Raw -337936.082138 + Penalty 1854.874054 = -336081.208083 nChanged 44 SP:Iteration 56Q (1014.225345 sec): 3 clusters Score: Raw -337953.658120 + Penalty 1854.874054 = -336098.784065 nChanged 34 SP:Iteration 57Q (1014.277383 sec): 3 clusters Score: Raw -337965.729166 + Penalty 1854.874054 = -336110.855111 nChanged 32 SP:Iteration 58Q (1014.329690 sec): 3 clusters Score: Raw -337976.711280 + Penalty 1854.874054 = -336121.837226 nChanged 24 SP:Iteration 59Q (1014.379203 sec): 3 clusters Score: Raw -337984.586717 + Penalty 1854.874054 = -336129.712663 nChanged 14 SP:Iteration 60F (1014.428150 sec): 3 clusters Score: Raw -337989.489174 + Penalty 1854.874054 = -336134.615120 nChanged 19 SP:Iteration 61Q (1014.475582 sec): 3 clusters Score: Raw -337994.357148 + Penalty 1854.874054 = -336139.483093 nChanged 18 SP:Iteration 62Q (1014.523407 sec): 3 clusters Score: Raw -338001.580799 + Penalty 1854.874054 = -336146.706745 nChanged 18 SP:Iteration 63Q (1014.571315 sec): 3 clusters Score: Raw -338006.791594 + Penalty 1854.874054 = -336151.917540 nChanged 13 SP:Iteration 64Q (1014.623073 sec): 3 clusters Score: Raw -338010.064420 + Penalty 1854.874054 = -336155.190366 nChanged 7 SP:Iteration 65Q (1014.741798 sec): 3 clusters Score: Raw -338011.499197 + Penalty 1854.874054 = -336156.625143 nChanged 6 SP:Iteration 66Q (1014.891219 sec): 3 clusters Score: Raw -338012.406445 + Penalty 1854.874054 = -336157.532390 nChanged 6 SP:Iteration 67Q (1015.064183 sec): 3 clusters Score: Raw -338013.210213 + Penalty 1854.874054 = -336158.336158 nChanged 6 SP:Iteration 68Q (1015.160180 sec): 3 clusters Score: Raw -338015.158662 + Penalty 1854.874054 = -336160.284608 nChanged 7 SP:Iteration 69Q (1015.210562 sec): 3 clusters Score: Raw -338016.244679 + Penalty 1854.874054 = -336161.370624 nChanged 3 SP:Iteration 70Q (1015.260514 sec): 3 clusters Score: Raw -338016.497947 + Penalty 1854.874054 = -336161.623892 nChanged 1 SP:Iteration 71Q (1015.313777 sec): 3 clusters Score: Raw -338016.592897 + Penalty 1854.874054 = -336161.718843 nChanged 0 SP:Iteration 72F (1015.368475 sec): 3 clusters Score: Raw -338016.592897 + Penalty 1854.874054 = -336161.718843 nChanged 0 Trying to split cluster 5 (1530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1015.412493 sec): 2 clusters Score: Raw -57410.249398 + Penalty 769.967417 = -56640.281982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1015.541131 sec): 3 clusters Score: Raw -56725.399011 + Penalty 1539.934833 = -55185.464178 nChanged 552 SP:Iteration 1F (1015.648266 sec): 3 clusters Score: Raw -57159.390665 + Penalty 1539.934833 = -55619.455832 nChanged 143 SP:Iteration 2F (1015.754836 sec): 3 clusters Score: Raw -57290.591490 + Penalty 1539.934833 = -55750.656657 nChanged 97 SP:Iteration 3F (1015.867468 sec): 3 clusters Score: Raw -57391.110485 + Penalty 1539.934833 = -55851.175652 nChanged 74 SP:Iteration 4Q (1015.930819 sec): 3 clusters Score: Raw -57472.103571 + Penalty 1539.934833 = -55932.168738 nChanged 72 SP:Iteration 5Q (1015.947892 sec): 3 clusters Score: Raw -57548.666674 + Penalty 1539.934833 = -56008.731841 nChanged 64 SP:Iteration 6Q (1015.964512 sec): 3 clusters Score: Raw -57631.144157 + Penalty 1539.934833 = -56091.209324 nChanged 68 SP:Iteration 7Q (1015.980969 sec): 3 clusters Score: Raw -57726.404057 + Penalty 1539.934833 = -56186.469224 nChanged 56 SP:Iteration 8Q (1015.997287 sec): 3 clusters Score: Raw -57792.059526 + Penalty 1539.934833 = -56252.124693 nChanged 42 SP:Iteration 9Q (1016.013574 sec): 3 clusters Score: Raw -57823.818984 + Penalty 1539.934833 = -56283.884151 nChanged 25 SP:Iteration 10Q (1016.029943 sec): 3 clusters Score: Raw -57838.716208 + Penalty 1539.934833 = -56298.781375 nChanged 15 SP:Iteration 11Q (1016.046170 sec): 3 clusters Score: Raw -57847.144724 + Penalty 1539.934833 = -56307.209891 nChanged 12 SP:Iteration 12Q (1016.062394 sec): 3 clusters Score: Raw -57853.720915 + Penalty 1539.934833 = -56313.786082 nChanged 8 SP:Iteration 13Q (1016.078543 sec): 3 clusters Score: Raw -57857.504479 + Penalty 1539.934833 = -56317.569646 nChanged 5 SP:Iteration 14Q (1016.095238 sec): 3 clusters Score: Raw -57861.433912 + Penalty 1539.934833 = -56321.499079 nChanged 10 SP:Iteration 15Q (1016.111715 sec): 3 clusters Score: Raw -57868.651226 + Penalty 1539.934833 = -56328.716393 nChanged 12 SP:Iteration 16Q (1016.127922 sec): 3 clusters Score: Raw -57878.094239 + Penalty 1539.934833 = -56338.159406 nChanged 10 SP:Iteration 17Q (1016.144121 sec): 3 clusters Score: Raw -57882.353710 + Penalty 1539.934833 = -56342.418877 nChanged 8 SP:Iteration 18Q (1016.160403 sec): 3 clusters Score: Raw -57886.109715 + Penalty 1539.934833 = -56346.174882 nChanged 8 SP:Iteration 19Q (1016.176527 sec): 3 clusters Score: Raw -57891.277325 + Penalty 1539.934833 = -56351.342492 nChanged 8 SP:Iteration 20F (1016.192558 sec): 3 clusters Score: Raw -57895.170751 + Penalty 1539.934833 = -56355.235918 nChanged 9 SP:Iteration 21Q (1016.208752 sec): 3 clusters Score: Raw -57900.722763 + Penalty 1539.934833 = -56360.787930 nChanged 7 SP:Iteration 22Q (1016.224928 sec): 3 clusters Score: Raw -57903.273158 + Penalty 1539.934833 = -56363.338325 nChanged 7 SP:Iteration 23Q (1016.241097 sec): 3 clusters Score: Raw -57905.852297 + Penalty 1539.934833 = -56365.917464 nChanged 5 SP:Iteration 24Q (1016.257458 sec): 3 clusters Score: Raw -57910.273829 + Penalty 1539.934833 = -56370.338996 nChanged 6 SP:Iteration 25Q (1016.273903 sec): 3 clusters Score: Raw -57914.250298 + Penalty 1539.934833 = -56374.315465 nChanged 4 SP:Iteration 26Q (1016.291808 sec): 3 clusters Score: Raw -57916.206120 + Penalty 1539.934833 = -56376.271287 nChanged 1 SP:Iteration 27Q (1016.308179 sec): 3 clusters Score: Raw -57916.912344 + Penalty 1539.934833 = -56376.977511 nChanged 1 SP:Iteration 28Q (1016.324312 sec): 3 clusters Score: Raw -57917.607878 + Penalty 1539.934833 = -56377.673045 nChanged 1 SP:Iteration 29Q (1016.340477 sec): 3 clusters Score: Raw -57917.797441 + Penalty 1539.934833 = -56377.862608 nChanged 0 SP:Iteration 30F (1016.455836 sec): 3 clusters Score: Raw -57917.797441 + Penalty 1539.934833 = -56377.862608 nChanged 0 Trying to split cluster 6 (2953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1016.521864 sec): 2 clusters Score: Raw -145121.101009 + Penalty 839.010573 = -144282.090436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1016.657218 sec): 3 clusters Score: Raw -143620.257552 + Penalty 1678.021145 = -141942.236407 nChanged 1195 SP:Iteration 1F (1016.780499 sec): 3 clusters Score: Raw -144344.673511 + Penalty 1678.021145 = -142666.652366 nChanged 199 SP:Iteration 2F (1016.896793 sec): 3 clusters Score: Raw -144449.050172 + Penalty 1678.021145 = -142771.029027 nChanged 152 SP:Iteration 3F (1017.014256 sec): 3 clusters Score: Raw -144521.827385 + Penalty 1678.021145 = -142843.806239 nChanged 107 SP:Iteration 4Q (1017.131787 sec): 3 clusters Score: Raw -144577.247134 + Penalty 1678.021145 = -142899.225989 nChanged 114 SP:Iteration 5Q (1017.167959 sec): 3 clusters Score: Raw -144634.279610 + Penalty 1678.021145 = -142956.258464 nChanged 100 SP:Iteration 6Q (1017.199915 sec): 3 clusters Score: Raw -144678.346871 + Penalty 1678.021145 = -143000.325726 nChanged 84 SP:Iteration 7Q (1017.231731 sec): 3 clusters Score: Raw -144723.169843 + Penalty 1678.021145 = -143045.148698 nChanged 84 SP:Iteration 8Q (1017.263673 sec): 3 clusters Score: Raw -144768.211099 + Penalty 1678.021145 = -143090.189953 nChanged 84 SP:Iteration 9Q (1017.295632 sec): 3 clusters Score: Raw -144816.416181 + Penalty 1678.021145 = -143138.395036 nChanged 88 SP:Iteration 10Q (1017.324001 sec): 3 clusters Score: Raw -144877.604896 + Penalty 1678.021145 = -143199.583751 nChanged 95 SP:Iteration 11Q (1017.352398 sec): 3 clusters Score: Raw -144939.912390 + Penalty 1678.021145 = -143261.891244 nChanged 79 SP:Iteration 12Q (1017.380659 sec): 3 clusters Score: Raw -144994.238235 + Penalty 1678.021145 = -143316.217090 nChanged 70 SP:Iteration 13Q (1017.408669 sec): 3 clusters Score: Raw -145046.031809 + Penalty 1678.021145 = -143368.010664 nChanged 60 SP:Iteration 14Q (1017.518800 sec): 3 clusters Score: Raw -145092.743786 + Penalty 1678.021145 = -143414.722641 nChanged 52 SP:Iteration 15Q (1017.626993 sec): 3 clusters Score: Raw -145131.221510 + Penalty 1678.021145 = -143453.200365 nChanged 37 SP:Iteration 16Q (1017.735609 sec): 3 clusters Score: Raw -145154.713940 + Penalty 1678.021145 = -143476.692795 nChanged 25 SP:Iteration 17Q (1017.843894 sec): 3 clusters Score: Raw -145170.364170 + Penalty 1678.021145 = -143492.343025 nChanged 22 SP:Iteration 18Q (1017.952595 sec): 3 clusters Score: Raw -145185.662421 + Penalty 1678.021145 = -143507.641276 nChanged 17 SP:Iteration 19Q (1018.066630 sec): 3 clusters Score: Raw -145199.614336 + Penalty 1678.021145 = -143521.593191 nChanged 16 SP:Iteration 20F (1018.171514 sec): 3 clusters Score: Raw -145212.323162 + Penalty 1678.021145 = -143534.302016 nChanged 11 SP:Iteration 21Q (1018.288221 sec): 3 clusters Score: Raw -145219.586659 + Penalty 1678.021145 = -143541.565513 nChanged 12 SP:Iteration 22Q (1018.352870 sec): 3 clusters Score: Raw -145226.537550 + Penalty 1678.021145 = -143548.516405 nChanged 6 SP:Iteration 23Q (1018.380608 sec): 3 clusters Score: Raw -145229.513151 + Penalty 1678.021145 = -143551.492005 nChanged 5 SP:Iteration 24Q (1018.407970 sec): 3 clusters Score: Raw -145231.679327 + Penalty 1678.021145 = -143553.658182 nChanged 2 SP:Iteration 25Q (1018.435587 sec): 3 clusters Score: Raw -145232.845192 + Penalty 1678.021145 = -143554.824047 nChanged 2 SP:Iteration 26Q (1018.462932 sec): 3 clusters Score: Raw -145234.552868 + Penalty 1678.021145 = -143556.531723 nChanged 3 SP:Iteration 27Q (1018.490549 sec): 3 clusters Score: Raw -145236.332475 + Penalty 1678.021145 = -143558.311330 nChanged 1 SP:Iteration 28Q (1018.517776 sec): 3 clusters Score: Raw -145236.724661 + Penalty 1678.021145 = -143558.703516 nChanged 1 SP:Iteration 29Q (1018.665957 sec): 3 clusters Score: Raw -145237.785131 + Penalty 1678.021145 = -143559.763986 nChanged 3 SP:Iteration 30Q (1018.768755 sec): 3 clusters Score: Raw -145241.448028 + Penalty 1678.021145 = -143563.426883 nChanged 4 SP:Iteration 31Q (1018.897740 sec): 3 clusters Score: Raw -145244.198601 + Penalty 1678.021145 = -143566.177456 nChanged 4 SP:Iteration 32Q (1019.008717 sec): 3 clusters Score: Raw -145248.003761 + Penalty 1678.021145 = -143569.982616 nChanged 4 SP:Iteration 33Q (1019.126666 sec): 3 clusters Score: Raw -145252.147767 + Penalty 1678.021145 = -143574.126621 nChanged 1 SP:Iteration 34Q (1019.242062 sec): 3 clusters Score: Raw -145253.376583 + Penalty 1678.021145 = -143575.355438 nChanged 3 SP:Iteration 35Q (1019.358435 sec): 3 clusters Score: Raw -145256.378161 + Penalty 1678.021145 = -143578.357016 nChanged 2 SP:Iteration 36Q (1019.473990 sec): 3 clusters Score: Raw -145257.105419 + Penalty 1678.021145 = -143579.084274 nChanged 0 SP:Iteration 37F (1019.618350 sec): 3 clusters Score: Raw -145257.105419 + Penalty 1678.021145 = -143579.084274 nChanged 0 Trying to split cluster 7 (1242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1019.623759 sec): 2 clusters Score: Raw -37113.213111 + Penalty 748.070218 = -36365.142894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1019.638316 sec): 3 clusters Score: Raw -36660.919250 + Penalty 1496.140435 = -35164.778815 nChanged 423 SP:Iteration 1F (1019.652692 sec): 3 clusters Score: Raw -36999.685391 + Penalty 1496.140435 = -35503.544956 nChanged 106 SP:Iteration 2F (1019.666856 sec): 3 clusters Score: Raw -37107.127129 + Penalty 1496.140435 = -35610.986694 nChanged 68 SP:Iteration 3F (1019.680913 sec): 3 clusters Score: Raw -37196.308505 + Penalty 1496.140435 = -35700.168070 nChanged 73 SP:Iteration 4F (1019.694865 sec): 3 clusters Score: Raw -37277.177637 + Penalty 1496.140435 = -35781.037202 nChanged 62 SP:Iteration 5Q (1019.709219 sec): 3 clusters Score: Raw -37362.264593 + Penalty 1496.140435 = -35866.124158 nChanged 51 SP:Iteration 6Q (1019.723587 sec): 3 clusters Score: Raw -37430.565192 + Penalty 1496.140435 = -35934.424757 nChanged 49 SP:Iteration 7Q (1019.737844 sec): 3 clusters Score: Raw -37524.640771 + Penalty 1496.140435 = -36028.500336 nChanged 39 SP:Iteration 8Q (1019.752106 sec): 3 clusters Score: Raw -37575.330196 + Penalty 1496.140435 = -36079.189761 nChanged 32 SP:Iteration 9Q (1019.766281 sec): 3 clusters Score: Raw -37611.102467 + Penalty 1496.140435 = -36114.962032 nChanged 19 SP:Iteration 10Q (1019.780468 sec): 3 clusters Score: Raw -37632.520004 + Penalty 1496.140435 = -36136.379569 nChanged 18 SP:Iteration 11Q (1019.794620 sec): 3 clusters Score: Raw -37657.581323 + Penalty 1496.140435 = -36161.440888 nChanged 14 SP:Iteration 12Q (1019.808751 sec): 3 clusters Score: Raw -37677.388586 + Penalty 1496.140435 = -36181.248150 nChanged 15 SP:Iteration 13Q (1019.822900 sec): 3 clusters Score: Raw -37701.941455 + Penalty 1496.140435 = -36205.801020 nChanged 18 SP:Iteration 14Q (1019.836839 sec): 3 clusters Score: Raw -37716.330467 + Penalty 1496.140435 = -36220.190032 nChanged 10 SP:Iteration 15Q (1019.850569 sec): 3 clusters Score: Raw -37723.888774 + Penalty 1496.140435 = -36227.748339 nChanged 6 SP:Iteration 16Q (1019.864243 sec): 3 clusters Score: Raw -37726.144759 + Penalty 1496.140435 = -36230.004324 nChanged 3 SP:Iteration 17Q (1019.878705 sec): 3 clusters Score: Raw -37727.155646 + Penalty 1496.140435 = -36231.015211 nChanged 4 SP:Iteration 18Q (1019.892332 sec): 3 clusters Score: Raw -37732.659429 + Penalty 1496.140435 = -36236.518994 nChanged 3 SP:Iteration 19Q (1019.906035 sec): 3 clusters Score: Raw -37738.621465 + Penalty 1496.140435 = -36242.481030 nChanged 7 SP:Iteration 20F (1019.919683 sec): 3 clusters Score: Raw -37744.884387 + Penalty 1496.140435 = -36248.743952 nChanged 10 SP:Iteration 21Q (1020.028986 sec): 3 clusters Score: Raw -37749.716762 + Penalty 1496.140435 = -36253.576327 nChanged 8 SP:Iteration 22Q (1020.152065 sec): 3 clusters Score: Raw -37758.404273 + Penalty 1496.140435 = -36262.263838 nChanged 5 SP:Iteration 23Q (1020.269380 sec): 3 clusters Score: Raw -37765.758341 + Penalty 1496.140435 = -36269.617906 nChanged 9 SP:Iteration 24Q (1020.383715 sec): 3 clusters Score: Raw -37771.467280 + Penalty 1496.140435 = -36275.326845 nChanged 6 SP:Iteration 25Q (1020.498503 sec): 3 clusters Score: Raw -37777.351380 + Penalty 1496.140435 = -36281.210945 nChanged 4 SP:Iteration 26Q (1020.592700 sec): 3 clusters Score: Raw -37779.296860 + Penalty 1496.140435 = -36283.156424 nChanged 4 SP:Iteration 27Q (1020.606534 sec): 3 clusters Score: Raw -37782.169297 + Penalty 1496.140435 = -36286.028862 nChanged 3 SP:Iteration 28Q (1020.620079 sec): 3 clusters Score: Raw -37783.730682 + Penalty 1496.140435 = -36287.590247 nChanged 0 SP:Iteration 29F (1020.633627 sec): 3 clusters Score: Raw -37783.730682 + Penalty 1496.140435 = -36287.590247 nChanged 0 Trying to split cluster 8 (1300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1020.665284 sec): 2 clusters Score: Raw -52780.474203 + Penalty 752.862552 = -52027.611651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1020.680221 sec): 3 clusters Score: Raw -52235.669619 + Penalty 1505.725104 = -50729.944515 nChanged 453 SP:Iteration 1F (1020.694291 sec): 3 clusters Score: Raw -52546.109460 + Penalty 1505.725104 = -51040.384356 nChanged 124 SP:Iteration 2F (1020.708395 sec): 3 clusters Score: Raw -52640.255616 + Penalty 1505.725104 = -51134.530512 nChanged 65 SP:Iteration 3Q (1020.722937 sec): 3 clusters Score: Raw -52701.847854 + Penalty 1505.725104 = -51196.122750 nChanged 55 SP:Iteration 4Q (1020.737448 sec): 3 clusters Score: Raw -52745.039987 + Penalty 1505.725104 = -51239.314883 nChanged 35 SP:Iteration 5Q (1020.751788 sec): 3 clusters Score: Raw -52772.003967 + Penalty 1505.725104 = -51266.278863 nChanged 31 SP:Iteration 6Q (1020.766273 sec): 3 clusters Score: Raw -52790.214165 + Penalty 1505.725104 = -51284.489061 nChanged 22 SP:Iteration 7Q (1020.780737 sec): 3 clusters Score: Raw -52801.886806 + Penalty 1505.725104 = -51296.161701 nChanged 18 SP:Iteration 8Q (1020.795209 sec): 3 clusters Score: Raw -52809.216467 + Penalty 1505.725104 = -51303.491363 nChanged 18 SP:Iteration 9Q (1020.809539 sec): 3 clusters Score: Raw -52818.086778 + Penalty 1505.725104 = -51312.361674 nChanged 21 SP:Iteration 10Q (1020.823843 sec): 3 clusters Score: Raw -52827.675710 + Penalty 1505.725104 = -51321.950606 nChanged 18 SP:Iteration 11Q (1020.838158 sec): 3 clusters Score: Raw -52835.508225 + Penalty 1505.725104 = -51329.783120 nChanged 14 SP:Iteration 12Q (1020.852589 sec): 3 clusters Score: Raw -52844.066349 + Penalty 1505.725104 = -51338.341245 nChanged 17 SP:Iteration 13Q (1020.866983 sec): 3 clusters Score: Raw -52855.344395 + Penalty 1505.725104 = -51349.619291 nChanged 18 SP:Iteration 14Q (1020.881244 sec): 3 clusters Score: Raw -52868.995216 + Penalty 1505.725104 = -51363.270111 nChanged 22 SP:Iteration 15Q (1020.895609 sec): 3 clusters Score: Raw -52885.448441 + Penalty 1505.725104 = -51379.723337 nChanged 26 SP:Iteration 16Q (1020.909989 sec): 3 clusters Score: Raw -52901.630467 + Penalty 1505.725104 = -51395.905363 nChanged 24 SP:Iteration 17Q (1020.924359 sec): 3 clusters Score: Raw -52915.463455 + Penalty 1505.725104 = -51409.738350 nChanged 23 SP:Iteration 18Q (1020.938812 sec): 3 clusters Score: Raw -52931.347913 + Penalty 1505.725104 = -51425.622809 nChanged 22 SP:Iteration 19Q (1020.953142 sec): 3 clusters Score: Raw -52944.109372 + Penalty 1505.725104 = -51438.384268 nChanged 23 SP:Iteration 20F (1020.967182 sec): 3 clusters Score: Raw -52959.741023 + Penalty 1505.725104 = -51454.015919 nChanged 16 SP:Iteration 21Q (1021.089546 sec): 3 clusters Score: Raw -52974.193314 + Penalty 1505.725104 = -51468.468210 nChanged 20 SP:Iteration 22Q (1021.230067 sec): 3 clusters Score: Raw -52988.196413 + Penalty 1505.725104 = -51482.471308 nChanged 18 SP:Iteration 23Q (1021.339173 sec): 3 clusters Score: Raw -52999.986292 + Penalty 1505.725104 = -51494.261188 nChanged 16 SP:Iteration 24Q (1021.410146 sec): 3 clusters Score: Raw -53010.155661 + Penalty 1505.725104 = -51504.430557 nChanged 11 SP:Iteration 25Q (1021.519670 sec): 3 clusters Score: Raw -53021.729617 + Penalty 1505.725104 = -51516.004513 nChanged 14 SP:Iteration 26Q (1021.650796 sec): 3 clusters Score: Raw -53032.690883 + Penalty 1505.725104 = -51526.965779 nChanged 13 SP:Iteration 27Q (1021.732554 sec): 3 clusters Score: Raw -53045.612827 + Penalty 1505.725104 = -51539.887723 nChanged 11 SP:Iteration 28Q (1021.841136 sec): 3 clusters Score: Raw -53053.328361 + Penalty 1505.725104 = -51547.603257 nChanged 10 SP:Iteration 29Q (1021.946809 sec): 3 clusters Score: Raw -53059.062410 + Penalty 1505.725104 = -51553.337306 nChanged 5 SP:Iteration 30Q (1022.076002 sec): 3 clusters Score: Raw -53061.900434 + Penalty 1505.725104 = -51556.175330 nChanged 3 SP:Iteration 31Q (1022.159889 sec): 3 clusters Score: Raw -53063.848223 + Penalty 1505.725104 = -51558.123119 nChanged 2 SP:Iteration 32Q (1022.226362 sec): 3 clusters Score: Raw -53064.873195 + Penalty 1505.725104 = -51559.148091 nChanged 1 SP:Iteration 33Q (1022.240741 sec): 3 clusters Score: Raw -53065.484869 + Penalty 1505.725104 = -51559.759765 nChanged 2 SP:Iteration 34Q (1022.255274 sec): 3 clusters Score: Raw -53066.400052 + Penalty 1505.725104 = -51560.674948 nChanged 0 SP:Iteration 35F (1022.269526 sec): 3 clusters Score: Raw -53066.400052 + Penalty 1505.725104 = -51560.674948 nChanged 0 Trying to split cluster 9 (600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1022.298558 sec): 2 clusters Score: Raw -27943.153308 + Penalty 671.677614 = -27271.475694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1022.307373 sec): 3 clusters Score: Raw -27766.119703 + Penalty 1343.355228 = -26422.764475 nChanged 180 SP:Iteration 1F (1022.315758 sec): 3 clusters Score: Raw -27950.559393 + Penalty 1343.355228 = -26607.204166 nChanged 51 SP:Iteration 2F (1022.324142 sec): 3 clusters Score: Raw -28035.160969 + Penalty 1343.355228 = -26691.805741 nChanged 28 SP:Iteration 3Q (1022.332739 sec): 3 clusters Score: Raw -28074.947461 + Penalty 1343.355228 = -26731.592233 nChanged 18 SP:Iteration 4Q (1022.341172 sec): 3 clusters Score: Raw -28097.819585 + Penalty 1343.355228 = -26754.464358 nChanged 14 SP:Iteration 5Q (1022.349555 sec): 3 clusters Score: Raw -28116.719019 + Penalty 1343.355228 = -26773.363791 nChanged 12 SP:Iteration 6Q (1022.357984 sec): 3 clusters Score: Raw -28125.349792 + Penalty 1343.355228 = -26781.994564 nChanged 9 SP:Iteration 7Q (1022.366430 sec): 3 clusters Score: Raw -28134.067971 + Penalty 1343.355228 = -26790.712743 nChanged 6 SP:Iteration 8Q (1022.374856 sec): 3 clusters Score: Raw -28140.227227 + Penalty 1343.355228 = -26796.872000 nChanged 5 SP:Iteration 9Q (1022.383477 sec): 3 clusters Score: Raw -28144.936891 + Penalty 1343.355228 = -26801.581663 nChanged 4 SP:Iteration 10Q (1022.391923 sec): 3 clusters Score: Raw -28153.174780 + Penalty 1343.355228 = -26809.819553 nChanged 6 SP:Iteration 11Q (1022.400273 sec): 3 clusters Score: Raw -28157.487473 + Penalty 1343.355228 = -26814.132246 nChanged 4 SP:Iteration 12Q (1022.408630 sec): 3 clusters Score: Raw -28161.814034 + Penalty 1343.355228 = -26818.458806 nChanged 3 SP:Iteration 13Q (1022.417017 sec): 3 clusters Score: Raw -28167.537686 + Penalty 1343.355228 = -26824.182459 nChanged 4 SP:Iteration 14Q (1022.425380 sec): 3 clusters Score: Raw -28172.366670 + Penalty 1343.355228 = -26829.011443 nChanged 4 SP:Iteration 15Q (1022.526554 sec): 3 clusters Score: Raw -28180.292870 + Penalty 1343.355228 = -26836.937642 nChanged 2 SP:Iteration 16Q (1022.641547 sec): 3 clusters Score: Raw -28183.190317 + Penalty 1343.355228 = -26839.835089 nChanged 1 SP:Iteration 17Q (1022.756545 sec): 3 clusters Score: Raw -28187.755853 + Penalty 1343.355228 = -26844.400625 nChanged 2 SP:Iteration 18Q (1022.869540 sec): 3 clusters Score: Raw -28194.372108 + Penalty 1343.355228 = -26851.016880 nChanged 6 SP:Iteration 19Q (1022.982885 sec): 3 clusters Score: Raw -28204.261730 + Penalty 1343.355228 = -26860.906502 nChanged 5 SP:Iteration 20F (1023.093732 sec): 3 clusters Score: Raw -28209.259491 + Penalty 1343.355228 = -26865.904264 nChanged 6 SP:Iteration 21Q (1023.214229 sec): 3 clusters Score: Raw -28211.870509 + Penalty 1343.355228 = -26868.515281 nChanged 2 SP:Iteration 22Q (1023.295354 sec): 3 clusters Score: Raw -28212.852832 + Penalty 1343.355228 = -26869.497605 nChanged 2 SP:Iteration 23Q (1023.406013 sec): 3 clusters Score: Raw -28214.541981 + Penalty 1343.355228 = -26871.186753 nChanged 1 SP:Iteration 24Q (1023.516722 sec): 3 clusters Score: Raw -28214.852967 + Penalty 1343.355228 = -26871.497739 nChanged 0 SP:Iteration 25F (1023.627718 sec): 3 clusters Score: Raw -28214.852967 + Penalty 1343.355228 = -26871.497739 nChanged 0 Trying to split cluster 10 (3678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1023.667052 sec): 2 clusters Score: Raw -174561.085091 + Penalty 862.063063 = -173699.022029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1023.703632 sec): 3 clusters Score: Raw -172581.200314 + Penalty 1724.126125 = -170857.074189 nChanged 1508 SP:Iteration 1F (1023.740529 sec): 3 clusters Score: Raw -173444.320055 + Penalty 1724.126125 = -171720.193930 nChanged 293 SP:Iteration 2F (1023.778231 sec): 3 clusters Score: Raw -173621.964586 + Penalty 1724.126125 = -171897.838461 nChanged 232 SP:Iteration 3F (1023.815920 sec): 3 clusters Score: Raw -173745.966854 + Penalty 1724.126125 = -172021.840729 nChanged 171 SP:Iteration 4Q (1023.854385 sec): 3 clusters Score: Raw -173819.396241 + Penalty 1724.126125 = -172095.270116 nChanged 130 SP:Iteration 5Q (1023.893045 sec): 3 clusters Score: Raw -173878.353109 + Penalty 1724.126125 = -172154.226984 nChanged 121 SP:Iteration 6Q (1023.930906 sec): 3 clusters Score: Raw -173935.009756 + Penalty 1724.126125 = -172210.883631 nChanged 105 SP:Iteration 7Q (1023.966058 sec): 3 clusters Score: Raw -173979.224938 + Penalty 1724.126125 = -172255.098813 nChanged 97 SP:Iteration 8Q (1024.001388 sec): 3 clusters Score: Raw -174021.103177 + Penalty 1724.126125 = -172296.977052 nChanged 90 SP:Iteration 9Q (1024.036530 sec): 3 clusters Score: Raw -174060.407945 + Penalty 1724.126125 = -172336.281820 nChanged 76 SP:Iteration 10Q (1024.071745 sec): 3 clusters Score: Raw -174094.723792 + Penalty 1724.126125 = -172370.597667 nChanged 65 SP:Iteration 11Q (1024.108947 sec): 3 clusters Score: Raw -174129.384673 + Penalty 1724.126125 = -172405.258548 nChanged 79 SP:Iteration 12Q (1024.144384 sec): 3 clusters Score: Raw -174168.009673 + Penalty 1724.126125 = -172443.883548 nChanged 72 SP:Iteration 13Q (1024.179438 sec): 3 clusters Score: Raw -174199.067364 + Penalty 1724.126125 = -172474.941239 nChanged 71 SP:Iteration 14Q (1024.214574 sec): 3 clusters Score: Raw -174231.370133 + Penalty 1724.126125 = -172507.244008 nChanged 65 SP:Iteration 15Q (1024.249641 sec): 3 clusters Score: Raw -174254.901266 + Penalty 1724.126125 = -172530.775140 nChanged 58 SP:Iteration 16Q (1024.284811 sec): 3 clusters Score: Raw -174277.709590 + Penalty 1724.126125 = -172553.583465 nChanged 45 SP:Iteration 17Q (1024.320227 sec): 3 clusters Score: Raw -174293.438060 + Penalty 1724.126125 = -172569.311935 nChanged 42 SP:Iteration 18Q (1024.355385 sec): 3 clusters Score: Raw -174309.173742 + Penalty 1724.126125 = -172585.047617 nChanged 44 SP:Iteration 19Q (1024.477972 sec): 3 clusters Score: Raw -174325.232347 + Penalty 1724.126125 = -172601.106221 nChanged 45 SP:Iteration 20F (1024.635146 sec): 3 clusters Score: Raw -174343.779624 + Penalty 1724.126125 = -172619.653498 nChanged 40 SP:Iteration 21Q (1024.718203 sec): 3 clusters Score: Raw -174363.567319 + Penalty 1724.126125 = -172639.441194 nChanged 49 SP:Iteration 22Q (1024.836144 sec): 3 clusters Score: Raw -174384.186450 + Penalty 1724.126125 = -172660.060325 nChanged 47 SP:Iteration 23Q (1024.956878 sec): 3 clusters Score: Raw -174402.046528 + Penalty 1724.126125 = -172677.920403 nChanged 47 SP:Iteration 24Q (1025.072574 sec): 3 clusters Score: Raw -174423.932021 + Penalty 1724.126125 = -172699.805896 nChanged 46 SP:Iteration 25Q (1025.185079 sec): 3 clusters Score: Raw -174444.499517 + Penalty 1724.126125 = -172720.373392 nChanged 43 SP:Iteration 26Q (1025.220876 sec): 3 clusters Score: Raw -174465.446914 + Penalty 1724.126125 = -172741.320789 nChanged 49 SP:Iteration 27Q (1025.256383 sec): 3 clusters Score: Raw -174490.081994 + Penalty 1724.126125 = -172765.955869 nChanged 47 SP:Iteration 28Q (1025.291818 sec): 3 clusters Score: Raw -174515.703640 + Penalty 1724.126125 = -172791.577515 nChanged 52 SP:Iteration 29Q (1025.327118 sec): 3 clusters Score: Raw -174538.846210 + Penalty 1724.126125 = -172814.720085 nChanged 39 SP:Iteration 30Q (1025.362425 sec): 3 clusters Score: Raw -174560.053378 + Penalty 1724.126125 = -172835.927253 nChanged 39 SP:Iteration 31Q (1025.397433 sec): 3 clusters Score: Raw -174580.983283 + Penalty 1724.126125 = -172856.857158 nChanged 30 SP:Iteration 32Q (1025.432550 sec): 3 clusters Score: Raw -174600.988233 + Penalty 1724.126125 = -172876.862107 nChanged 33 SP:Iteration 33Q (1025.467599 sec): 3 clusters Score: Raw -174620.629776 + Penalty 1724.126125 = -172896.503651 nChanged 29 SP:Iteration 34Q (1025.502565 sec): 3 clusters Score: Raw -174635.515410 + Penalty 1724.126125 = -172911.389284 nChanged 26 SP:Iteration 35Q (1025.537398 sec): 3 clusters Score: Raw -174651.885550 + Penalty 1724.126125 = -172927.759425 nChanged 31 SP:Iteration 36Q (1025.572189 sec): 3 clusters Score: Raw -174671.992126 + Penalty 1724.126125 = -172947.866001 nChanged 25 SP:Iteration 37Q (1025.606924 sec): 3 clusters Score: Raw -174688.987925 + Penalty 1724.126125 = -172964.861800 nChanged 16 SP:Iteration 38Q (1025.641494 sec): 3 clusters Score: Raw -174700.454924 + Penalty 1724.126125 = -172976.328799 nChanged 18 SP:Iteration 39Q (1025.699475 sec): 3 clusters Score: Raw -174708.686580 + Penalty 1724.126125 = -172984.560455 nChanged 11 SP:Iteration 40F (1025.734264 sec): 3 clusters Score: Raw -174714.907546 + Penalty 1724.126125 = -172990.781421 nChanged 11 SP:Iteration 41Q (1025.768842 sec): 3 clusters Score: Raw -174720.657306 + Penalty 1724.126125 = -172996.531181 nChanged 9 SP:Iteration 42Q (1025.803258 sec): 3 clusters Score: Raw -174727.196661 + Penalty 1724.126125 = -173003.070536 nChanged 7 SP:Iteration 43Q (1025.837398 sec): 3 clusters Score: Raw -174731.548827 + Penalty 1724.126125 = -173007.422702 nChanged 8 SP:Iteration 44Q (1025.871790 sec): 3 clusters Score: Raw -174737.161255 + Penalty 1724.126125 = -173013.035130 nChanged 7 SP:Iteration 45Q (1025.905955 sec): 3 clusters Score: Raw -174743.372749 + Penalty 1724.126125 = -173019.246624 nChanged 6 SP:Iteration 46Q (1025.940170 sec): 3 clusters Score: Raw -174747.413574 + Penalty 1724.126125 = -173023.287449 nChanged 5 SP:Iteration 47Q (1025.974247 sec): 3 clusters Score: Raw -174750.288545 + Penalty 1724.126125 = -173026.162420 nChanged 5 SP:Iteration 48Q (1026.008503 sec): 3 clusters Score: Raw -174752.906879 + Penalty 1724.126125 = -173028.780754 nChanged 3 SP:Iteration 49Q (1026.042588 sec): 3 clusters Score: Raw -174754.409846 + Penalty 1724.126125 = -173030.283721 nChanged 2 SP:Iteration 50Q (1026.076799 sec): 3 clusters Score: Raw -174756.060996 + Penalty 1724.126125 = -173031.934871 nChanged 4 SP:Iteration 51Q (1026.226076 sec): 3 clusters Score: Raw -174757.933056 + Penalty 1724.126125 = -173033.806931 nChanged 2 SP:Iteration 52Q (1026.318045 sec): 3 clusters Score: Raw -174758.590096 + Penalty 1724.126125 = -173034.463970 nChanged 1 SP:Iteration 53Q (1026.443445 sec): 3 clusters Score: Raw -174759.306366 + Penalty 1724.126125 = -173035.180241 nChanged 1 SP:Iteration 54Q (1026.564896 sec): 3 clusters Score: Raw -174759.482950 + Penalty 1724.126125 = -173035.356825 nChanged 0 SP:Iteration 55F (1026.660494 sec): 3 clusters Score: Raw -174759.482950 + Penalty 1724.126125 = -173035.356825 nChanged 0 Trying to split cluster 11 (993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1026.695166 sec): 2 clusters Score: Raw -29066.526498 + Penalty 724.576720 = -28341.949778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1026.707719 sec): 3 clusters Score: Raw -28739.016758 + Penalty 1449.153439 = -27289.863319 nChanged 337 SP:Iteration 1F (1026.719519 sec): 3 clusters Score: Raw -29129.597054 + Penalty 1449.153439 = -27680.443615 nChanged 112 SP:Iteration 2F (1026.731295 sec): 3 clusters Score: Raw -29293.024548 + Penalty 1449.153439 = -27843.871108 nChanged 74 SP:Iteration 3F (1026.743044 sec): 3 clusters Score: Raw -29370.879241 + Penalty 1449.153439 = -27921.725801 nChanged 35 SP:Iteration 4Q (1026.755052 sec): 3 clusters Score: Raw -29416.937494 + Penalty 1449.153439 = -27967.784055 nChanged 24 SP:Iteration 5Q (1026.767070 sec): 3 clusters Score: Raw -29439.012029 + Penalty 1449.153439 = -27989.858590 nChanged 12 SP:Iteration 6Q (1026.778973 sec): 3 clusters Score: Raw -29459.741365 + Penalty 1449.153439 = -28010.587926 nChanged 14 SP:Iteration 7Q (1026.790912 sec): 3 clusters Score: Raw -29479.556245 + Penalty 1449.153439 = -28030.402805 nChanged 13 SP:Iteration 8Q (1026.802761 sec): 3 clusters Score: Raw -29489.258627 + Penalty 1449.153439 = -28040.105187 nChanged 7 SP:Iteration 9Q (1026.814585 sec): 3 clusters Score: Raw -29496.949246 + Penalty 1449.153439 = -28047.795807 nChanged 2 SP:Iteration 10Q (1026.826462 sec): 3 clusters Score: Raw -29498.167335 + Penalty 1449.153439 = -28049.013895 nChanged 0 SP:Iteration 11F (1026.838180 sec): 3 clusters Score: Raw -29498.167335 + Penalty 1449.153439 = -28049.013895 nChanged 0 Trying to split cluster 12 (3017 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1026.880582 sec): 2 clusters Score: Raw -136437.533098 + Penalty 841.261915 = -135596.271183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1026.912030 sec): 3 clusters Score: Raw -134898.223069 + Penalty 1682.523830 = -133215.699238 nChanged 1212 SP:Iteration 1F (1026.941199 sec): 3 clusters Score: Raw -135659.448234 + Penalty 1682.523830 = -133976.924404 nChanged 267 SP:Iteration 2F (1026.970454 sec): 3 clusters Score: Raw -135870.769911 + Penalty 1682.523830 = -134188.246081 nChanged 203 SP:Iteration 3F (1027.001116 sec): 3 clusters Score: Raw -136049.234824 + Penalty 1682.523830 = -134366.710993 nChanged 179 SP:Iteration 4F (1027.030423 sec): 3 clusters Score: Raw -136184.036266 + Penalty 1682.523830 = -134501.512436 nChanged 134 SP:Iteration 5Q (1027.060372 sec): 3 clusters Score: Raw -136272.302946 + Penalty 1682.523830 = -134589.779116 nChanged 118 SP:Iteration 6Q (1027.090129 sec): 3 clusters Score: Raw -136380.877841 + Penalty 1682.523830 = -134698.354011 nChanged 127 SP:Iteration 7Q (1027.119074 sec): 3 clusters Score: Raw -136462.651035 + Penalty 1682.523830 = -134780.127205 nChanged 95 SP:Iteration 8Q (1027.148070 sec): 3 clusters Score: Raw -136522.456063 + Penalty 1682.523830 = -134839.932233 nChanged 76 SP:Iteration 9Q (1027.177102 sec): 3 clusters Score: Raw -136562.577314 + Penalty 1682.523830 = -134880.053484 nChanged 71 SP:Iteration 10Q (1027.205897 sec): 3 clusters Score: Raw -136601.015035 + Penalty 1682.523830 = -134918.491205 nChanged 63 SP:Iteration 11Q (1027.310833 sec): 3 clusters Score: Raw -136628.249979 + Penalty 1682.523830 = -134945.726149 nChanged 51 SP:Iteration 12Q (1027.424847 sec): 3 clusters Score: Raw -136646.658890 + Penalty 1682.523830 = -134964.135060 nChanged 28 SP:Iteration 13Q (1027.542614 sec): 3 clusters Score: Raw -136655.292160 + Penalty 1682.523830 = -134972.768330 nChanged 21 SP:Iteration 14Q (1027.661290 sec): 3 clusters Score: Raw -136662.013767 + Penalty 1682.523830 = -134979.489937 nChanged 20 SP:Iteration 15Q (1027.796821 sec): 3 clusters Score: Raw -136666.420465 + Penalty 1682.523830 = -134983.896635 nChanged 15 SP:Iteration 16Q (1027.886510 sec): 3 clusters Score: Raw -136671.514803 + Penalty 1682.523830 = -134988.990972 nChanged 20 SP:Iteration 17Q (1028.007194 sec): 3 clusters Score: Raw -136677.939396 + Penalty 1682.523830 = -134995.415566 nChanged 22 SP:Iteration 18Q (1028.129135 sec): 3 clusters Score: Raw -136684.419101 + Penalty 1682.523830 = -135001.895271 nChanged 19 SP:Iteration 19Q (1028.227081 sec): 3 clusters Score: Raw -136691.845565 + Penalty 1682.523830 = -135009.321734 nChanged 19 SP:Iteration 20F (1028.346490 sec): 3 clusters Score: Raw -136696.797697 + Penalty 1682.523830 = -135014.273867 nChanged 16 SP:Iteration 21Q (1028.436571 sec): 3 clusters Score: Raw -136700.356301 + Penalty 1682.523830 = -135017.832471 nChanged 11 SP:Iteration 22Q (1028.467495 sec): 3 clusters Score: Raw -136702.674175 + Penalty 1682.523830 = -135020.150345 nChanged 9 SP:Iteration 23Q (1028.497906 sec): 3 clusters Score: Raw -136704.665366 + Penalty 1682.523830 = -135022.141536 nChanged 7 SP:Iteration 24Q (1028.528620 sec): 3 clusters Score: Raw -136705.988426 + Penalty 1682.523830 = -135023.464596 nChanged 4 SP:Iteration 25Q (1028.559421 sec): 3 clusters Score: Raw -136706.641263 + Penalty 1682.523830 = -135024.117433 nChanged 3 SP:Iteration 26Q (1028.590196 sec): 3 clusters Score: Raw -136707.205030 + Penalty 1682.523830 = -135024.681200 nChanged 6 SP:Iteration 27Q (1028.620608 sec): 3 clusters Score: Raw -136708.282027 + Penalty 1682.523830 = -135025.758196 nChanged 11 SP:Iteration 28Q (1028.650926 sec): 3 clusters Score: Raw -136711.049316 + Penalty 1682.523830 = -135028.525485 nChanged 5 SP:Iteration 29Q (1028.681065 sec): 3 clusters Score: Raw -136711.781603 + Penalty 1682.523830 = -135029.257773 nChanged 1 SP:Iteration 30Q (1028.711120 sec): 3 clusters Score: Raw -136711.912746 + Penalty 1682.523830 = -135029.388916 nChanged 1 SP:Iteration 31Q (1028.740984 sec): 3 clusters Score: Raw -136712.789565 + Penalty 1682.523830 = -135030.265735 nChanged 4 SP:Iteration 32Q (1028.771051 sec): 3 clusters Score: Raw -136714.385758 + Penalty 1682.523830 = -135031.861928 nChanged 7 SP:Iteration 33Q (1028.800631 sec): 3 clusters Score: Raw -136715.962973 + Penalty 1682.523830 = -135033.439143 nChanged 5 SP:Iteration 34Q (1028.830245 sec): 3 clusters Score: Raw -136716.897251 + Penalty 1682.523830 = -135034.373420 nChanged 4 SP:Iteration 35Q (1028.859665 sec): 3 clusters Score: Raw -136717.798348 + Penalty 1682.523830 = -135035.274518 nChanged 5 SP:Iteration 36Q (1028.889257 sec): 3 clusters Score: Raw -136718.743504 + Penalty 1682.523830 = -135036.219674 nChanged 4 SP:Iteration 37Q (1028.918805 sec): 3 clusters Score: Raw -136719.715360 + Penalty 1682.523830 = -135037.191530 nChanged 7 SP:Iteration 38Q (1028.947888 sec): 3 clusters Score: Raw -136721.353072 + Penalty 1682.523830 = -135038.829242 nChanged 6 SP:Iteration 39Q (1028.976861 sec): 3 clusters Score: Raw -136723.167565 + Penalty 1682.523830 = -135040.643734 nChanged 8 SP:Iteration 40F (1029.005364 sec): 3 clusters Score: Raw -136725.418839 + Penalty 1682.523830 = -135042.895009 nChanged 6 SP:Iteration 41Q (1029.034492 sec): 3 clusters Score: Raw -136726.343737 + Penalty 1682.523830 = -135043.819907 nChanged 2 SP:Iteration 42Q (1029.154972 sec): 3 clusters Score: Raw -136726.690564 + Penalty 1682.523830 = -135044.166734 nChanged 2 SP:Iteration 43Q (1029.273971 sec): 3 clusters Score: Raw -136727.434295 + Penalty 1682.523830 = -135044.910465 nChanged 2 SP:Iteration 44Q (1029.390478 sec): 3 clusters Score: Raw -136727.747691 + Penalty 1682.523830 = -135045.223860 nChanged 0 SP:Iteration 45F (1029.508723 sec): 3 clusters Score: Raw -136727.747691 + Penalty 1682.523830 = -135045.223860 nChanged 0 Trying to split cluster 13 (2249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1029.571269 sec): 2 clusters Score: Raw -107449.334205 + Penalty 810.415300 = -106638.918906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1029.702653 sec): 3 clusters Score: Raw -106410.749312 + Penalty 1620.830600 = -104789.918713 nChanged 862 SP:Iteration 1F (1029.818796 sec): 3 clusters Score: Raw -106979.519476 + Penalty 1620.830600 = -105358.688876 nChanged 202 SP:Iteration 2F (1029.909933 sec): 3 clusters Score: Raw -107137.623363 + Penalty 1620.830600 = -105516.792763 nChanged 131 SP:Iteration 3F (1030.026043 sec): 3 clusters Score: Raw -107230.349058 + Penalty 1620.830600 = -105609.518458 nChanged 107 SP:Iteration 4Q (1030.060879 sec): 3 clusters Score: Raw -107302.769737 + Penalty 1620.830600 = -105681.939137 nChanged 101 SP:Iteration 5Q (1030.083932 sec): 3 clusters Score: Raw -107395.927461 + Penalty 1620.830600 = -105775.096861 nChanged 102 SP:Iteration 6Q (1030.106586 sec): 3 clusters Score: Raw -107483.752261 + Penalty 1620.830600 = -105862.921661 nChanged 92 SP:Iteration 7Q (1030.129583 sec): 3 clusters Score: Raw -107566.567616 + Penalty 1620.830600 = -105945.737016 nChanged 78 SP:Iteration 8Q (1030.154034 sec): 3 clusters Score: Raw -107636.252664 + Penalty 1620.830600 = -106015.422064 nChanged 69 SP:Iteration 9Q (1030.179905 sec): 3 clusters Score: Raw -107702.664530 + Penalty 1620.830600 = -106081.833931 nChanged 69 SP:Iteration 10Q (1030.204319 sec): 3 clusters Score: Raw -107757.137250 + Penalty 1620.830600 = -106136.306650 nChanged 51 SP:Iteration 11Q (1030.228528 sec): 3 clusters Score: Raw -107791.053828 + Penalty 1620.830600 = -106170.223228 nChanged 39 SP:Iteration 12Q (1030.253059 sec): 3 clusters Score: Raw -107822.517335 + Penalty 1620.830600 = -106201.686735 nChanged 33 SP:Iteration 13Q (1030.275673 sec): 3 clusters Score: Raw -107845.793235 + Penalty 1620.830600 = -106224.962635 nChanged 29 SP:Iteration 14Q (1030.298243 sec): 3 clusters Score: Raw -107862.372092 + Penalty 1620.830600 = -106241.541492 nChanged 25 SP:Iteration 15Q (1030.320841 sec): 3 clusters Score: Raw -107871.738666 + Penalty 1620.830600 = -106250.908066 nChanged 17 SP:Iteration 16Q (1030.343271 sec): 3 clusters Score: Raw -107878.400578 + Penalty 1620.830600 = -106257.569978 nChanged 14 SP:Iteration 17Q (1030.365837 sec): 3 clusters Score: Raw -107885.367798 + Penalty 1620.830600 = -106264.537198 nChanged 12 SP:Iteration 18Q (1030.388414 sec): 3 clusters Score: Raw -107889.820256 + Penalty 1620.830600 = -106268.989656 nChanged 8 SP:Iteration 19Q (1030.410857 sec): 3 clusters Score: Raw -107893.230711 + Penalty 1620.830600 = -106272.400111 nChanged 7 SP:Iteration 20F (1030.434455 sec): 3 clusters Score: Raw -107898.058209 + Penalty 1620.830600 = -106277.227609 nChanged 9 SP:Iteration 21Q (1030.457129 sec): 3 clusters Score: Raw -107904.172241 + Penalty 1620.830600 = -106283.341641 nChanged 6 SP:Iteration 22Q (1030.479616 sec): 3 clusters Score: Raw -107905.809133 + Penalty 1620.830600 = -106284.978533 nChanged 5 SP:Iteration 23Q (1030.502234 sec): 3 clusters Score: Raw -107906.604312 + Penalty 1620.830600 = -106285.773712 nChanged 2 SP:Iteration 24Q (1030.524721 sec): 3 clusters Score: Raw -107907.680156 + Penalty 1620.830600 = -106286.849556 nChanged 4 SP:Iteration 25Q (1030.547155 sec): 3 clusters Score: Raw -107908.780983 + Penalty 1620.830600 = -106287.950383 nChanged 3 SP:Iteration 26Q (1030.667122 sec): 3 clusters Score: Raw -107909.814243 + Penalty 1620.830600 = -106288.983643 nChanged 3 SP:Iteration 27Q (1030.788060 sec): 3 clusters Score: Raw -107910.643809 + Penalty 1620.830600 = -106289.813209 nChanged 3 SP:Iteration 28Q (1030.894019 sec): 3 clusters Score: Raw -107911.388557 + Penalty 1620.830600 = -106290.557957 nChanged 0 SP:Iteration 29F (1030.999091 sec): 3 clusters Score: Raw -107911.388557 + Penalty 1620.830600 = -106290.557957 nChanged 0 Trying to split cluster 14 (776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1031.085199 sec): 2 clusters Score: Raw -39123.336819 + Penalty 698.686015 = -38424.650804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1031.157884 sec): 3 clusters Score: Raw -38850.964589 + Penalty 1397.372029 = -37453.592560 nChanged 244 SP:Iteration 1F (1031.285744 sec): 3 clusters Score: Raw -39045.858374 + Penalty 1397.372029 = -37648.486345 nChanged 64 SP:Iteration 2F (1031.383541 sec): 3 clusters Score: Raw -39097.521641 + Penalty 1397.372029 = -37700.149611 nChanged 34 SP:Iteration 3Q (1031.496416 sec): 3 clusters Score: Raw -39129.141493 + Penalty 1397.372029 = -37731.769464 nChanged 31 SP:Iteration 4Q (1031.594647 sec): 3 clusters Score: Raw -39151.538332 + Penalty 1397.372029 = -37754.166303 nChanged 30 SP:Iteration 5Q (1031.605885 sec): 3 clusters Score: Raw -39178.401270 + Penalty 1397.372029 = -37781.029241 nChanged 16 SP:Iteration 6Q (1031.615877 sec): 3 clusters Score: Raw -39190.429262 + Penalty 1397.372029 = -37793.057233 nChanged 12 SP:Iteration 7Q (1031.625823 sec): 3 clusters Score: Raw -39200.557432 + Penalty 1397.372029 = -37803.185402 nChanged 6 SP:Iteration 8Q (1031.635618 sec): 3 clusters Score: Raw -39205.593997 + Penalty 1397.372029 = -37808.221968 nChanged 6 SP:Iteration 9Q (1031.645637 sec): 3 clusters Score: Raw -39209.166427 + Penalty 1397.372029 = -37811.794398 nChanged 3 SP:Iteration 10Q (1031.655574 sec): 3 clusters Score: Raw -39211.102284 + Penalty 1397.372029 = -37813.730254 nChanged 1 SP:Iteration 11Q (1031.665828 sec): 3 clusters Score: Raw -39211.525160 + Penalty 1397.372029 = -37814.153131 nChanged 1 SP:Iteration 12Q (1031.675995 sec): 3 clusters Score: Raw -39211.984109 + Penalty 1397.372029 = -37814.612080 nChanged 4 SP:Iteration 13Q (1031.686094 sec): 3 clusters Score: Raw -39216.484650 + Penalty 1397.372029 = -37819.112621 nChanged 3 SP:Iteration 14Q (1031.696229 sec): 3 clusters Score: Raw -39218.625285 + Penalty 1397.372029 = -37821.253256 nChanged 3 SP:Iteration 15Q (1031.706349 sec): 3 clusters Score: Raw -39221.206023 + Penalty 1397.372029 = -37823.833993 nChanged 3 SP:Iteration 16Q (1031.716489 sec): 3 clusters Score: Raw -39224.778724 + Penalty 1397.372029 = -37827.406695 nChanged 0 SP:Iteration 17F (1031.726578 sec): 3 clusters Score: Raw -39224.778724 + Penalty 1397.372029 = -37827.406695 nChanged 0 Time taken for this iteration:108.358902 seconds. 9->15 Clusters: Score -1474666.225067, best is -1476509.221545 Starting from 10 clusters... ------ Clustering full data set of 34489 points ------ SP: Assigned 10 initial classes randomly. Deleting Class 3 (2833 points): Lose 592.075919 but Gain 1097.081550 Iteration 0F (1032.191294 sec): 9 clusters Score: Raw -1312401.855363 + Penalty 8776.652398 = -1303625.202966 nChanged 30229 Iteration 1F (1032.592305 sec): 9 clusters Score: Raw -1396015.486358 + Penalty 8776.652398 = -1387238.833960 nChanged 13502 Iteration 2F (1033.023401 sec): 9 clusters Score: Raw -1432013.111116 + Penalty 8776.652398 = -1423236.458719 nChanged 7089 Iteration 3F (1033.453865 sec): 9 clusters Score: Raw -1443323.731025 + Penalty 8776.652398 = -1434547.078627 nChanged 3838 Iteration 4F (1033.915379 sec): 9 clusters Score: Raw -1448064.791724 + Penalty 8776.652398 = -1439288.139327 nChanged 2440 Iteration 5F (1034.484418 sec): 9 clusters Score: Raw -1450728.211607 + Penalty 8776.652398 = -1441951.559209 nChanged 1832 Iteration 6F (1035.156841 sec): 9 clusters Score: Raw -1452669.380746 + Penalty 8776.652398 = -1443892.728348 nChanged 1652 Iteration 7Q (1035.453737 sec): 9 clusters Score: Raw -1454636.883564 + Penalty 8776.652398 = -1445860.231166 nChanged 1750 Iteration 8F (1035.885955 sec): 9 clusters Score: Raw -1457377.234316 + Penalty 8776.652398 = -1448600.581918 nChanged 1959 Iteration 9F (1036.314008 sec): 9 clusters Score: Raw -1460377.973554 + Penalty 8776.652398 = -1451601.321157 nChanged 1901 Iteration 10F (1036.681918 sec): 9 clusters Score: Raw -1463082.579526 + Penalty 8776.652398 = -1454305.927129 nChanged 1745 Iteration 11F (1037.078596 sec): 9 clusters Score: Raw -1465413.834214 + Penalty 8776.652398 = -1456637.181816 nChanged 1498 Iteration 12Q (1037.414188 sec): 9 clusters Score: Raw -1467195.685488 + Penalty 8776.652398 = -1458419.033090 nChanged 1162 Iteration 13Q (1037.712390 sec): 9 clusters Score: Raw -1468317.340644 + Penalty 8776.652398 = -1459540.688246 nChanged 827 Iteration 14Q (1038.042343 sec): 9 clusters Score: Raw -1468896.614767 + Penalty 8776.652398 = -1460119.962369 nChanged 581 Iteration 15Q (1038.354438 sec): 9 clusters Score: Raw -1469185.346851 + Penalty 8776.652398 = -1460408.694453 nChanged 387 Iteration 16Q (1038.648581 sec): 9 clusters Score: Raw -1469334.905987 + Penalty 8776.652398 = -1460558.253589 nChanged 269 Iteration 17Q (1038.939395 sec): 9 clusters Score: Raw -1469445.381642 + Penalty 8776.652398 = -1460668.729244 nChanged 231 Iteration 18Q (1039.217176 sec): 9 clusters Score: Raw -1469520.147772 + Penalty 8776.652398 = -1460743.495374 nChanged 195 Iteration 19Q (1039.492922 sec): 9 clusters Score: Raw -1469579.126747 + Penalty 8776.652398 = -1460802.474349 nChanged 194 Writing temp clu file Because OldScore, -1460743.495374, is greater than current (better) Score,-1460802.474349 Compute initial score before splitting: Score: Raw -1469579.126747 + Penalty 8776.652398 = -1460802.474349 Trying to split cluster 1 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1039.567637 sec): 2 clusters Score: Raw -56849.480737 + Penalty 770.923832 = -56078.556905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1039.681619 sec): 3 clusters Score: Raw -56158.175685 + Penalty 1541.847663 = -54616.328022 nChanged 556 SP:Iteration 1F (1039.698575 sec): 3 clusters Score: Raw -56564.763528 + Penalty 1541.847663 = -55022.915865 nChanged 140 SP:Iteration 2F (1039.714075 sec): 3 clusters Score: Raw -56700.853340 + Penalty 1541.847663 = -55159.005676 nChanged 94 SP:Iteration 3F (1039.729176 sec): 3 clusters Score: Raw -56781.681192 + Penalty 1541.847663 = -55239.833529 nChanged 65 SP:Iteration 4Q (1039.744742 sec): 3 clusters Score: Raw -56847.174634 + Penalty 1541.847663 = -55305.326970 nChanged 61 SP:Iteration 5Q (1039.759817 sec): 3 clusters Score: Raw -56900.374667 + Penalty 1541.847663 = -55358.527004 nChanged 55 SP:Iteration 6Q (1039.776424 sec): 3 clusters Score: Raw -56951.041521 + Penalty 1541.847663 = -55409.193857 nChanged 52 SP:Iteration 7Q (1039.792872 sec): 3 clusters Score: Raw -56986.007870 + Penalty 1541.847663 = -55444.160206 nChanged 39 SP:Iteration 8Q (1039.809544 sec): 3 clusters Score: Raw -57012.407352 + Penalty 1541.847663 = -55470.559689 nChanged 23 SP:Iteration 9Q (1039.826145 sec): 3 clusters Score: Raw -57027.267548 + Penalty 1541.847663 = -55485.419885 nChanged 17 SP:Iteration 10Q (1039.842713 sec): 3 clusters Score: Raw -57036.876309 + Penalty 1541.847663 = -55495.028646 nChanged 10 SP:Iteration 11Q (1039.859633 sec): 3 clusters Score: Raw -57045.619863 + Penalty 1541.847663 = -55503.772200 nChanged 15 SP:Iteration 12Q (1039.876786 sec): 3 clusters Score: Raw -57061.065792 + Penalty 1541.847663 = -55519.218128 nChanged 18 SP:Iteration 13Q (1039.893210 sec): 3 clusters Score: Raw -57079.139145 + Penalty 1541.847663 = -55537.291482 nChanged 22 SP:Iteration 14Q (1040.036549 sec): 3 clusters Score: Raw -57095.614698 + Penalty 1541.847663 = -55553.767034 nChanged 22 SP:Iteration 15Q (1040.139903 sec): 3 clusters Score: Raw -57109.241640 + Penalty 1541.847663 = -55567.393977 nChanged 16 SP:Iteration 16Q (1040.228147 sec): 3 clusters Score: Raw -57117.712097 + Penalty 1541.847663 = -55575.864433 nChanged 14 SP:Iteration 17Q (1040.313821 sec): 3 clusters Score: Raw -57125.559916 + Penalty 1541.847663 = -55583.712253 nChanged 12 SP:Iteration 18Q (1040.359807 sec): 3 clusters Score: Raw -57134.212712 + Penalty 1541.847663 = -55592.365048 nChanged 10 SP:Iteration 19Q (1040.375388 sec): 3 clusters Score: Raw -57140.124353 + Penalty 1541.847663 = -55598.276689 nChanged 10 SP:Iteration 20F (1040.390786 sec): 3 clusters Score: Raw -57143.547179 + Penalty 1541.847663 = -55601.699516 nChanged 7 SP:Iteration 21Q (1040.406375 sec): 3 clusters Score: Raw -57147.073216 + Penalty 1541.847663 = -55605.225553 nChanged 8 SP:Iteration 22Q (1040.421972 sec): 3 clusters Score: Raw -57153.480811 + Penalty 1541.847663 = -55611.633148 nChanged 10 SP:Iteration 23Q (1040.437746 sec): 3 clusters Score: Raw -57158.302296 + Penalty 1541.847663 = -55616.454633 nChanged 10 SP:Iteration 24Q (1040.453226 sec): 3 clusters Score: Raw -57162.289379 + Penalty 1541.847663 = -55620.441716 nChanged 6 SP:Iteration 25Q (1040.468813 sec): 3 clusters Score: Raw -57165.472175 + Penalty 1541.847663 = -55623.624511 nChanged 8 SP:Iteration 26Q (1040.484202 sec): 3 clusters Score: Raw -57170.386027 + Penalty 1541.847663 = -55628.538364 nChanged 4 SP:Iteration 27Q (1040.499657 sec): 3 clusters Score: Raw -57171.231926 + Penalty 1541.847663 = -55629.384262 nChanged 1 SP:Iteration 28Q (1040.515037 sec): 3 clusters Score: Raw -57171.466885 + Penalty 1541.847663 = -55629.619222 nChanged 0 SP:Iteration 29F (1040.530269 sec): 3 clusters Score: Raw -57171.466885 + Penalty 1541.847663 = -55629.619222 nChanged 0 Trying to split cluster 2 (1152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1040.560468 sec): 2 clusters Score: Raw -43659.508746 + Penalty 740.171758 = -42919.336988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1040.573706 sec): 3 clusters Score: Raw -43192.450169 + Penalty 1480.343517 = -41712.106653 nChanged 413 SP:Iteration 1F (1040.585827 sec): 3 clusters Score: Raw -43513.840753 + Penalty 1480.343517 = -42033.497236 nChanged 83 SP:Iteration 2F (1040.597934 sec): 3 clusters Score: Raw -43582.891649 + Penalty 1480.343517 = -42102.548132 nChanged 49 SP:Iteration 3Q (1040.610231 sec): 3 clusters Score: Raw -43622.596031 + Penalty 1480.343517 = -42142.252515 nChanged 26 SP:Iteration 4Q (1040.622511 sec): 3 clusters Score: Raw -43640.775829 + Penalty 1480.343517 = -42160.432312 nChanged 28 SP:Iteration 5Q (1040.634944 sec): 3 clusters Score: Raw -43660.779339 + Penalty 1480.343517 = -42180.435822 nChanged 25 SP:Iteration 6Q (1040.647339 sec): 3 clusters Score: Raw -43680.365421 + Penalty 1480.343517 = -42200.021904 nChanged 24 SP:Iteration 7Q (1040.677795 sec): 3 clusters Score: Raw -43700.476446 + Penalty 1480.343517 = -42220.132930 nChanged 15 SP:Iteration 8Q (1040.690195 sec): 3 clusters Score: Raw -43711.942121 + Penalty 1480.343517 = -42231.598604 nChanged 20 SP:Iteration 9Q (1040.702510 sec): 3 clusters Score: Raw -43726.422669 + Penalty 1480.343517 = -42246.079153 nChanged 12 SP:Iteration 10Q (1040.714769 sec): 3 clusters Score: Raw -43736.868090 + Penalty 1480.343517 = -42256.524573 nChanged 20 SP:Iteration 11Q (1040.727315 sec): 3 clusters Score: Raw -43754.383906 + Penalty 1480.343517 = -42274.040390 nChanged 19 SP:Iteration 12Q (1040.739532 sec): 3 clusters Score: Raw -43767.119387 + Penalty 1480.343517 = -42286.775870 nChanged 12 SP:Iteration 13Q (1040.751713 sec): 3 clusters Score: Raw -43778.870976 + Penalty 1480.343517 = -42298.527459 nChanged 22 SP:Iteration 14Q (1040.867264 sec): 3 clusters Score: Raw -43799.083970 + Penalty 1480.343517 = -42318.740453 nChanged 12 SP:Iteration 15Q (1040.980186 sec): 3 clusters Score: Raw -43808.870470 + Penalty 1480.343517 = -42328.526953 nChanged 12 SP:Iteration 16Q (1041.091086 sec): 3 clusters Score: Raw -43819.702985 + Penalty 1480.343517 = -42339.359468 nChanged 13 SP:Iteration 17Q (1041.203570 sec): 3 clusters Score: Raw -43833.245199 + Penalty 1480.343517 = -42352.901682 nChanged 18 SP:Iteration 18Q (1041.318514 sec): 3 clusters Score: Raw -43848.875089 + Penalty 1480.343517 = -42368.531572 nChanged 18 SP:Iteration 19Q (1041.360486 sec): 3 clusters Score: Raw -43868.463314 + Penalty 1480.343517 = -42388.119798 nChanged 28 SP:Iteration 20F (1041.372187 sec): 3 clusters Score: Raw -43902.906170 + Penalty 1480.343517 = -42422.562653 nChanged 32 SP:Iteration 21Q (1041.384288 sec): 3 clusters Score: Raw -43948.169232 + Penalty 1480.343517 = -42467.825715 nChanged 32 SP:Iteration 22Q (1041.396511 sec): 3 clusters Score: Raw -43981.758682 + Penalty 1480.343517 = -42501.415165 nChanged 31 SP:Iteration 23Q (1041.408856 sec): 3 clusters Score: Raw -44010.124798 + Penalty 1480.343517 = -42529.781282 nChanged 19 SP:Iteration 24Q (1041.428804 sec): 3 clusters Score: Raw -44030.189816 + Penalty 1480.343517 = -42549.846300 nChanged 23 SP:Iteration 25Q (1041.440964 sec): 3 clusters Score: Raw -44054.502678 + Penalty 1480.343517 = -42574.159162 nChanged 20 SP:Iteration 26Q (1041.453051 sec): 3 clusters Score: Raw -44071.238888 + Penalty 1480.343517 = -42590.895372 nChanged 13 SP:Iteration 27Q (1041.465241 sec): 3 clusters Score: Raw -44084.373148 + Penalty 1480.343517 = -42604.029631 nChanged 13 SP:Iteration 28Q (1041.477248 sec): 3 clusters Score: Raw -44090.643373 + Penalty 1480.343517 = -42610.299857 nChanged 8 SP:Iteration 29Q (1041.489352 sec): 3 clusters Score: Raw -44094.003101 + Penalty 1480.343517 = -42613.659584 nChanged 3 SP:Iteration 30Q (1041.501435 sec): 3 clusters Score: Raw -44095.812707 + Penalty 1480.343517 = -42615.469190 nChanged 4 SP:Iteration 31Q (1041.513424 sec): 3 clusters Score: Raw -44098.223439 + Penalty 1480.343517 = -42617.879922 nChanged 2 SP:Iteration 32Q (1041.525429 sec): 3 clusters Score: Raw -44099.033886 + Penalty 1480.343517 = -42618.690369 nChanged 1 SP:Iteration 33Q (1041.537439 sec): 3 clusters Score: Raw -44099.310426 + Penalty 1480.343517 = -42618.966909 nChanged 1 SP:Iteration 34Q (1041.549493 sec): 3 clusters Score: Raw -44099.986581 + Penalty 1480.343517 = -42619.643065 nChanged 2 SP:Iteration 35Q (1041.561490 sec): 3 clusters Score: Raw -44100.682910 + Penalty 1480.343517 = -42620.339393 nChanged 3 SP:Iteration 36Q (1041.573502 sec): 3 clusters Score: Raw -44101.715615 + Penalty 1480.343517 = -42621.372098 nChanged 1 SP:Iteration 37Q (1041.585467 sec): 3 clusters Score: Raw -44102.088518 + Penalty 1480.343517 = -42621.745001 nChanged 0 SP:Iteration 38F (1041.597447 sec): 3 clusters Score: Raw -44104.371492 + Penalty 1480.343517 = -42624.027975 nChanged 1 SP:Iteration 39Q (1041.609476 sec): 3 clusters Score: Raw -44106.508230 + Penalty 1480.343517 = -42626.164713 nChanged 3 SP:Iteration 40F (1041.622068 sec): 3 clusters Score: Raw -44108.338523 + Penalty 1480.343517 = -42627.995006 nChanged 3 SP:Iteration 41Q (1041.634105 sec): 3 clusters Score: Raw -44110.368113 + Penalty 1480.343517 = -42630.024596 nChanged 5 SP:Iteration 42Q (1041.646123 sec): 3 clusters Score: Raw -44112.926598 + Penalty 1480.343517 = -42632.583081 nChanged 5 SP:Iteration 43Q (1041.658146 sec): 3 clusters Score: Raw -44115.082140 + Penalty 1480.343517 = -42634.738623 nChanged 2 SP:Iteration 44Q (1041.670218 sec): 3 clusters Score: Raw -44115.846165 + Penalty 1480.343517 = -42635.502648 nChanged 1 SP:Iteration 45Q (1041.682306 sec): 3 clusters Score: Raw -44116.497450 + Penalty 1480.343517 = -42636.153933 nChanged 0 SP:Iteration 46F (1041.776672 sec): 3 clusters Score: Raw -44116.497450 + Penalty 1480.343517 = -42636.153933 nChanged 0 Trying to split cluster 4 (3496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1041.841051 sec): 2 clusters Score: Raw -153592.224227 + Penalty 856.734347 = -152735.489879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1041.975039 sec): 3 clusters Score: Raw -151823.995248 + Penalty 1713.468695 = -150110.526553 nChanged 1387 SP:Iteration 1F (1042.089382 sec): 3 clusters Score: Raw -152817.645458 + Penalty 1713.468695 = -151104.176763 nChanged 327 SP:Iteration 2F (1042.206619 sec): 3 clusters Score: Raw -153171.074157 + Penalty 1713.468695 = -151457.605463 nChanged 267 SP:Iteration 3F (1042.323133 sec): 3 clusters Score: Raw -153477.131674 + Penalty 1713.468695 = -151763.662980 nChanged 256 SP:Iteration 4F (1042.357100 sec): 3 clusters Score: Raw -153763.955179 + Penalty 1713.468695 = -152050.486484 nChanged 221 SP:Iteration 5F (1042.387407 sec): 3 clusters Score: Raw -153999.796545 + Penalty 1713.468695 = -152286.327850 nChanged 206 SP:Iteration 6F (1042.417698 sec): 3 clusters Score: Raw -154267.612483 + Penalty 1713.468695 = -152554.143788 nChanged 175 SP:Iteration 7F (1042.447980 sec): 3 clusters Score: Raw -154491.002727 + Penalty 1713.468695 = -152777.534032 nChanged 140 SP:Iteration 8Q (1042.478633 sec): 3 clusters Score: Raw -154632.132997 + Penalty 1713.468695 = -152918.664302 nChanged 100 SP:Iteration 9Q (1042.509412 sec): 3 clusters Score: Raw -154721.723653 + Penalty 1713.468695 = -153008.254958 nChanged 77 SP:Iteration 10Q (1042.539995 sec): 3 clusters Score: Raw -154793.975595 + Penalty 1713.468695 = -153080.506900 nChanged 69 SP:Iteration 11Q (1042.570668 sec): 3 clusters Score: Raw -154892.150623 + Penalty 1713.468695 = -153178.681928 nChanged 68 SP:Iteration 12Q (1042.601092 sec): 3 clusters Score: Raw -154979.591986 + Penalty 1713.468695 = -153266.123291 nChanged 53 SP:Iteration 13Q (1042.631665 sec): 3 clusters Score: Raw -155045.892147 + Penalty 1713.468695 = -153332.423452 nChanged 49 SP:Iteration 14Q (1042.661803 sec): 3 clusters Score: Raw -155120.667136 + Penalty 1713.468695 = -153407.198442 nChanged 52 SP:Iteration 15Q (1042.691865 sec): 3 clusters Score: Raw -155191.533866 + Penalty 1713.468695 = -153478.065171 nChanged 38 SP:Iteration 16Q (1042.721703 sec): 3 clusters Score: Raw -155232.865918 + Penalty 1713.468695 = -153519.397223 nChanged 26 SP:Iteration 17Q (1042.751523 sec): 3 clusters Score: Raw -155261.919323 + Penalty 1713.468695 = -153548.450629 nChanged 23 SP:Iteration 18Q (1042.781222 sec): 3 clusters Score: Raw -155283.532060 + Penalty 1713.468695 = -153570.063365 nChanged 12 SP:Iteration 19Q (1042.810918 sec): 3 clusters Score: Raw -155290.192156 + Penalty 1713.468695 = -153576.723461 nChanged 7 SP:Iteration 20F (1042.841165 sec): 3 clusters Score: Raw -155292.214813 + Penalty 1713.468695 = -153578.746118 nChanged 4 SP:Iteration 21Q (1042.870782 sec): 3 clusters Score: Raw -155293.089762 + Penalty 1713.468695 = -153579.621067 nChanged 3 SP:Iteration 22Q (1042.900329 sec): 3 clusters Score: Raw -155293.623460 + Penalty 1713.468695 = -153580.154765 nChanged 1 SP:Iteration 23Q (1042.930051 sec): 3 clusters Score: Raw -155295.051263 + Penalty 1713.468695 = -153581.582568 nChanged 2 SP:Iteration 24Q (1042.959668 sec): 3 clusters Score: Raw -155297.124068 + Penalty 1713.468695 = -153583.655373 nChanged 4 SP:Iteration 25Q (1042.989242 sec): 3 clusters Score: Raw -155298.325113 + Penalty 1713.468695 = -153584.856418 nChanged 2 SP:Iteration 26Q (1043.018898 sec): 3 clusters Score: Raw -155298.481533 + Penalty 1713.468695 = -153585.012838 nChanged 0 SP:Iteration 27F (1043.049025 sec): 3 clusters Score: Raw -155298.481533 + Penalty 1713.468695 = -153585.012838 nChanged 0 Score: Raw -1471329.623066 + Penalty 9873.733947 = -1461455.889118 Splitting cluster 4 changes total score from -1460802.474349 to -1461455.889118 So it's getting split into cluster 3. Trying to split cluster 5 (13098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1043.563535 sec): 2 clusters Score: Raw -618123.688860 + Penalty 995.422557 = -617128.266303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1043.732397 sec): 3 clusters Score: Raw -610285.675576 + Penalty 1990.845113 = -608294.830462 nChanged 5917 SP:Iteration 1F (1043.852429 sec): 3 clusters Score: Raw -613918.541315 + Penalty 1990.845113 = -611927.696202 nChanged 1026 SP:Iteration 2F (1043.979069 sec): 3 clusters Score: Raw -614721.780940 + Penalty 1990.845113 = -612730.935827 nChanged 1102 SP:Iteration 3F (1044.043674 sec): 3 clusters Score: Raw -615714.750819 + Penalty 1990.845113 = -613723.905706 nChanged 1056 SP:Iteration 4F (1044.106978 sec): 3 clusters Score: Raw -616702.922045 + Penalty 1990.845113 = -614712.076931 nChanged 939 SP:Iteration 5F (1044.166642 sec): 3 clusters Score: Raw -617834.940724 + Penalty 1990.845113 = -615844.095610 nChanged 894 SP:Iteration 6F (1044.226754 sec): 3 clusters Score: Raw -619357.218659 + Penalty 1990.845113 = -617366.373546 nChanged 786 SP:Iteration 7F (1044.287723 sec): 3 clusters Score: Raw -621057.009865 + Penalty 1990.845113 = -619066.164752 nChanged 591 SP:Iteration 8Q (1044.348716 sec): 3 clusters Score: Raw -622695.283399 + Penalty 1990.845113 = -620704.438286 nChanged 443 SP:Iteration 9Q (1044.408679 sec): 3 clusters Score: Raw -623801.368304 + Penalty 1990.845113 = -621810.523190 nChanged 319 SP:Iteration 10Q (1044.470090 sec): 3 clusters Score: Raw -624244.606195 + Penalty 1990.845113 = -622253.761081 nChanged 148 SP:Iteration 11Q (1044.531312 sec): 3 clusters Score: Raw -624367.414175 + Penalty 1990.845113 = -622376.569062 nChanged 69 SP:Iteration 12Q (1044.592543 sec): 3 clusters Score: Raw -624403.599099 + Penalty 1990.845113 = -622412.753985 nChanged 36 SP:Iteration 13Q (1044.653867 sec): 3 clusters Score: Raw -624414.005818 + Penalty 1990.845113 = -622423.160704 nChanged 20 SP:Iteration 14Q (1044.714001 sec): 3 clusters Score: Raw -624418.097297 + Penalty 1990.845113 = -622427.252183 nChanged 12 SP:Iteration 15Q (1044.772492 sec): 3 clusters Score: Raw -624420.219519 + Penalty 1990.845113 = -622429.374406 nChanged 8 SP:Iteration 16Q (1044.829214 sec): 3 clusters Score: Raw -624421.045301 + Penalty 1990.845113 = -622430.200188 nChanged 6 SP:Iteration 17Q (1044.885952 sec): 3 clusters Score: Raw -624421.675957 + Penalty 1990.845113 = -622430.830843 nChanged 5 SP:Iteration 18Q (1044.946296 sec): 3 clusters Score: Raw -624422.292145 + Penalty 1990.845113 = -622431.447031 nChanged 6 SP:Iteration 19Q (1045.007800 sec): 3 clusters Score: Raw -624422.866217 + Penalty 1990.845113 = -622432.021103 nChanged 4 SP:Iteration 20F (1045.072520 sec): 3 clusters Score: Raw -624423.084311 + Penalty 1990.845113 = -622432.239198 nChanged 0 Score: Raw -1477629.018517 + Penalty 10970.815497 = -1466658.203020 Splitting cluster 5 changes total score from -1460802.474349 to -1466658.203020 So it's getting split into cluster 10. Trying to split cluster 6 (1849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1045.530456 sec): 2 clusters Score: Raw -51427.508037 + Penalty 789.852024 = -50637.656013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1045.551214 sec): 3 clusters Score: Raw -50702.104933 + Penalty 1579.704049 = -49122.400885 nChanged 709 SP:Iteration 1F (1045.571079 sec): 3 clusters Score: Raw -51583.316289 + Penalty 1579.704049 = -50003.612240 nChanged 210 SP:Iteration 2F (1045.590882 sec): 3 clusters Score: Raw -51861.865992 + Penalty 1579.704049 = -50282.161943 nChanged 124 SP:Iteration 3F (1045.610780 sec): 3 clusters Score: Raw -51992.298447 + Penalty 1579.704049 = -50412.594398 nChanged 70 SP:Iteration 4Q (1045.685205 sec): 3 clusters Score: Raw -52049.320115 + Penalty 1579.704049 = -50469.616067 nChanged 54 SP:Iteration 5Q (1045.788527 sec): 3 clusters Score: Raw -52084.941073 + Penalty 1579.704049 = -50505.237024 nChanged 52 SP:Iteration 6Q (1045.915397 sec): 3 clusters Score: Raw -52120.799106 + Penalty 1579.704049 = -50541.095058 nChanged 40 SP:Iteration 7Q (1046.024200 sec): 3 clusters Score: Raw -52140.547556 + Penalty 1579.704049 = -50560.843507 nChanged 28 SP:Iteration 8Q (1046.113139 sec): 3 clusters Score: Raw -52153.802758 + Penalty 1579.704049 = -50574.098710 nChanged 24 SP:Iteration 9Q (1046.221297 sec): 3 clusters Score: Raw -52168.961722 + Penalty 1579.704049 = -50589.257674 nChanged 21 SP:Iteration 10Q (1046.328299 sec): 3 clusters Score: Raw -52179.011020 + Penalty 1579.704049 = -50599.306971 nChanged 13 SP:Iteration 11Q (1046.434490 sec): 3 clusters Score: Raw -52186.640790 + Penalty 1579.704049 = -50606.936742 nChanged 18 SP:Iteration 12Q (1046.527630 sec): 3 clusters Score: Raw -52194.195168 + Penalty 1579.704049 = -50614.491119 nChanged 17 SP:Iteration 13Q (1046.640413 sec): 3 clusters Score: Raw -52199.462044 + Penalty 1579.704049 = -50619.757995 nChanged 11 SP:Iteration 14Q (1046.762063 sec): 3 clusters Score: Raw -52201.964434 + Penalty 1579.704049 = -50622.260385 nChanged 7 SP:Iteration 15Q (1046.888982 sec): 3 clusters Score: Raw -52203.645409 + Penalty 1579.704049 = -50623.941360 nChanged 4 SP:Iteration 16Q (1046.960714 sec): 3 clusters Score: Raw -52204.685018 + Penalty 1579.704049 = -50624.980970 nChanged 3 SP:Iteration 17Q (1047.077582 sec): 3 clusters Score: Raw -52206.406483 + Penalty 1579.704049 = -50626.702434 nChanged 3 SP:Iteration 18Q (1047.192632 sec): 3 clusters Score: Raw -52208.989284 + Penalty 1579.704049 = -50629.285235 nChanged 6 SP:Iteration 19Q (1047.305874 sec): 3 clusters Score: Raw -52214.352481 + Penalty 1579.704049 = -50634.648433 nChanged 9 SP:Iteration 20F (1047.420862 sec): 3 clusters Score: Raw -52218.439593 + Penalty 1579.704049 = -50638.735545 nChanged 11 SP:Iteration 21Q (1047.535896 sec): 3 clusters Score: Raw -52225.096394 + Penalty 1579.704049 = -50645.392345 nChanged 12 SP:Iteration 22Q (1047.650913 sec): 3 clusters Score: Raw -52229.504356 + Penalty 1579.704049 = -50649.800308 nChanged 8 SP:Iteration 23Q (1047.765923 sec): 3 clusters Score: Raw -52232.663623 + Penalty 1579.704049 = -50652.959575 nChanged 7 SP:Iteration 24Q (1047.871707 sec): 3 clusters Score: Raw -52237.787404 + Penalty 1579.704049 = -50658.083355 nChanged 7 SP:Iteration 25Q (1047.986632 sec): 3 clusters Score: Raw -52240.389523 + Penalty 1579.704049 = -50660.685474 nChanged 3 SP:Iteration 26Q (1048.084831 sec): 3 clusters Score: Raw -52240.769051 + Penalty 1579.704049 = -50661.065003 nChanged 1 SP:Iteration 27Q (1048.198589 sec): 3 clusters Score: Raw -52240.854775 + Penalty 1579.704049 = -50661.150726 nChanged 0 SP:Iteration 28F (1048.313227 sec): 3 clusters Score: Raw -52240.854775 + Penalty 1579.704049 = -50661.150726 nChanged 0 Score: Raw -1478442.365255 + Penalty 12067.897047 = -1466374.468208 Splitting cluster 6 changes total score from -1460802.474349 to -1466374.468208 So it's getting split into cluster 11. Trying to split cluster 7 (5296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1048.835000 sec): 2 clusters Score: Raw -238615.344609 + Penalty 900.344245 = -237715.000363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1048.878921 sec): 3 clusters Score: Raw -235662.199300 + Penalty 1800.688490 = -233861.510810 nChanged 2248 SP:Iteration 1F (1048.934733 sec): 3 clusters Score: Raw -237091.073143 + Penalty 1800.688490 = -235290.384653 nChanged 541 SP:Iteration 2F (1048.991294 sec): 3 clusters Score: Raw -237563.055902 + Penalty 1800.688490 = -235762.367412 nChanged 482 SP:Iteration 3F (1049.047814 sec): 3 clusters Score: Raw -238071.528403 + Penalty 1800.688490 = -236270.839913 nChanged 443 SP:Iteration 4F (1049.189988 sec): 3 clusters Score: Raw -238570.584188 + Penalty 1800.688490 = -236769.895698 nChanged 389 SP:Iteration 5F (1049.300318 sec): 3 clusters Score: Raw -239112.110269 + Penalty 1800.688490 = -237311.421779 nChanged 321 SP:Iteration 6F (1049.430459 sec): 3 clusters Score: Raw -239758.534013 + Penalty 1800.688490 = -237957.845522 nChanged 307 SP:Iteration 7F (1049.554617 sec): 3 clusters Score: Raw -240259.007935 + Penalty 1800.688490 = -238458.319445 nChanged 269 SP:Iteration 8F (1049.673158 sec): 3 clusters Score: Raw -240598.316700 + Penalty 1800.688490 = -238797.628210 nChanged 203 SP:Iteration 9Q (1049.743466 sec): 3 clusters Score: Raw -240834.692543 + Penalty 1800.688490 = -239034.004053 nChanged 201 SP:Iteration 10Q (1049.786804 sec): 3 clusters Score: Raw -241139.951629 + Penalty 1800.688490 = -239339.263139 nChanged 184 SP:Iteration 11Q (1049.832257 sec): 3 clusters Score: Raw -241526.585883 + Penalty 1800.688490 = -239725.897393 nChanged 135 SP:Iteration 12Q (1049.878238 sec): 3 clusters Score: Raw -241739.500953 + Penalty 1800.688490 = -239938.812463 nChanged 56 SP:Iteration 13Q (1049.924235 sec): 3 clusters Score: Raw -241769.497388 + Penalty 1800.688490 = -239968.808898 nChanged 15 SP:Iteration 14Q (1049.966652 sec): 3 clusters Score: Raw -241772.787319 + Penalty 1800.688490 = -239972.098829 nChanged 4 SP:Iteration 15Q (1050.009173 sec): 3 clusters Score: Raw -241773.328177 + Penalty 1800.688490 = -239972.639687 nChanged 2 SP:Iteration 16Q (1050.051322 sec): 3 clusters Score: Raw -241773.580946 + Penalty 1800.688490 = -239972.892455 nChanged 1 SP:Iteration 17Q (1050.093791 sec): 3 clusters Score: Raw -241773.649657 + Penalty 1800.688490 = -239972.961166 nChanged 0 SP:Iteration 18F (1050.139193 sec): 3 clusters Score: Raw -241773.649657 + Penalty 1800.688490 = -239972.961166 nChanged 0 Score: Raw -1481600.670303 + Penalty 13164.978597 = -1468435.691707 Splitting cluster 7 changes total score from -1460802.474349 to -1468435.691707 So it's getting split into cluster 12. Trying to split cluster 8 (1147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1050.754350 sec): 2 clusters Score: Raw -53426.884520 + Penalty 739.715037 = -52687.169483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1050.768138 sec): 3 clusters Score: Raw -52933.383819 + Penalty 1479.430075 = -51453.953745 nChanged 385 SP:Iteration 1F (1050.781214 sec): 3 clusters Score: Raw -53176.830158 + Penalty 1479.430075 = -51697.400083 nChanged 82 SP:Iteration 2F (1050.794332 sec): 3 clusters Score: Raw -53242.671941 + Penalty 1479.430075 = -51763.241867 nChanged 56 SP:Iteration 3Q (1050.807736 sec): 3 clusters Score: Raw -53283.570066 + Penalty 1479.430075 = -51804.139992 nChanged 42 SP:Iteration 4Q (1050.821115 sec): 3 clusters Score: Raw -53312.459823 + Penalty 1479.430075 = -51833.029748 nChanged 29 SP:Iteration 5Q (1050.834702 sec): 3 clusters Score: Raw -53345.122741 + Penalty 1479.430075 = -51865.692666 nChanged 36 SP:Iteration 6Q (1050.848136 sec): 3 clusters Score: Raw -53368.718669 + Penalty 1479.430075 = -51889.288595 nChanged 25 SP:Iteration 7Q (1050.861455 sec): 3 clusters Score: Raw -53389.533115 + Penalty 1479.430075 = -51910.103041 nChanged 24 SP:Iteration 8Q (1050.874805 sec): 3 clusters Score: Raw -53409.442289 + Penalty 1479.430075 = -51930.012214 nChanged 23 SP:Iteration 9Q (1050.889624 sec): 3 clusters Score: Raw -53425.530423 + Penalty 1479.430075 = -51946.100348 nChanged 16 SP:Iteration 10Q (1050.902797 sec): 3 clusters Score: Raw -53438.717394 + Penalty 1479.430075 = -51959.287319 nChanged 17 SP:Iteration 11Q (1050.915885 sec): 3 clusters Score: Raw -53449.373122 + Penalty 1479.430075 = -51969.943048 nChanged 13 SP:Iteration 12Q (1050.928909 sec): 3 clusters Score: Raw -53456.348606 + Penalty 1479.430075 = -51976.918532 nChanged 5 SP:Iteration 13Q (1050.941710 sec): 3 clusters Score: Raw -53460.374328 + Penalty 1479.430075 = -51980.944254 nChanged 10 SP:Iteration 14Q (1051.056681 sec): 3 clusters Score: Raw -53467.340522 + Penalty 1479.430075 = -51987.910447 nChanged 7 SP:Iteration 15Q (1051.158044 sec): 3 clusters Score: Raw -53475.070348 + Penalty 1479.430075 = -51995.640273 nChanged 14 SP:Iteration 16Q (1051.274860 sec): 3 clusters Score: Raw -53490.723512 + Penalty 1479.430075 = -52011.293438 nChanged 15 SP:Iteration 17Q (1051.382108 sec): 3 clusters Score: Raw -53505.800698 + Penalty 1479.430075 = -52026.370624 nChanged 13 SP:Iteration 18Q (1051.496756 sec): 3 clusters Score: Raw -53513.918308 + Penalty 1479.430075 = -52034.488233 nChanged 8 SP:Iteration 19Q (1051.607082 sec): 3 clusters Score: Raw -53518.167026 + Penalty 1479.430075 = -52038.736952 nChanged 5 SP:Iteration 20F (1051.719318 sec): 3 clusters Score: Raw -53520.585119 + Penalty 1479.430075 = -52041.155044 nChanged 9 SP:Iteration 21Q (1051.745029 sec): 3 clusters Score: Raw -53531.305438 + Penalty 1479.430075 = -52051.875364 nChanged 7 SP:Iteration 22Q (1051.758359 sec): 3 clusters Score: Raw -53538.432041 + Penalty 1479.430075 = -52059.001966 nChanged 8 SP:Iteration 23Q (1051.771402 sec): 3 clusters Score: Raw -53542.900511 + Penalty 1479.430075 = -52063.470436 nChanged 8 SP:Iteration 24Q (1051.784486 sec): 3 clusters Score: Raw -53547.281591 + Penalty 1479.430075 = -52067.851517 nChanged 7 SP:Iteration 25Q (1051.798420 sec): 3 clusters Score: Raw -53549.443292 + Penalty 1479.430075 = -52070.013217 nChanged 5 SP:Iteration 26Q (1051.812407 sec): 3 clusters Score: Raw -53552.284695 + Penalty 1479.430075 = -52072.854620 nChanged 3 SP:Iteration 27Q (1051.826272 sec): 3 clusters Score: Raw -53556.403907 + Penalty 1479.430075 = -52076.973833 nChanged 3 SP:Iteration 28Q (1051.841168 sec): 3 clusters Score: Raw -53558.830503 + Penalty 1479.430075 = -52079.400429 nChanged 1 SP:Iteration 29Q (1051.855225 sec): 3 clusters Score: Raw -53559.455726 + Penalty 1479.430075 = -52080.025651 nChanged 1 SP:Iteration 30Q (1051.869188 sec): 3 clusters Score: Raw -53559.580025 + Penalty 1479.430075 = -52080.149950 nChanged 0 SP:Iteration 31F (1051.882858 sec): 3 clusters Score: Raw -53559.580025 + Penalty 1479.430075 = -52080.149950 nChanged 0 Trying to split cluster 9 (6875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1051.933371 sec): 2 clusters Score: Raw -313864.392862 + Penalty 927.742927 = -312936.649935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1052.001657 sec): 3 clusters Score: Raw -310024.094817 + Penalty 1855.485854 = -308168.608964 nChanged 2976 SP:Iteration 1F (1052.088529 sec): 3 clusters Score: Raw -311943.286334 + Penalty 1855.485854 = -310087.800480 nChanged 561 SP:Iteration 2F (1052.173009 sec): 3 clusters Score: Raw -312371.759528 + Penalty 1855.485854 = -310516.273674 nChanged 511 SP:Iteration 3F (1052.265156 sec): 3 clusters Score: Raw -312787.796891 + Penalty 1855.485854 = -310932.311037 nChanged 418 SP:Iteration 4F (1052.332372 sec): 3 clusters Score: Raw -313085.089745 + Penalty 1855.485854 = -311229.603891 nChanged 294 SP:Iteration 5Q (1052.400144 sec): 3 clusters Score: Raw -313276.337558 + Penalty 1855.485854 = -311420.851704 nChanged 226 SP:Iteration 6Q (1052.450266 sec): 3 clusters Score: Raw -313416.950271 + Penalty 1855.485854 = -311561.464417 nChanged 208 SP:Iteration 7Q (1052.499117 sec): 3 clusters Score: Raw -313538.815600 + Penalty 1855.485854 = -311683.329746 nChanged 193 SP:Iteration 8Q (1052.547924 sec): 3 clusters Score: Raw -313654.443103 + Penalty 1855.485854 = -311798.957249 nChanged 177 SP:Iteration 9Q (1052.598610 sec): 3 clusters Score: Raw -313785.255197 + Penalty 1855.485854 = -311929.769343 nChanged 173 SP:Iteration 10Q (1052.651034 sec): 3 clusters Score: Raw -313906.755527 + Penalty 1855.485854 = -312051.269673 nChanged 164 SP:Iteration 11Q (1052.703514 sec): 3 clusters Score: Raw -314025.793470 + Penalty 1855.485854 = -312170.307616 nChanged 153 SP:Iteration 12Q (1052.832776 sec): 3 clusters Score: Raw -314120.538503 + Penalty 1855.485854 = -312265.052649 nChanged 149 SP:Iteration 13Q (1052.943106 sec): 3 clusters Score: Raw -314202.822752 + Penalty 1855.485854 = -312347.336898 nChanged 130 SP:Iteration 14Q (1053.095636 sec): 3 clusters Score: Raw -314266.042864 + Penalty 1855.485854 = -312410.557010 nChanged 103 SP:Iteration 15Q (1053.202315 sec): 3 clusters Score: Raw -314312.202094 + Penalty 1855.485854 = -312456.716240 nChanged 91 SP:Iteration 16Q (1053.334045 sec): 3 clusters Score: Raw -314347.905285 + Penalty 1855.485854 = -312492.419432 nChanged 79 SP:Iteration 17Q (1053.435267 sec): 3 clusters Score: Raw -314384.042800 + Penalty 1855.485854 = -312528.556946 nChanged 83 SP:Iteration 18Q (1053.482532 sec): 3 clusters Score: Raw -314424.339241 + Penalty 1855.485854 = -312568.853387 nChanged 85 SP:Iteration 19Q (1053.529676 sec): 3 clusters Score: Raw -314465.168167 + Penalty 1855.485854 = -312609.682313 nChanged 93 SP:Iteration 20F (1053.605909 sec): 3 clusters Score: Raw -314517.222287 + Penalty 1855.485854 = -312661.736433 nChanged 94 SP:Iteration 21Q (1053.656008 sec): 3 clusters Score: Raw -314571.658930 + Penalty 1855.485854 = -312716.173076 nChanged 87 SP:Iteration 22Q (1053.706403 sec): 3 clusters Score: Raw -314629.018869 + Penalty 1855.485854 = -312773.533015 nChanged 96 SP:Iteration 23Q (1053.753905 sec): 3 clusters Score: Raw -314694.676058 + Penalty 1855.485854 = -312839.190204 nChanged 99 SP:Iteration 24Q (1053.800922 sec): 3 clusters Score: Raw -314768.059826 + Penalty 1855.485854 = -312912.573972 nChanged 120 SP:Iteration 25Q (1053.848213 sec): 3 clusters Score: Raw -314859.823024 + Penalty 1855.485854 = -313004.337171 nChanged 136 SP:Iteration 26Q (1053.896210 sec): 3 clusters Score: Raw -314956.152103 + Penalty 1855.485854 = -313100.666249 nChanged 136 SP:Iteration 27Q (1053.945692 sec): 3 clusters Score: Raw -315074.908883 + Penalty 1855.485854 = -313219.423029 nChanged 149 SP:Iteration 28Q (1053.994695 sec): 3 clusters Score: Raw -315226.035377 + Penalty 1855.485854 = -313370.549523 nChanged 144 SP:Iteration 29Q (1054.043190 sec): 3 clusters Score: Raw -315384.529609 + Penalty 1855.485854 = -313529.043756 nChanged 132 SP:Iteration 30Q (1054.091490 sec): 3 clusters Score: Raw -315514.893852 + Penalty 1855.485854 = -313659.407998 nChanged 116 SP:Iteration 31Q (1054.139805 sec): 3 clusters Score: Raw -315608.207737 + Penalty 1855.485854 = -313752.721883 nChanged 74 SP:Iteration 32Q (1054.187492 sec): 3 clusters Score: Raw -315656.941953 + Penalty 1855.485854 = -313801.456100 nChanged 56 SP:Iteration 33Q (1054.234515 sec): 3 clusters Score: Raw -315685.038488 + Penalty 1855.485854 = -313829.552635 nChanged 46 SP:Iteration 34Q (1054.280629 sec): 3 clusters Score: Raw -315705.148002 + Penalty 1855.485854 = -313849.662149 nChanged 28 SP:Iteration 35Q (1054.325294 sec): 3 clusters Score: Raw -315712.117993 + Penalty 1855.485854 = -313856.632140 nChanged 16 SP:Iteration 36Q (1054.369342 sec): 3 clusters Score: Raw -315714.473659 + Penalty 1855.485854 = -313858.987805 nChanged 9 SP:Iteration 37Q (1054.416948 sec): 3 clusters Score: Raw -315715.649862 + Penalty 1855.485854 = -313860.164008 nChanged 8 SP:Iteration 38Q (1054.465442 sec): 3 clusters Score: Raw -315720.288574 + Penalty 1855.485854 = -313864.802720 nChanged 10 SP:Iteration 39Q (1054.513814 sec): 3 clusters Score: Raw -315722.428222 + Penalty 1855.485854 = -313866.942368 nChanged 6 SP:Iteration 40F (1054.565698 sec): 3 clusters Score: Raw -315729.469336 + Penalty 1855.485854 = -313873.983482 nChanged 10 SP:Iteration 41Q (1054.611422 sec): 3 clusters Score: Raw -315732.162097 + Penalty 1855.485854 = -313876.676244 nChanged 7 SP:Iteration 42Q (1054.657580 sec): 3 clusters Score: Raw -315733.666551 + Penalty 1855.485854 = -313878.180698 nChanged 6 SP:Iteration 43Q (1054.792884 sec): 3 clusters Score: Raw -315734.534283 + Penalty 1855.485854 = -313879.048429 nChanged 6 SP:Iteration 44Q (1054.958312 sec): 3 clusters Score: Raw -315735.290974 + Penalty 1855.485854 = -313879.805120 nChanged 3 SP:Iteration 45Q (1055.055780 sec): 3 clusters Score: Raw -315735.573691 + Penalty 1855.485854 = -313880.087837 nChanged 2 SP:Iteration 46Q (1055.212013 sec): 3 clusters Score: Raw -315735.772213 + Penalty 1855.485854 = -313880.286359 nChanged 4 SP:Iteration 47Q (1055.251118 sec): 3 clusters Score: Raw -315736.100390 + Penalty 1855.485854 = -313880.614536 nChanged 2 SP:Iteration 48Q (1055.296159 sec): 3 clusters Score: Raw -315736.240361 + Penalty 1855.485854 = -313880.754507 nChanged 1 SP:Iteration 49Q (1055.344005 sec): 3 clusters Score: Raw -315736.383421 + Penalty 1855.485854 = -313880.897567 nChanged 1 SP:Iteration 50Q (1055.394301 sec): 3 clusters Score: Raw -315736.545130 + Penalty 1855.485854 = -313881.059276 nChanged 1 SP:Iteration 51Q (1055.444508 sec): 3 clusters Score: Raw -315736.613073 + Penalty 1855.485854 = -313881.127219 nChanged 0 SP:Iteration 52F (1055.497457 sec): 3 clusters Score: Raw -315736.613073 + Penalty 1855.485854 = -313881.127219 nChanged 0 Score: Raw -1483472.890514 + Penalty 14262.060146 = -1469210.830368 Splitting cluster 9 changes total score from -1460802.474349 to -1469210.830368 So it's getting split into cluster 13. Iteration 20F (1056.795294 sec): 14 clusters Score: Raw -1484774.569562 + Penalty 14262.060146 = -1470512.509416 nChanged 1363 Iteration 21Q (1057.378183 sec): 14 clusters Score: Raw -1485533.736391 + Penalty 14262.060146 = -1471271.676245 nChanged 592 Iteration 22Q (1058.416096 sec): 14 clusters Score: Raw -1485809.584126 + Penalty 14262.060146 = -1471547.523980 nChanged 364 Iteration 23Q (1059.104600 sec): 14 clusters Score: Raw -1485954.035123 + Penalty 14262.060146 = -1471691.974976 nChanged 241 Iteration 24Q (1060.137041 sec): 14 clusters Score: Raw -1486029.896956 + Penalty 14262.060146 = -1471767.836810 nChanged 180 Iteration 25Q (1060.662928 sec): 14 clusters Score: Raw -1486083.024572 + Penalty 14262.060146 = -1471820.964426 nChanged 129 Iteration 26Q (1061.130815 sec): 14 clusters Score: Raw -1486117.068479 + Penalty 14262.060146 = -1471855.008332 nChanged 97 Iteration 27Q (1061.495679 sec): 14 clusters Score: Raw -1486140.290862 + Penalty 14262.060146 = -1471878.230715 nChanged 84 Iteration 28Q (1061.887485 sec): 14 clusters Score: Raw -1486162.866914 + Penalty 14262.060146 = -1471900.806768 nChanged 82 Iteration 29Q (1062.339190 sec): 14 clusters Score: Raw -1486186.227918 + Penalty 14262.060146 = -1471924.167771 nChanged 73 Iteration 30Q (1062.912275 sec): 14 clusters Score: Raw -1486205.438532 + Penalty 14262.060146 = -1471943.378385 nChanged 72 Iteration 31Q (1063.340741 sec): 14 clusters Score: Raw -1486231.568306 + Penalty 14262.060146 = -1471969.508160 nChanged 64 Iteration 32Q (1063.771897 sec): 14 clusters Score: Raw -1486279.512919 + Penalty 14262.060146 = -1472017.452773 nChanged 55 Iteration 33Q (1064.154866 sec): 14 clusters Score: Raw -1486303.660513 + Penalty 14262.060146 = -1472041.600366 nChanged 56 Iteration 34Q (1064.543043 sec): 14 clusters Score: Raw -1486319.592391 + Penalty 14262.060146 = -1472057.532245 nChanged 34 Iteration 35Q (1065.149663 sec): 14 clusters Score: Raw -1486325.999872 + Penalty 14262.060146 = -1472063.939725 nChanged 32 Iteration 36Q (1065.587467 sec): 14 clusters Score: Raw -1486331.442930 + Penalty 14262.060146 = -1472069.382783 nChanged 35 Iteration 37Q (1066.027928 sec): 14 clusters Score: Raw -1486338.788790 + Penalty 14262.060146 = -1472076.728644 nChanged 32 Iteration 38Q (1066.868347 sec): 14 clusters Score: Raw -1486345.910778 + Penalty 14262.060146 = -1472083.850631 nChanged 22 Iteration 39Q (1067.294839 sec): 14 clusters Score: Raw -1486349.753464 + Penalty 14262.060146 = -1472087.693318 nChanged 15 Iteration 40F (1068.491703 sec): 14 clusters Score: Raw -1486365.270247 + Penalty 14262.060146 = -1472103.210101 nChanged 29 Iteration 41Q (1068.968454 sec): 14 clusters Score: Raw -1486382.700033 + Penalty 14262.060146 = -1472120.639886 nChanged 33 Iteration 42Q (1069.409042 sec): 14 clusters Score: Raw -1486393.826934 + Penalty 14262.060146 = -1472131.766787 nChanged 28 Iteration 43Q (1070.108258 sec): 14 clusters Score: Raw -1486400.536170 + Penalty 14262.060146 = -1472138.476024 nChanged 21 Iteration 44Q (1070.492905 sec): 14 clusters Score: Raw -1486405.464313 + Penalty 14262.060146 = -1472143.404167 nChanged 20 Iteration 45Q (1070.885040 sec): 14 clusters Score: Raw -1486411.701252 + Penalty 14262.060146 = -1472149.641105 nChanged 26 Iteration 46Q (1071.315555 sec): 14 clusters Score: Raw -1486418.931170 + Penalty 14262.060146 = -1472156.871024 nChanged 23 Iteration 47Q (1072.096708 sec): 14 clusters Score: Raw -1486424.706439 + Penalty 14262.060146 = -1472162.646293 nChanged 13 Iteration 48Q (1072.694336 sec): 14 clusters Score: Raw -1486427.826753 + Penalty 14262.060146 = -1472165.766607 nChanged 5 Iteration 49Q (1073.703823 sec): 14 clusters Score: Raw -1486429.616948 + Penalty 14262.060146 = -1472167.556802 nChanged 3 Iteration 50Q (1074.334729 sec): 14 clusters Score: Raw -1486430.099128 + Penalty 14262.060146 = -1472168.038981 nChanged 1 Iteration 51Q (1075.194987 sec): 14 clusters Score: Raw -1486430.255683 + Penalty 14262.060146 = -1472168.195536 nChanged 0 Iteration 52F (1075.976258 sec): 14 clusters Score: Raw -1486430.255683 + Penalty 14262.060146 = -1472168.195536 nChanged 0 Compute initial score before splitting: Score: Raw -1486430.255683 + Penalty 14262.060146 = -1472168.195536 Trying to split cluster 1 (1455 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1076.042771 sec): 2 clusters Score: Raw -54029.538076 + Penalty 764.689924 = -53264.848152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1076.151584 sec): 3 clusters Score: Raw -53383.890790 + Penalty 1529.379848 = -51854.510942 nChanged 529 SP:Iteration 1F (1076.302631 sec): 3 clusters Score: Raw -53768.225450 + Penalty 1529.379848 = -52238.845603 nChanged 115 SP:Iteration 2F (1076.451518 sec): 3 clusters Score: Raw -53845.983955 + Penalty 1529.379848 = -52316.604107 nChanged 68 SP:Iteration 3Q (1076.545639 sec): 3 clusters Score: Raw -53892.657570 + Penalty 1529.379848 = -52363.277723 nChanged 53 SP:Iteration 4Q (1076.654061 sec): 3 clusters Score: Raw -53934.297937 + Penalty 1529.379848 = -52404.918089 nChanged 41 SP:Iteration 5Q (1076.765337 sec): 3 clusters Score: Raw -53956.464689 + Penalty 1529.379848 = -52427.084842 nChanged 30 SP:Iteration 6Q (1076.874524 sec): 3 clusters Score: Raw -53971.827856 + Penalty 1529.379848 = -52442.448008 nChanged 25 SP:Iteration 7Q (1076.985256 sec): 3 clusters Score: Raw -53984.194410 + Penalty 1529.379848 = -52454.814562 nChanged 15 SP:Iteration 8Q (1077.098185 sec): 3 clusters Score: Raw -53993.389078 + Penalty 1529.379848 = -52464.009230 nChanged 24 SP:Iteration 9Q (1077.137703 sec): 3 clusters Score: Raw -54007.248065 + Penalty 1529.379848 = -52477.868218 nChanged 18 SP:Iteration 10Q (1077.153538 sec): 3 clusters Score: Raw -54016.325337 + Penalty 1529.379848 = -52486.945489 nChanged 18 SP:Iteration 11Q (1077.169327 sec): 3 clusters Score: Raw -54024.937838 + Penalty 1529.379848 = -52495.557990 nChanged 14 SP:Iteration 12Q (1077.185087 sec): 3 clusters Score: Raw -54031.814247 + Penalty 1529.379848 = -52502.434400 nChanged 13 SP:Iteration 13Q (1077.200762 sec): 3 clusters Score: Raw -54042.321152 + Penalty 1529.379848 = -52512.941305 nChanged 25 SP:Iteration 14Q (1077.216553 sec): 3 clusters Score: Raw -54061.097566 + Penalty 1529.379848 = -52531.717718 nChanged 21 SP:Iteration 15Q (1077.232272 sec): 3 clusters Score: Raw -54075.960774 + Penalty 1529.379848 = -52546.580926 nChanged 20 SP:Iteration 16Q (1077.247962 sec): 3 clusters Score: Raw -54091.946009 + Penalty 1529.379848 = -52562.566161 nChanged 21 SP:Iteration 17Q (1077.366913 sec): 3 clusters Score: Raw -54103.261041 + Penalty 1529.379848 = -52573.881193 nChanged 12 SP:Iteration 18Q (1077.456977 sec): 3 clusters Score: Raw -54109.858528 + Penalty 1529.379848 = -52580.478681 nChanged 13 SP:Iteration 19Q (1077.565656 sec): 3 clusters Score: Raw -54117.626515 + Penalty 1529.379848 = -52588.246667 nChanged 13 SP:Iteration 20F (1077.680649 sec): 3 clusters Score: Raw -54125.742432 + Penalty 1529.379848 = -52596.362584 nChanged 11 SP:Iteration 21Q (1077.794910 sec): 3 clusters Score: Raw -54131.655861 + Penalty 1529.379848 = -52602.276013 nChanged 11 SP:Iteration 22Q (1077.909217 sec): 3 clusters Score: Raw -54136.733971 + Penalty 1529.379848 = -52607.354123 nChanged 11 SP:Iteration 23Q (1078.014032 sec): 3 clusters Score: Raw -54142.371289 + Penalty 1529.379848 = -52612.991441 nChanged 7 SP:Iteration 24Q (1078.030013 sec): 3 clusters Score: Raw -54145.814480 + Penalty 1529.379848 = -52616.434632 nChanged 11 SP:Iteration 25Q (1078.045533 sec): 3 clusters Score: Raw -54150.222556 + Penalty 1529.379848 = -52620.842708 nChanged 8 SP:Iteration 26Q (1078.061115 sec): 3 clusters Score: Raw -54155.795015 + Penalty 1529.379848 = -52626.415167 nChanged 9 SP:Iteration 27Q (1078.076671 sec): 3 clusters Score: Raw -54161.980602 + Penalty 1529.379848 = -52632.600755 nChanged 12 SP:Iteration 28Q (1078.092375 sec): 3 clusters Score: Raw -54170.363226 + Penalty 1529.379848 = -52640.983379 nChanged 9 SP:Iteration 29Q (1078.107981 sec): 3 clusters Score: Raw -54175.399828 + Penalty 1529.379848 = -52646.019980 nChanged 4 SP:Iteration 30Q (1078.123519 sec): 3 clusters Score: Raw -54177.804759 + Penalty 1529.379848 = -52648.424911 nChanged 6 SP:Iteration 31Q (1078.139141 sec): 3 clusters Score: Raw -54181.090307 + Penalty 1529.379848 = -52651.710459 nChanged 6 SP:Iteration 32Q (1078.154747 sec): 3 clusters Score: Raw -54183.670930 + Penalty 1529.379848 = -52654.291082 nChanged 1 SP:Iteration 33Q (1078.170309 sec): 3 clusters Score: Raw -54183.978932 + Penalty 1529.379848 = -52654.599084 nChanged 2 SP:Iteration 34Q (1078.186296 sec): 3 clusters Score: Raw -54184.914490 + Penalty 1529.379848 = -52655.534642 nChanged 2 SP:Iteration 35Q (1078.202103 sec): 3 clusters Score: Raw -54185.501054 + Penalty 1529.379848 = -52656.121206 nChanged 0 SP:Iteration 36F (1078.217608 sec): 3 clusters Score: Raw -54185.501054 + Penalty 1529.379848 = -52656.121206 nChanged 0 Trying to split cluster 2 (1003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1078.248657 sec): 2 clusters Score: Raw -37926.600023 + Penalty 725.628833 = -37200.971190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1078.260920 sec): 3 clusters Score: Raw -37564.983796 + Penalty 1451.257665 = -36113.726131 nChanged 336 SP:Iteration 1F (1078.272719 sec): 3 clusters Score: Raw -37845.036770 + Penalty 1451.257665 = -36393.779105 nChanged 73 SP:Iteration 2F (1078.309083 sec): 3 clusters Score: Raw -37920.129968 + Penalty 1451.257665 = -36468.872302 nChanged 54 SP:Iteration 3F (1078.320732 sec): 3 clusters Score: Raw -37999.616747 + Penalty 1451.257665 = -36548.359082 nChanged 47 SP:Iteration 4Q (1078.414321 sec): 3 clusters Score: Raw -38064.557651 + Penalty 1451.257665 = -36613.299986 nChanged 39 SP:Iteration 5Q (1078.482864 sec): 3 clusters Score: Raw -38112.749073 + Penalty 1451.257665 = -36661.491407 nChanged 31 SP:Iteration 6Q (1078.495751 sec): 3 clusters Score: Raw -38140.423383 + Penalty 1451.257665 = -36689.165718 nChanged 27 SP:Iteration 7Q (1078.508480 sec): 3 clusters Score: Raw -38162.648222 + Penalty 1451.257665 = -36711.390556 nChanged 24 SP:Iteration 8Q (1078.521196 sec): 3 clusters Score: Raw -38186.898487 + Penalty 1451.257665 = -36735.640822 nChanged 23 SP:Iteration 9Q (1078.533926 sec): 3 clusters Score: Raw -38210.217641 + Penalty 1451.257665 = -36758.959975 nChanged 18 SP:Iteration 10Q (1078.649456 sec): 3 clusters Score: Raw -38234.109013 + Penalty 1451.257665 = -36782.851347 nChanged 11 SP:Iteration 11Q (1078.770045 sec): 3 clusters Score: Raw -38248.781402 + Penalty 1451.257665 = -36797.523736 nChanged 6 SP:Iteration 12Q (1078.888333 sec): 3 clusters Score: Raw -38255.895016 + Penalty 1451.257665 = -36804.637350 nChanged 9 SP:Iteration 13Q (1078.998691 sec): 3 clusters Score: Raw -38262.582196 + Penalty 1451.257665 = -36811.324531 nChanged 2 SP:Iteration 14Q (1079.104835 sec): 3 clusters Score: Raw -38263.621254 + Penalty 1451.257665 = -36812.363589 nChanged 4 SP:Iteration 15Q (1079.210734 sec): 3 clusters Score: Raw -38268.056327 + Penalty 1451.257665 = -36816.798662 nChanged 4 SP:Iteration 16Q (1079.317886 sec): 3 clusters Score: Raw -38271.590898 + Penalty 1451.257665 = -36820.333233 nChanged 4 SP:Iteration 17Q (1079.424233 sec): 3 clusters Score: Raw -38274.299232 + Penalty 1451.257665 = -36823.041566 nChanged 2 SP:Iteration 18Q (1079.529750 sec): 3 clusters Score: Raw -38275.933765 + Penalty 1451.257665 = -36824.676099 nChanged 1 SP:Iteration 19Q (1079.634563 sec): 3 clusters Score: Raw -38276.930495 + Penalty 1451.257665 = -36825.672830 nChanged 2 SP:Iteration 20F (1079.730695 sec): 3 clusters Score: Raw -38278.976093 + Penalty 1451.257665 = -36827.718427 nChanged 1 SP:Iteration 21Q (1079.842530 sec): 3 clusters Score: Raw -38279.775962 + Penalty 1451.257665 = -36828.518297 nChanged 0 SP:Iteration 22F (1079.911764 sec): 3 clusters Score: Raw -38279.775962 + Penalty 1451.257665 = -36828.518297 nChanged 0 Trying to split cluster 3 (1123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1079.942789 sec): 2 clusters Score: Raw -46654.580699 + Penalty 737.494690 = -45917.086008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1079.956266 sec): 3 clusters Score: Raw -46224.293449 + Penalty 1474.989380 = -44749.304068 nChanged 392 SP:Iteration 1F (1079.968947 sec): 3 clusters Score: Raw -46593.659602 + Penalty 1474.989380 = -45118.670221 nChanged 114 SP:Iteration 2F (1079.981792 sec): 3 clusters Score: Raw -46733.996556 + Penalty 1474.989380 = -45259.007176 nChanged 72 SP:Iteration 3F (1079.994476 sec): 3 clusters Score: Raw -46821.140322 + Penalty 1474.989380 = -45346.150942 nChanged 54 SP:Iteration 4Q (1080.007281 sec): 3 clusters Score: Raw -46874.606651 + Penalty 1474.989380 = -45399.617271 nChanged 37 SP:Iteration 5Q (1080.020173 sec): 3 clusters Score: Raw -46917.341496 + Penalty 1474.989380 = -45442.352115 nChanged 23 SP:Iteration 6Q (1080.032930 sec): 3 clusters Score: Raw -46935.997935 + Penalty 1474.989380 = -45461.008555 nChanged 25 SP:Iteration 7Q (1080.045915 sec): 3 clusters Score: Raw -46962.594603 + Penalty 1474.989380 = -45487.605223 nChanged 16 SP:Iteration 8Q (1080.058697 sec): 3 clusters Score: Raw -46980.962339 + Penalty 1474.989380 = -45505.972958 nChanged 15 SP:Iteration 9Q (1080.071439 sec): 3 clusters Score: Raw -46996.175727 + Penalty 1474.989380 = -45521.186346 nChanged 14 SP:Iteration 10Q (1080.084212 sec): 3 clusters Score: Raw -47007.441186 + Penalty 1474.989380 = -45532.451806 nChanged 11 SP:Iteration 11Q (1080.097031 sec): 3 clusters Score: Raw -47015.784983 + Penalty 1474.989380 = -45540.795603 nChanged 8 SP:Iteration 12Q (1080.109865 sec): 3 clusters Score: Raw -47025.532814 + Penalty 1474.989380 = -45550.543433 nChanged 14 SP:Iteration 13Q (1080.122886 sec): 3 clusters Score: Raw -47042.151602 + Penalty 1474.989380 = -45567.162222 nChanged 8 SP:Iteration 14Q (1080.135620 sec): 3 clusters Score: Raw -47049.706709 + Penalty 1474.989380 = -45574.717329 nChanged 6 SP:Iteration 15Q (1080.148321 sec): 3 clusters Score: Raw -47054.828994 + Penalty 1474.989380 = -45579.839614 nChanged 2 SP:Iteration 16Q (1080.161015 sec): 3 clusters Score: Raw -47056.374526 + Penalty 1474.989380 = -45581.385146 nChanged 4 SP:Iteration 17Q (1080.314696 sec): 3 clusters Score: Raw -47060.296581 + Penalty 1474.989380 = -45585.307201 nChanged 6 SP:Iteration 18Q (1080.383088 sec): 3 clusters Score: Raw -47067.259584 + Penalty 1474.989380 = -45592.270203 nChanged 6 SP:Iteration 19Q (1080.500455 sec): 3 clusters Score: Raw -47073.050002 + Penalty 1474.989380 = -45598.060621 nChanged 5 SP:Iteration 20F (1080.615165 sec): 3 clusters Score: Raw -47079.808758 + Penalty 1474.989380 = -45604.819378 nChanged 4 SP:Iteration 21Q (1080.730880 sec): 3 clusters Score: Raw -47086.137922 + Penalty 1474.989380 = -45611.148542 nChanged 4 SP:Iteration 22Q (1080.844749 sec): 3 clusters Score: Raw -47090.548157 + Penalty 1474.989380 = -45615.558776 nChanged 7 SP:Iteration 23Q (1080.984273 sec): 3 clusters Score: Raw -47097.190163 + Penalty 1474.989380 = -45622.200783 nChanged 1 SP:Iteration 24Q (1081.071254 sec): 3 clusters Score: Raw -47097.910699 + Penalty 1474.989380 = -45622.921319 nChanged 1 SP:Iteration 25Q (1081.185824 sec): 3 clusters Score: Raw -47098.492430 + Penalty 1474.989380 = -45623.503050 nChanged 1 SP:Iteration 26Q (1081.301112 sec): 3 clusters Score: Raw -47099.054426 + Penalty 1474.989380 = -45624.065046 nChanged 1 SP:Iteration 27Q (1081.418820 sec): 3 clusters Score: Raw -47099.583507 + Penalty 1474.989380 = -45624.594126 nChanged 0 SP:Iteration 28F (1081.534051 sec): 3 clusters Score: Raw -47099.583507 + Penalty 1474.989380 = -45624.594126 nChanged 0 Trying to split cluster 4 (2624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1081.597839 sec): 2 clusters Score: Raw -119444.943214 + Penalty 826.607791 = -118618.335423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1081.624575 sec): 3 clusters Score: Raw -118183.149813 + Penalty 1653.215582 = -116529.934232 nChanged 1015 SP:Iteration 1F (1081.650973 sec): 3 clusters Score: Raw -118894.845078 + Penalty 1653.215582 = -117241.629496 nChanged 235 SP:Iteration 2F (1081.677401 sec): 3 clusters Score: Raw -119078.057641 + Penalty 1653.215582 = -117424.842060 nChanged 179 SP:Iteration 3F (1081.703918 sec): 3 clusters Score: Raw -119217.833702 + Penalty 1653.215582 = -117564.618121 nChanged 122 SP:Iteration 4Q (1081.730448 sec): 3 clusters Score: Raw -119305.647311 + Penalty 1653.215582 = -117652.431730 nChanged 114 SP:Iteration 5Q (1081.756796 sec): 3 clusters Score: Raw -119382.607776 + Penalty 1653.215582 = -117729.392194 nChanged 89 SP:Iteration 6Q (1081.783211 sec): 3 clusters Score: Raw -119439.256194 + Penalty 1653.215582 = -117786.040612 nChanged 78 SP:Iteration 7Q (1081.809700 sec): 3 clusters Score: Raw -119480.013832 + Penalty 1653.215582 = -117826.798251 nChanged 52 SP:Iteration 8Q (1081.835920 sec): 3 clusters Score: Raw -119506.226591 + Penalty 1653.215582 = -117853.011010 nChanged 42 SP:Iteration 9Q (1081.862357 sec): 3 clusters Score: Raw -119524.260498 + Penalty 1653.215582 = -117871.044916 nChanged 41 SP:Iteration 10Q (1081.971251 sec): 3 clusters Score: Raw -119540.054543 + Penalty 1653.215582 = -117886.838961 nChanged 32 SP:Iteration 11Q (1082.115030 sec): 3 clusters Score: Raw -119556.198638 + Penalty 1653.215582 = -117902.983056 nChanged 26 SP:Iteration 12Q (1082.188427 sec): 3 clusters Score: Raw -119567.301960 + Penalty 1653.215582 = -117914.086378 nChanged 13 SP:Iteration 13Q (1082.214729 sec): 3 clusters Score: Raw -119572.773446 + Penalty 1653.215582 = -117919.557864 nChanged 13 SP:Iteration 14Q (1082.241017 sec): 3 clusters Score: Raw -119576.642749 + Penalty 1653.215582 = -117923.427168 nChanged 16 SP:Iteration 15Q (1082.267429 sec): 3 clusters Score: Raw -119582.917978 + Penalty 1653.215582 = -117929.702396 nChanged 15 SP:Iteration 16Q (1082.293788 sec): 3 clusters Score: Raw -119588.317427 + Penalty 1653.215582 = -117935.101846 nChanged 11 SP:Iteration 17Q (1082.320332 sec): 3 clusters Score: Raw -119591.843679 + Penalty 1653.215582 = -117938.628097 nChanged 11 SP:Iteration 18Q (1082.449285 sec): 3 clusters Score: Raw -119595.048424 + Penalty 1653.215582 = -117941.832842 nChanged 14 SP:Iteration 19Q (1082.577069 sec): 3 clusters Score: Raw -119599.213980 + Penalty 1653.215582 = -117945.998399 nChanged 16 SP:Iteration 20F (1082.695830 sec): 3 clusters Score: Raw -119607.266825 + Penalty 1653.215582 = -117954.051244 nChanged 24 SP:Iteration 21Q (1082.811320 sec): 3 clusters Score: Raw -119619.628513 + Penalty 1653.215582 = -117966.412931 nChanged 24 SP:Iteration 22Q (1082.897894 sec): 3 clusters Score: Raw -119634.147459 + Penalty 1653.215582 = -117980.931877 nChanged 35 SP:Iteration 23Q (1083.002723 sec): 3 clusters Score: Raw -119661.943575 + Penalty 1653.215582 = -118008.727994 nChanged 38 SP:Iteration 24Q (1083.117735 sec): 3 clusters Score: Raw -119718.042787 + Penalty 1653.215582 = -118064.827205 nChanged 53 SP:Iteration 25Q (1083.235083 sec): 3 clusters Score: Raw -119783.406213 + Penalty 1653.215582 = -118130.190631 nChanged 53 SP:Iteration 26Q (1083.352521 sec): 3 clusters Score: Raw -119853.663358 + Penalty 1653.215582 = -118200.447777 nChanged 50 SP:Iteration 27Q (1083.470287 sec): 3 clusters Score: Raw -119910.494696 + Penalty 1653.215582 = -118257.279114 nChanged 45 SP:Iteration 28Q (1083.586338 sec): 3 clusters Score: Raw -119941.527508 + Penalty 1653.215582 = -118288.311926 nChanged 33 SP:Iteration 29Q (1083.612124 sec): 3 clusters Score: Raw -119957.735804 + Penalty 1653.215582 = -118304.520223 nChanged 20 SP:Iteration 30Q (1083.637936 sec): 3 clusters Score: Raw -119964.410859 + Penalty 1653.215582 = -118311.195277 nChanged 18 SP:Iteration 31Q (1083.663605 sec): 3 clusters Score: Raw -119972.543347 + Penalty 1653.215582 = -118319.327766 nChanged 13 SP:Iteration 32Q (1083.689297 sec): 3 clusters Score: Raw -119976.595485 + Penalty 1653.215582 = -118323.379903 nChanged 9 SP:Iteration 33Q (1083.714957 sec): 3 clusters Score: Raw -119980.204785 + Penalty 1653.215582 = -118326.989204 nChanged 6 SP:Iteration 34Q (1083.740563 sec): 3 clusters Score: Raw -119981.717952 + Penalty 1653.215582 = -118328.502371 nChanged 6 SP:Iteration 35Q (1083.766219 sec): 3 clusters Score: Raw -119983.639126 + Penalty 1653.215582 = -118330.423544 nChanged 4 SP:Iteration 36Q (1083.792016 sec): 3 clusters Score: Raw -119985.508786 + Penalty 1653.215582 = -118332.293205 nChanged 7 SP:Iteration 37Q (1083.817808 sec): 3 clusters Score: Raw -119987.334810 + Penalty 1653.215582 = -118334.119228 nChanged 2 SP:Iteration 38Q (1083.843494 sec): 3 clusters Score: Raw -119988.003897 + Penalty 1653.215582 = -118334.788316 nChanged 2 SP:Iteration 39Q (1083.868952 sec): 3 clusters Score: Raw -119988.360469 + Penalty 1653.215582 = -118335.144887 nChanged 3 SP:Iteration 40F (1083.894862 sec): 3 clusters Score: Raw -119988.793297 + Penalty 1653.215582 = -118335.577715 nChanged 2 SP:Iteration 41Q (1083.920391 sec): 3 clusters Score: Raw -119989.411979 + Penalty 1653.215582 = -118336.196398 nChanged 3 SP:Iteration 42Q (1083.946211 sec): 3 clusters Score: Raw -119990.029417 + Penalty 1653.215582 = -118336.813836 nChanged 2 SP:Iteration 43Q (1083.999029 sec): 3 clusters Score: Raw -119990.725261 + Penalty 1653.215582 = -118337.509680 nChanged 4 SP:Iteration 44Q (1084.111137 sec): 3 clusters Score: Raw -119993.177518 + Penalty 1653.215582 = -118339.961937 nChanged 6 SP:Iteration 45Q (1084.246740 sec): 3 clusters Score: Raw -119996.434424 + Penalty 1653.215582 = -118343.218843 nChanged 7 SP:Iteration 46Q (1084.302252 sec): 3 clusters Score: Raw -119998.751100 + Penalty 1653.215582 = -118345.535519 nChanged 4 SP:Iteration 47Q (1084.327890 sec): 3 clusters Score: Raw -119999.458489 + Penalty 1653.215582 = -118346.242908 nChanged 2 SP:Iteration 48Q (1084.353668 sec): 3 clusters Score: Raw -120000.320168 + Penalty 1653.215582 = -118347.104587 nChanged 2 SP:Iteration 49Q (1084.379562 sec): 3 clusters Score: Raw -120001.172550 + Penalty 1653.215582 = -118347.956968 nChanged 2 SP:Iteration 50Q (1084.489705 sec): 3 clusters Score: Raw -120002.106336 + Penalty 1653.215582 = -118348.890755 nChanged 5 SP:Iteration 51Q (1084.612772 sec): 3 clusters Score: Raw -120003.974032 + Penalty 1653.215582 = -118350.758451 nChanged 4 SP:Iteration 52Q (1084.716396 sec): 3 clusters Score: Raw -120005.211673 + Penalty 1653.215582 = -118351.996091 nChanged 3 SP:Iteration 53Q (1084.811560 sec): 3 clusters Score: Raw -120006.838480 + Penalty 1653.215582 = -118353.622899 nChanged 8 SP:Iteration 54Q (1084.929844 sec): 3 clusters Score: Raw -120010.834442 + Penalty 1653.215582 = -118357.618861 nChanged 5 SP:Iteration 55Q (1085.022368 sec): 3 clusters Score: Raw -120012.438190 + Penalty 1653.215582 = -118359.222609 nChanged 2 SP:Iteration 56Q (1085.109819 sec): 3 clusters Score: Raw -120012.725865 + Penalty 1653.215582 = -118359.510283 nChanged 1 SP:Iteration 57Q (1085.135495 sec): 3 clusters Score: Raw -120012.983332 + Penalty 1653.215582 = -118359.767750 nChanged 1 SP:Iteration 58Q (1085.161180 sec): 3 clusters Score: Raw -120013.204024 + Penalty 1653.215582 = -118359.988443 nChanged 1 SP:Iteration 59Q (1085.187162 sec): 3 clusters Score: Raw -120013.346875 + Penalty 1653.215582 = -118360.131294 nChanged 1 SP:Iteration 60F (1085.212917 sec): 3 clusters Score: Raw -120013.842833 + Penalty 1653.215582 = -118360.627252 nChanged 2 SP:Iteration 61Q (1085.238580 sec): 3 clusters Score: Raw -120014.563335 + Penalty 1653.215582 = -118361.347753 nChanged 2 SP:Iteration 62Q (1085.264127 sec): 3 clusters Score: Raw -120015.107978 + Penalty 1653.215582 = -118361.892397 nChanged 1 SP:Iteration 63Q (1085.289550 sec): 3 clusters Score: Raw -120015.565581 + Penalty 1653.215582 = -118362.349999 nChanged 1 SP:Iteration 64Q (1085.315321 sec): 3 clusters Score: Raw -120015.947478 + Penalty 1653.215582 = -118362.731897 nChanged 1 SP:Iteration 65Q (1085.340963 sec): 3 clusters Score: Raw -120016.018406 + Penalty 1653.215582 = -118362.802824 nChanged 1 SP:Iteration 66Q (1085.366556 sec): 3 clusters Score: Raw -120016.299349 + Penalty 1653.215582 = -118363.083767 nChanged 1 SP:Iteration 67Q (1085.392216 sec): 3 clusters Score: Raw -120016.429045 + Penalty 1653.215582 = -118363.213464 nChanged 0 SP:Iteration 68F (1085.419059 sec): 3 clusters Score: Raw -120016.429045 + Penalty 1653.215582 = -118363.213464 nChanged 0 Trying to split cluster 5 (5950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1085.464201 sec): 2 clusters Score: Raw -282832.412046 + Penalty 912.570382 = -281919.841664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1085.559187 sec): 3 clusters Score: Raw -279547.340931 + Penalty 1825.140765 = -277722.200167 nChanged 2547 SP:Iteration 1F (1085.642219 sec): 3 clusters Score: Raw -281038.935185 + Penalty 1825.140765 = -279213.794420 nChanged 424 SP:Iteration 2F (1085.766154 sec): 3 clusters Score: Raw -281277.977151 + Penalty 1825.140765 = -279452.836387 nChanged 358 SP:Iteration 3F (1085.815736 sec): 3 clusters Score: Raw -281479.349252 + Penalty 1825.140765 = -279654.208487 nChanged 325 SP:Iteration 4F (1085.865712 sec): 3 clusters Score: Raw -281671.809136 + Penalty 1825.140765 = -279846.668372 nChanged 265 SP:Iteration 5Q (1085.917719 sec): 3 clusters Score: Raw -281851.034467 + Penalty 1825.140765 = -280025.893703 nChanged 261 SP:Iteration 6Q (1085.968115 sec): 3 clusters Score: Raw -282084.499744 + Penalty 1825.140765 = -280259.358979 nChanged 269 SP:Iteration 7Q (1086.015805 sec): 3 clusters Score: Raw -282403.985434 + Penalty 1825.140765 = -280578.844669 nChanged 278 SP:Iteration 8Q (1086.063479 sec): 3 clusters Score: Raw -282810.052685 + Penalty 1825.140765 = -280984.911920 nChanged 348 SP:Iteration 9F (1086.110084 sec): 3 clusters Score: Raw -283369.774035 + Penalty 1825.140765 = -281544.633270 nChanged 446 SP:Iteration 10F (1086.237261 sec): 3 clusters Score: Raw -283916.868869 + Penalty 1825.140765 = -282091.728104 nChanged 391 SP:Iteration 11F (1086.418828 sec): 3 clusters Score: Raw -284357.519695 + Penalty 1825.140765 = -282532.378931 nChanged 309 SP:Iteration 12F (1086.523395 sec): 3 clusters Score: Raw -284712.207207 + Penalty 1825.140765 = -282887.066443 nChanged 234 SP:Iteration 13Q (1086.686932 sec): 3 clusters Score: Raw -284989.869537 + Penalty 1825.140765 = -283164.728772 nChanged 159 SP:Iteration 14Q (1086.713889 sec): 3 clusters Score: Raw -285177.653940 + Penalty 1825.140765 = -283352.513175 nChanged 96 SP:Iteration 15Q (1086.772288 sec): 3 clusters Score: Raw -285251.909908 + Penalty 1825.140765 = -283426.769143 nChanged 49 SP:Iteration 16Q (1086.820089 sec): 3 clusters Score: Raw -285273.127818 + Penalty 1825.140765 = -283447.987053 nChanged 35 SP:Iteration 17Q (1086.943132 sec): 3 clusters Score: Raw -285281.221463 + Penalty 1825.140765 = -283456.080699 nChanged 11 SP:Iteration 18Q (1086.987443 sec): 3 clusters Score: Raw -285283.036810 + Penalty 1825.140765 = -283457.896046 nChanged 3 SP:Iteration 19Q (1087.031830 sec): 3 clusters Score: Raw -285283.355695 + Penalty 1825.140765 = -283458.214930 nChanged 3 SP:Iteration 20F (1087.077475 sec): 3 clusters Score: Raw -285284.279700 + Penalty 1825.140765 = -283459.138935 nChanged 3 SP:Iteration 21Q (1087.121603 sec): 3 clusters Score: Raw -285285.228472 + Penalty 1825.140765 = -283460.087708 nChanged 5 SP:Iteration 22Q (1087.165825 sec): 3 clusters Score: Raw -285286.173088 + Penalty 1825.140765 = -283461.032324 nChanged 4 SP:Iteration 23Q (1087.210474 sec): 3 clusters Score: Raw -285286.820201 + Penalty 1825.140765 = -283461.679436 nChanged 5 SP:Iteration 24Q (1087.305691 sec): 3 clusters Score: Raw -285287.561843 + Penalty 1825.140765 = -283462.421078 nChanged 6 SP:Iteration 25Q (1087.352439 sec): 3 clusters Score: Raw -285288.278454 + Penalty 1825.140765 = -283463.137689 nChanged 8 SP:Iteration 26Q (1087.399050 sec): 3 clusters Score: Raw -285289.850282 + Penalty 1825.140765 = -283464.709517 nChanged 9 SP:Iteration 27Q (1087.444606 sec): 3 clusters Score: Raw -285291.245114 + Penalty 1825.140765 = -283466.104349 nChanged 7 SP:Iteration 28Q (1087.488710 sec): 3 clusters Score: Raw -285292.793563 + Penalty 1825.140765 = -283467.652798 nChanged 8 SP:Iteration 29Q (1087.533198 sec): 3 clusters Score: Raw -285294.291409 + Penalty 1825.140765 = -283469.150644 nChanged 7 SP:Iteration 30Q (1087.577412 sec): 3 clusters Score: Raw -285295.647846 + Penalty 1825.140765 = -283470.507081 nChanged 7 SP:Iteration 31Q (1087.623660 sec): 3 clusters Score: Raw -285296.600992 + Penalty 1825.140765 = -283471.460228 nChanged 4 SP:Iteration 32Q (1087.670063 sec): 3 clusters Score: Raw -285297.259797 + Penalty 1825.140765 = -283472.119033 nChanged 3 SP:Iteration 33Q (1087.716348 sec): 3 clusters Score: Raw -285297.777897 + Penalty 1825.140765 = -283472.637132 nChanged 4 SP:Iteration 34Q (1087.762965 sec): 3 clusters Score: Raw -285298.541734 + Penalty 1825.140765 = -283473.400969 nChanged 7 SP:Iteration 35Q (1087.807458 sec): 3 clusters Score: Raw -285299.781646 + Penalty 1825.140765 = -283474.640881 nChanged 4 SP:Iteration 36Q (1087.851869 sec): 3 clusters Score: Raw -285300.209787 + Penalty 1825.140765 = -283475.069022 nChanged 2 SP:Iteration 37Q (1087.896431 sec): 3 clusters Score: Raw -285300.378595 + Penalty 1825.140765 = -283475.237830 nChanged 0 SP:Iteration 38F (1087.942747 sec): 3 clusters Score: Raw -285300.378595 + Penalty 1825.140765 = -283475.237830 nChanged 0 Score: Raw -1488898.222231 + Penalty 15359.141696 = -1473539.080535 Splitting cluster 5 changes total score from -1472168.195536 to -1473539.080535 So it's getting split into cluster 14. Trying to split cluster 6 (887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.635326 sec): 2 clusters Score: Raw -25447.539187 + Penalty 712.723723 = -24734.815464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.754713 sec): 3 clusters Score: Raw -25128.625917 + Penalty 1425.447446 = -23703.178471 nChanged 306 SP:Iteration 1F (1088.881407 sec): 3 clusters Score: Raw -25461.306923 + Penalty 1425.447446 = -24035.859476 nChanged 97 SP:Iteration 2F (1088.995115 sec): 3 clusters Score: Raw -25590.116558 + Penalty 1425.447446 = -24164.669112 nChanged 47 SP:Iteration 3F (1089.107568 sec): 3 clusters Score: Raw -25633.090507 + Penalty 1425.447446 = -24207.643061 nChanged 24 SP:Iteration 4Q (1089.219728 sec): 3 clusters Score: Raw -25656.102230 + Penalty 1425.447446 = -24230.654783 nChanged 27 SP:Iteration 5Q (1089.331165 sec): 3 clusters Score: Raw -25699.019195 + Penalty 1425.447446 = -24273.571749 nChanged 26 SP:Iteration 6Q (1089.438238 sec): 3 clusters Score: Raw -25739.433642 + Penalty 1425.447446 = -24313.986196 nChanged 28 SP:Iteration 7Q (1089.449664 sec): 3 clusters Score: Raw -25777.311647 + Penalty 1425.447446 = -24351.864201 nChanged 30 SP:Iteration 8Q (1089.460542 sec): 3 clusters Score: Raw -25813.113887 + Penalty 1425.447446 = -24387.666441 nChanged 15 SP:Iteration 9Q (1089.471228 sec): 3 clusters Score: Raw -25826.455134 + Penalty 1425.447446 = -24401.007688 nChanged 7 SP:Iteration 10Q (1089.481845 sec): 3 clusters Score: Raw -25832.225544 + Penalty 1425.447446 = -24406.778098 nChanged 3 SP:Iteration 11Q (1089.492873 sec): 3 clusters Score: Raw -25836.028656 + Penalty 1425.447446 = -24410.581210 nChanged 5 SP:Iteration 12Q (1089.504010 sec): 3 clusters Score: Raw -25839.707201 + Penalty 1425.447446 = -24414.259755 nChanged 1 SP:Iteration 13Q (1089.515237 sec): 3 clusters Score: Raw -25840.287779 + Penalty 1425.447446 = -24414.840332 nChanged 1 SP:Iteration 14Q (1089.526217 sec): 3 clusters Score: Raw -25840.607087 + Penalty 1425.447446 = -24415.159640 nChanged 0 SP:Iteration 15F (1089.536816 sec): 3 clusters Score: Raw -25840.607087 + Penalty 1425.447446 = -24415.159640 nChanged 0 Trying to split cluster 7 (2487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1089.578744 sec): 2 clusters Score: Raw -113225.952027 + Penalty 820.977407 = -112404.974620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1089.604933 sec): 3 clusters Score: Raw -112019.825153 + Penalty 1641.954813 = -110377.870339 nChanged 992 SP:Iteration 1F (1089.629570 sec): 3 clusters Score: Raw -112658.487261 + Penalty 1641.954813 = -111016.532448 nChanged 216 SP:Iteration 2F (1089.663312 sec): 3 clusters Score: Raw -112832.063576 + Penalty 1641.954813 = -111190.108763 nChanged 161 SP:Iteration 3F (1089.687971 sec): 3 clusters Score: Raw -112979.734478 + Penalty 1641.954813 = -111337.779665 nChanged 140 SP:Iteration 4F (1089.712124 sec): 3 clusters Score: Raw -113104.164638 + Penalty 1641.954813 = -111462.209824 nChanged 117 SP:Iteration 5Q (1089.737386 sec): 3 clusters Score: Raw -113220.473936 + Penalty 1641.954813 = -111578.519123 nChanged 144 SP:Iteration 6F (1089.761952 sec): 3 clusters Score: Raw -113377.570737 + Penalty 1641.954813 = -111735.615924 nChanged 122 SP:Iteration 7Q (1089.785897 sec): 3 clusters Score: Raw -113501.901319 + Penalty 1641.954813 = -111859.946506 nChanged 103 SP:Iteration 8Q (1089.810478 sec): 3 clusters Score: Raw -113586.583781 + Penalty 1641.954813 = -111944.628968 nChanged 77 SP:Iteration 9Q (1089.835004 sec): 3 clusters Score: Raw -113644.223469 + Penalty 1641.954813 = -112002.268656 nChanged 53 SP:Iteration 10Q (1089.989496 sec): 3 clusters Score: Raw -113682.023211 + Penalty 1641.954813 = -112040.068397 nChanged 46 SP:Iteration 11Q (1090.146551 sec): 3 clusters Score: Raw -113712.417942 + Penalty 1641.954813 = -112070.463129 nChanged 36 SP:Iteration 12Q (1090.245570 sec): 3 clusters Score: Raw -113730.910617 + Penalty 1641.954813 = -112088.955804 nChanged 29 SP:Iteration 13Q (1090.361615 sec): 3 clusters Score: Raw -113752.232622 + Penalty 1641.954813 = -112110.277808 nChanged 32 SP:Iteration 14Q (1090.487513 sec): 3 clusters Score: Raw -113775.896216 + Penalty 1641.954813 = -112133.941403 nChanged 38 SP:Iteration 15Q (1090.604819 sec): 3 clusters Score: Raw -113813.519813 + Penalty 1641.954813 = -112171.565000 nChanged 35 SP:Iteration 16Q (1090.714835 sec): 3 clusters Score: Raw -113852.311028 + Penalty 1641.954813 = -112210.356214 nChanged 34 SP:Iteration 17Q (1090.832072 sec): 3 clusters Score: Raw -113884.123875 + Penalty 1641.954813 = -112242.169062 nChanged 21 SP:Iteration 18Q (1090.948631 sec): 3 clusters Score: Raw -113909.114414 + Penalty 1641.954813 = -112267.159601 nChanged 18 SP:Iteration 19Q (1091.062758 sec): 3 clusters Score: Raw -113933.575368 + Penalty 1641.954813 = -112291.620555 nChanged 20 SP:Iteration 20F (1091.087119 sec): 3 clusters Score: Raw -113958.073908 + Penalty 1641.954813 = -112316.119095 nChanged 20 SP:Iteration 21Q (1091.111109 sec): 3 clusters Score: Raw -113982.623245 + Penalty 1641.954813 = -112340.668432 nChanged 19 SP:Iteration 22Q (1091.135020 sec): 3 clusters Score: Raw -113998.709789 + Penalty 1641.954813 = -112356.754975 nChanged 18 SP:Iteration 23Q (1091.158835 sec): 3 clusters Score: Raw -114012.955161 + Penalty 1641.954813 = -112371.000348 nChanged 14 SP:Iteration 24Q (1091.182612 sec): 3 clusters Score: Raw -114025.629197 + Penalty 1641.954813 = -112383.674384 nChanged 10 SP:Iteration 25Q (1091.206215 sec): 3 clusters Score: Raw -114032.414547 + Penalty 1641.954813 = -112390.459734 nChanged 6 SP:Iteration 26Q (1091.229677 sec): 3 clusters Score: Raw -114037.295783 + Penalty 1641.954813 = -112395.340970 nChanged 3 SP:Iteration 27Q (1091.253230 sec): 3 clusters Score: Raw -114039.449413 + Penalty 1641.954813 = -112397.494600 nChanged 1 SP:Iteration 28Q (1091.276670 sec): 3 clusters Score: Raw -114039.909119 + Penalty 1641.954813 = -112397.954306 nChanged 1 SP:Iteration 29Q (1091.300152 sec): 3 clusters Score: Raw -114040.542974 + Penalty 1641.954813 = -112398.588161 nChanged 2 SP:Iteration 30Q (1091.324858 sec): 3 clusters Score: Raw -114041.140953 + Penalty 1641.954813 = -112399.186140 nChanged 1 SP:Iteration 31Q (1091.348302 sec): 3 clusters Score: Raw -114041.357602 + Penalty 1641.954813 = -112399.402789 nChanged 1 SP:Iteration 32Q (1091.371998 sec): 3 clusters Score: Raw -114042.098521 + Penalty 1641.954813 = -112400.143708 nChanged 3 SP:Iteration 33Q (1091.395390 sec): 3 clusters Score: Raw -114043.807272 + Penalty 1641.954813 = -112401.852459 nChanged 3 SP:Iteration 34Q (1091.418759 sec): 3 clusters Score: Raw -114047.473165 + Penalty 1641.954813 = -112405.518352 nChanged 6 SP:Iteration 35Q (1091.442209 sec): 3 clusters Score: Raw -114052.280349 + Penalty 1641.954813 = -112410.325536 nChanged 5 SP:Iteration 36Q (1091.465604 sec): 3 clusters Score: Raw -114058.413213 + Penalty 1641.954813 = -112416.458400 nChanged 5 SP:Iteration 37Q (1091.488917 sec): 3 clusters Score: Raw -114061.293757 + Penalty 1641.954813 = -112419.338944 nChanged 3 SP:Iteration 38Q (1091.512144 sec): 3 clusters Score: Raw -114063.564293 + Penalty 1641.954813 = -112421.609480 nChanged 2 SP:Iteration 39Q (1091.535330 sec): 3 clusters Score: Raw -114065.019252 + Penalty 1641.954813 = -112423.064439 nChanged 3 SP:Iteration 40F (1091.559465 sec): 3 clusters Score: Raw -114066.670286 + Penalty 1641.954813 = -112424.715473 nChanged 1 SP:Iteration 41Q (1091.582578 sec): 3 clusters Score: Raw -114067.164640 + Penalty 1641.954813 = -112425.209827 nChanged 0 SP:Iteration 42F (1091.607899 sec): 3 clusters Score: Raw -114067.164640 + Penalty 1641.954813 = -112425.209827 nChanged 0 Score: Raw -1489739.434844 + Penalty 16456.223246 = -1473283.211599 Splitting cluster 7 changes total score from -1472168.195536 to -1473283.211599 So it's getting split into cluster 15. Trying to split cluster 8 (791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1092.459322 sec): 2 clusters Score: Raw -37068.575404 + Penalty 700.696287 = -36367.879117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1092.573969 sec): 3 clusters Score: Raw -36792.319815 + Penalty 1401.392573 = -35390.927242 nChanged 245 SP:Iteration 1F (1092.725373 sec): 3 clusters Score: Raw -36959.960336 + Penalty 1401.392573 = -35558.567763 nChanged 64 SP:Iteration 2F (1092.792723 sec): 3 clusters Score: Raw -37018.250922 + Penalty 1401.392573 = -35616.858349 nChanged 34 SP:Iteration 3Q (1092.906259 sec): 3 clusters Score: Raw -37050.711788 + Penalty 1401.392573 = -35649.319215 nChanged 23 SP:Iteration 4Q (1093.000050 sec): 3 clusters Score: Raw -37067.867525 + Penalty 1401.392573 = -35666.474952 nChanged 11 SP:Iteration 5Q (1093.113232 sec): 3 clusters Score: Raw -37074.562903 + Penalty 1401.392573 = -35673.170330 nChanged 8 SP:Iteration 6Q (1093.154132 sec): 3 clusters Score: Raw -37078.296117 + Penalty 1401.392573 = -35676.903544 nChanged 4 SP:Iteration 7Q (1093.164195 sec): 3 clusters Score: Raw -37081.283426 + Penalty 1401.392573 = -35679.890852 nChanged 5 SP:Iteration 8Q (1093.174287 sec): 3 clusters Score: Raw -37083.956425 + Penalty 1401.392573 = -35682.563852 nChanged 3 SP:Iteration 9Q (1093.184379 sec): 3 clusters Score: Raw -37087.372041 + Penalty 1401.392573 = -35685.979468 nChanged 2 SP:Iteration 10Q (1093.194413 sec): 3 clusters Score: Raw -37088.696862 + Penalty 1401.392573 = -35687.304289 nChanged 5 SP:Iteration 11Q (1093.204469 sec): 3 clusters Score: Raw -37091.918499 + Penalty 1401.392573 = -35690.525926 nChanged 3 SP:Iteration 12Q (1093.214473 sec): 3 clusters Score: Raw -37094.807411 + Penalty 1401.392573 = -35693.414838 nChanged 4 SP:Iteration 13Q (1093.224623 sec): 3 clusters Score: Raw -37097.433172 + Penalty 1401.392573 = -35696.040598 nChanged 3 SP:Iteration 14Q (1093.234680 sec): 3 clusters Score: Raw -37098.891896 + Penalty 1401.392573 = -35697.499323 nChanged 2 SP:Iteration 15Q (1093.244706 sec): 3 clusters Score: Raw -37100.222532 + Penalty 1401.392573 = -35698.829959 nChanged 3 SP:Iteration 16Q (1093.254714 sec): 3 clusters Score: Raw -37101.664419 + Penalty 1401.392573 = -35700.271846 nChanged 1 SP:Iteration 17Q (1093.265486 sec): 3 clusters Score: Raw -37103.126351 + Penalty 1401.392573 = -35701.733778 nChanged 2 SP:Iteration 18Q (1093.275535 sec): 3 clusters Score: Raw -37105.173716 + Penalty 1401.392573 = -35703.781143 nChanged 1 SP:Iteration 19Q (1093.285809 sec): 3 clusters Score: Raw -37105.962167 + Penalty 1401.392573 = -35704.569594 nChanged 1 SP:Iteration 20F (1093.295679 sec): 3 clusters Score: Raw -37106.282653 + Penalty 1401.392573 = -35704.890080 nChanged 0 Trying to split cluster 9 (2570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.331835 sec): 2 clusters Score: Raw -119098.812082 + Penalty 824.424424 = -118274.387659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1093.358381 sec): 3 clusters Score: Raw -117843.064636 + Penalty 1648.848847 = -116194.215789 nChanged 997 SP:Iteration 1F (1093.383588 sec): 3 clusters Score: Raw -118423.723305 + Penalty 1648.848847 = -116774.874457 nChanged 214 SP:Iteration 2F (1093.408502 sec): 3 clusters Score: Raw -118570.149392 + Penalty 1648.848847 = -116921.300545 nChanged 163 SP:Iteration 3F (1093.433552 sec): 3 clusters Score: Raw -118721.638739 + Penalty 1648.848847 = -117072.789892 nChanged 165 SP:Iteration 4F (1093.459062 sec): 3 clusters Score: Raw -118886.843800 + Penalty 1648.848847 = -117237.994953 nChanged 157 SP:Iteration 5F (1093.596281 sec): 3 clusters Score: Raw -119021.125517 + Penalty 1648.848847 = -117372.276669 nChanged 124 SP:Iteration 6Q (1093.697490 sec): 3 clusters Score: Raw -119116.701817 + Penalty 1648.848847 = -117467.852970 nChanged 90 SP:Iteration 7Q (1093.723034 sec): 3 clusters Score: Raw -119186.000324 + Penalty 1648.848847 = -117537.151477 nChanged 69 SP:Iteration 8Q (1093.831864 sec): 3 clusters Score: Raw -119240.611179 + Penalty 1648.848847 = -117591.762332 nChanged 58 SP:Iteration 9Q (1093.952539 sec): 3 clusters Score: Raw -119302.255653 + Penalty 1648.848847 = -117653.406806 nChanged 55 SP:Iteration 10Q (1094.071229 sec): 3 clusters Score: Raw -119345.020290 + Penalty 1648.848847 = -117696.171442 nChanged 40 SP:Iteration 11Q (1094.188473 sec): 3 clusters Score: Raw -119386.854204 + Penalty 1648.848847 = -117738.005356 nChanged 40 SP:Iteration 12Q (1094.306832 sec): 3 clusters Score: Raw -119422.570314 + Penalty 1648.848847 = -117773.721467 nChanged 33 SP:Iteration 13Q (1094.415398 sec): 3 clusters Score: Raw -119442.398054 + Penalty 1648.848847 = -117793.549207 nChanged 25 SP:Iteration 14Q (1094.448907 sec): 3 clusters Score: Raw -119455.935111 + Penalty 1648.848847 = -117807.086264 nChanged 15 SP:Iteration 15Q (1094.473709 sec): 3 clusters Score: Raw -119464.347165 + Penalty 1648.848847 = -117815.498318 nChanged 16 SP:Iteration 16Q (1094.498879 sec): 3 clusters Score: Raw -119472.758578 + Penalty 1648.848847 = -117823.909731 nChanged 11 SP:Iteration 17Q (1094.523799 sec): 3 clusters Score: Raw -119477.567828 + Penalty 1648.848847 = -117828.718981 nChanged 12 SP:Iteration 18Q (1094.548823 sec): 3 clusters Score: Raw -119484.410850 + Penalty 1648.848847 = -117835.562003 nChanged 11 SP:Iteration 19Q (1094.573937 sec): 3 clusters Score: Raw -119491.686924 + Penalty 1648.848847 = -117842.838077 nChanged 10 SP:Iteration 20F (1094.598651 sec): 3 clusters Score: Raw -119496.412561 + Penalty 1648.848847 = -117847.563714 nChanged 8 SP:Iteration 21Q (1094.623438 sec): 3 clusters Score: Raw -119500.885314 + Penalty 1648.848847 = -117852.036466 nChanged 6 SP:Iteration 22Q (1094.649144 sec): 3 clusters Score: Raw -119503.521726 + Penalty 1648.848847 = -117854.672878 nChanged 7 SP:Iteration 23Q (1094.674004 sec): 3 clusters Score: Raw -119507.185237 + Penalty 1648.848847 = -117858.336389 nChanged 4 SP:Iteration 24Q (1094.698848 sec): 3 clusters Score: Raw -119508.220440 + Penalty 1648.848847 = -117859.371593 nChanged 2 SP:Iteration 25Q (1094.723528 sec): 3 clusters Score: Raw -119508.586641 + Penalty 1648.848847 = -117859.737794 nChanged 3 SP:Iteration 26Q (1094.749597 sec): 3 clusters Score: Raw -119509.191584 + Penalty 1648.848847 = -117860.342736 nChanged 0 SP:Iteration 27F (1094.774278 sec): 3 clusters Score: Raw -119509.191584 + Penalty 1648.848847 = -117860.342736 nChanged 0 Trying to split cluster 10 (6786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1094.822313 sec): 2 clusters Score: Raw -334747.165745 + Penalty 926.374779 = -333820.790965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1094.870003 sec): 3 clusters Score: Raw -330827.146313 + Penalty 1852.749559 = -328974.396755 nChanged 2991 SP:Iteration 1F (1094.916534 sec): 3 clusters Score: Raw -332497.026236 + Penalty 1852.749559 = -330644.276678 nChanged 499 SP:Iteration 2F (1094.963432 sec): 3 clusters Score: Raw -332796.002114 + Penalty 1852.749559 = -330943.252556 nChanged 450 SP:Iteration 3F (1095.024405 sec): 3 clusters Score: Raw -333070.962350 + Penalty 1852.749559 = -331218.212791 nChanged 440 SP:Iteration 4F (1095.086422 sec): 3 clusters Score: Raw -333346.183402 + Penalty 1852.749559 = -331493.433844 nChanged 416 SP:Iteration 5F (1095.132883 sec): 3 clusters Score: Raw -333616.148047 + Penalty 1852.749559 = -331763.398488 nChanged 377 SP:Iteration 6F (1095.179607 sec): 3 clusters Score: Raw -333875.390898 + Penalty 1852.749559 = -332022.641339 nChanged 335 SP:Iteration 7Q (1095.227973 sec): 3 clusters Score: Raw -334093.457993 + Penalty 1852.749559 = -332240.708435 nChanged 265 SP:Iteration 8Q (1095.278713 sec): 3 clusters Score: Raw -334265.402351 + Penalty 1852.749559 = -332412.652792 nChanged 217 SP:Iteration 9Q (1095.445686 sec): 3 clusters Score: Raw -334407.336424 + Penalty 1852.749559 = -332554.586866 nChanged 179 SP:Iteration 10Q (1095.588549 sec): 3 clusters Score: Raw -334528.513187 + Penalty 1852.749559 = -332675.763628 nChanged 123 SP:Iteration 11Q (1095.731023 sec): 3 clusters Score: Raw -334599.749825 + Penalty 1852.749559 = -332747.000266 nChanged 99 SP:Iteration 12Q (1095.873300 sec): 3 clusters Score: Raw -334667.335017 + Penalty 1852.749559 = -332814.585458 nChanged 90 SP:Iteration 13Q (1095.925043 sec): 3 clusters Score: Raw -334725.710327 + Penalty 1852.749559 = -332872.960768 nChanged 84 SP:Iteration 14Q (1095.979452 sec): 3 clusters Score: Raw -334784.371760 + Penalty 1852.749559 = -332931.622201 nChanged 53 SP:Iteration 15Q (1096.032926 sec): 3 clusters Score: Raw -334812.843258 + Penalty 1852.749559 = -332960.093700 nChanged 38 SP:Iteration 16Q (1096.114016 sec): 3 clusters Score: Raw -334835.056508 + Penalty 1852.749559 = -332982.306949 nChanged 31 SP:Iteration 17Q (1096.230188 sec): 3 clusters Score: Raw -334854.588109 + Penalty 1852.749559 = -333001.838551 nChanged 33 SP:Iteration 18Q (1096.360022 sec): 3 clusters Score: Raw -334872.625903 + Penalty 1852.749559 = -333019.876345 nChanged 21 SP:Iteration 19Q (1096.487270 sec): 3 clusters Score: Raw -334884.642494 + Penalty 1852.749559 = -333031.892936 nChanged 20 SP:Iteration 20F (1096.534719 sec): 3 clusters Score: Raw -334893.227260 + Penalty 1852.749559 = -333040.477701 nChanged 9 SP:Iteration 21Q (1096.580905 sec): 3 clusters Score: Raw -334898.187659 + Penalty 1852.749559 = -333045.438100 nChanged 12 SP:Iteration 22Q (1096.627209 sec): 3 clusters Score: Raw -334903.384055 + Penalty 1852.749559 = -333050.634496 nChanged 8 SP:Iteration 23Q (1096.674560 sec): 3 clusters Score: Raw -334905.191523 + Penalty 1852.749559 = -333052.441965 nChanged 3 SP:Iteration 24Q (1096.724541 sec): 3 clusters Score: Raw -334906.172040 + Penalty 1852.749559 = -333053.422481 nChanged 5 SP:Iteration 25Q (1096.774458 sec): 3 clusters Score: Raw -334907.801217 + Penalty 1852.749559 = -333055.051659 nChanged 5 SP:Iteration 26Q (1096.824394 sec): 3 clusters Score: Raw -334910.307260 + Penalty 1852.749559 = -333057.557701 nChanged 6 SP:Iteration 27Q (1096.874881 sec): 3 clusters Score: Raw -334914.757335 + Penalty 1852.749559 = -333062.007776 nChanged 7 SP:Iteration 28Q (1096.925065 sec): 3 clusters Score: Raw -334918.753427 + Penalty 1852.749559 = -333066.003868 nChanged 6 SP:Iteration 29Q (1096.974994 sec): 3 clusters Score: Raw -334922.867408 + Penalty 1852.749559 = -333070.117850 nChanged 7 SP:Iteration 30Q (1097.024243 sec): 3 clusters Score: Raw -334926.437371 + Penalty 1852.749559 = -333073.687812 nChanged 6 SP:Iteration 31Q (1097.070839 sec): 3 clusters Score: Raw -334932.557784 + Penalty 1852.749559 = -333079.808226 nChanged 6 SP:Iteration 32Q (1097.117358 sec): 3 clusters Score: Raw -334935.530488 + Penalty 1852.749559 = -333082.780929 nChanged 3 SP:Iteration 33Q (1097.164356 sec): 3 clusters Score: Raw -334936.436261 + Penalty 1852.749559 = -333083.686703 nChanged 2 SP:Iteration 34Q (1097.215097 sec): 3 clusters Score: Raw -334936.909086 + Penalty 1852.749559 = -333084.159528 nChanged 1 SP:Iteration 35Q (1097.391461 sec): 3 clusters Score: Raw -334937.039308 + Penalty 1852.749559 = -333084.289750 nChanged 0 SP:Iteration 36F (1097.496224 sec): 3 clusters Score: Raw -334937.039308 + Penalty 1852.749559 = -333084.289750 nChanged 0 Trying to split cluster 11 (833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1097.552045 sec): 2 clusters Score: Raw -23991.854912 + Penalty 706.128532 = -23285.726379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1097.662959 sec): 3 clusters Score: Raw -23732.269593 + Penalty 1412.257065 = -22320.012528 nChanged 274 SP:Iteration 1F (1097.757060 sec): 3 clusters Score: Raw -23981.506244 + Penalty 1412.257065 = -22569.249179 nChanged 89 SP:Iteration 2F (1097.871064 sec): 3 clusters Score: Raw -24091.600944 + Penalty 1412.257065 = -22679.343879 nChanged 52 SP:Iteration 3F (1097.985904 sec): 3 clusters Score: Raw -24172.591237 + Penalty 1412.257065 = -22760.334173 nChanged 44 SP:Iteration 4F (1098.102100 sec): 3 clusters Score: Raw -24230.763859 + Penalty 1412.257065 = -22818.506794 nChanged 30 SP:Iteration 5Q (1098.215225 sec): 3 clusters Score: Raw -24261.812825 + Penalty 1412.257065 = -22849.555760 nChanged 24 SP:Iteration 6Q (1098.329538 sec): 3 clusters Score: Raw -24294.886533 + Penalty 1412.257065 = -22882.629468 nChanged 14 SP:Iteration 7Q (1098.442589 sec): 3 clusters Score: Raw -24311.023518 + Penalty 1412.257065 = -22898.766454 nChanged 9 SP:Iteration 8Q (1098.550452 sec): 3 clusters Score: Raw -24319.862918 + Penalty 1412.257065 = -22907.605853 nChanged 9 SP:Iteration 9Q (1098.560879 sec): 3 clusters Score: Raw -24328.193813 + Penalty 1412.257065 = -22915.936748 nChanged 3 SP:Iteration 10Q (1098.571239 sec): 3 clusters Score: Raw -24330.851551 + Penalty 1412.257065 = -22918.594486 nChanged 2 SP:Iteration 11Q (1098.581482 sec): 3 clusters Score: Raw -24331.804889 + Penalty 1412.257065 = -22919.547824 nChanged 1 SP:Iteration 12Q (1098.591829 sec): 3 clusters Score: Raw -24332.828422 + Penalty 1412.257065 = -22920.571357 nChanged 3 SP:Iteration 13Q (1098.602582 sec): 3 clusters Score: Raw -24335.324677 + Penalty 1412.257065 = -22923.067612 nChanged 3 SP:Iteration 14Q (1098.613141 sec): 3 clusters Score: Raw -24336.664311 + Penalty 1412.257065 = -22924.407246 nChanged 0 SP:Iteration 15F (1098.623399 sec): 3 clusters Score: Raw -24336.664311 + Penalty 1412.257065 = -22924.407246 nChanged 0 Trying to split cluster 12 (3628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.663808 sec): 2 clusters Score: Raw -169612.602513 + Penalty 860.625865 = -168751.976648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.699513 sec): 3 clusters Score: Raw -167696.600996 + Penalty 1721.251730 = -165975.349266 nChanged 1509 SP:Iteration 1F (1098.733421 sec): 3 clusters Score: Raw -168668.227907 + Penalty 1721.251730 = -166946.976177 nChanged 302 SP:Iteration 2F (1098.769015 sec): 3 clusters Score: Raw -168914.259835 + Penalty 1721.251730 = -167193.008105 nChanged 253 SP:Iteration 3F (1098.804434 sec): 3 clusters Score: Raw -169137.676575 + Penalty 1721.251730 = -167416.424845 nChanged 217 SP:Iteration 4F (1098.839914 sec): 3 clusters Score: Raw -169347.842984 + Penalty 1721.251730 = -167626.591254 nChanged 192 SP:Iteration 5F (1098.917396 sec): 3 clusters Score: Raw -169530.710796 + Penalty 1721.251730 = -167809.459066 nChanged 154 SP:Iteration 6Q (1098.952609 sec): 3 clusters Score: Raw -169661.097085 + Penalty 1721.251730 = -167939.845355 nChanged 144 SP:Iteration 7Q (1098.987288 sec): 3 clusters Score: Raw -169782.642376 + Penalty 1721.251730 = -168061.390646 nChanged 114 SP:Iteration 8Q (1099.021750 sec): 3 clusters Score: Raw -169862.854413 + Penalty 1721.251730 = -168141.602683 nChanged 95 SP:Iteration 9Q (1099.056257 sec): 3 clusters Score: Raw -169925.739002 + Penalty 1721.251730 = -168204.487272 nChanged 78 SP:Iteration 10Q (1099.090877 sec): 3 clusters Score: Raw -169974.075039 + Penalty 1721.251730 = -168252.823309 nChanged 58 SP:Iteration 11Q (1099.126613 sec): 3 clusters Score: Raw -170002.350834 + Penalty 1721.251730 = -168281.099104 nChanged 44 SP:Iteration 12Q (1099.159984 sec): 3 clusters Score: Raw -170020.524208 + Penalty 1721.251730 = -168299.272478 nChanged 48 SP:Iteration 13Q (1099.193366 sec): 3 clusters Score: Raw -170040.445628 + Penalty 1721.251730 = -168319.193897 nChanged 34 SP:Iteration 14Q (1099.226730 sec): 3 clusters Score: Raw -170055.201678 + Penalty 1721.251730 = -168333.949947 nChanged 29 SP:Iteration 15Q (1099.260014 sec): 3 clusters Score: Raw -170068.531095 + Penalty 1721.251730 = -168347.279364 nChanged 28 SP:Iteration 16Q (1099.383031 sec): 3 clusters Score: Raw -170078.721129 + Penalty 1721.251730 = -168357.469398 nChanged 27 SP:Iteration 17Q (1099.505195 sec): 3 clusters Score: Raw -170090.185381 + Penalty 1721.251730 = -168368.933651 nChanged 22 SP:Iteration 18Q (1099.625433 sec): 3 clusters Score: Raw -170099.090633 + Penalty 1721.251730 = -168377.838902 nChanged 20 SP:Iteration 19Q (1099.740835 sec): 3 clusters Score: Raw -170105.792470 + Penalty 1721.251730 = -168384.540740 nChanged 16 SP:Iteration 20F (1099.841813 sec): 3 clusters Score: Raw -170112.050397 + Penalty 1721.251730 = -168390.798667 nChanged 14 SP:Iteration 21Q (1099.961589 sec): 3 clusters Score: Raw -170119.565255 + Penalty 1721.251730 = -168398.313525 nChanged 15 SP:Iteration 22Q (1100.079330 sec): 3 clusters Score: Raw -170125.219234 + Penalty 1721.251730 = -168403.967504 nChanged 13 SP:Iteration 23Q (1100.196647 sec): 3 clusters Score: Raw -170130.972842 + Penalty 1721.251730 = -168409.721111 nChanged 15 SP:Iteration 24Q (1100.303459 sec): 3 clusters Score: Raw -170135.667160 + Penalty 1721.251730 = -168414.415430 nChanged 13 SP:Iteration 25Q (1100.335729 sec): 3 clusters Score: Raw -170139.248263 + Penalty 1721.251730 = -168417.996533 nChanged 11 SP:Iteration 26Q (1100.368899 sec): 3 clusters Score: Raw -170141.723367 + Penalty 1721.251730 = -168420.471637 nChanged 7 SP:Iteration 27Q (1100.402189 sec): 3 clusters Score: Raw -170143.149219 + Penalty 1721.251730 = -168421.897489 nChanged 4 SP:Iteration 28Q (1100.435505 sec): 3 clusters Score: Raw -170143.942304 + Penalty 1721.251730 = -168422.690573 nChanged 4 SP:Iteration 29Q (1100.468581 sec): 3 clusters Score: Raw -170144.854184 + Penalty 1721.251730 = -168423.602454 nChanged 7 SP:Iteration 30Q (1100.501778 sec): 3 clusters Score: Raw -170147.009104 + Penalty 1721.251730 = -168425.757373 nChanged 2 SP:Iteration 31Q (1100.534799 sec): 3 clusters Score: Raw -170147.299549 + Penalty 1721.251730 = -168426.047819 nChanged 2 SP:Iteration 32Q (1100.567963 sec): 3 clusters Score: Raw -170147.553269 + Penalty 1721.251730 = -168426.301539 nChanged 1 SP:Iteration 33Q (1100.601022 sec): 3 clusters Score: Raw -170148.079244 + Penalty 1721.251730 = -168426.827514 nChanged 4 SP:Iteration 34Q (1100.633940 sec): 3 clusters Score: Raw -170149.044273 + Penalty 1721.251730 = -168427.792542 nChanged 3 SP:Iteration 35Q (1100.666954 sec): 3 clusters Score: Raw -170149.878716 + Penalty 1721.251730 = -168428.626986 nChanged 1 SP:Iteration 36Q (1100.700039 sec): 3 clusters Score: Raw -170149.981539 + Penalty 1721.251730 = -168428.729809 nChanged 0 SP:Iteration 37F (1100.733098 sec): 3 clusters Score: Raw -170149.981539 + Penalty 1721.251730 = -168428.729809 nChanged 0 Trying to split cluster 13 (4320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1100.771837 sec): 2 clusters Score: Raw -202500.016218 + Penalty 878.956122 = -201621.060096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1100.812490 sec): 3 clusters Score: Raw -200192.224188 + Penalty 1757.912243 = -198434.311945 nChanged 1827 SP:Iteration 1F (1100.851587 sec): 3 clusters Score: Raw -201493.869723 + Penalty 1757.912243 = -199735.957480 nChanged 437 SP:Iteration 2F (1100.893009 sec): 3 clusters Score: Raw -201937.147654 + Penalty 1757.912243 = -200179.235411 nChanged 379 SP:Iteration 3F (1100.934165 sec): 3 clusters Score: Raw -202263.079076 + Penalty 1757.912243 = -200505.166833 nChanged 248 SP:Iteration 4F (1100.975020 sec): 3 clusters Score: Raw -202449.619878 + Penalty 1757.912243 = -200691.707635 nChanged 180 SP:Iteration 5Q (1101.017125 sec): 3 clusters Score: Raw -202567.848643 + Penalty 1757.912243 = -200809.936400 nChanged 111 SP:Iteration 6Q (1101.058329 sec): 3 clusters Score: Raw -202650.511218 + Penalty 1757.912243 = -200892.598975 nChanged 100 SP:Iteration 7Q (1101.097947 sec): 3 clusters Score: Raw -202715.906899 + Penalty 1757.912243 = -200957.994656 nChanged 73 SP:Iteration 8Q (1101.233191 sec): 3 clusters Score: Raw -202748.187275 + Penalty 1757.912243 = -200990.275032 nChanged 43 SP:Iteration 9Q (1101.339500 sec): 3 clusters Score: Raw -202762.817007 + Penalty 1757.912243 = -201004.904764 nChanged 33 SP:Iteration 10Q (1101.471941 sec): 3 clusters Score: Raw -202774.005285 + Penalty 1757.912243 = -201016.093042 nChanged 23 SP:Iteration 11Q (1101.625793 sec): 3 clusters Score: Raw -202780.556679 + Penalty 1757.912243 = -201022.644436 nChanged 20 SP:Iteration 12Q (1101.727401 sec): 3 clusters Score: Raw -202786.455487 + Penalty 1757.912243 = -201028.543244 nChanged 22 SP:Iteration 13Q (1101.821207 sec): 3 clusters Score: Raw -202793.954318 + Penalty 1757.912243 = -201036.042075 nChanged 22 SP:Iteration 14Q (1101.861543 sec): 3 clusters Score: Raw -202800.829866 + Penalty 1757.912243 = -201042.917623 nChanged 20 SP:Iteration 15Q (1101.902163 sec): 3 clusters Score: Raw -202806.558399 + Penalty 1757.912243 = -201048.646155 nChanged 20 SP:Iteration 16Q (1101.942534 sec): 3 clusters Score: Raw -202811.472674 + Penalty 1757.912243 = -201053.560431 nChanged 13 SP:Iteration 17Q (1101.982770 sec): 3 clusters Score: Raw -202815.379238 + Penalty 1757.912243 = -201057.466995 nChanged 13 SP:Iteration 18Q (1102.023117 sec): 3 clusters Score: Raw -202818.567845 + Penalty 1757.912243 = -201060.655602 nChanged 9 SP:Iteration 19Q (1102.063358 sec): 3 clusters Score: Raw -202820.076043 + Penalty 1757.912243 = -201062.163800 nChanged 7 SP:Iteration 20F (1102.102453 sec): 3 clusters Score: Raw -202821.167258 + Penalty 1757.912243 = -201063.255015 nChanged 3 SP:Iteration 21Q (1102.141776 sec): 3 clusters Score: Raw -202821.841927 + Penalty 1757.912243 = -201063.929684 nChanged 4 SP:Iteration 22Q (1102.181232 sec): 3 clusters Score: Raw -202822.786305 + Penalty 1757.912243 = -201064.874062 nChanged 4 SP:Iteration 23Q (1102.220845 sec): 3 clusters Score: Raw -202823.488864 + Penalty 1757.912243 = -201065.576621 nChanged 4 SP:Iteration 24Q (1102.260419 sec): 3 clusters Score: Raw -202824.634842 + Penalty 1757.912243 = -201066.722598 nChanged 1 SP:Iteration 25Q (1102.299566 sec): 3 clusters Score: Raw -202824.860727 + Penalty 1757.912243 = -201066.948484 nChanged 1 SP:Iteration 26Q (1102.338996 sec): 3 clusters Score: Raw -202824.915757 + Penalty 1757.912243 = -201067.003514 nChanged 0 SP:Iteration 27F (1102.377867 sec): 3 clusters Score: Raw -202824.915757 + Penalty 1757.912243 = -201067.003514 nChanged 0 Iteration 53F (1103.314699 sec): 16 clusters Score: Raw -1490201.841927 + Penalty 16456.223246 = -1473745.618681 nChanged 667 Iteration 54Q (1103.766796 sec): 16 clusters Score: Raw -1490560.087979 + Penalty 16456.223246 = -1474103.864734 nChanged 312 Iteration 55Q (1104.202485 sec): 16 clusters Score: Raw -1490697.414447 + Penalty 16456.223246 = -1474241.191201 nChanged 218 Iteration 56Q (1104.636573 sec): 16 clusters Score: Raw -1490790.920123 + Penalty 16456.223246 = -1474334.696877 nChanged 179 Iteration 57Q (1105.107321 sec): 16 clusters Score: Raw -1490863.322574 + Penalty 16456.223246 = -1474407.099328 nChanged 151 Iteration 58Q (1105.816884 sec): 16 clusters Score: Raw -1490918.152266 + Penalty 16456.223246 = -1474461.929020 nChanged 126 Writing temp clu file Because OldScore, -1474407.099328, is greater than current (better) Score,-1474461.929020 Compute initial score before splitting: Score: Raw -1490918.152266 + Penalty 16456.223246 = -1474461.929020 Trying to split cluster 1 (1440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1105.859772 sec): 2 clusters Score: Raw -53509.901189 + Penalty 763.601831 = -52746.299358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1105.876612 sec): 3 clusters Score: Raw -52902.418861 + Penalty 1527.203662 = -51375.215199 nChanged 509 SP:Iteration 1F (1105.892516 sec): 3 clusters Score: Raw -53304.644510 + Penalty 1527.203662 = -51777.440847 nChanged 133 SP:Iteration 2F (1106.043609 sec): 3 clusters Score: Raw -53452.553635 + Penalty 1527.203662 = -51925.349973 nChanged 96 SP:Iteration 3F (1106.132304 sec): 3 clusters Score: Raw -53546.426346 + Penalty 1527.203662 = -52019.222683 nChanged 67 SP:Iteration 4Q (1106.250290 sec): 3 clusters Score: Raw -53602.395085 + Penalty 1527.203662 = -52075.191422 nChanged 50 SP:Iteration 5Q (1106.366806 sec): 3 clusters Score: Raw -53645.667406 + Penalty 1527.203662 = -52118.463743 nChanged 37 SP:Iteration 6Q (1106.480917 sec): 3 clusters Score: Raw -53673.432866 + Penalty 1527.203662 = -52146.229204 nChanged 30 SP:Iteration 7Q (1106.596085 sec): 3 clusters Score: Raw -53695.515986 + Penalty 1527.203662 = -52168.312324 nChanged 25 SP:Iteration 8Q (1106.649649 sec): 3 clusters Score: Raw -53710.609388 + Penalty 1527.203662 = -52183.405725 nChanged 16 SP:Iteration 9Q (1106.665663 sec): 3 clusters Score: Raw -53719.249052 + Penalty 1527.203662 = -52192.045390 nChanged 8 SP:Iteration 10Q (1106.681350 sec): 3 clusters Score: Raw -53721.780132 + Penalty 1527.203662 = -52194.576469 nChanged 5 SP:Iteration 11Q (1106.697027 sec): 3 clusters Score: Raw -53723.467307 + Penalty 1527.203662 = -52196.263645 nChanged 1 SP:Iteration 12Q (1106.712620 sec): 3 clusters Score: Raw -53724.177393 + Penalty 1527.203662 = -52196.973730 nChanged 1 SP:Iteration 13Q (1106.728277 sec): 3 clusters Score: Raw -53724.510862 + Penalty 1527.203662 = -52197.307200 nChanged 0 SP:Iteration 14F (1106.743556 sec): 3 clusters Score: Raw -53724.510862 + Penalty 1527.203662 = -52197.307200 nChanged 0 Trying to split cluster 2 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1106.774621 sec): 2 clusters Score: Raw -36535.716158 + Penalty 721.899369 = -35813.816789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1106.786678 sec): 3 clusters Score: Raw -36172.873072 + Penalty 1443.798738 = -34729.074334 nChanged 340 SP:Iteration 1F (1106.798144 sec): 3 clusters Score: Raw -36498.928044 + Penalty 1443.798738 = -35055.129306 nChanged 75 SP:Iteration 2F (1106.809487 sec): 3 clusters Score: Raw -36607.918070 + Penalty 1443.798738 = -35164.119332 nChanged 59 SP:Iteration 3F (1106.820908 sec): 3 clusters Score: Raw -36686.806586 + Penalty 1443.798738 = -35243.007848 nChanged 50 SP:Iteration 4F (1106.832218 sec): 3 clusters Score: Raw -36748.908496 + Penalty 1443.798738 = -35305.109758 nChanged 33 SP:Iteration 5Q (1106.843684 sec): 3 clusters Score: Raw -36785.991034 + Penalty 1443.798738 = -35342.192295 nChanged 25 SP:Iteration 6Q (1106.855392 sec): 3 clusters Score: Raw -36811.517114 + Penalty 1443.798738 = -35367.718375 nChanged 18 SP:Iteration 7Q (1106.866896 sec): 3 clusters Score: Raw -36829.357647 + Penalty 1443.798738 = -35385.558909 nChanged 13 SP:Iteration 8Q (1106.878370 sec): 3 clusters Score: Raw -36840.346333 + Penalty 1443.798738 = -35396.547595 nChanged 10 SP:Iteration 9Q (1106.889620 sec): 3 clusters Score: Raw -36846.873782 + Penalty 1443.798738 = -35403.075044 nChanged 8 SP:Iteration 10Q (1106.901030 sec): 3 clusters Score: Raw -36853.250254 + Penalty 1443.798738 = -35409.451516 nChanged 7 SP:Iteration 11Q (1106.912453 sec): 3 clusters Score: Raw -36858.600031 + Penalty 1443.798738 = -35414.801293 nChanged 6 SP:Iteration 12Q (1106.923926 sec): 3 clusters Score: Raw -36864.770889 + Penalty 1443.798738 = -35420.972150 nChanged 5 SP:Iteration 13Q (1106.935378 sec): 3 clusters Score: Raw -36867.754710 + Penalty 1443.798738 = -35423.955971 nChanged 3 SP:Iteration 14Q (1106.946772 sec): 3 clusters Score: Raw -36869.260116 + Penalty 1443.798738 = -35425.461377 nChanged 0 SP:Iteration 15F (1106.958029 sec): 3 clusters Score: Raw -36869.260116 + Penalty 1443.798738 = -35425.461377 nChanged 0 Trying to split cluster 3 (1100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1107.016161 sec): 2 clusters Score: Raw -45655.177782 + Penalty 735.321873 = -44919.855909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1107.134997 sec): 3 clusters Score: Raw -45237.802925 + Penalty 1470.643746 = -43767.159179 nChanged 356 SP:Iteration 1F (1107.249448 sec): 3 clusters Score: Raw -45508.461754 + Penalty 1470.643746 = -44037.818007 nChanged 97 SP:Iteration 2F (1107.337170 sec): 3 clusters Score: Raw -45594.816189 + Penalty 1470.643746 = -44124.172443 nChanged 66 SP:Iteration 3F (1107.449832 sec): 3 clusters Score: Raw -45658.215173 + Penalty 1470.643746 = -44187.571426 nChanged 43 SP:Iteration 4Q (1107.543193 sec): 3 clusters Score: Raw -45707.073360 + Penalty 1470.643746 = -44236.429613 nChanged 44 SP:Iteration 5Q (1107.647033 sec): 3 clusters Score: Raw -45743.441500 + Penalty 1470.643746 = -44272.797753 nChanged 26 SP:Iteration 6Q (1107.735992 sec): 3 clusters Score: Raw -45760.550100 + Penalty 1470.643746 = -44289.906354 nChanged 25 SP:Iteration 7Q (1107.849685 sec): 3 clusters Score: Raw -45779.536318 + Penalty 1470.643746 = -44308.892572 nChanged 15 SP:Iteration 8Q (1107.944733 sec): 3 clusters Score: Raw -45785.397396 + Penalty 1470.643746 = -44314.753650 nChanged 9 SP:Iteration 9Q (1108.032120 sec): 3 clusters Score: Raw -45790.153534 + Penalty 1470.643746 = -44319.509788 nChanged 12 SP:Iteration 10Q (1108.145725 sec): 3 clusters Score: Raw -45796.680696 + Penalty 1470.643746 = -44326.036950 nChanged 14 SP:Iteration 11Q (1108.237470 sec): 3 clusters Score: Raw -45808.263359 + Penalty 1470.643746 = -44337.619613 nChanged 15 SP:Iteration 12Q (1108.349909 sec): 3 clusters Score: Raw -45822.289324 + Penalty 1470.643746 = -44351.645577 nChanged 15 SP:Iteration 13Q (1108.462465 sec): 3 clusters Score: Raw -45835.954712 + Penalty 1470.643746 = -44365.310965 nChanged 15 SP:Iteration 14Q (1108.602639 sec): 3 clusters Score: Raw -45845.698767 + Penalty 1470.643746 = -44375.055020 nChanged 16 SP:Iteration 15Q (1108.687604 sec): 3 clusters Score: Raw -45853.124687 + Penalty 1470.643746 = -44382.480941 nChanged 3 SP:Iteration 16Q (1108.800852 sec): 3 clusters Score: Raw -45854.237012 + Penalty 1470.643746 = -44383.593266 nChanged 4 SP:Iteration 17Q (1108.916012 sec): 3 clusters Score: Raw -45856.183667 + Penalty 1470.643746 = -44385.539921 nChanged 3 SP:Iteration 18Q (1109.030215 sec): 3 clusters Score: Raw -45858.613828 + Penalty 1470.643746 = -44387.970082 nChanged 2 SP:Iteration 19Q (1109.128271 sec): 3 clusters Score: Raw -45859.796422 + Penalty 1470.643746 = -44389.152676 nChanged 2 SP:Iteration 20F (1109.140867 sec): 3 clusters Score: Raw -45860.339276 + Penalty 1470.643746 = -44389.695530 nChanged 0 Trying to split cluster 4 (2596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.177992 sec): 2 clusters Score: Raw -118077.992442 + Penalty 825.481343 = -117252.511099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1109.204898 sec): 3 clusters Score: Raw -116786.343126 + Penalty 1650.962686 = -115135.380439 nChanged 997 SP:Iteration 1F (1109.231774 sec): 3 clusters Score: Raw -117367.438427 + Penalty 1650.962686 = -115716.475740 nChanged 220 SP:Iteration 2F (1109.257756 sec): 3 clusters Score: Raw -117541.198555 + Penalty 1650.962686 = -115890.235869 nChanged 193 SP:Iteration 3F (1109.283748 sec): 3 clusters Score: Raw -117677.063651 + Penalty 1650.962686 = -116026.100965 nChanged 156 SP:Iteration 4F (1109.309632 sec): 3 clusters Score: Raw -117791.539793 + Penalty 1650.962686 = -116140.577107 nChanged 118 SP:Iteration 5Q (1109.336115 sec): 3 clusters Score: Raw -117879.393244 + Penalty 1650.962686 = -116228.430558 nChanged 107 SP:Iteration 6Q (1109.362933 sec): 3 clusters Score: Raw -117964.915163 + Penalty 1650.962686 = -116313.952477 nChanged 94 SP:Iteration 7Q (1109.389514 sec): 3 clusters Score: Raw -118040.268101 + Penalty 1650.962686 = -116389.305415 nChanged 76 SP:Iteration 8Q (1109.513890 sec): 3 clusters Score: Raw -118097.412049 + Penalty 1650.962686 = -116446.449363 nChanged 56 SP:Iteration 9Q (1109.605869 sec): 3 clusters Score: Raw -118133.008634 + Penalty 1650.962686 = -116482.045947 nChanged 47 SP:Iteration 10Q (1109.724469 sec): 3 clusters Score: Raw -118161.125830 + Penalty 1650.962686 = -116510.163144 nChanged 48 SP:Iteration 11Q (1109.843332 sec): 3 clusters Score: Raw -118192.536750 + Penalty 1650.962686 = -116541.574064 nChanged 48 SP:Iteration 12Q (1109.949995 sec): 3 clusters Score: Raw -118226.993846 + Penalty 1650.962686 = -116576.031160 nChanged 43 SP:Iteration 13Q (1110.065063 sec): 3 clusters Score: Raw -118256.623474 + Penalty 1650.962686 = -116605.660787 nChanged 35 SP:Iteration 14Q (1110.175970 sec): 3 clusters Score: Raw -118279.234325 + Penalty 1650.962686 = -116628.271638 nChanged 32 SP:Iteration 15Q (1110.283617 sec): 3 clusters Score: Raw -118299.288371 + Penalty 1650.962686 = -116648.325685 nChanged 26 SP:Iteration 16Q (1110.392716 sec): 3 clusters Score: Raw -118320.229162 + Penalty 1650.962686 = -116669.266475 nChanged 33 SP:Iteration 17Q (1110.510884 sec): 3 clusters Score: Raw -118341.524133 + Penalty 1650.962686 = -116690.561447 nChanged 30 SP:Iteration 18Q (1110.564887 sec): 3 clusters Score: Raw -118358.838806 + Penalty 1650.962686 = -116707.876119 nChanged 28 SP:Iteration 19Q (1110.590854 sec): 3 clusters Score: Raw -118377.736695 + Penalty 1650.962686 = -116726.774009 nChanged 28 SP:Iteration 20F (1110.616199 sec): 3 clusters Score: Raw -118392.293872 + Penalty 1650.962686 = -116741.331186 nChanged 25 SP:Iteration 21Q (1110.641821 sec): 3 clusters Score: Raw -118402.574705 + Penalty 1650.962686 = -116751.612018 nChanged 17 SP:Iteration 22Q (1110.667651 sec): 3 clusters Score: Raw -118411.727540 + Penalty 1650.962686 = -116760.764854 nChanged 13 SP:Iteration 23Q (1110.692961 sec): 3 clusters Score: Raw -118420.224435 + Penalty 1650.962686 = -116769.261748 nChanged 12 SP:Iteration 24Q (1110.718486 sec): 3 clusters Score: Raw -118427.840293 + Penalty 1650.962686 = -116776.877607 nChanged 21 SP:Iteration 25Q (1110.826056 sec): 3 clusters Score: Raw -118443.742663 + Penalty 1650.962686 = -116792.779976 nChanged 26 SP:Iteration 26Q (1110.944974 sec): 3 clusters Score: Raw -118460.242427 + Penalty 1650.962686 = -116809.279741 nChanged 20 SP:Iteration 27Q (1111.071214 sec): 3 clusters Score: Raw -118469.886178 + Penalty 1650.962686 = -116818.923492 nChanged 17 SP:Iteration 28Q (1111.115249 sec): 3 clusters Score: Raw -118479.014665 + Penalty 1650.962686 = -116828.051978 nChanged 19 SP:Iteration 29Q (1111.233821 sec): 3 clusters Score: Raw -118490.505099 + Penalty 1650.962686 = -116839.542412 nChanged 24 SP:Iteration 30Q (1111.352333 sec): 3 clusters Score: Raw -118504.408103 + Penalty 1650.962686 = -116853.445417 nChanged 26 SP:Iteration 31Q (1111.494716 sec): 3 clusters Score: Raw -118523.063141 + Penalty 1650.962686 = -116872.100455 nChanged 27 SP:Iteration 32Q (1111.604106 sec): 3 clusters Score: Raw -118540.558306 + Penalty 1650.962686 = -116889.595620 nChanged 24 SP:Iteration 33Q (1111.731991 sec): 3 clusters Score: Raw -118556.574982 + Penalty 1650.962686 = -116905.612296 nChanged 25 SP:Iteration 34Q (1111.826676 sec): 3 clusters Score: Raw -118574.024964 + Penalty 1650.962686 = -116923.062278 nChanged 19 SP:Iteration 35Q (1111.946083 sec): 3 clusters Score: Raw -118583.644521 + Penalty 1650.962686 = -116932.681835 nChanged 19 SP:Iteration 36Q (1112.063628 sec): 3 clusters Score: Raw -118594.501593 + Penalty 1650.962686 = -116943.538906 nChanged 16 SP:Iteration 37Q (1112.156523 sec): 3 clusters Score: Raw -118603.210289 + Penalty 1650.962686 = -116952.247603 nChanged 13 SP:Iteration 38Q (1112.273065 sec): 3 clusters Score: Raw -118611.269705 + Penalty 1650.962686 = -116960.307018 nChanged 18 SP:Iteration 39Q (1112.387344 sec): 3 clusters Score: Raw -118620.635761 + Penalty 1650.962686 = -116969.673075 nChanged 16 SP:Iteration 40F (1112.494055 sec): 3 clusters Score: Raw -118629.078461 + Penalty 1650.962686 = -116978.115774 nChanged 10 SP:Iteration 41Q (1112.598208 sec): 3 clusters Score: Raw -118632.720980 + Penalty 1650.962686 = -116981.758293 nChanged 11 SP:Iteration 42Q (1112.702868 sec): 3 clusters Score: Raw -118637.701269 + Penalty 1650.962686 = -116986.738583 nChanged 7 SP:Iteration 43Q (1112.798164 sec): 3 clusters Score: Raw -118640.358942 + Penalty 1650.962686 = -116989.396256 nChanged 5 SP:Iteration 44Q (1112.903222 sec): 3 clusters Score: Raw -118642.721723 + Penalty 1650.962686 = -116991.759037 nChanged 3 SP:Iteration 45Q (1113.007974 sec): 3 clusters Score: Raw -118643.805530 + Penalty 1650.962686 = -116992.842843 nChanged 1 SP:Iteration 46Q (1113.116246 sec): 3 clusters Score: Raw -118644.119548 + Penalty 1650.962686 = -116993.156862 nChanged 1 SP:Iteration 47Q (1113.223663 sec): 3 clusters Score: Raw -118644.251181 + Penalty 1650.962686 = -116993.288495 nChanged 0 SP:Iteration 48F (1113.331037 sec): 3 clusters Score: Raw -118644.251181 + Penalty 1650.962686 = -116993.288495 nChanged 0 Trying to split cluster 5 (3625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1113.396015 sec): 2 clusters Score: Raw -176590.603466 + Penalty 860.539005 = -175730.064461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1113.500917 sec): 3 clusters Score: Raw -174678.602865 + Penalty 1721.078009 = -172957.524856 nChanged 1465 SP:Iteration 1F (1113.620397 sec): 3 clusters Score: Raw -175549.686563 + Penalty 1721.078009 = -173828.608554 nChanged 295 SP:Iteration 2F (1113.740146 sec): 3 clusters Score: Raw -175725.557792 + Penalty 1721.078009 = -174004.479783 nChanged 213 SP:Iteration 3F (1113.857823 sec): 3 clusters Score: Raw -175839.872394 + Penalty 1721.078009 = -174118.794385 nChanged 160 SP:Iteration 4Q (1113.921178 sec): 3 clusters Score: Raw -175938.792683 + Penalty 1721.078009 = -174217.714674 nChanged 157 SP:Iteration 5Q (1113.956235 sec): 3 clusters Score: Raw -176029.846634 + Penalty 1721.078009 = -174308.768625 nChanged 140 SP:Iteration 6Q (1113.990920 sec): 3 clusters Score: Raw -176104.825282 + Penalty 1721.078009 = -174383.747273 nChanged 132 SP:Iteration 7Q (1114.033258 sec): 3 clusters Score: Raw -176183.206243 + Penalty 1721.078009 = -174462.128234 nChanged 115 SP:Iteration 8Q (1114.068026 sec): 3 clusters Score: Raw -176256.132000 + Penalty 1721.078009 = -174535.053991 nChanged 109 SP:Iteration 9Q (1114.103786 sec): 3 clusters Score: Raw -176315.886785 + Penalty 1721.078009 = -174594.808776 nChanged 88 SP:Iteration 10Q (1114.138524 sec): 3 clusters Score: Raw -176371.563176 + Penalty 1721.078009 = -174650.485167 nChanged 78 SP:Iteration 11Q (1114.172886 sec): 3 clusters Score: Raw -176417.661248 + Penalty 1721.078009 = -174696.583239 nChanged 71 SP:Iteration 12Q (1114.207048 sec): 3 clusters Score: Raw -176448.916196 + Penalty 1721.078009 = -174727.838187 nChanged 59 SP:Iteration 13Q (1114.241283 sec): 3 clusters Score: Raw -176471.277536 + Penalty 1721.078009 = -174750.199527 nChanged 40 SP:Iteration 14Q (1114.275322 sec): 3 clusters Score: Raw -176485.551901 + Penalty 1721.078009 = -174764.473892 nChanged 41 SP:Iteration 15Q (1114.309670 sec): 3 clusters Score: Raw -176505.693314 + Penalty 1721.078009 = -174784.615305 nChanged 48 SP:Iteration 16Q (1114.343739 sec): 3 clusters Score: Raw -176531.235897 + Penalty 1721.078009 = -174810.157888 nChanged 40 SP:Iteration 17Q (1114.377655 sec): 3 clusters Score: Raw -176550.713311 + Penalty 1721.078009 = -174829.635302 nChanged 36 SP:Iteration 18Q (1114.411078 sec): 3 clusters Score: Raw -176563.500612 + Penalty 1721.078009 = -174842.422603 nChanged 26 SP:Iteration 19Q (1114.445200 sec): 3 clusters Score: Raw -176571.991739 + Penalty 1721.078009 = -174850.913730 nChanged 23 SP:Iteration 20F (1114.556927 sec): 3 clusters Score: Raw -176584.512682 + Penalty 1721.078009 = -174863.434673 nChanged 27 SP:Iteration 21Q (1114.683153 sec): 3 clusters Score: Raw -176595.489979 + Penalty 1721.078009 = -174874.411970 nChanged 21 SP:Iteration 22Q (1114.809833 sec): 3 clusters Score: Raw -176604.059187 + Penalty 1721.078009 = -174882.981178 nChanged 24 SP:Iteration 23Q (1114.928660 sec): 3 clusters Score: Raw -176611.071225 + Penalty 1721.078009 = -174889.993216 nChanged 21 SP:Iteration 24Q (1115.046731 sec): 3 clusters Score: Raw -176617.289875 + Penalty 1721.078009 = -174896.211866 nChanged 21 SP:Iteration 25Q (1115.143227 sec): 3 clusters Score: Raw -176624.150204 + Penalty 1721.078009 = -174903.072194 nChanged 18 SP:Iteration 26Q (1115.177142 sec): 3 clusters Score: Raw -176629.755254 + Penalty 1721.078009 = -174908.677245 nChanged 17 SP:Iteration 27Q (1115.210894 sec): 3 clusters Score: Raw -176635.560414 + Penalty 1721.078009 = -174914.482405 nChanged 21 SP:Iteration 28Q (1115.244575 sec): 3 clusters Score: Raw -176640.441504 + Penalty 1721.078009 = -174919.363495 nChanged 14 SP:Iteration 29Q (1115.278300 sec): 3 clusters Score: Raw -176644.183407 + Penalty 1721.078009 = -174923.105397 nChanged 13 SP:Iteration 30Q (1115.327577 sec): 3 clusters Score: Raw -176650.061058 + Penalty 1721.078009 = -174928.983049 nChanged 21 SP:Iteration 31Q (1115.361091 sec): 3 clusters Score: Raw -176659.028117 + Penalty 1721.078009 = -174937.950108 nChanged 15 SP:Iteration 32Q (1115.394662 sec): 3 clusters Score: Raw -176664.893443 + Penalty 1721.078009 = -174943.815434 nChanged 17 SP:Iteration 33Q (1115.428482 sec): 3 clusters Score: Raw -176670.871555 + Penalty 1721.078009 = -174949.793546 nChanged 19 SP:Iteration 34Q (1115.461855 sec): 3 clusters Score: Raw -176677.052797 + Penalty 1721.078009 = -174955.974788 nChanged 15 SP:Iteration 35Q (1115.495545 sec): 3 clusters Score: Raw -176682.210903 + Penalty 1721.078009 = -174961.132894 nChanged 13 SP:Iteration 36Q (1115.529042 sec): 3 clusters Score: Raw -176687.194986 + Penalty 1721.078009 = -174966.116977 nChanged 13 SP:Iteration 37Q (1115.562615 sec): 3 clusters Score: Raw -176691.076861 + Penalty 1721.078009 = -174969.998851 nChanged 11 SP:Iteration 38Q (1115.623197 sec): 3 clusters Score: Raw -176694.740178 + Penalty 1721.078009 = -174973.662169 nChanged 13 SP:Iteration 39Q (1115.657121 sec): 3 clusters Score: Raw -176698.950132 + Penalty 1721.078009 = -174977.872123 nChanged 16 SP:Iteration 40F (1115.690829 sec): 3 clusters Score: Raw -176706.452418 + Penalty 1721.078009 = -174985.374409 nChanged 20 SP:Iteration 41Q (1115.739565 sec): 3 clusters Score: Raw -176714.357011 + Penalty 1721.078009 = -174993.279002 nChanged 13 SP:Iteration 42Q (1115.772881 sec): 3 clusters Score: Raw -176718.967844 + Penalty 1721.078009 = -174997.889835 nChanged 7 SP:Iteration 43Q (1115.819503 sec): 3 clusters Score: Raw -176721.279137 + Penalty 1721.078009 = -175000.201128 nChanged 6 SP:Iteration 44Q (1115.852938 sec): 3 clusters Score: Raw -176722.745933 + Penalty 1721.078009 = -175001.667924 nChanged 9 SP:Iteration 45Q (1115.886504 sec): 3 clusters Score: Raw -176725.617313 + Penalty 1721.078009 = -175004.539304 nChanged 7 SP:Iteration 46Q (1115.947729 sec): 3 clusters Score: Raw -176727.774059 + Penalty 1721.078009 = -175006.696050 nChanged 5 SP:Iteration 47Q (1115.981284 sec): 3 clusters Score: Raw -176729.723904 + Penalty 1721.078009 = -175008.645895 nChanged 3 SP:Iteration 48Q (1116.014725 sec): 3 clusters Score: Raw -176730.568989 + Penalty 1721.078009 = -175009.490980 nChanged 3 SP:Iteration 49Q (1116.048247 sec): 3 clusters Score: Raw -176732.736430 + Penalty 1721.078009 = -175011.658421 nChanged 3 SP:Iteration 50Q (1116.081523 sec): 3 clusters Score: Raw -176733.406016 + Penalty 1721.078009 = -175012.328006 nChanged 2 SP:Iteration 51Q (1116.114813 sec): 3 clusters Score: Raw -176734.081203 + Penalty 1721.078009 = -175013.003194 nChanged 2 SP:Iteration 52Q (1116.220668 sec): 3 clusters Score: Raw -176734.939128 + Penalty 1721.078009 = -175013.861119 nChanged 5 SP:Iteration 53Q (1116.343547 sec): 3 clusters Score: Raw -176736.762604 + Penalty 1721.078009 = -175015.684595 nChanged 1 SP:Iteration 54Q (1116.464573 sec): 3 clusters Score: Raw -176737.219527 + Penalty 1721.078009 = -175016.141518 nChanged 3 SP:Iteration 55Q (1116.506181 sec): 3 clusters Score: Raw -176737.959963 + Penalty 1721.078009 = -175016.881954 nChanged 1 SP:Iteration 56Q (1116.649296 sec): 3 clusters Score: Raw -176738.585892 + Penalty 1721.078009 = -175017.507882 nChanged 1 SP:Iteration 57Q (1116.711819 sec): 3 clusters Score: Raw -176738.721817 + Penalty 1721.078009 = -175017.643808 nChanged 0 SP:Iteration 58F (1116.752380 sec): 3 clusters Score: Raw -176738.721817 + Penalty 1721.078009 = -175017.643808 nChanged 0 Trying to split cluster 6 (889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1116.795743 sec): 2 clusters Score: Raw -25506.222655 + Penalty 712.960210 = -24793.262445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1116.807453 sec): 3 clusters Score: Raw -25174.995088 + Penalty 1425.920419 = -23749.074669 nChanged 290 SP:Iteration 1F (1116.818518 sec): 3 clusters Score: Raw -25460.128917 + Penalty 1425.920419 = -24034.208497 nChanged 91 SP:Iteration 2F (1116.829558 sec): 3 clusters Score: Raw -25586.890507 + Penalty 1425.920419 = -24160.970087 nChanged 52 SP:Iteration 3F (1116.840588 sec): 3 clusters Score: Raw -25646.898831 + Penalty 1425.920419 = -24220.978411 nChanged 38 SP:Iteration 4Q (1116.852126 sec): 3 clusters Score: Raw -25684.487172 + Penalty 1425.920419 = -24258.566753 nChanged 34 SP:Iteration 5Q (1116.863488 sec): 3 clusters Score: Raw -25711.411165 + Penalty 1425.920419 = -24285.490745 nChanged 21 SP:Iteration 6Q (1116.874753 sec): 3 clusters Score: Raw -25742.403886 + Penalty 1425.920419 = -24316.483467 nChanged 15 SP:Iteration 7Q (1116.889846 sec): 3 clusters Score: Raw -25764.156831 + Penalty 1425.920419 = -24338.236411 nChanged 20 SP:Iteration 8Q (1116.900930 sec): 3 clusters Score: Raw -25778.715039 + Penalty 1425.920419 = -24352.794619 nChanged 13 SP:Iteration 9Q (1116.911915 sec): 3 clusters Score: Raw -25790.932528 + Penalty 1425.920419 = -24365.012109 nChanged 9 SP:Iteration 10Q (1116.922864 sec): 3 clusters Score: Raw -25798.231734 + Penalty 1425.920419 = -24372.311314 nChanged 7 SP:Iteration 11Q (1116.933824 sec): 3 clusters Score: Raw -25803.373931 + Penalty 1425.920419 = -24377.453512 nChanged 3 SP:Iteration 12Q (1116.944989 sec): 3 clusters Score: Raw -25804.530547 + Penalty 1425.920419 = -24378.610128 nChanged 1 SP:Iteration 13Q (1116.956073 sec): 3 clusters Score: Raw -25804.789945 + Penalty 1425.920419 = -24378.869526 nChanged 0 SP:Iteration 14F (1116.966982 sec): 3 clusters Score: Raw -25804.789945 + Penalty 1425.920419 = -24378.869526 nChanged 0 Trying to split cluster 7 (2082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1117.004776 sec): 2 clusters Score: Raw -96067.988325 + Penalty 802.313846 = -95265.674479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1117.027358 sec): 3 clusters Score: Raw -95074.791838 + Penalty 1604.627692 = -93470.164146 nChanged 791 SP:Iteration 1F (1117.048221 sec): 3 clusters Score: Raw -95651.692355 + Penalty 1604.627692 = -94047.064663 nChanged 205 SP:Iteration 2F (1117.068915 sec): 3 clusters Score: Raw -95846.124060 + Penalty 1604.627692 = -94241.496368 nChanged 132 SP:Iteration 3F (1117.089729 sec): 3 clusters Score: Raw -95947.727305 + Penalty 1604.627692 = -94343.099612 nChanged 86 SP:Iteration 4Q (1117.111054 sec): 3 clusters Score: Raw -96001.090450 + Penalty 1604.627692 = -94396.462758 nChanged 70 SP:Iteration 5Q (1117.132215 sec): 3 clusters Score: Raw -96034.861620 + Penalty 1604.627692 = -94430.233928 nChanged 55 SP:Iteration 6Q (1117.252318 sec): 3 clusters Score: Raw -96061.158062 + Penalty 1604.627692 = -94456.530369 nChanged 47 SP:Iteration 7Q (1117.393862 sec): 3 clusters Score: Raw -96081.237839 + Penalty 1604.627692 = -94476.610146 nChanged 45 SP:Iteration 8Q (1117.482253 sec): 3 clusters Score: Raw -96108.550570 + Penalty 1604.627692 = -94503.922877 nChanged 55 SP:Iteration 9Q (1117.587920 sec): 3 clusters Score: Raw -96143.238970 + Penalty 1604.627692 = -94538.611278 nChanged 60 SP:Iteration 10Q (1117.704780 sec): 3 clusters Score: Raw -96175.413769 + Penalty 1604.627692 = -94570.786076 nChanged 47 SP:Iteration 11Q (1117.817486 sec): 3 clusters Score: Raw -96195.484856 + Penalty 1604.627692 = -94590.857163 nChanged 36 SP:Iteration 12Q (1117.931289 sec): 3 clusters Score: Raw -96215.779284 + Penalty 1604.627692 = -94611.151591 nChanged 44 SP:Iteration 13Q (1117.987861 sec): 3 clusters Score: Raw -96238.141472 + Penalty 1604.627692 = -94633.513779 nChanged 38 SP:Iteration 14Q (1118.009306 sec): 3 clusters Score: Raw -96254.733559 + Penalty 1604.627692 = -94650.105867 nChanged 28 SP:Iteration 15Q (1118.031224 sec): 3 clusters Score: Raw -96267.386999 + Penalty 1604.627692 = -94662.759307 nChanged 34 SP:Iteration 16Q (1118.053776 sec): 3 clusters Score: Raw -96286.085093 + Penalty 1604.627692 = -94681.457401 nChanged 38 SP:Iteration 17Q (1118.076292 sec): 3 clusters Score: Raw -96309.185535 + Penalty 1604.627692 = -94704.557842 nChanged 38 SP:Iteration 18Q (1118.098807 sec): 3 clusters Score: Raw -96326.413205 + Penalty 1604.627692 = -94721.785513 nChanged 27 SP:Iteration 19Q (1118.121333 sec): 3 clusters Score: Raw -96335.823692 + Penalty 1604.627692 = -94731.195999 nChanged 18 SP:Iteration 20F (1118.143413 sec): 3 clusters Score: Raw -96343.739148 + Penalty 1604.627692 = -94739.111456 nChanged 26 SP:Iteration 21Q (1118.165237 sec): 3 clusters Score: Raw -96354.473791 + Penalty 1604.627692 = -94749.846098 nChanged 29 SP:Iteration 22Q (1118.186388 sec): 3 clusters Score: Raw -96368.441831 + Penalty 1604.627692 = -94763.814139 nChanged 18 SP:Iteration 23Q (1118.207402 sec): 3 clusters Score: Raw -96375.981540 + Penalty 1604.627692 = -94771.353848 nChanged 24 SP:Iteration 24Q (1118.228437 sec): 3 clusters Score: Raw -96388.206424 + Penalty 1604.627692 = -94783.578732 nChanged 25 SP:Iteration 25Q (1118.249389 sec): 3 clusters Score: Raw -96402.022583 + Penalty 1604.627692 = -94797.394891 nChanged 27 SP:Iteration 26Q (1118.270352 sec): 3 clusters Score: Raw -96418.918096 + Penalty 1604.627692 = -94814.290404 nChanged 35 SP:Iteration 27Q (1118.291382 sec): 3 clusters Score: Raw -96445.368208 + Penalty 1604.627692 = -94840.740516 nChanged 32 SP:Iteration 28Q (1118.312321 sec): 3 clusters Score: Raw -96469.360022 + Penalty 1604.627692 = -94864.732330 nChanged 25 SP:Iteration 29Q (1118.333139 sec): 3 clusters Score: Raw -96489.223168 + Penalty 1604.627692 = -94884.595476 nChanged 22 SP:Iteration 30Q (1118.354097 sec): 3 clusters Score: Raw -96502.455630 + Penalty 1604.627692 = -94897.827938 nChanged 12 SP:Iteration 31Q (1118.374974 sec): 3 clusters Score: Raw -96511.922289 + Penalty 1604.627692 = -94907.294597 nChanged 14 SP:Iteration 32Q (1118.395783 sec): 3 clusters Score: Raw -96526.298683 + Penalty 1604.627692 = -94921.670990 nChanged 11 SP:Iteration 33Q (1118.416265 sec): 3 clusters Score: Raw -96535.900783 + Penalty 1604.627692 = -94931.273090 nChanged 10 SP:Iteration 34Q (1118.437065 sec): 3 clusters Score: Raw -96543.560121 + Penalty 1604.627692 = -94938.932428 nChanged 10 SP:Iteration 35Q (1118.457776 sec): 3 clusters Score: Raw -96550.455067 + Penalty 1604.627692 = -94945.827374 nChanged 5 SP:Iteration 36Q (1118.478551 sec): 3 clusters Score: Raw -96553.336254 + Penalty 1604.627692 = -94948.708561 nChanged 3 SP:Iteration 37Q (1118.499281 sec): 3 clusters Score: Raw -96555.190021 + Penalty 1604.627692 = -94950.562328 nChanged 2 SP:Iteration 38Q (1118.612495 sec): 3 clusters Score: Raw -96557.092008 + Penalty 1604.627692 = -94952.464315 nChanged 1 SP:Iteration 39Q (1118.708080 sec): 3 clusters Score: Raw -96557.543405 + Penalty 1604.627692 = -94952.915713 nChanged 0 SP:Iteration 40F (1118.819792 sec): 3 clusters Score: Raw -96557.543405 + Penalty 1604.627692 = -94952.915713 nChanged 0 Trying to split cluster 8 (738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1118.877490 sec): 2 clusters Score: Raw -34677.638965 + Penalty 693.414102 = -33984.224863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1118.985885 sec): 3 clusters Score: Raw -34416.347087 + Penalty 1386.828203 = -33029.518884 nChanged 236 SP:Iteration 1F (1119.094943 sec): 3 clusters Score: Raw -34614.546015 + Penalty 1386.828203 = -33227.717812 nChanged 47 SP:Iteration 2F (1119.185685 sec): 3 clusters Score: Raw -34654.395024 + Penalty 1386.828203 = -33267.566821 nChanged 27 SP:Iteration 3Q (1119.297165 sec): 3 clusters Score: Raw -34678.436585 + Penalty 1386.828203 = -33291.608382 nChanged 18 SP:Iteration 4Q (1119.391245 sec): 3 clusters Score: Raw -34692.333672 + Penalty 1386.828203 = -33305.505469 nChanged 10 SP:Iteration 5Q (1119.503503 sec): 3 clusters Score: Raw -34698.531203 + Penalty 1386.828203 = -33311.703000 nChanged 6 SP:Iteration 6Q (1119.541202 sec): 3 clusters Score: Raw -34702.136816 + Penalty 1386.828203 = -33315.308613 nChanged 2 SP:Iteration 7Q (1119.550754 sec): 3 clusters Score: Raw -34703.534824 + Penalty 1386.828203 = -33316.706621 nChanged 2 SP:Iteration 8Q (1119.560431 sec): 3 clusters Score: Raw -34705.469004 + Penalty 1386.828203 = -33318.640801 nChanged 1 SP:Iteration 9Q (1119.570047 sec): 3 clusters Score: Raw -34706.059959 + Penalty 1386.828203 = -33319.231756 nChanged 2 SP:Iteration 10Q (1119.579647 sec): 3 clusters Score: Raw -34706.795756 + Penalty 1386.828203 = -33319.967553 nChanged 0 SP:Iteration 11F (1119.589074 sec): 3 clusters Score: Raw -34706.795756 + Penalty 1386.828203 = -33319.967553 nChanged 0 Trying to split cluster 9 (2410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1119.624622 sec): 2 clusters Score: Raw -111756.454527 + Penalty 817.675113 = -110938.779414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1119.651638 sec): 3 clusters Score: Raw -110600.554385 + Penalty 1635.350226 = -108965.204159 nChanged 936 SP:Iteration 1F (1119.676672 sec): 3 clusters Score: Raw -111125.646727 + Penalty 1635.350226 = -109490.296501 nChanged 213 SP:Iteration 2F (1119.702064 sec): 3 clusters Score: Raw -111276.559106 + Penalty 1635.350226 = -109641.208880 nChanged 141 SP:Iteration 3F (1119.725868 sec): 3 clusters Score: Raw -111386.352752 + Penalty 1635.350226 = -109751.002527 nChanged 129 SP:Iteration 4F (1119.749643 sec): 3 clusters Score: Raw -111474.026830 + Penalty 1635.350226 = -109838.676604 nChanged 93 SP:Iteration 5Q (1119.773974 sec): 3 clusters Score: Raw -111530.064392 + Penalty 1635.350226 = -109894.714166 nChanged 77 SP:Iteration 6Q (1119.798317 sec): 3 clusters Score: Raw -111572.624090 + Penalty 1635.350226 = -109937.273865 nChanged 71 SP:Iteration 7Q (1119.822838 sec): 3 clusters Score: Raw -111610.010756 + Penalty 1635.350226 = -109974.660530 nChanged 58 SP:Iteration 8Q (1119.847101 sec): 3 clusters Score: Raw -111641.062942 + Penalty 1635.350226 = -110005.712717 nChanged 54 SP:Iteration 9Q (1119.871359 sec): 3 clusters Score: Raw -111675.755388 + Penalty 1635.350226 = -110040.405163 nChanged 63 SP:Iteration 10Q (1119.895759 sec): 3 clusters Score: Raw -111713.140650 + Penalty 1635.350226 = -110077.790424 nChanged 70 SP:Iteration 11Q (1119.919479 sec): 3 clusters Score: Raw -111765.706472 + Penalty 1635.350226 = -110130.356246 nChanged 67 SP:Iteration 12Q (1119.943170 sec): 3 clusters Score: Raw -111803.959872 + Penalty 1635.350226 = -110168.609646 nChanged 57 SP:Iteration 13Q (1120.058568 sec): 3 clusters Score: Raw -111834.788998 + Penalty 1635.350226 = -110199.438773 nChanged 47 SP:Iteration 14Q (1120.172147 sec): 3 clusters Score: Raw -111856.177779 + Penalty 1635.350226 = -110220.827554 nChanged 35 SP:Iteration 15Q (1120.283836 sec): 3 clusters Score: Raw -111875.053592 + Penalty 1635.350226 = -110239.703367 nChanged 47 SP:Iteration 16Q (1120.401735 sec): 3 clusters Score: Raw -111907.193625 + Penalty 1635.350226 = -110271.843399 nChanged 44 SP:Iteration 17Q (1120.519778 sec): 3 clusters Score: Raw -111937.954826 + Penalty 1635.350226 = -110302.604601 nChanged 36 SP:Iteration 18Q (1120.637274 sec): 3 clusters Score: Raw -111957.807480 + Penalty 1635.350226 = -110322.457254 nChanged 27 SP:Iteration 19Q (1120.752307 sec): 3 clusters Score: Raw -111979.125966 + Penalty 1635.350226 = -110343.775741 nChanged 36 SP:Iteration 20F (1120.867738 sec): 3 clusters Score: Raw -112014.384147 + Penalty 1635.350226 = -110379.033922 nChanged 33 SP:Iteration 21Q (1120.983339 sec): 3 clusters Score: Raw -112062.140089 + Penalty 1635.350226 = -110426.789864 nChanged 41 SP:Iteration 22Q (1121.120952 sec): 3 clusters Score: Raw -112149.588127 + Penalty 1635.350226 = -110514.237902 nChanged 46 SP:Iteration 23Q (1121.202595 sec): 3 clusters Score: Raw -112224.018371 + Penalty 1635.350226 = -110588.668145 nChanged 47 SP:Iteration 24Q (1121.311653 sec): 3 clusters Score: Raw -112258.246472 + Penalty 1635.350226 = -110622.896247 nChanged 33 SP:Iteration 25Q (1121.419528 sec): 3 clusters Score: Raw -112270.569660 + Penalty 1635.350226 = -110635.219435 nChanged 21 SP:Iteration 26Q (1121.534371 sec): 3 clusters Score: Raw -112276.413886 + Penalty 1635.350226 = -110641.063660 nChanged 19 SP:Iteration 27Q (1121.650352 sec): 3 clusters Score: Raw -112281.970504 + Penalty 1635.350226 = -110646.620278 nChanged 14 SP:Iteration 28Q (1121.766177 sec): 3 clusters Score: Raw -112285.381039 + Penalty 1635.350226 = -110650.030813 nChanged 18 SP:Iteration 29Q (1121.882584 sec): 3 clusters Score: Raw -112291.051307 + Penalty 1635.350226 = -110655.701081 nChanged 12 SP:Iteration 30Q (1121.998765 sec): 3 clusters Score: Raw -112294.727055 + Penalty 1635.350226 = -110659.376829 nChanged 11 SP:Iteration 31Q (1122.114435 sec): 3 clusters Score: Raw -112298.776496 + Penalty 1635.350226 = -110663.426270 nChanged 17 SP:Iteration 32Q (1122.230073 sec): 3 clusters Score: Raw -112304.836736 + Penalty 1635.350226 = -110669.486510 nChanged 17 SP:Iteration 33Q (1122.329598 sec): 3 clusters Score: Raw -112311.439329 + Penalty 1635.350226 = -110676.089103 nChanged 19 SP:Iteration 34Q (1122.444701 sec): 3 clusters Score: Raw -112316.297017 + Penalty 1635.350226 = -110680.946792 nChanged 18 SP:Iteration 35Q (1122.511175 sec): 3 clusters Score: Raw -112322.146622 + Penalty 1635.350226 = -110686.796397 nChanged 21 SP:Iteration 36Q (1122.534046 sec): 3 clusters Score: Raw -112329.247993 + Penalty 1635.350226 = -110693.897767 nChanged 27 SP:Iteration 37Q (1122.556949 sec): 3 clusters Score: Raw -112340.065452 + Penalty 1635.350226 = -110704.715227 nChanged 30 SP:Iteration 38Q (1122.580165 sec): 3 clusters Score: Raw -112354.456248 + Penalty 1635.350226 = -110719.106023 nChanged 34 SP:Iteration 39Q (1122.603040 sec): 3 clusters Score: Raw -112368.688395 + Penalty 1635.350226 = -110733.338169 nChanged 32 SP:Iteration 40F (1122.626114 sec): 3 clusters Score: Raw -112384.789657 + Penalty 1635.350226 = -110749.439432 nChanged 42 SP:Iteration 41Q (1122.649119 sec): 3 clusters Score: Raw -112408.405581 + Penalty 1635.350226 = -110773.055356 nChanged 43 SP:Iteration 42Q (1122.672127 sec): 3 clusters Score: Raw -112430.683882 + Penalty 1635.350226 = -110795.333657 nChanged 34 SP:Iteration 43Q (1122.695117 sec): 3 clusters Score: Raw -112447.992055 + Penalty 1635.350226 = -110812.641830 nChanged 33 SP:Iteration 44Q (1122.815477 sec): 3 clusters Score: Raw -112465.479121 + Penalty 1635.350226 = -110830.128896 nChanged 31 SP:Iteration 45Q (1122.939884 sec): 3 clusters Score: Raw -112488.380410 + Penalty 1635.350226 = -110853.030185 nChanged 37 SP:Iteration 46Q (1123.058910 sec): 3 clusters Score: Raw -112514.563353 + Penalty 1635.350226 = -110879.213127 nChanged 43 SP:Iteration 47Q (1123.180680 sec): 3 clusters Score: Raw -112555.011607 + Penalty 1635.350226 = -110919.661382 nChanged 52 SP:Iteration 48Q (1123.300788 sec): 3 clusters Score: Raw -112631.672153 + Penalty 1635.350226 = -110996.321928 nChanged 55 SP:Iteration 49Q (1123.357872 sec): 3 clusters Score: Raw -112739.527316 + Penalty 1635.350226 = -111104.177090 nChanged 55 SP:Iteration 50Q (1123.380766 sec): 3 clusters Score: Raw -112843.529164 + Penalty 1635.350226 = -111208.178938 nChanged 24 SP:Iteration 51Q (1123.403244 sec): 3 clusters Score: Raw -112879.023206 + Penalty 1635.350226 = -111243.672980 nChanged 11 SP:Iteration 52Q (1123.437114 sec): 3 clusters Score: Raw -112887.101671 + Penalty 1635.350226 = -111251.751445 nChanged 4 SP:Iteration 53Q (1123.460274 sec): 3 clusters Score: Raw -112888.140664 + Penalty 1635.350226 = -111252.790439 nChanged 2 SP:Iteration 54Q (1123.603871 sec): 3 clusters Score: Raw -112888.815663 + Penalty 1635.350226 = -111253.465437 nChanged 1 SP:Iteration 55Q (1123.699355 sec): 3 clusters Score: Raw -112888.932997 + Penalty 1635.350226 = -111253.582771 nChanged 0 SP:Iteration 56F (1123.714558 sec): 3 clusters Score: Raw -112891.371467 + Penalty 1635.350226 = -111256.021242 nChanged 2 SP:Iteration 57Q (1123.736835 sec): 3 clusters Score: Raw -112892.798389 + Penalty 1635.350226 = -111257.448163 nChanged 0 SP:Iteration 58F (1123.760278 sec): 3 clusters Score: Raw -112892.798389 + Penalty 1635.350226 = -111257.448163 nChanged 0 Score: Raw -1492080.746434 + Penalty 17553.304795 = -1474527.441638 Splitting cluster 9 changes total score from -1474461.929020 to -1474527.441638 So it's getting split into cluster 16. Trying to split cluster 10 (6837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1124.630967 sec): 2 clusters Score: Raw -337031.435784 + Penalty 927.160953 = -336104.274831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1124.701005 sec): 3 clusters Score: Raw -333142.934141 + Penalty 1854.321907 = -331288.612234 nChanged 2944 SP:Iteration 1F (1124.768584 sec): 3 clusters Score: Raw -334715.443410 + Penalty 1854.321907 = -332861.121504 nChanged 514 SP:Iteration 2F (1124.828850 sec): 3 clusters Score: Raw -335052.038321 + Penalty 1854.321907 = -333197.716414 nChanged 511 SP:Iteration 3F (1124.953646 sec): 3 clusters Score: Raw -335408.750297 + Penalty 1854.321907 = -333554.428390 nChanged 506 SP:Iteration 4F (1125.001262 sec): 3 clusters Score: Raw -335748.002760 + Penalty 1854.321907 = -333893.680853 nChanged 447 SP:Iteration 5F (1125.049743 sec): 3 clusters Score: Raw -336052.013741 + Penalty 1854.321907 = -334197.691834 nChanged 383 SP:Iteration 6F (1125.098305 sec): 3 clusters Score: Raw -336306.620774 + Penalty 1854.321907 = -334452.298867 nChanged 305 SP:Iteration 7Q (1125.148238 sec): 3 clusters Score: Raw -336492.319301 + Penalty 1854.321907 = -334637.997394 nChanged 255 SP:Iteration 8Q (1125.200031 sec): 3 clusters Score: Raw -336613.640847 + Penalty 1854.321907 = -334759.318940 nChanged 177 SP:Iteration 9Q (1125.252922 sec): 3 clusters Score: Raw -336699.474872 + Penalty 1854.321907 = -334845.152965 nChanged 139 SP:Iteration 10Q (1125.305567 sec): 3 clusters Score: Raw -336762.361693 + Penalty 1854.321907 = -334908.039787 nChanged 129 SP:Iteration 11Q (1125.357536 sec): 3 clusters Score: Raw -336822.351654 + Penalty 1854.321907 = -334968.029747 nChanged 117 SP:Iteration 12Q (1125.408047 sec): 3 clusters Score: Raw -336884.911479 + Penalty 1854.321907 = -335030.589573 nChanged 98 SP:Iteration 13Q (1125.540027 sec): 3 clusters Score: Raw -336936.874550 + Penalty 1854.321907 = -335082.552643 nChanged 81 SP:Iteration 14Q (1125.682063 sec): 3 clusters Score: Raw -336972.300070 + Penalty 1854.321907 = -335117.978163 nChanged 53 SP:Iteration 15Q (1125.810587 sec): 3 clusters Score: Raw -336998.965293 + Penalty 1854.321907 = -335144.643386 nChanged 51 SP:Iteration 16Q (1125.940464 sec): 3 clusters Score: Raw -337021.458561 + Penalty 1854.321907 = -335167.136654 nChanged 41 SP:Iteration 17Q (1126.073367 sec): 3 clusters Score: Raw -337039.033534 + Penalty 1854.321907 = -335184.711627 nChanged 35 SP:Iteration 18Q (1126.196321 sec): 3 clusters Score: Raw -337054.202418 + Penalty 1854.321907 = -335199.880512 nChanged 30 SP:Iteration 19Q (1126.243460 sec): 3 clusters Score: Raw -337066.695207 + Penalty 1854.321907 = -335212.373300 nChanged 24 SP:Iteration 20F (1126.291655 sec): 3 clusters Score: Raw -337079.312849 + Penalty 1854.321907 = -335224.990942 nChanged 34 SP:Iteration 21Q (1126.339989 sec): 3 clusters Score: Raw -337100.114665 + Penalty 1854.321907 = -335245.792758 nChanged 29 SP:Iteration 22Q (1126.388078 sec): 3 clusters Score: Raw -337113.728639 + Penalty 1854.321907 = -335259.406732 nChanged 34 SP:Iteration 23Q (1126.435711 sec): 3 clusters Score: Raw -337130.266648 + Penalty 1854.321907 = -335275.944741 nChanged 24 SP:Iteration 24Q (1126.484296 sec): 3 clusters Score: Raw -337141.808256 + Penalty 1854.321907 = -335287.486349 nChanged 30 SP:Iteration 25Q (1126.536684 sec): 3 clusters Score: Raw -337155.144983 + Penalty 1854.321907 = -335300.823076 nChanged 28 SP:Iteration 26Q (1126.588834 sec): 3 clusters Score: Raw -337168.123486 + Penalty 1854.321907 = -335313.801579 nChanged 29 SP:Iteration 27Q (1126.641265 sec): 3 clusters Score: Raw -337182.060432 + Penalty 1854.321907 = -335327.738526 nChanged 21 SP:Iteration 28Q (1126.690098 sec): 3 clusters Score: Raw -337190.136149 + Penalty 1854.321907 = -335335.814242 nChanged 24 SP:Iteration 29Q (1126.736821 sec): 3 clusters Score: Raw -337204.272924 + Penalty 1854.321907 = -335349.951017 nChanged 28 SP:Iteration 30Q (1126.783350 sec): 3 clusters Score: Raw -337216.841973 + Penalty 1854.321907 = -335362.520066 nChanged 16 SP:Iteration 31Q (1126.830525 sec): 3 clusters Score: Raw -337224.564713 + Penalty 1854.321907 = -335370.242806 nChanged 17 SP:Iteration 32Q (1126.878369 sec): 3 clusters Score: Raw -337231.055592 + Penalty 1854.321907 = -335376.733685 nChanged 12 SP:Iteration 33Q (1126.932805 sec): 3 clusters Score: Raw -337237.390488 + Penalty 1854.321907 = -335383.068581 nChanged 20 SP:Iteration 34Q (1127.066140 sec): 3 clusters Score: Raw -337247.799850 + Penalty 1854.321907 = -335393.477943 nChanged 17 SP:Iteration 35Q (1127.180264 sec): 3 clusters Score: Raw -337256.280703 + Penalty 1854.321907 = -335401.958796 nChanged 14 SP:Iteration 36Q (1127.268342 sec): 3 clusters Score: Raw -337264.009746 + Penalty 1854.321907 = -335409.687839 nChanged 17 SP:Iteration 37Q (1127.314008 sec): 3 clusters Score: Raw -337270.160171 + Penalty 1854.321907 = -335415.838264 nChanged 17 SP:Iteration 38Q (1127.361018 sec): 3 clusters Score: Raw -337275.164611 + Penalty 1854.321907 = -335420.842704 nChanged 10 SP:Iteration 39Q (1127.407360 sec): 3 clusters Score: Raw -337278.328149 + Penalty 1854.321907 = -335424.006242 nChanged 9 SP:Iteration 40F (1127.456884 sec): 3 clusters Score: Raw -337281.184773 + Penalty 1854.321907 = -335426.862866 nChanged 10 SP:Iteration 41Q (1127.503690 sec): 3 clusters Score: Raw -337286.785079 + Penalty 1854.321907 = -335432.463172 nChanged 8 SP:Iteration 42Q (1127.552015 sec): 3 clusters Score: Raw -337289.430765 + Penalty 1854.321907 = -335435.108858 nChanged 3 SP:Iteration 43Q (1127.600404 sec): 3 clusters Score: Raw -337289.789239 + Penalty 1854.321907 = -335435.467332 nChanged 1 SP:Iteration 44Q (1127.649436 sec): 3 clusters Score: Raw -337290.262277 + Penalty 1854.321907 = -335435.940370 nChanged 0 SP:Iteration 45F (1127.790936 sec): 3 clusters Score: Raw -337290.262277 + Penalty 1854.321907 = -335435.940370 nChanged 0 Trying to split cluster 11 (836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1127.857697 sec): 2 clusters Score: Raw -24090.925029 + Penalty 706.506004 = -23384.419024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1127.982763 sec): 3 clusters Score: Raw -23834.337095 + Penalty 1413.012009 = -22421.325086 nChanged 272 SP:Iteration 1F (1128.107794 sec): 3 clusters Score: Raw -24130.756285 + Penalty 1413.012009 = -22717.744276 nChanged 86 SP:Iteration 2F (1128.210191 sec): 3 clusters Score: Raw -24273.735696 + Penalty 1413.012009 = -22860.723688 nChanged 54 SP:Iteration 3F (1128.303923 sec): 3 clusters Score: Raw -24356.768522 + Penalty 1413.012009 = -22943.756514 nChanged 33 SP:Iteration 4Q (1128.332349 sec): 3 clusters Score: Raw -24415.142836 + Penalty 1413.012009 = -23002.130827 nChanged 23 SP:Iteration 5Q (1128.342953 sec): 3 clusters Score: Raw -24434.832694 + Penalty 1413.012009 = -23021.820685 nChanged 13 SP:Iteration 6Q (1128.353470 sec): 3 clusters Score: Raw -24443.685096 + Penalty 1413.012009 = -23030.673087 nChanged 6 SP:Iteration 7Q (1128.363999 sec): 3 clusters Score: Raw -24451.735943 + Penalty 1413.012009 = -23038.723935 nChanged 8 SP:Iteration 8Q (1128.374839 sec): 3 clusters Score: Raw -24459.617465 + Penalty 1413.012009 = -23046.605456 nChanged 1 SP:Iteration 9Q (1128.385371 sec): 3 clusters Score: Raw -24460.276096 + Penalty 1413.012009 = -23047.264087 nChanged 1 SP:Iteration 10Q (1128.395943 sec): 3 clusters Score: Raw -24461.082632 + Penalty 1413.012009 = -23048.070623 nChanged 2 SP:Iteration 11Q (1128.406459 sec): 3 clusters Score: Raw -24462.273576 + Penalty 1413.012009 = -23049.261568 nChanged 0 SP:Iteration 12F (1128.416758 sec): 3 clusters Score: Raw -24462.273576 + Penalty 1413.012009 = -23049.261568 nChanged 0 Trying to split cluster 12 (3182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1128.455425 sec): 2 clusters Score: Raw -149413.585054 + Penalty 846.852847 = -148566.732207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1128.488090 sec): 3 clusters Score: Raw -147786.014970 + Penalty 1693.705694 = -146092.309276 nChanged 1283 SP:Iteration 1F (1128.518220 sec): 3 clusters Score: Raw -148816.837845 + Penalty 1693.705694 = -147123.132151 nChanged 361 SP:Iteration 2F (1128.549659 sec): 3 clusters Score: Raw -149226.439175 + Penalty 1693.705694 = -147532.733481 nChanged 287 SP:Iteration 3F (1128.580980 sec): 3 clusters Score: Raw -149515.852949 + Penalty 1693.705694 = -147822.147256 nChanged 200 SP:Iteration 4F (1128.612599 sec): 3 clusters Score: Raw -149689.343634 + Penalty 1693.705694 = -147995.637940 nChanged 126 SP:Iteration 5Q (1128.644491 sec): 3 clusters Score: Raw -149777.747565 + Penalty 1693.705694 = -148084.041871 nChanged 88 SP:Iteration 6Q (1128.704214 sec): 3 clusters Score: Raw -149828.632822 + Penalty 1693.705694 = -148134.927128 nChanged 61 SP:Iteration 7Q (1128.735360 sec): 3 clusters Score: Raw -149865.672751 + Penalty 1693.705694 = -148171.967057 nChanged 52 SP:Iteration 8Q (1128.767738 sec): 3 clusters Score: Raw -149891.942967 + Penalty 1693.705694 = -148198.237273 nChanged 38 SP:Iteration 9Q (1128.798460 sec): 3 clusters Score: Raw -149906.911957 + Penalty 1693.705694 = -148213.206263 nChanged 22 SP:Iteration 10Q (1128.828945 sec): 3 clusters Score: Raw -149915.960180 + Penalty 1693.705694 = -148222.254487 nChanged 25 SP:Iteration 11Q (1128.862593 sec): 3 clusters Score: Raw -149926.175103 + Penalty 1693.705694 = -148232.469409 nChanged 22 SP:Iteration 12Q (1128.893614 sec): 3 clusters Score: Raw -149932.143466 + Penalty 1693.705694 = -148238.437772 nChanged 14 SP:Iteration 13Q (1128.930622 sec): 3 clusters Score: Raw -149936.671758 + Penalty 1693.705694 = -148242.966064 nChanged 12 SP:Iteration 14Q (1129.050169 sec): 3 clusters Score: Raw -149940.189899 + Penalty 1693.705694 = -148246.484205 nChanged 8 SP:Iteration 15Q (1129.178473 sec): 3 clusters Score: Raw -149944.987481 + Penalty 1693.705694 = -148251.281787 nChanged 8 SP:Iteration 16Q (1129.284032 sec): 3 clusters Score: Raw -149949.157169 + Penalty 1693.705694 = -148255.451475 nChanged 8 SP:Iteration 17Q (1129.386142 sec): 3 clusters Score: Raw -149952.012842 + Penalty 1693.705694 = -148258.307148 nChanged 9 SP:Iteration 18Q (1129.499577 sec): 3 clusters Score: Raw -149954.990415 + Penalty 1693.705694 = -148261.284721 nChanged 8 SP:Iteration 19Q (1129.618785 sec): 3 clusters Score: Raw -149958.673494 + Penalty 1693.705694 = -148264.967801 nChanged 12 SP:Iteration 20F (1129.705640 sec): 3 clusters Score: Raw -149962.707439 + Penalty 1693.705694 = -148269.001745 nChanged 10 SP:Iteration 21Q (1129.736380 sec): 3 clusters Score: Raw -149967.165073 + Penalty 1693.705694 = -148273.459379 nChanged 13 SP:Iteration 22Q (1129.766823 sec): 3 clusters Score: Raw -149971.673340 + Penalty 1693.705694 = -148277.967646 nChanged 9 SP:Iteration 23Q (1129.797231 sec): 3 clusters Score: Raw -149973.873335 + Penalty 1693.705694 = -148280.167642 nChanged 5 SP:Iteration 24Q (1129.827533 sec): 3 clusters Score: Raw -149974.838155 + Penalty 1693.705694 = -148281.132461 nChanged 2 SP:Iteration 25Q (1129.857950 sec): 3 clusters Score: Raw -149975.304740 + Penalty 1693.705694 = -148281.599046 nChanged 2 SP:Iteration 26Q (1129.888856 sec): 3 clusters Score: Raw -149975.790286 + Penalty 1693.705694 = -148282.084592 nChanged 1 SP:Iteration 27Q (1129.926685 sec): 3 clusters Score: Raw -149976.701080 + Penalty 1693.705694 = -148282.995386 nChanged 2 SP:Iteration 28Q (1129.965032 sec): 3 clusters Score: Raw -149977.263187 + Penalty 1693.705694 = -148283.557493 nChanged 2 SP:Iteration 29Q (1130.001217 sec): 3 clusters Score: Raw -149977.879918 + Penalty 1693.705694 = -148284.174224 nChanged 2 SP:Iteration 30Q (1130.120849 sec): 3 clusters Score: Raw -149978.289800 + Penalty 1693.705694 = -148284.584106 nChanged 2 SP:Iteration 31Q (1130.237911 sec): 3 clusters Score: Raw -149979.027078 + Penalty 1693.705694 = -148285.321384 nChanged 1 SP:Iteration 32Q (1130.355869 sec): 3 clusters Score: Raw -149979.481860 + Penalty 1693.705694 = -148285.776167 nChanged 2 SP:Iteration 33Q (1130.473343 sec): 3 clusters Score: Raw -149979.862047 + Penalty 1693.705694 = -148286.156353 nChanged 1 SP:Iteration 34Q (1130.590334 sec): 3 clusters Score: Raw -149980.065160 + Penalty 1693.705694 = -148286.359466 nChanged 1 SP:Iteration 35Q (1130.708415 sec): 3 clusters Score: Raw -149980.235484 + Penalty 1693.705694 = -148286.529790 nChanged 1 SP:Iteration 36Q (1130.744435 sec): 3 clusters Score: Raw -149980.380164 + Penalty 1693.705694 = -148286.674470 nChanged 0 SP:Iteration 37F (1130.774335 sec): 3 clusters Score: Raw -149980.380164 + Penalty 1693.705694 = -148286.674470 nChanged 0 Trying to split cluster 13 (4183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1130.813499 sec): 2 clusters Score: Raw -196251.547811 + Penalty 875.572317 = -195375.975494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1130.854032 sec): 3 clusters Score: Raw -193934.407364 + Penalty 1751.144634 = -192183.262730 nChanged 1772 SP:Iteration 1F (1130.894314 sec): 3 clusters Score: Raw -194920.761038 + Penalty 1751.144634 = -193169.616404 nChanged 312 SP:Iteration 2F (1130.934632 sec): 3 clusters Score: Raw -195126.063229 + Penalty 1751.144634 = -193374.918595 nChanged 295 SP:Iteration 3F (1130.974802 sec): 3 clusters Score: Raw -195332.951782 + Penalty 1751.144634 = -193581.807148 nChanged 295 SP:Iteration 4F (1131.012940 sec): 3 clusters Score: Raw -195584.015775 + Penalty 1751.144634 = -193832.871141 nChanged 301 SP:Iteration 5F (1131.050819 sec): 3 clusters Score: Raw -195847.599680 + Penalty 1751.144634 = -194096.455046 nChanged 252 SP:Iteration 6F (1131.204659 sec): 3 clusters Score: Raw -196069.268619 + Penalty 1751.144634 = -194318.123985 nChanged 197 SP:Iteration 7Q (1131.342687 sec): 3 clusters Score: Raw -196237.893034 + Penalty 1751.144634 = -194486.748400 nChanged 150 SP:Iteration 8Q (1131.444539 sec): 3 clusters Score: Raw -196350.518444 + Penalty 1751.144634 = -194599.373810 nChanged 109 SP:Iteration 9Q (1131.570236 sec): 3 clusters Score: Raw -196426.316580 + Penalty 1751.144634 = -194675.171946 nChanged 94 SP:Iteration 10Q (1131.670995 sec): 3 clusters Score: Raw -196486.144958 + Penalty 1751.144634 = -194735.000324 nChanged 63 SP:Iteration 11Q (1131.710232 sec): 3 clusters Score: Raw -196519.981862 + Penalty 1751.144634 = -194768.837228 nChanged 34 SP:Iteration 12Q (1131.749093 sec): 3 clusters Score: Raw -196534.462964 + Penalty 1751.144634 = -194783.318330 nChanged 27 SP:Iteration 13Q (1131.787789 sec): 3 clusters Score: Raw -196545.850659 + Penalty 1751.144634 = -194794.706025 nChanged 24 SP:Iteration 14Q (1131.827784 sec): 3 clusters Score: Raw -196556.718941 + Penalty 1751.144634 = -194805.574307 nChanged 16 SP:Iteration 15Q (1131.866161 sec): 3 clusters Score: Raw -196561.904319 + Penalty 1751.144634 = -194810.759685 nChanged 15 SP:Iteration 16Q (1131.903979 sec): 3 clusters Score: Raw -196567.607279 + Penalty 1751.144634 = -194816.462645 nChanged 13 SP:Iteration 17Q (1131.942354 sec): 3 clusters Score: Raw -196573.871763 + Penalty 1751.144634 = -194822.727129 nChanged 8 SP:Iteration 18Q (1131.980602 sec): 3 clusters Score: Raw -196576.116647 + Penalty 1751.144634 = -194824.972013 nChanged 7 SP:Iteration 19Q (1132.019110 sec): 3 clusters Score: Raw -196577.203758 + Penalty 1751.144634 = -194826.059124 nChanged 3 SP:Iteration 20F (1132.057042 sec): 3 clusters Score: Raw -196577.995035 + Penalty 1751.144634 = -194826.850401 nChanged 6 SP:Iteration 21Q (1132.095258 sec): 3 clusters Score: Raw -196579.445375 + Penalty 1751.144634 = -194828.300741 nChanged 5 SP:Iteration 22Q (1132.133452 sec): 3 clusters Score: Raw -196581.212191 + Penalty 1751.144634 = -194830.067557 nChanged 5 SP:Iteration 23Q (1132.171651 sec): 3 clusters Score: Raw -196582.434448 + Penalty 1751.144634 = -194831.289814 nChanged 2 SP:Iteration 24Q (1132.209806 sec): 3 clusters Score: Raw -196582.727847 + Penalty 1751.144634 = -194831.583213 nChanged 0 SP:Iteration 25F (1132.247652 sec): 3 clusters Score: Raw -196582.727847 + Penalty 1751.144634 = -194831.583213 nChanged 0 Trying to split cluster 14 (3079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1132.283648 sec): 2 clusters Score: Raw -147812.002739 + Penalty 843.397816 = -146968.604923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1132.315244 sec): 3 clusters Score: Raw -146231.140376 + Penalty 1686.795631 = -144544.344745 nChanged 1239 SP:Iteration 1F (1132.345606 sec): 3 clusters Score: Raw -146857.974111 + Penalty 1686.795631 = -145171.178480 nChanged 228 SP:Iteration 2F (1132.375709 sec): 3 clusters Score: Raw -146990.792037 + Penalty 1686.795631 = -145303.996406 nChanged 193 SP:Iteration 3F (1132.405833 sec): 3 clusters Score: Raw -147104.332886 + Penalty 1686.795631 = -145417.537254 nChanged 166 SP:Iteration 4F (1132.435814 sec): 3 clusters Score: Raw -147205.011939 + Penalty 1686.795631 = -145518.216308 nChanged 150 SP:Iteration 5Q (1132.466885 sec): 3 clusters Score: Raw -147296.904682 + Penalty 1686.795631 = -145610.109050 nChanged 124 SP:Iteration 6Q (1132.497883 sec): 3 clusters Score: Raw -147374.112231 + Penalty 1686.795631 = -145687.316599 nChanged 112 SP:Iteration 7Q (1132.528014 sec): 3 clusters Score: Raw -147438.426362 + Penalty 1686.795631 = -145751.630731 nChanged 91 SP:Iteration 8Q (1132.557771 sec): 3 clusters Score: Raw -147497.721120 + Penalty 1686.795631 = -145810.925489 nChanged 91 SP:Iteration 9Q (1132.678542 sec): 3 clusters Score: Raw -147553.710594 + Penalty 1686.795631 = -145866.914963 nChanged 72 SP:Iteration 10Q (1132.799263 sec): 3 clusters Score: Raw -147608.668743 + Penalty 1686.795631 = -145921.873112 nChanged 56 SP:Iteration 11Q (1132.922232 sec): 3 clusters Score: Raw -147659.326170 + Penalty 1686.795631 = -145972.530539 nChanged 70 SP:Iteration 12Q (1133.035325 sec): 3 clusters Score: Raw -147734.169793 + Penalty 1686.795631 = -146047.374162 nChanged 70 SP:Iteration 13Q (1133.154425 sec): 3 clusters Score: Raw -147818.505364 + Penalty 1686.795631 = -146131.709733 nChanged 63 SP:Iteration 14Q (1133.246596 sec): 3 clusters Score: Raw -147872.840207 + Penalty 1686.795631 = -146186.044576 nChanged 54 SP:Iteration 15Q (1133.363102 sec): 3 clusters Score: Raw -147926.899705 + Penalty 1686.795631 = -146240.104074 nChanged 49 SP:Iteration 16Q (1133.480824 sec): 3 clusters Score: Raw -147983.543028 + Penalty 1686.795631 = -146296.747396 nChanged 42 SP:Iteration 17Q (1133.596847 sec): 3 clusters Score: Raw -148032.878996 + Penalty 1686.795631 = -146346.083365 nChanged 34 SP:Iteration 18Q (1133.713482 sec): 3 clusters Score: Raw -148067.229838 + Penalty 1686.795631 = -146380.434207 nChanged 26 SP:Iteration 19Q (1133.831074 sec): 3 clusters Score: Raw -148078.906205 + Penalty 1686.795631 = -146392.110574 nChanged 12 SP:Iteration 20F (1133.949696 sec): 3 clusters Score: Raw -148086.436092 + Penalty 1686.795631 = -146399.640461 nChanged 12 SP:Iteration 21Q (1134.081345 sec): 3 clusters Score: Raw -148092.587321 + Penalty 1686.795631 = -146405.791690 nChanged 6 SP:Iteration 22Q (1134.184368 sec): 3 clusters Score: Raw -148094.831662 + Penalty 1686.795631 = -146408.036031 nChanged 4 SP:Iteration 23Q (1134.284502 sec): 3 clusters Score: Raw -148095.729372 + Penalty 1686.795631 = -146408.933741 nChanged 1 SP:Iteration 24Q (1134.428919 sec): 3 clusters Score: Raw -148095.909184 + Penalty 1686.795631 = -146409.113553 nChanged 1 SP:Iteration 25Q (1134.549044 sec): 3 clusters Score: Raw -148096.334536 + Penalty 1686.795631 = -146409.538905 nChanged 2 SP:Iteration 26Q (1134.616546 sec): 3 clusters Score: Raw -148097.684078 + Penalty 1686.795631 = -146410.888447 nChanged 1 SP:Iteration 27Q (1134.745590 sec): 3 clusters Score: Raw -148097.805805 + Penalty 1686.795631 = -146411.010174 nChanged 1 SP:Iteration 28Q (1134.856894 sec): 3 clusters Score: Raw -148098.077671 + Penalty 1686.795631 = -146411.282040 nChanged 0 SP:Iteration 29F (1134.969767 sec): 3 clusters Score: Raw -148098.077671 + Penalty 1686.795631 = -146411.282040 nChanged 0 Trying to split cluster 15 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1135.028288 sec): 2 clusters Score: Raw -23337.981532 + Penalty 650.840265 = -22687.141267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1135.154993 sec): 3 clusters Score: Raw -23208.453962 + Penalty 1301.680530 = -21906.773431 nChanged 132 SP:Iteration 1F (1135.236536 sec): 3 clusters Score: Raw -23350.301629 + Penalty 1301.680530 = -22048.621098 nChanged 32 SP:Iteration 2F (1135.348755 sec): 3 clusters Score: Raw -23391.356247 + Penalty 1301.680530 = -22089.675717 nChanged 23 SP:Iteration 3Q (1135.449363 sec): 3 clusters Score: Raw -23424.947614 + Penalty 1301.680530 = -22123.267083 nChanged 13 SP:Iteration 4Q (1135.560624 sec): 3 clusters Score: Raw -23439.613646 + Penalty 1301.680530 = -22137.933116 nChanged 18 SP:Iteration 5Q (1135.638184 sec): 3 clusters Score: Raw -23462.235885 + Penalty 1301.680530 = -22160.555355 nChanged 10 SP:Iteration 6Q (1135.768029 sec): 3 clusters Score: Raw -23475.513108 + Penalty 1301.680530 = -22173.832577 nChanged 8 SP:Iteration 7Q (1135.856128 sec): 3 clusters Score: Raw -23481.991637 + Penalty 1301.680530 = -22180.311107 nChanged 3 SP:Iteration 8Q (1135.974961 sec): 3 clusters Score: Raw -23484.897528 + Penalty 1301.680530 = -22183.216998 nChanged 2 SP:Iteration 9Q (1136.034679 sec): 3 clusters Score: Raw -23486.003265 + Penalty 1301.680530 = -22184.322734 nChanged 1 SP:Iteration 10Q (1136.140487 sec): 3 clusters Score: Raw -23488.009591 + Penalty 1301.680530 = -22186.329060 nChanged 2 SP:Iteration 11Q (1136.239164 sec): 3 clusters Score: Raw -23490.038406 + Penalty 1301.680530 = -22188.357876 nChanged 1 SP:Iteration 12Q (1136.346184 sec): 3 clusters Score: Raw -23490.879972 + Penalty 1301.680530 = -22189.199442 nChanged 0 SP:Iteration 13F (1136.448237 sec): 3 clusters Score: Raw -23490.879972 + Penalty 1301.680530 = -22189.199442 nChanged 0 Iteration 59Q (1136.973257 sec): 17 clusters Score: Raw -1492146.035805 + Penalty 17553.304795 = -1474592.731009 nChanged 186 Iteration 60F (1137.691576 sec): 17 clusters Score: Raw -1492267.124453 + Penalty 17553.304795 = -1474713.819657 nChanged 168 Iteration 61Q (1138.137567 sec): 17 clusters Score: Raw -1492330.893795 + Penalty 17553.304795 = -1474777.589000 nChanged 119 Iteration 62Q (1138.715407 sec): 17 clusters Score: Raw -1492369.630994 + Penalty 17553.304795 = -1474816.326198 nChanged 87 Iteration 63Q (1139.191073 sec): 17 clusters Score: Raw -1492397.619075 + Penalty 17553.304795 = -1474844.314280 nChanged 71 Iteration 64Q (1139.645787 sec): 17 clusters Score: Raw -1492420.904743 + Penalty 17553.304795 = -1474867.599948 nChanged 87 Iteration 65Q (1140.089245 sec): 17 clusters Score: Raw -1492446.318678 + Penalty 17553.304795 = -1474893.013882 nChanged 77 Iteration 66Q (1140.526628 sec): 17 clusters Score: Raw -1492467.411215 + Penalty 17553.304795 = -1474914.106419 nChanged 73 Iteration 67Q (1140.964234 sec): 17 clusters Score: Raw -1492485.749463 + Penalty 17553.304795 = -1474932.444668 nChanged 63 Iteration 68Q (1141.406676 sec): 17 clusters Score: Raw -1492501.755018 + Penalty 17553.304795 = -1474948.450223 nChanged 44 Iteration 69Q (1142.059238 sec): 17 clusters Score: Raw -1492510.572980 + Penalty 17553.304795 = -1474957.268185 nChanged 37 Iteration 70Q (1142.477957 sec): 17 clusters Score: Raw -1492518.326981 + Penalty 17553.304795 = -1474965.022186 nChanged 31 Iteration 71Q (1142.927861 sec): 17 clusters Score: Raw -1492524.411822 + Penalty 17553.304795 = -1474971.107027 nChanged 25 Iteration 72Q (1143.340381 sec): 17 clusters Score: Raw -1492528.194602 + Penalty 17553.304795 = -1474974.889806 nChanged 17 Iteration 73Q (1143.779204 sec): 17 clusters Score: Raw -1492530.533388 + Penalty 17553.304795 = -1474977.228592 nChanged 17 Iteration 74Q (1144.221375 sec): 17 clusters Score: Raw -1492533.394749 + Penalty 17553.304795 = -1474980.089954 nChanged 25 Iteration 75Q (1144.777548 sec): 17 clusters Score: Raw -1492539.587779 + Penalty 17553.304795 = -1474986.282983 nChanged 23 Iteration 76Q (1145.278157 sec): 17 clusters Score: Raw -1492544.303630 + Penalty 17553.304795 = -1474990.998834 nChanged 24 Iteration 77Q (1145.722339 sec): 17 clusters Score: Raw -1492549.323956 + Penalty 17553.304795 = -1474996.019161 nChanged 20 Iteration 78Q (1146.160930 sec): 17 clusters Score: Raw -1492554.175671 + Penalty 17553.304795 = -1475000.870875 nChanged 17 Iteration 79Q (1146.605000 sec): 17 clusters Score: Raw -1492558.113841 + Penalty 17553.304795 = -1475004.809046 nChanged 10 Iteration 80F (1147.332459 sec): 17 clusters Score: Raw -1492559.087168 + Penalty 17553.304795 = -1475005.782372 nChanged 16 Iteration 81Q (1147.763477 sec): 17 clusters Score: Raw -1492562.785269 + Penalty 17553.304795 = -1475009.480474 nChanged 19 Iteration 82Q (1148.201711 sec): 17 clusters Score: Raw -1492566.474303 + Penalty 17553.304795 = -1475013.169507 nChanged 21 Iteration 83Q (1148.631698 sec): 17 clusters Score: Raw -1492570.411204 + Penalty 17553.304795 = -1475017.106409 nChanged 21 Iteration 84Q (1149.292508 sec): 17 clusters Score: Raw -1492573.022496 + Penalty 17553.304795 = -1475019.717701 nChanged 17 Iteration 85Q (1149.718282 sec): 17 clusters Score: Raw -1492575.725646 + Penalty 17553.304795 = -1475022.420850 nChanged 18 Iteration 86Q (1150.532359 sec): 17 clusters Score: Raw -1492579.536269 + Penalty 17553.304795 = -1475026.231473 nChanged 21 Iteration 87Q (1150.891293 sec): 17 clusters Score: Raw -1492585.404941 + Penalty 17553.304795 = -1475032.100145 nChanged 34 Iteration 88Q (1151.304397 sec): 17 clusters Score: Raw -1492595.352024 + Penalty 17553.304795 = -1475042.047228 nChanged 40 Iteration 89Q (1151.849560 sec): 17 clusters Score: Raw -1492608.156937 + Penalty 17553.304795 = -1475054.852142 nChanged 50 Iteration 90Q (1152.239520 sec): 17 clusters Score: Raw -1492623.845409 + Penalty 17553.304795 = -1475070.540613 nChanged 43 Iteration 91Q (1152.642020 sec): 17 clusters Score: Raw -1492635.137504 + Penalty 17553.304795 = -1475081.832709 nChanged 40 Iteration 92Q (1153.075092 sec): 17 clusters Score: Raw -1492647.833488 + Penalty 17553.304795 = -1475094.528693 nChanged 51 Iteration 93Q (1153.764530 sec): 17 clusters Score: Raw -1492662.439545 + Penalty 17553.304795 = -1475109.134749 nChanged 47 Iteration 94Q (1154.199857 sec): 17 clusters Score: Raw -1492681.232772 + Penalty 17553.304795 = -1475127.927977 nChanged 59 Iteration 95Q (1154.591019 sec): 17 clusters Score: Raw -1492704.995364 + Penalty 17553.304795 = -1475151.690568 nChanged 69 Iteration 96Q (1155.250929 sec): 17 clusters Score: Raw -1492727.491864 + Penalty 17553.304795 = -1475174.187069 nChanged 51 Iteration 97Q (1155.675486 sec): 17 clusters Score: Raw -1492744.435231 + Penalty 17553.304795 = -1475191.130435 nChanged 43 Iteration 98Q (1156.066676 sec): 17 clusters Score: Raw -1492762.020052 + Penalty 17553.304795 = -1475208.715257 nChanged 52 Writing temp clu file Because OldScore, -1475191.130435, is greater than current (better) Score,-1475208.715257 Compute initial score before splitting: Score: Raw -1492762.020052 + Penalty 17553.304795 = -1475208.715257 Trying to split cluster 1 (1427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1156.132083 sec): 2 clusters Score: Raw -53177.698567 + Penalty 762.649610 = -52415.048958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1156.305075 sec): 3 clusters Score: Raw -52581.483232 + Penalty 1525.299220 = -51056.184012 nChanged 503 SP:Iteration 1F (1156.364466 sec): 3 clusters Score: Raw -52955.679403 + Penalty 1525.299220 = -51430.380183 nChanged 126 SP:Iteration 2F (1156.383398 sec): 3 clusters Score: Raw -53076.148588 + Penalty 1525.299220 = -51550.849368 nChanged 95 SP:Iteration 3F (1156.402109 sec): 3 clusters Score: Raw -53187.134273 + Penalty 1525.299220 = -51661.835054 nChanged 74 SP:Iteration 4F (1156.420788 sec): 3 clusters Score: Raw -53255.815957 + Penalty 1525.299220 = -51730.516737 nChanged 49 SP:Iteration 5Q (1156.439380 sec): 3 clusters Score: Raw -53289.523390 + Penalty 1525.299220 = -51764.224170 nChanged 28 SP:Iteration 6Q (1156.454592 sec): 3 clusters Score: Raw -53310.103065 + Penalty 1525.299220 = -51784.803845 nChanged 23 SP:Iteration 7Q (1156.469952 sec): 3 clusters Score: Raw -53326.685562 + Penalty 1525.299220 = -51801.386342 nChanged 25 SP:Iteration 8Q (1156.484959 sec): 3 clusters Score: Raw -53339.726700 + Penalty 1525.299220 = -51814.427480 nChanged 16 SP:Iteration 9Q (1156.500011 sec): 3 clusters Score: Raw -53353.858438 + Penalty 1525.299220 = -51828.559218 nChanged 18 SP:Iteration 10Q (1156.514609 sec): 3 clusters Score: Raw -53367.637273 + Penalty 1525.299220 = -51842.338053 nChanged 20 SP:Iteration 11Q (1156.529289 sec): 3 clusters Score: Raw -53378.688626 + Penalty 1525.299220 = -51853.389406 nChanged 10 SP:Iteration 12Q (1156.544167 sec): 3 clusters Score: Raw -53384.358480 + Penalty 1525.299220 = -51859.059260 nChanged 10 SP:Iteration 13Q (1156.567749 sec): 3 clusters Score: Raw -53389.839838 + Penalty 1525.299220 = -51864.540618 nChanged 9 SP:Iteration 14Q (1156.582694 sec): 3 clusters Score: Raw -53394.256181 + Penalty 1525.299220 = -51868.956961 nChanged 4 SP:Iteration 15Q (1156.694893 sec): 3 clusters Score: Raw -53398.050185 + Penalty 1525.299220 = -51872.750965 nChanged 5 SP:Iteration 16Q (1156.779646 sec): 3 clusters Score: Raw -53401.568965 + Penalty 1525.299220 = -51876.269745 nChanged 3 SP:Iteration 17Q (1156.894696 sec): 3 clusters Score: Raw -53403.275524 + Penalty 1525.299220 = -51877.976304 nChanged 3 SP:Iteration 18Q (1156.985939 sec): 3 clusters Score: Raw -53405.100803 + Penalty 1525.299220 = -51879.801584 nChanged 3 SP:Iteration 19Q (1157.124348 sec): 3 clusters Score: Raw -53406.133880 + Penalty 1525.299220 = -51880.834660 nChanged 2 SP:Iteration 20F (1157.236389 sec): 3 clusters Score: Raw -53407.966190 + Penalty 1525.299220 = -51882.666970 nChanged 2 SP:Iteration 21Q (1157.292310 sec): 3 clusters Score: Raw -53408.465704 + Penalty 1525.299220 = -51883.166484 nChanged 0 SP:Iteration 22F (1157.306991 sec): 3 clusters Score: Raw -53408.465704 + Penalty 1525.299220 = -51883.166484 nChanged 0 Trying to split cluster 2 (991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1157.338009 sec): 2 clusters Score: Raw -37456.094714 + Penalty 724.365026 = -36731.729688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1157.349477 sec): 3 clusters Score: Raw -37076.382024 + Penalty 1448.730052 = -35627.651972 nChanged 333 SP:Iteration 1F (1157.360501 sec): 3 clusters Score: Raw -37353.524569 + Penalty 1448.730052 = -35904.794517 nChanged 82 SP:Iteration 2F (1157.371329 sec): 3 clusters Score: Raw -37430.808012 + Penalty 1448.730052 = -35982.077960 nChanged 55 SP:Iteration 3F (1157.382132 sec): 3 clusters Score: Raw -37476.518360 + Penalty 1448.730052 = -36027.788307 nChanged 28 SP:Iteration 4Q (1157.393213 sec): 3 clusters Score: Raw -37501.873374 + Penalty 1448.730052 = -36053.143322 nChanged 26 SP:Iteration 5Q (1157.404459 sec): 3 clusters Score: Raw -37534.532427 + Penalty 1448.730052 = -36085.802375 nChanged 22 SP:Iteration 6Q (1157.415485 sec): 3 clusters Score: Raw -37556.236133 + Penalty 1448.730052 = -36107.506081 nChanged 19 SP:Iteration 7Q (1157.426526 sec): 3 clusters Score: Raw -37571.957173 + Penalty 1448.730052 = -36123.227121 nChanged 19 SP:Iteration 8Q (1157.437499 sec): 3 clusters Score: Raw -37587.002735 + Penalty 1448.730052 = -36138.272682 nChanged 16 SP:Iteration 9Q (1157.448455 sec): 3 clusters Score: Raw -37604.748678 + Penalty 1448.730052 = -36156.018626 nChanged 22 SP:Iteration 10Q (1157.459394 sec): 3 clusters Score: Raw -37628.971312 + Penalty 1448.730052 = -36180.241259 nChanged 20 SP:Iteration 11Q (1157.470375 sec): 3 clusters Score: Raw -37648.320093 + Penalty 1448.730052 = -36199.590040 nChanged 22 SP:Iteration 12Q (1157.481290 sec): 3 clusters Score: Raw -37678.586997 + Penalty 1448.730052 = -36229.856944 nChanged 23 SP:Iteration 13Q (1157.492454 sec): 3 clusters Score: Raw -37720.857190 + Penalty 1448.730052 = -36272.127138 nChanged 23 SP:Iteration 14Q (1157.503378 sec): 3 clusters Score: Raw -37750.742337 + Penalty 1448.730052 = -36302.012285 nChanged 18 SP:Iteration 15Q (1157.514010 sec): 3 clusters Score: Raw -37768.372911 + Penalty 1448.730052 = -36319.642859 nChanged 15 SP:Iteration 16Q (1157.524800 sec): 3 clusters Score: Raw -37784.637017 + Penalty 1448.730052 = -36335.906964 nChanged 7 SP:Iteration 17Q (1157.535544 sec): 3 clusters Score: Raw -37792.448716 + Penalty 1448.730052 = -36343.718663 nChanged 8 SP:Iteration 18Q (1157.546241 sec): 3 clusters Score: Raw -37800.438773 + Penalty 1448.730052 = -36351.708721 nChanged 10 SP:Iteration 19Q (1157.557016 sec): 3 clusters Score: Raw -37817.031144 + Penalty 1448.730052 = -36368.301092 nChanged 11 SP:Iteration 20F (1157.567736 sec): 3 clusters Score: Raw -37827.527350 + Penalty 1448.730052 = -36378.797298 nChanged 9 SP:Iteration 21Q (1157.578484 sec): 3 clusters Score: Raw -37839.557446 + Penalty 1448.730052 = -36390.827394 nChanged 7 SP:Iteration 22Q (1157.689032 sec): 3 clusters Score: Raw -37844.713858 + Penalty 1448.730052 = -36395.983806 nChanged 3 SP:Iteration 23Q (1157.796930 sec): 3 clusters Score: Raw -37847.049944 + Penalty 1448.730052 = -36398.319892 nChanged 2 SP:Iteration 24Q (1157.935593 sec): 3 clusters Score: Raw -37850.045091 + Penalty 1448.730052 = -36401.315039 nChanged 2 SP:Iteration 25Q (1158.002599 sec): 3 clusters Score: Raw -37851.691627 + Penalty 1448.730052 = -36402.961575 nChanged 1 SP:Iteration 26Q (1158.111436 sec): 3 clusters Score: Raw -37852.192766 + Penalty 1448.730052 = -36403.462713 nChanged 1 SP:Iteration 27Q (1158.214090 sec): 3 clusters Score: Raw -37852.444987 + Penalty 1448.730052 = -36403.714935 nChanged 1 SP:Iteration 28Q (1158.304376 sec): 3 clusters Score: Raw -37853.359350 + Penalty 1448.730052 = -36404.629298 nChanged 3 SP:Iteration 29Q (1158.416851 sec): 3 clusters Score: Raw -37854.072907 + Penalty 1448.730052 = -36405.342855 nChanged 2 SP:Iteration 30Q (1158.463666 sec): 3 clusters Score: Raw -37856.330595 + Penalty 1448.730052 = -36407.600542 nChanged 1 SP:Iteration 31Q (1158.474522 sec): 3 clusters Score: Raw -37856.911144 + Penalty 1448.730052 = -36408.181092 nChanged 1 SP:Iteration 32Q (1158.485278 sec): 3 clusters Score: Raw -37857.355571 + Penalty 1448.730052 = -36408.625519 nChanged 0 SP:Iteration 33F (1158.495997 sec): 3 clusters Score: Raw -37857.355571 + Penalty 1448.730052 = -36408.625519 nChanged 0 Trying to split cluster 3 (1097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1158.524543 sec): 2 clusters Score: Raw -45518.029011 + Penalty 735.035118 = -44782.993892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1158.536899 sec): 3 clusters Score: Raw -45098.267354 + Penalty 1470.070237 = -43628.197117 nChanged 357 SP:Iteration 1F (1158.548526 sec): 3 clusters Score: Raw -45449.735343 + Penalty 1470.070237 = -43979.665106 nChanged 125 SP:Iteration 2F (1158.560075 sec): 3 clusters Score: Raw -45661.633261 + Penalty 1470.070237 = -44191.563024 nChanged 95 SP:Iteration 3F (1158.571649 sec): 3 clusters Score: Raw -45770.690729 + Penalty 1470.070237 = -44300.620492 nChanged 52 SP:Iteration 4Q (1158.583483 sec): 3 clusters Score: Raw -45824.009015 + Penalty 1470.070237 = -44353.938778 nChanged 30 SP:Iteration 5Q (1158.595170 sec): 3 clusters Score: Raw -45858.695153 + Penalty 1470.070237 = -44388.624916 nChanged 25 SP:Iteration 6Q (1158.606848 sec): 3 clusters Score: Raw -45888.313950 + Penalty 1470.070237 = -44418.243713 nChanged 31 SP:Iteration 7Q (1158.618508 sec): 3 clusters Score: Raw -45912.322762 + Penalty 1470.070237 = -44442.252525 nChanged 19 SP:Iteration 8Q (1158.630105 sec): 3 clusters Score: Raw -45928.137336 + Penalty 1470.070237 = -44458.067099 nChanged 8 SP:Iteration 9Q (1158.641735 sec): 3 clusters Score: Raw -45935.426831 + Penalty 1470.070237 = -44465.356594 nChanged 11 SP:Iteration 10Q (1158.653466 sec): 3 clusters Score: Raw -45941.239505 + Penalty 1470.070237 = -44471.169268 nChanged 5 SP:Iteration 11Q (1158.664947 sec): 3 clusters Score: Raw -45944.086304 + Penalty 1470.070237 = -44474.016067 nChanged 3 SP:Iteration 12Q (1158.676420 sec): 3 clusters Score: Raw -45945.849149 + Penalty 1470.070237 = -44475.778913 nChanged 0 SP:Iteration 13F (1158.687887 sec): 3 clusters Score: Raw -45945.849149 + Penalty 1470.070237 = -44475.778913 nChanged 0 Trying to split cluster 4 (2550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1158.721932 sec): 2 clusters Score: Raw -115985.663982 + Penalty 823.604107 = -115162.059875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1158.746688 sec): 3 clusters Score: Raw -114747.347671 + Penalty 1647.208214 = -113100.139457 nChanged 985 SP:Iteration 1F (1158.769654 sec): 3 clusters Score: Raw -115437.134148 + Penalty 1647.208214 = -113789.925934 nChanged 224 SP:Iteration 2F (1158.792600 sec): 3 clusters Score: Raw -115629.128891 + Penalty 1647.208214 = -113981.920677 nChanged 159 SP:Iteration 3F (1158.920746 sec): 3 clusters Score: Raw -115772.071638 + Penalty 1647.208214 = -114124.863424 nChanged 132 SP:Iteration 4F (1159.044106 sec): 3 clusters Score: Raw -115898.543527 + Penalty 1647.208214 = -114251.335313 nChanged 114 SP:Iteration 5Q (1159.164424 sec): 3 clusters Score: Raw -115994.262260 + Penalty 1647.208214 = -114347.054046 nChanged 94 SP:Iteration 6Q (1159.278993 sec): 3 clusters Score: Raw -116045.747398 + Penalty 1647.208214 = -114398.539184 nChanged 75 SP:Iteration 7Q (1159.393205 sec): 3 clusters Score: Raw -116087.457082 + Penalty 1647.208214 = -114440.248868 nChanged 47 SP:Iteration 8Q (1159.482900 sec): 3 clusters Score: Raw -116113.271217 + Penalty 1647.208214 = -114466.063003 nChanged 46 SP:Iteration 9Q (1159.515058 sec): 3 clusters Score: Raw -116133.944272 + Penalty 1647.208214 = -114486.736058 nChanged 36 SP:Iteration 10Q (1159.538473 sec): 3 clusters Score: Raw -116148.739828 + Penalty 1647.208214 = -114501.531614 nChanged 34 SP:Iteration 11Q (1159.561820 sec): 3 clusters Score: Raw -116163.481619 + Penalty 1647.208214 = -114516.273405 nChanged 27 SP:Iteration 12Q (1159.677060 sec): 3 clusters Score: Raw -116174.788966 + Penalty 1647.208214 = -114527.580752 nChanged 25 SP:Iteration 13Q (1159.789548 sec): 3 clusters Score: Raw -116183.447671 + Penalty 1647.208214 = -114536.239457 nChanged 25 SP:Iteration 14Q (1159.903233 sec): 3 clusters Score: Raw -116194.428883 + Penalty 1647.208214 = -114547.220669 nChanged 17 SP:Iteration 15Q (1160.018739 sec): 3 clusters Score: Raw -116199.430619 + Penalty 1647.208214 = -114552.222405 nChanged 16 SP:Iteration 16Q (1160.135308 sec): 3 clusters Score: Raw -116204.698506 + Penalty 1647.208214 = -114557.490292 nChanged 12 SP:Iteration 17Q (1160.232415 sec): 3 clusters Score: Raw -116207.990346 + Penalty 1647.208214 = -114560.782132 nChanged 10 SP:Iteration 18Q (1160.252360 sec): 3 clusters Score: Raw -116210.884188 + Penalty 1647.208214 = -114563.675974 nChanged 9 SP:Iteration 19Q (1160.272335 sec): 3 clusters Score: Raw -116213.952107 + Penalty 1647.208214 = -114566.743893 nChanged 8 SP:Iteration 20F (1160.291674 sec): 3 clusters Score: Raw -116216.369826 + Penalty 1647.208214 = -114569.161612 nChanged 5 SP:Iteration 21Q (1160.315091 sec): 3 clusters Score: Raw -116217.935596 + Penalty 1647.208214 = -114570.727382 nChanged 6 SP:Iteration 22Q (1160.339180 sec): 3 clusters Score: Raw -116219.740436 + Penalty 1647.208214 = -114572.532222 nChanged 8 SP:Iteration 23Q (1160.363231 sec): 3 clusters Score: Raw -116222.745517 + Penalty 1647.208214 = -114575.537303 nChanged 11 SP:Iteration 24Q (1160.387306 sec): 3 clusters Score: Raw -116225.418423 + Penalty 1647.208214 = -114578.210209 nChanged 4 SP:Iteration 25Q (1160.411288 sec): 3 clusters Score: Raw -116225.873151 + Penalty 1647.208214 = -114578.664937 nChanged 1 SP:Iteration 26Q (1160.435266 sec): 3 clusters Score: Raw -116226.033991 + Penalty 1647.208214 = -114578.825777 nChanged 1 SP:Iteration 27Q (1160.459222 sec): 3 clusters Score: Raw -116226.159204 + Penalty 1647.208214 = -114578.950990 nChanged 0 SP:Iteration 28F (1160.483208 sec): 3 clusters Score: Raw -116226.159204 + Penalty 1647.208214 = -114578.950990 nChanged 0 Trying to split cluster 5 (3276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1160.518107 sec): 2 clusters Score: Raw -159884.374101 + Penalty 849.909737 = -159034.464364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1160.543525 sec): 3 clusters Score: Raw -158202.198506 + Penalty 1699.819473 = -156502.379033 nChanged 1334 SP:Iteration 1F (1160.567404 sec): 3 clusters Score: Raw -159070.764341 + Penalty 1699.819473 = -157370.944868 nChanged 291 SP:Iteration 2F (1160.591401 sec): 3 clusters Score: Raw -159322.387307 + Penalty 1699.819473 = -157622.567834 nChanged 250 SP:Iteration 3F (1160.713900 sec): 3 clusters Score: Raw -159508.424040 + Penalty 1699.819473 = -157808.604566 nChanged 204 SP:Iteration 4F (1160.837610 sec): 3 clusters Score: Raw -159640.442847 + Penalty 1699.819473 = -157940.623373 nChanged 163 SP:Iteration 5Q (1160.947107 sec): 3 clusters Score: Raw -159726.096405 + Penalty 1699.819473 = -158026.276931 nChanged 113 SP:Iteration 6Q (1161.046745 sec): 3 clusters Score: Raw -159781.360215 + Penalty 1699.819473 = -158081.540741 nChanged 68 SP:Iteration 7Q (1161.076222 sec): 3 clusters Score: Raw -159811.167416 + Penalty 1699.819473 = -158111.347943 nChanged 47 SP:Iteration 8Q (1161.105236 sec): 3 clusters Score: Raw -159827.637260 + Penalty 1699.819473 = -158127.817787 nChanged 38 SP:Iteration 9Q (1161.134506 sec): 3 clusters Score: Raw -159840.429760 + Penalty 1699.819473 = -158140.610287 nChanged 35 SP:Iteration 10Q (1161.163567 sec): 3 clusters Score: Raw -159853.347057 + Penalty 1699.819473 = -158153.527584 nChanged 36 SP:Iteration 11Q (1161.192268 sec): 3 clusters Score: Raw -159864.479026 + Penalty 1699.819473 = -158164.659553 nChanged 27 SP:Iteration 12Q (1161.221241 sec): 3 clusters Score: Raw -159870.650861 + Penalty 1699.819473 = -158170.831388 nChanged 21 SP:Iteration 13Q (1161.250428 sec): 3 clusters Score: Raw -159875.776198 + Penalty 1699.819473 = -158175.956724 nChanged 17 SP:Iteration 14Q (1161.279347 sec): 3 clusters Score: Raw -159880.169586 + Penalty 1699.819473 = -158180.350113 nChanged 9 SP:Iteration 15Q (1161.308622 sec): 3 clusters Score: Raw -159882.154005 + Penalty 1699.819473 = -158182.334532 nChanged 9 SP:Iteration 16Q (1161.337510 sec): 3 clusters Score: Raw -159883.529042 + Penalty 1699.819473 = -158183.709568 nChanged 4 SP:Iteration 17Q (1161.366176 sec): 3 clusters Score: Raw -159884.440584 + Penalty 1699.819473 = -158184.621110 nChanged 3 SP:Iteration 18Q (1161.395033 sec): 3 clusters Score: Raw -159885.132607 + Penalty 1699.819473 = -158185.313134 nChanged 2 SP:Iteration 19Q (1161.423804 sec): 3 clusters Score: Raw -159885.382268 + Penalty 1699.819473 = -158185.562794 nChanged 2 SP:Iteration 20F (1161.452286 sec): 3 clusters Score: Raw -159885.781089 + Penalty 1699.819473 = -158185.961615 nChanged 4 SP:Iteration 21Q (1161.480991 sec): 3 clusters Score: Raw -159886.429506 + Penalty 1699.819473 = -158186.610032 nChanged 5 SP:Iteration 22Q (1161.516181 sec): 3 clusters Score: Raw -159887.817584 + Penalty 1699.819473 = -158187.998111 nChanged 5 SP:Iteration 23Q (1161.545063 sec): 3 clusters Score: Raw -159889.423320 + Penalty 1699.819473 = -158189.603846 nChanged 5 SP:Iteration 24Q (1161.654514 sec): 3 clusters Score: Raw -159890.670369 + Penalty 1699.819473 = -158190.850895 nChanged 6 SP:Iteration 25Q (1161.772307 sec): 3 clusters Score: Raw -159892.012406 + Penalty 1699.819473 = -158192.192933 nChanged 5 SP:Iteration 26Q (1161.887621 sec): 3 clusters Score: Raw -159892.813164 + Penalty 1699.819473 = -158192.993691 nChanged 4 SP:Iteration 27Q (1162.001146 sec): 3 clusters Score: Raw -159893.770906 + Penalty 1699.819473 = -158193.951433 nChanged 5 SP:Iteration 28Q (1162.117899 sec): 3 clusters Score: Raw -159895.314824 + Penalty 1699.819473 = -158195.495350 nChanged 10 SP:Iteration 29Q (1162.151869 sec): 3 clusters Score: Raw -159897.869592 + Penalty 1699.819473 = -158198.050119 nChanged 7 SP:Iteration 30Q (1162.180843 sec): 3 clusters Score: Raw -159899.559816 + Penalty 1699.819473 = -158199.740342 nChanged 12 SP:Iteration 31Q (1162.209823 sec): 3 clusters Score: Raw -159903.133747 + Penalty 1699.819473 = -158203.314274 nChanged 9 SP:Iteration 32Q (1162.238920 sec): 3 clusters Score: Raw -159904.879119 + Penalty 1699.819473 = -158205.059646 nChanged 7 SP:Iteration 33Q (1162.267789 sec): 3 clusters Score: Raw -159906.635830 + Penalty 1699.819473 = -158206.816356 nChanged 7 SP:Iteration 34Q (1162.296668 sec): 3 clusters Score: Raw -159908.330043 + Penalty 1699.819473 = -158208.510570 nChanged 8 SP:Iteration 35Q (1162.382548 sec): 3 clusters Score: Raw -159910.035597 + Penalty 1699.819473 = -158210.216124 nChanged 8 SP:Iteration 36Q (1162.511198 sec): 3 clusters Score: Raw -159912.786358 + Penalty 1699.819473 = -158212.966884 nChanged 14 SP:Iteration 37Q (1162.603974 sec): 3 clusters Score: Raw -159916.435245 + Penalty 1699.819473 = -158216.615771 nChanged 12 SP:Iteration 38Q (1162.697056 sec): 3 clusters Score: Raw -159919.545891 + Penalty 1699.819473 = -158219.726417 nChanged 11 SP:Iteration 39Q (1162.790145 sec): 3 clusters Score: Raw -159923.200411 + Penalty 1699.819473 = -158223.380938 nChanged 15 SP:Iteration 40F (1162.882760 sec): 3 clusters Score: Raw -159927.669301 + Penalty 1699.819473 = -158227.849828 nChanged 13 SP:Iteration 41Q (1162.964550 sec): 3 clusters Score: Raw -159931.498405 + Penalty 1699.819473 = -158231.678931 nChanged 10 SP:Iteration 42Q (1162.993633 sec): 3 clusters Score: Raw -159934.513221 + Penalty 1699.819473 = -158234.693747 nChanged 7 SP:Iteration 43Q (1163.022353 sec): 3 clusters Score: Raw -159937.015057 + Penalty 1699.819473 = -158237.195584 nChanged 6 SP:Iteration 44Q (1163.051356 sec): 3 clusters Score: Raw -159938.741104 + Penalty 1699.819473 = -158238.921631 nChanged 4 SP:Iteration 45Q (1163.080182 sec): 3 clusters Score: Raw -159939.375184 + Penalty 1699.819473 = -158239.555711 nChanged 4 SP:Iteration 46Q (1163.109075 sec): 3 clusters Score: Raw -159940.242914 + Penalty 1699.819473 = -158240.423440 nChanged 6 SP:Iteration 47Q (1163.138161 sec): 3 clusters Score: Raw -159941.204480 + Penalty 1699.819473 = -158241.385006 nChanged 6 SP:Iteration 48Q (1163.167241 sec): 3 clusters Score: Raw -159942.471011 + Penalty 1699.819473 = -158242.651538 nChanged 4 SP:Iteration 49Q (1163.196006 sec): 3 clusters Score: Raw -159943.768089 + Penalty 1699.819473 = -158243.948616 nChanged 6 SP:Iteration 50Q (1163.224812 sec): 3 clusters Score: Raw -159946.153692 + Penalty 1699.819473 = -158246.334218 nChanged 7 SP:Iteration 51Q (1163.253654 sec): 3 clusters Score: Raw -159948.931662 + Penalty 1699.819473 = -158249.112188 nChanged 6 SP:Iteration 52Q (1163.282372 sec): 3 clusters Score: Raw -159950.835011 + Penalty 1699.819473 = -158251.015538 nChanged 9 SP:Iteration 53Q (1163.311643 sec): 3 clusters Score: Raw -159953.521061 + Penalty 1699.819473 = -158253.701587 nChanged 9 SP:Iteration 54Q (1163.340997 sec): 3 clusters Score: Raw -159955.806046 + Penalty 1699.819473 = -158255.986573 nChanged 13 SP:Iteration 55Q (1163.369833 sec): 3 clusters Score: Raw -159960.135787 + Penalty 1699.819473 = -158260.316313 nChanged 16 SP:Iteration 56Q (1163.398691 sec): 3 clusters Score: Raw -159966.369888 + Penalty 1699.819473 = -158266.550414 nChanged 19 SP:Iteration 57Q (1163.427632 sec): 3 clusters Score: Raw -159973.337431 + Penalty 1699.819473 = -158273.517958 nChanged 18 SP:Iteration 58Q (1163.456356 sec): 3 clusters Score: Raw -159982.763655 + Penalty 1699.819473 = -158282.944182 nChanged 14 SP:Iteration 59Q (1163.485623 sec): 3 clusters Score: Raw -159989.749122 + Penalty 1699.819473 = -158289.929649 nChanged 11 SP:Iteration 60F (1163.514100 sec): 3 clusters Score: Raw -159994.069641 + Penalty 1699.819473 = -158294.250167 nChanged 13 SP:Iteration 61Q (1163.542928 sec): 3 clusters Score: Raw -159998.369509 + Penalty 1699.819473 = -158298.550035 nChanged 10 SP:Iteration 62Q (1163.571679 sec): 3 clusters Score: Raw -160002.463441 + Penalty 1699.819473 = -158302.643967 nChanged 20 SP:Iteration 63Q (1163.600284 sec): 3 clusters Score: Raw -160010.169278 + Penalty 1699.819473 = -158310.349804 nChanged 13 SP:Iteration 64Q (1163.710834 sec): 3 clusters Score: Raw -160014.069821 + Penalty 1699.819473 = -158314.250348 nChanged 8 SP:Iteration 65Q (1163.800907 sec): 3 clusters Score: Raw -160018.061086 + Penalty 1699.819473 = -158318.241612 nChanged 12 SP:Iteration 66Q (1163.914098 sec): 3 clusters Score: Raw -160022.460633 + Penalty 1699.819473 = -158322.641160 nChanged 7 SP:Iteration 67Q (1164.034127 sec): 3 clusters Score: Raw -160024.268692 + Penalty 1699.819473 = -158324.449218 nChanged 9 SP:Iteration 68Q (1164.162568 sec): 3 clusters Score: Raw -160028.921525 + Penalty 1699.819473 = -158329.102052 nChanged 15 SP:Iteration 69Q (1164.265140 sec): 3 clusters Score: Raw -160035.430837 + Penalty 1699.819473 = -158335.611364 nChanged 13 SP:Iteration 70Q (1164.358323 sec): 3 clusters Score: Raw -160042.860503 + Penalty 1699.819473 = -158343.041030 nChanged 16 SP:Iteration 71Q (1164.473012 sec): 3 clusters Score: Raw -160048.253775 + Penalty 1699.819473 = -158348.434302 nChanged 9 SP:Iteration 72Q (1164.547810 sec): 3 clusters Score: Raw -160051.886799 + Penalty 1699.819473 = -158352.067325 nChanged 15 SP:Iteration 73Q (1164.576701 sec): 3 clusters Score: Raw -160058.189436 + Penalty 1699.819473 = -158358.369963 nChanged 12 SP:Iteration 74Q (1164.605494 sec): 3 clusters Score: Raw -160064.524499 + Penalty 1699.819473 = -158364.705025 nChanged 17 SP:Iteration 75Q (1164.634308 sec): 3 clusters Score: Raw -160072.268942 + Penalty 1699.819473 = -158372.449468 nChanged 19 SP:Iteration 76Q (1164.663019 sec): 3 clusters Score: Raw -160081.604697 + Penalty 1699.819473 = -158381.785224 nChanged 13 SP:Iteration 77Q (1164.691803 sec): 3 clusters Score: Raw -160090.423247 + Penalty 1699.819473 = -158390.603774 nChanged 17 SP:Iteration 78Q (1164.720601 sec): 3 clusters Score: Raw -160100.258998 + Penalty 1699.819473 = -158400.439524 nChanged 17 SP:Iteration 79Q (1164.749402 sec): 3 clusters Score: Raw -160108.933973 + Penalty 1699.819473 = -158409.114500 nChanged 11 SP:Iteration 80F (1164.777573 sec): 3 clusters Score: Raw -160113.976301 + Penalty 1699.819473 = -158414.156827 nChanged 8 SP:Iteration 81Q (1164.806216 sec): 3 clusters Score: Raw -160116.732433 + Penalty 1699.819473 = -158416.912960 nChanged 3 SP:Iteration 82Q (1164.834828 sec): 3 clusters Score: Raw -160118.315933 + Penalty 1699.819473 = -158418.496459 nChanged 1 SP:Iteration 83Q (1164.863456 sec): 3 clusters Score: Raw -160118.468754 + Penalty 1699.819473 = -158418.649280 nChanged 1 SP:Iteration 84Q (1164.892026 sec): 3 clusters Score: Raw -160119.033130 + Penalty 1699.819473 = -158419.213657 nChanged 1 SP:Iteration 85Q (1164.920659 sec): 3 clusters Score: Raw -160119.384691 + Penalty 1699.819473 = -158419.565218 nChanged 2 SP:Iteration 86Q (1164.949213 sec): 3 clusters Score: Raw -160119.545728 + Penalty 1699.819473 = -158419.726255 nChanged 0 SP:Iteration 87F (1164.977285 sec): 3 clusters Score: Raw -160119.545728 + Penalty 1699.819473 = -158419.726255 nChanged 0 Trying to split cluster 6 (896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1165.008181 sec): 2 clusters Score: Raw -25729.780173 + Penalty 713.783743 = -25015.996430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1165.019289 sec): 3 clusters Score: Raw -25395.140991 + Penalty 1427.567487 = -23967.573504 nChanged 317 SP:Iteration 1F (1165.029373 sec): 3 clusters Score: Raw -25674.874351 + Penalty 1427.567487 = -24247.306865 nChanged 95 SP:Iteration 2F (1165.039315 sec): 3 clusters Score: Raw -25798.744502 + Penalty 1427.567487 = -24371.177016 nChanged 57 SP:Iteration 3F (1165.049286 sec): 3 clusters Score: Raw -25875.743096 + Penalty 1427.567487 = -24448.175609 nChanged 43 SP:Iteration 4Q (1165.059393 sec): 3 clusters Score: Raw -25931.938433 + Penalty 1427.567487 = -24504.370947 nChanged 45 SP:Iteration 5F (1165.069341 sec): 3 clusters Score: Raw -25983.831274 + Penalty 1427.567487 = -24556.263787 nChanged 32 SP:Iteration 6Q (1165.079366 sec): 3 clusters Score: Raw -26040.340436 + Penalty 1427.567487 = -24612.772949 nChanged 26 SP:Iteration 7Q (1165.089456 sec): 3 clusters Score: Raw -26089.526825 + Penalty 1427.567487 = -24661.959339 nChanged 29 SP:Iteration 8Q (1165.193066 sec): 3 clusters Score: Raw -26133.179448 + Penalty 1427.567487 = -24705.611961 nChanged 28 SP:Iteration 9Q (1165.311028 sec): 3 clusters Score: Raw -26163.726635 + Penalty 1427.567487 = -24736.159148 nChanged 16 SP:Iteration 10Q (1165.429445 sec): 3 clusters Score: Raw -26180.244311 + Penalty 1427.567487 = -24752.676824 nChanged 10 SP:Iteration 11Q (1165.517376 sec): 3 clusters Score: Raw -26188.968428 + Penalty 1427.567487 = -24761.400941 nChanged 5 SP:Iteration 12Q (1165.597279 sec): 3 clusters Score: Raw -26191.485127 + Penalty 1427.567487 = -24763.917640 nChanged 1 SP:Iteration 13Q (1165.700876 sec): 3 clusters Score: Raw -26191.713411 + Penalty 1427.567487 = -24764.145924 nChanged 2 SP:Iteration 14Q (1165.800888 sec): 3 clusters Score: Raw -26192.349043 + Penalty 1427.567487 = -24764.781556 nChanged 0 SP:Iteration 15F (1165.922009 sec): 3 clusters Score: Raw -26192.349043 + Penalty 1427.567487 = -24764.781556 nChanged 0 Trying to split cluster 7 (2241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1165.955282 sec): 2 clusters Score: Raw -103634.052023 + Penalty 810.041135 = -102824.010888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1166.068193 sec): 3 clusters Score: Raw -102544.468103 + Penalty 1620.082269 = -100924.385833 nChanged 905 SP:Iteration 1F (1166.181896 sec): 3 clusters Score: Raw -103173.347678 + Penalty 1620.082269 = -101553.265409 nChanged 198 SP:Iteration 2F (1166.203267 sec): 3 clusters Score: Raw -103324.905515 + Penalty 1620.082269 = -101704.823246 nChanged 153 SP:Iteration 3F (1166.224798 sec): 3 clusters Score: Raw -103438.426361 + Penalty 1620.082269 = -101818.344092 nChanged 116 SP:Iteration 4F (1166.246525 sec): 3 clusters Score: Raw -103513.948140 + Penalty 1620.082269 = -101893.865871 nChanged 85 SP:Iteration 5Q (1166.268410 sec): 3 clusters Score: Raw -103571.683594 + Penalty 1620.082269 = -101951.601325 nChanged 76 SP:Iteration 6Q (1166.290273 sec): 3 clusters Score: Raw -103622.789711 + Penalty 1620.082269 = -102002.707442 nChanged 57 SP:Iteration 7Q (1166.312106 sec): 3 clusters Score: Raw -103660.730391 + Penalty 1620.082269 = -102040.648122 nChanged 53 SP:Iteration 8Q (1166.400435 sec): 3 clusters Score: Raw -103684.471329 + Penalty 1620.082269 = -102064.389060 nChanged 28 SP:Iteration 9Q (1166.514983 sec): 3 clusters Score: Raw -103694.809126 + Penalty 1620.082269 = -102074.726856 nChanged 30 SP:Iteration 10Q (1166.630826 sec): 3 clusters Score: Raw -103705.895495 + Penalty 1620.082269 = -102085.813226 nChanged 33 SP:Iteration 11Q (1166.660575 sec): 3 clusters Score: Raw -103717.690404 + Penalty 1620.082269 = -102097.608134 nChanged 32 SP:Iteration 12Q (1166.681560 sec): 3 clusters Score: Raw -103728.633608 + Penalty 1620.082269 = -102108.551339 nChanged 33 SP:Iteration 13Q (1166.702507 sec): 3 clusters Score: Raw -103741.533833 + Penalty 1620.082269 = -102121.451564 nChanged 30 SP:Iteration 14Q (1166.723508 sec): 3 clusters Score: Raw -103752.670076 + Penalty 1620.082269 = -102132.587807 nChanged 28 SP:Iteration 15Q (1166.744497 sec): 3 clusters Score: Raw -103762.129171 + Penalty 1620.082269 = -102142.046901 nChanged 34 SP:Iteration 16Q (1166.765711 sec): 3 clusters Score: Raw -103775.091911 + Penalty 1620.082269 = -102155.009642 nChanged 30 SP:Iteration 17Q (1166.786964 sec): 3 clusters Score: Raw -103789.179123 + Penalty 1620.082269 = -102169.096853 nChanged 29 SP:Iteration 18Q (1166.808134 sec): 3 clusters Score: Raw -103802.887024 + Penalty 1620.082269 = -102182.804754 nChanged 23 SP:Iteration 19Q (1166.829209 sec): 3 clusters Score: Raw -103815.531741 + Penalty 1620.082269 = -102195.449472 nChanged 25 SP:Iteration 20F (1166.850150 sec): 3 clusters Score: Raw -103832.093165 + Penalty 1620.082269 = -102212.010895 nChanged 19 SP:Iteration 21Q (1166.871169 sec): 3 clusters Score: Raw -103840.648049 + Penalty 1620.082269 = -102220.565780 nChanged 13 SP:Iteration 22Q (1166.982066 sec): 3 clusters Score: Raw -103846.700097 + Penalty 1620.082269 = -102226.617828 nChanged 14 SP:Iteration 23Q (1167.099781 sec): 3 clusters Score: Raw -103855.035104 + Penalty 1620.082269 = -102234.952834 nChanged 14 SP:Iteration 24Q (1167.211905 sec): 3 clusters Score: Raw -103865.683555 + Penalty 1620.082269 = -102245.601285 nChanged 16 SP:Iteration 25Q (1167.300479 sec): 3 clusters Score: Raw -103871.915889 + Penalty 1620.082269 = -102251.833620 nChanged 12 SP:Iteration 26Q (1167.416211 sec): 3 clusters Score: Raw -103876.550965 + Penalty 1620.082269 = -102256.468695 nChanged 10 SP:Iteration 27Q (1167.506807 sec): 3 clusters Score: Raw -103879.442178 + Penalty 1620.082269 = -102259.359908 nChanged 6 SP:Iteration 28Q (1167.596848 sec): 3 clusters Score: Raw -103881.931403 + Penalty 1620.082269 = -102261.849134 nChanged 8 SP:Iteration 29Q (1167.661572 sec): 3 clusters Score: Raw -103886.104836 + Penalty 1620.082269 = -102266.022567 nChanged 8 SP:Iteration 30Q (1167.682415 sec): 3 clusters Score: Raw -103890.520729 + Penalty 1620.082269 = -102270.438459 nChanged 9 SP:Iteration 31Q (1167.703163 sec): 3 clusters Score: Raw -103893.805538 + Penalty 1620.082269 = -102273.723268 nChanged 10 SP:Iteration 32Q (1167.723955 sec): 3 clusters Score: Raw -103898.011180 + Penalty 1620.082269 = -102277.928911 nChanged 9 SP:Iteration 33Q (1167.744721 sec): 3 clusters Score: Raw -103903.246585 + Penalty 1620.082269 = -102283.164315 nChanged 9 SP:Iteration 34Q (1167.765468 sec): 3 clusters Score: Raw -103906.510532 + Penalty 1620.082269 = -102286.428263 nChanged 12 SP:Iteration 35Q (1167.786230 sec): 3 clusters Score: Raw -103912.387002 + Penalty 1620.082269 = -102292.304733 nChanged 16 SP:Iteration 36Q (1167.807023 sec): 3 clusters Score: Raw -103921.677128 + Penalty 1620.082269 = -102301.594859 nChanged 16 SP:Iteration 37Q (1167.827665 sec): 3 clusters Score: Raw -103928.705780 + Penalty 1620.082269 = -102308.623510 nChanged 7 SP:Iteration 38Q (1167.848061 sec): 3 clusters Score: Raw -103931.515204 + Penalty 1620.082269 = -102311.432935 nChanged 12 SP:Iteration 39Q (1167.901884 sec): 3 clusters Score: Raw -103938.115934 + Penalty 1620.082269 = -102318.033665 nChanged 9 SP:Iteration 40F (1167.993407 sec): 3 clusters Score: Raw -103941.706966 + Penalty 1620.082269 = -102321.624697 nChanged 7 SP:Iteration 41Q (1168.018182 sec): 3 clusters Score: Raw -103944.544634 + Penalty 1620.082269 = -102324.462365 nChanged 2 SP:Iteration 42Q (1168.042773 sec): 3 clusters Score: Raw -103945.329416 + Penalty 1620.082269 = -102325.247146 nChanged 2 SP:Iteration 43Q (1168.069388 sec): 3 clusters Score: Raw -103946.366843 + Penalty 1620.082269 = -102326.284573 nChanged 4 SP:Iteration 44Q (1168.097820 sec): 3 clusters Score: Raw -103949.574577 + Penalty 1620.082269 = -102329.492308 nChanged 4 SP:Iteration 45Q (1168.126393 sec): 3 clusters Score: Raw -103951.902826 + Penalty 1620.082269 = -102331.820557 nChanged 3 SP:Iteration 46Q (1168.154888 sec): 3 clusters Score: Raw -103954.877776 + Penalty 1620.082269 = -102334.795506 nChanged 2 SP:Iteration 47Q (1168.183465 sec): 3 clusters Score: Raw -103956.899919 + Penalty 1620.082269 = -102336.817650 nChanged 3 SP:Iteration 48Q (1168.204710 sec): 3 clusters Score: Raw -103960.366650 + Penalty 1620.082269 = -102340.284380 nChanged 5 SP:Iteration 49Q (1168.225901 sec): 3 clusters Score: Raw -103964.396871 + Penalty 1620.082269 = -102344.314601 nChanged 5 SP:Iteration 50Q (1168.247164 sec): 3 clusters Score: Raw -103967.500655 + Penalty 1620.082269 = -102347.418385 nChanged 4 SP:Iteration 51Q (1168.268341 sec): 3 clusters Score: Raw -103970.377487 + Penalty 1620.082269 = -102350.295218 nChanged 5 SP:Iteration 52Q (1168.289531 sec): 3 clusters Score: Raw -103976.714718 + Penalty 1620.082269 = -102356.632448 nChanged 3 SP:Iteration 53Q (1168.310688 sec): 3 clusters Score: Raw -103978.907928 + Penalty 1620.082269 = -102358.825658 nChanged 2 SP:Iteration 54Q (1168.422824 sec): 3 clusters Score: Raw -103980.655646 + Penalty 1620.082269 = -102360.573376 nChanged 1 SP:Iteration 55Q (1168.542191 sec): 3 clusters Score: Raw -103980.874285 + Penalty 1620.082269 = -102360.792015 nChanged 0 SP:Iteration 56F (1168.633545 sec): 3 clusters Score: Raw -103980.874285 + Penalty 1620.082269 = -102360.792015 nChanged 0 Trying to split cluster 8 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1168.683307 sec): 2 clusters Score: Raw -33681.719031 + Penalty 690.236418 = -32991.482613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1168.780660 sec): 3 clusters Score: Raw -33430.770887 + Penalty 1380.472835 = -32050.298052 nChanged 208 SP:Iteration 1F (1168.892535 sec): 3 clusters Score: Raw -33611.984259 + Penalty 1380.472835 = -32231.511424 nChanged 47 SP:Iteration 2F (1169.001731 sec): 3 clusters Score: Raw -33656.934687 + Penalty 1380.472835 = -32276.461851 nChanged 29 SP:Iteration 3Q (1169.053617 sec): 3 clusters Score: Raw -33682.143733 + Penalty 1380.472835 = -32301.670898 nChanged 19 SP:Iteration 4Q (1169.062362 sec): 3 clusters Score: Raw -33698.312391 + Penalty 1380.472835 = -32317.839556 nChanged 13 SP:Iteration 5Q (1169.071080 sec): 3 clusters Score: Raw -33711.160283 + Penalty 1380.472835 = -32330.687448 nChanged 9 SP:Iteration 6Q (1169.079791 sec): 3 clusters Score: Raw -33718.692082 + Penalty 1380.472835 = -32338.219247 nChanged 10 SP:Iteration 7Q (1169.088481 sec): 3 clusters Score: Raw -33727.773035 + Penalty 1380.472835 = -32347.300200 nChanged 9 SP:Iteration 8Q (1169.097201 sec): 3 clusters Score: Raw -33735.482083 + Penalty 1380.472835 = -32355.009248 nChanged 6 SP:Iteration 9Q (1169.105977 sec): 3 clusters Score: Raw -33740.135122 + Penalty 1380.472835 = -32359.662287 nChanged 3 SP:Iteration 10Q (1169.114642 sec): 3 clusters Score: Raw -33741.651511 + Penalty 1380.472835 = -32361.178676 nChanged 1 SP:Iteration 11Q (1169.124769 sec): 3 clusters Score: Raw -33742.274525 + Penalty 1380.472835 = -32361.801690 nChanged 0 SP:Iteration 12F (1169.133405 sec): 3 clusters Score: Raw -33742.274525 + Penalty 1380.472835 = -32361.801690 nChanged 0 Trying to split cluster 9 (1608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1169.166820 sec): 2 clusters Score: Raw -75596.562322 + Penalty 775.188377 = -74821.373944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1169.183430 sec): 3 clusters Score: Raw -74906.241122 + Penalty 1550.376754 = -73355.864367 nChanged 576 SP:Iteration 1F (1169.198930 sec): 3 clusters Score: Raw -75264.200050 + Penalty 1550.376754 = -73713.823295 nChanged 110 SP:Iteration 2F (1169.214430 sec): 3 clusters Score: Raw -75334.395624 + Penalty 1550.376754 = -73784.018870 nChanged 72 SP:Iteration 3Q (1169.230253 sec): 3 clusters Score: Raw -75374.956462 + Penalty 1550.376754 = -73824.579707 nChanged 56 SP:Iteration 4Q (1169.246141 sec): 3 clusters Score: Raw -75404.921046 + Penalty 1550.376754 = -73854.544291 nChanged 43 SP:Iteration 5Q (1169.261942 sec): 3 clusters Score: Raw -75433.552874 + Penalty 1550.376754 = -73883.176120 nChanged 42 SP:Iteration 6Q (1169.277696 sec): 3 clusters Score: Raw -75459.651775 + Penalty 1550.376754 = -73909.275021 nChanged 48 SP:Iteration 7Q (1169.293556 sec): 3 clusters Score: Raw -75492.902183 + Penalty 1550.376754 = -73942.525428 nChanged 50 SP:Iteration 8Q (1169.309362 sec): 3 clusters Score: Raw -75535.528248 + Penalty 1550.376754 = -73985.151493 nChanged 51 SP:Iteration 9Q (1169.325108 sec): 3 clusters Score: Raw -75567.471293 + Penalty 1550.376754 = -74017.094538 nChanged 40 SP:Iteration 10Q (1169.340858 sec): 3 clusters Score: Raw -75597.240619 + Penalty 1550.376754 = -74046.863865 nChanged 37 SP:Iteration 11Q (1169.356729 sec): 3 clusters Score: Raw -75623.851118 + Penalty 1550.376754 = -74073.474363 nChanged 35 SP:Iteration 12Q (1169.458612 sec): 3 clusters Score: Raw -75648.475234 + Penalty 1550.376754 = -74098.098480 nChanged 23 SP:Iteration 13Q (1169.559068 sec): 3 clusters Score: Raw -75666.937193 + Penalty 1550.376754 = -74116.560439 nChanged 24 SP:Iteration 14Q (1169.680115 sec): 3 clusters Score: Raw -75687.376923 + Penalty 1550.376754 = -74137.000169 nChanged 22 SP:Iteration 15Q (1169.790628 sec): 3 clusters Score: Raw -75705.733378 + Penalty 1550.376754 = -74155.356623 nChanged 22 SP:Iteration 16Q (1169.850266 sec): 3 clusters Score: Raw -75719.053885 + Penalty 1550.376754 = -74168.677131 nChanged 16 SP:Iteration 17Q (1169.965535 sec): 3 clusters Score: Raw -75729.759385 + Penalty 1550.376754 = -74179.382630 nChanged 18 SP:Iteration 18Q (1170.055464 sec): 3 clusters Score: Raw -75745.040384 + Penalty 1550.376754 = -74194.663630 nChanged 15 SP:Iteration 19Q (1170.165637 sec): 3 clusters Score: Raw -75757.486467 + Penalty 1550.376754 = -74207.109712 nChanged 18 SP:Iteration 20F (1170.196170 sec): 3 clusters Score: Raw -75774.616582 + Penalty 1550.376754 = -74224.239827 nChanged 12 SP:Iteration 21Q (1170.211991 sec): 3 clusters Score: Raw -75786.037611 + Penalty 1550.376754 = -74235.660857 nChanged 8 SP:Iteration 22Q (1170.227610 sec): 3 clusters Score: Raw -75791.063652 + Penalty 1550.376754 = -74240.686898 nChanged 6 SP:Iteration 23Q (1170.243234 sec): 3 clusters Score: Raw -75794.736434 + Penalty 1550.376754 = -74244.359679 nChanged 6 SP:Iteration 24Q (1170.258908 sec): 3 clusters Score: Raw -75799.010882 + Penalty 1550.376754 = -74248.634127 nChanged 12 SP:Iteration 25Q (1170.276499 sec): 3 clusters Score: Raw -75806.777474 + Penalty 1550.376754 = -74256.400720 nChanged 15 SP:Iteration 26Q (1170.294443 sec): 3 clusters Score: Raw -75818.990414 + Penalty 1550.376754 = -74268.613659 nChanged 13 SP:Iteration 27Q (1170.395837 sec): 3 clusters Score: Raw -75828.485383 + Penalty 1550.376754 = -74278.108629 nChanged 7 SP:Iteration 28Q (1170.491019 sec): 3 clusters Score: Raw -75834.878666 + Penalty 1550.376754 = -74284.501911 nChanged 6 SP:Iteration 29Q (1170.512064 sec): 3 clusters Score: Raw -75838.213418 + Penalty 1550.376754 = -74287.836664 nChanged 4 SP:Iteration 30Q (1170.527611 sec): 3 clusters Score: Raw -75841.501299 + Penalty 1550.376754 = -74291.124545 nChanged 5 SP:Iteration 31Q (1170.543261 sec): 3 clusters Score: Raw -75846.239942 + Penalty 1550.376754 = -74295.863188 nChanged 7 SP:Iteration 32Q (1170.558962 sec): 3 clusters Score: Raw -75850.546370 + Penalty 1550.376754 = -74300.169615 nChanged 3 SP:Iteration 33Q (1170.574615 sec): 3 clusters Score: Raw -75852.442256 + Penalty 1550.376754 = -74302.065502 nChanged 1 SP:Iteration 34Q (1170.590217 sec): 3 clusters Score: Raw -75854.348357 + Penalty 1550.376754 = -74303.971602 nChanged 1 SP:Iteration 35Q (1170.605676 sec): 3 clusters Score: Raw -75855.059152 + Penalty 1550.376754 = -74304.682397 nChanged 2 SP:Iteration 36Q (1170.621234 sec): 3 clusters Score: Raw -75855.878200 + Penalty 1550.376754 = -74305.501446 nChanged 2 SP:Iteration 37Q (1170.636741 sec): 3 clusters Score: Raw -75856.464777 + Penalty 1550.376754 = -74306.088022 nChanged 1 SP:Iteration 38Q (1170.652198 sec): 3 clusters Score: Raw -75858.131823 + Penalty 1550.376754 = -74307.755069 nChanged 1 SP:Iteration 39Q (1170.667646 sec): 3 clusters Score: Raw -75859.034337 + Penalty 1550.376754 = -74308.657582 nChanged 4 SP:Iteration 40F (1170.683095 sec): 3 clusters Score: Raw -75861.127645 + Penalty 1550.376754 = -74310.750890 nChanged 5 SP:Iteration 41Q (1170.698558 sec): 3 clusters Score: Raw -75864.954284 + Penalty 1550.376754 = -74314.577529 nChanged 4 SP:Iteration 42Q (1170.714066 sec): 3 clusters Score: Raw -75867.937991 + Penalty 1550.376754 = -74317.561236 nChanged 5 SP:Iteration 43Q (1170.729466 sec): 3 clusters Score: Raw -75870.457484 + Penalty 1550.376754 = -74320.080729 nChanged 4 SP:Iteration 44Q (1170.841677 sec): 3 clusters Score: Raw -75873.694660 + Penalty 1550.376754 = -74323.317906 nChanged 4 SP:Iteration 45Q (1170.946879 sec): 3 clusters Score: Raw -75876.971315 + Penalty 1550.376754 = -74326.594560 nChanged 5 SP:Iteration 46Q (1171.061423 sec): 3 clusters Score: Raw -75880.087564 + Penalty 1550.376754 = -74329.710809 nChanged 3 SP:Iteration 47Q (1171.172757 sec): 3 clusters Score: Raw -75880.877318 + Penalty 1550.376754 = -74330.500564 nChanged 1 SP:Iteration 48Q (1171.285983 sec): 3 clusters Score: Raw -75881.296787 + Penalty 1550.376754 = -74330.920032 nChanged 0 SP:Iteration 49F (1171.396746 sec): 3 clusters Score: Raw -75881.296787 + Penalty 1550.376754 = -74330.920032 nChanged 0 Trying to split cluster 10 (6839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1171.465573 sec): 2 clusters Score: Raw -337135.136389 + Penalty 927.191664 = -336207.944724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1171.514147 sec): 3 clusters Score: Raw -333325.925381 + Penalty 1854.383328 = -331471.542053 nChanged 2942 SP:Iteration 1F (1171.558557 sec): 3 clusters Score: Raw -335193.219734 + Penalty 1854.383328 = -333338.836406 nChanged 591 SP:Iteration 2F (1171.603107 sec): 3 clusters Score: Raw -335621.392784 + Penalty 1854.383328 = -333767.009456 nChanged 489 SP:Iteration 3F (1171.649030 sec): 3 clusters Score: Raw -335925.241705 + Penalty 1854.383328 = -334070.858376 nChanged 403 SP:Iteration 4F (1171.693364 sec): 3 clusters Score: Raw -336152.287393 + Penalty 1854.383328 = -334297.904065 nChanged 292 SP:Iteration 5Q (1171.737200 sec): 3 clusters Score: Raw -336301.817561 + Penalty 1854.383328 = -334447.434233 nChanged 238 SP:Iteration 6Q (1171.782616 sec): 3 clusters Score: Raw -336398.984887 + Penalty 1854.383328 = -334544.601558 nChanged 198 SP:Iteration 7Q (1171.828634 sec): 3 clusters Score: Raw -336473.973826 + Penalty 1854.383328 = -334619.590497 nChanged 152 SP:Iteration 8Q (1171.874301 sec): 3 clusters Score: Raw -336525.932421 + Penalty 1854.383328 = -334671.549092 nChanged 150 SP:Iteration 9Q (1171.921029 sec): 3 clusters Score: Raw -336570.027430 + Penalty 1854.383328 = -334715.644102 nChanged 123 SP:Iteration 10Q (1171.971297 sec): 3 clusters Score: Raw -336606.341803 + Penalty 1854.383328 = -334751.958475 nChanged 108 SP:Iteration 11Q (1172.021742 sec): 3 clusters Score: Raw -336634.683938 + Penalty 1854.383328 = -334780.300609 nChanged 87 SP:Iteration 12Q (1172.070299 sec): 3 clusters Score: Raw -336656.314247 + Penalty 1854.383328 = -334801.930918 nChanged 75 SP:Iteration 13Q (1172.118170 sec): 3 clusters Score: Raw -336676.571684 + Penalty 1854.383328 = -334822.188356 nChanged 68 SP:Iteration 14Q (1172.166103 sec): 3 clusters Score: Raw -336694.776518 + Penalty 1854.383328 = -334840.393190 nChanged 66 SP:Iteration 15Q (1172.265549 sec): 3 clusters Score: Raw -336711.815154 + Penalty 1854.383328 = -334857.431825 nChanged 67 SP:Iteration 16Q (1172.316759 sec): 3 clusters Score: Raw -336725.889466 + Penalty 1854.383328 = -334871.506138 nChanged 61 SP:Iteration 17Q (1172.367952 sec): 3 clusters Score: Raw -336741.153586 + Penalty 1854.383328 = -334886.770258 nChanged 62 SP:Iteration 18Q (1172.416429 sec): 3 clusters Score: Raw -336755.215628 + Penalty 1854.383328 = -334900.832300 nChanged 58 SP:Iteration 19Q (1172.464382 sec): 3 clusters Score: Raw -336771.287020 + Penalty 1854.383328 = -334916.903692 nChanged 60 SP:Iteration 20F (1172.512103 sec): 3 clusters Score: Raw -336786.573558 + Penalty 1854.383328 = -334932.190230 nChanged 55 SP:Iteration 21Q (1172.560877 sec): 3 clusters Score: Raw -336799.197522 + Penalty 1854.383328 = -334944.814194 nChanged 53 SP:Iteration 22Q (1172.613249 sec): 3 clusters Score: Raw -336808.336302 + Penalty 1854.383328 = -334953.952974 nChanged 34 SP:Iteration 23Q (1172.665037 sec): 3 clusters Score: Raw -336813.317987 + Penalty 1854.383328 = -334958.934659 nChanged 26 SP:Iteration 24Q (1172.830598 sec): 3 clusters Score: Raw -336818.563592 + Penalty 1854.383328 = -334964.180263 nChanged 33 SP:Iteration 25Q (1172.944173 sec): 3 clusters Score: Raw -336824.883091 + Penalty 1854.383328 = -334970.499762 nChanged 33 SP:Iteration 26Q (1173.068675 sec): 3 clusters Score: Raw -336830.434878 + Penalty 1854.383328 = -334976.051550 nChanged 34 SP:Iteration 27Q (1173.198667 sec): 3 clusters Score: Raw -336836.329118 + Penalty 1854.383328 = -334981.945789 nChanged 29 SP:Iteration 28Q (1173.311839 sec): 3 clusters Score: Raw -336840.817038 + Penalty 1854.383328 = -334986.433709 nChanged 24 SP:Iteration 29Q (1173.359501 sec): 3 clusters Score: Raw -336843.745184 + Penalty 1854.383328 = -334989.361855 nChanged 15 SP:Iteration 30Q (1173.408652 sec): 3 clusters Score: Raw -336845.687156 + Penalty 1854.383328 = -334991.303828 nChanged 16 SP:Iteration 31Q (1173.457833 sec): 3 clusters Score: Raw -336847.206027 + Penalty 1854.383328 = -334992.822699 nChanged 10 SP:Iteration 32Q (1173.507552 sec): 3 clusters Score: Raw -336848.062160 + Penalty 1854.383328 = -334993.678832 nChanged 7 SP:Iteration 33Q (1173.561371 sec): 3 clusters Score: Raw -336848.546776 + Penalty 1854.383328 = -334994.163447 nChanged 3 SP:Iteration 34Q (1173.615008 sec): 3 clusters Score: Raw -336848.828948 + Penalty 1854.383328 = -334994.445620 nChanged 2 SP:Iteration 35Q (1173.668881 sec): 3 clusters Score: Raw -336849.046309 + Penalty 1854.383328 = -334994.662981 nChanged 3 SP:Iteration 36Q (1173.720279 sec): 3 clusters Score: Raw -336849.460988 + Penalty 1854.383328 = -334995.077660 nChanged 3 SP:Iteration 37Q (1173.770256 sec): 3 clusters Score: Raw -336849.999310 + Penalty 1854.383328 = -334995.615982 nChanged 7 SP:Iteration 38Q (1173.820076 sec): 3 clusters Score: Raw -336850.712123 + Penalty 1854.383328 = -334996.328795 nChanged 4 SP:Iteration 39Q (1173.869469 sec): 3 clusters Score: Raw -336851.581977 + Penalty 1854.383328 = -334997.198649 nChanged 8 SP:Iteration 40F (1173.917953 sec): 3 clusters Score: Raw -336852.868478 + Penalty 1854.383328 = -334998.485150 nChanged 6 SP:Iteration 41Q (1174.046330 sec): 3 clusters Score: Raw -336853.435193 + Penalty 1854.383328 = -334999.051865 nChanged 6 SP:Iteration 42Q (1174.201447 sec): 3 clusters Score: Raw -336854.084474 + Penalty 1854.383328 = -334999.701146 nChanged 9 SP:Iteration 43Q (1174.306729 sec): 3 clusters Score: Raw -336854.807893 + Penalty 1854.383328 = -335000.424565 nChanged 4 SP:Iteration 44Q (1174.460890 sec): 3 clusters Score: Raw -336855.070109 + Penalty 1854.383328 = -335000.686781 nChanged 3 SP:Iteration 45Q (1174.599937 sec): 3 clusters Score: Raw -336855.259589 + Penalty 1854.383328 = -335000.876261 nChanged 1 SP:Iteration 46Q (1174.718406 sec): 3 clusters Score: Raw -336855.416433 + Penalty 1854.383328 = -335001.033105 nChanged 1 SP:Iteration 47Q (1174.856628 sec): 3 clusters Score: Raw -336855.496714 + Penalty 1854.383328 = -335001.113386 nChanged 0 SP:Iteration 48F (1175.005680 sec): 3 clusters Score: Raw -336855.496714 + Penalty 1854.383328 = -335001.113386 nChanged 0 Trying to split cluster 11 (847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1175.043593 sec): 2 clusters Score: Raw -24428.408160 + Penalty 707.878573 = -23720.529587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1175.244463 sec): 3 clusters Score: Raw -24166.788649 + Penalty 1415.757146 = -22751.031503 nChanged 287 SP:Iteration 1F (1175.274867 sec): 3 clusters Score: Raw -24511.399577 + Penalty 1415.757146 = -23095.642431 nChanged 85 SP:Iteration 2F (1175.285369 sec): 3 clusters Score: Raw -24633.421693 + Penalty 1415.757146 = -23217.664547 nChanged 49 SP:Iteration 3F (1175.295830 sec): 3 clusters Score: Raw -24705.146204 + Penalty 1415.757146 = -23289.389058 nChanged 29 SP:Iteration 4Q (1175.306412 sec): 3 clusters Score: Raw -24736.106697 + Penalty 1415.757146 = -23320.349551 nChanged 14 SP:Iteration 5Q (1175.399763 sec): 3 clusters Score: Raw -24749.226458 + Penalty 1415.757146 = -23333.469312 nChanged 4 SP:Iteration 6Q (1175.512399 sec): 3 clusters Score: Raw -24753.115499 + Penalty 1415.757146 = -23337.358353 nChanged 5 SP:Iteration 7Q (1175.602577 sec): 3 clusters Score: Raw -24760.781314 + Penalty 1415.757146 = -23345.024168 nChanged 4 SP:Iteration 8Q (1175.708618 sec): 3 clusters Score: Raw -24768.084806 + Penalty 1415.757146 = -23352.327660 nChanged 2 SP:Iteration 9Q (1175.791917 sec): 3 clusters Score: Raw -24770.893118 + Penalty 1415.757146 = -23355.135972 nChanged 1 SP:Iteration 10Q (1175.897142 sec): 3 clusters Score: Raw -24773.233398 + Penalty 1415.757146 = -23357.476252 nChanged 2 SP:Iteration 11Q (1175.981314 sec): 3 clusters Score: Raw -24774.308440 + Penalty 1415.757146 = -23358.551294 nChanged 0 SP:Iteration 12F (1176.066103 sec): 3 clusters Score: Raw -24774.308440 + Penalty 1415.757146 = -23358.551294 nChanged 0 Trying to split cluster 12 (3026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1176.127766 sec): 2 clusters Score: Raw -142387.353073 + Penalty 841.574674 = -141545.778399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1176.226633 sec): 3 clusters Score: Raw -140843.065382 + Penalty 1683.149348 = -139159.916035 nChanged 1234 SP:Iteration 1F (1176.263470 sec): 3 clusters Score: Raw -141566.313638 + Penalty 1683.149348 = -139883.164290 nChanged 251 SP:Iteration 2F (1176.300864 sec): 3 clusters Score: Raw -141724.356465 + Penalty 1683.149348 = -140041.207117 nChanged 190 SP:Iteration 3F (1176.338720 sec): 3 clusters Score: Raw -141868.389396 + Penalty 1683.149348 = -140185.240048 nChanged 174 SP:Iteration 4F (1176.376571 sec): 3 clusters Score: Raw -142025.922229 + Penalty 1683.149348 = -140342.772882 nChanged 182 SP:Iteration 5F (1176.405480 sec): 3 clusters Score: Raw -142196.092563 + Penalty 1683.149348 = -140512.943216 nChanged 176 SP:Iteration 6F (1176.433797 sec): 3 clusters Score: Raw -142387.459655 + Penalty 1683.149348 = -140704.310307 nChanged 145 SP:Iteration 7Q (1176.463037 sec): 3 clusters Score: Raw -142577.753886 + Penalty 1683.149348 = -140894.604538 nChanged 125 SP:Iteration 8Q (1176.492217 sec): 3 clusters Score: Raw -142708.112136 + Penalty 1683.149348 = -141024.962788 nChanged 88 SP:Iteration 9Q (1176.521586 sec): 3 clusters Score: Raw -142772.452247 + Penalty 1683.149348 = -141089.302899 nChanged 70 SP:Iteration 10Q (1176.550460 sec): 3 clusters Score: Raw -142817.966142 + Penalty 1683.149348 = -141134.816795 nChanged 56 SP:Iteration 11Q (1176.579499 sec): 3 clusters Score: Raw -142854.162432 + Penalty 1683.149348 = -141171.013085 nChanged 45 SP:Iteration 12Q (1176.608377 sec): 3 clusters Score: Raw -142877.594184 + Penalty 1683.149348 = -141194.444837 nChanged 38 SP:Iteration 13Q (1176.637120 sec): 3 clusters Score: Raw -142895.873150 + Penalty 1683.149348 = -141212.723803 nChanged 36 SP:Iteration 14Q (1176.665864 sec): 3 clusters Score: Raw -142915.370084 + Penalty 1683.149348 = -141232.220736 nChanged 41 SP:Iteration 15Q (1176.694492 sec): 3 clusters Score: Raw -142934.979263 + Penalty 1683.149348 = -141251.829915 nChanged 27 SP:Iteration 16Q (1176.723121 sec): 3 clusters Score: Raw -142951.099672 + Penalty 1683.149348 = -141267.950324 nChanged 24 SP:Iteration 17Q (1176.751865 sec): 3 clusters Score: Raw -142970.383606 + Penalty 1683.149348 = -141287.234258 nChanged 28 SP:Iteration 18Q (1176.780603 sec): 3 clusters Score: Raw -142986.204923 + Penalty 1683.149348 = -141303.055575 nChanged 25 SP:Iteration 19Q (1176.809254 sec): 3 clusters Score: Raw -143003.804990 + Penalty 1683.149348 = -141320.655642 nChanged 24 SP:Iteration 20F (1176.837842 sec): 3 clusters Score: Raw -143019.208785 + Penalty 1683.149348 = -141336.059437 nChanged 23 SP:Iteration 21Q (1176.866647 sec): 3 clusters Score: Raw -143031.054892 + Penalty 1683.149348 = -141347.905544 nChanged 14 SP:Iteration 22Q (1176.976674 sec): 3 clusters Score: Raw -143036.099335 + Penalty 1683.149348 = -141352.949987 nChanged 11 SP:Iteration 23Q (1177.139788 sec): 3 clusters Score: Raw -143041.213682 + Penalty 1683.149348 = -141358.064335 nChanged 13 SP:Iteration 24Q (1177.263143 sec): 3 clusters Score: Raw -143052.082912 + Penalty 1683.149348 = -141368.933564 nChanged 16 SP:Iteration 25Q (1177.363577 sec): 3 clusters Score: Raw -143067.197686 + Penalty 1683.149348 = -141384.048339 nChanged 22 SP:Iteration 26Q (1177.485326 sec): 3 clusters Score: Raw -143080.936855 + Penalty 1683.149348 = -141397.787507 nChanged 22 SP:Iteration 27Q (1177.584107 sec): 3 clusters Score: Raw -143094.519643 + Penalty 1683.149348 = -141411.370295 nChanged 20 SP:Iteration 28Q (1177.700596 sec): 3 clusters Score: Raw -143104.105526 + Penalty 1683.149348 = -141420.956178 nChanged 10 SP:Iteration 29Q (1177.817610 sec): 3 clusters Score: Raw -143106.650202 + Penalty 1683.149348 = -141423.500854 nChanged 7 SP:Iteration 30Q (1177.908455 sec): 3 clusters Score: Raw -143108.757176 + Penalty 1683.149348 = -141425.607828 nChanged 3 SP:Iteration 31Q (1178.025235 sec): 3 clusters Score: Raw -143110.788030 + Penalty 1683.149348 = -141427.638682 nChanged 6 SP:Iteration 32Q (1178.142124 sec): 3 clusters Score: Raw -143115.120765 + Penalty 1683.149348 = -141431.971417 nChanged 7 SP:Iteration 33Q (1178.259854 sec): 3 clusters Score: Raw -143117.984352 + Penalty 1683.149348 = -141434.835004 nChanged 7 SP:Iteration 34Q (1178.376462 sec): 3 clusters Score: Raw -143121.134323 + Penalty 1683.149348 = -141437.984975 nChanged 4 SP:Iteration 35Q (1178.493823 sec): 3 clusters Score: Raw -143122.238506 + Penalty 1683.149348 = -141439.089158 nChanged 4 SP:Iteration 36Q (1178.580933 sec): 3 clusters Score: Raw -143124.532682 + Penalty 1683.149348 = -141441.383335 nChanged 1 SP:Iteration 37Q (1178.697023 sec): 3 clusters Score: Raw -143124.891949 + Penalty 1683.149348 = -141441.742601 nChanged 1 SP:Iteration 38Q (1178.789174 sec): 3 clusters Score: Raw -143125.167549 + Penalty 1683.149348 = -141442.018202 nChanged 0 SP:Iteration 39F (1178.907172 sec): 3 clusters Score: Raw -143125.167549 + Penalty 1683.149348 = -141442.018202 nChanged 0 Trying to split cluster 13 (3744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1178.999027 sec): 2 clusters Score: Raw -176227.666068 + Penalty 863.930533 = -175363.735535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1179.115539 sec): 3 clusters Score: Raw -174231.225325 + Penalty 1727.861066 = -172503.364259 nChanged 1531 SP:Iteration 1F (1179.158431 sec): 3 clusters Score: Raw -175072.833795 + Penalty 1727.861066 = -173344.972729 nChanged 298 SP:Iteration 2F (1179.193128 sec): 3 clusters Score: Raw -175268.303337 + Penalty 1727.861066 = -173540.442271 nChanged 245 SP:Iteration 3F (1179.227508 sec): 3 clusters Score: Raw -175421.916575 + Penalty 1727.861066 = -173694.055509 nChanged 189 SP:Iteration 4F (1179.261954 sec): 3 clusters Score: Raw -175526.036130 + Penalty 1727.861066 = -173798.175064 nChanged 162 SP:Iteration 5Q (1179.297456 sec): 3 clusters Score: Raw -175638.121063 + Penalty 1727.861066 = -173910.259997 nChanged 166 SP:Iteration 6Q (1179.332703 sec): 3 clusters Score: Raw -175747.182227 + Penalty 1727.861066 = -174019.321161 nChanged 166 SP:Iteration 7Q (1179.368069 sec): 3 clusters Score: Raw -175840.294641 + Penalty 1727.861066 = -174112.433575 nChanged 140 SP:Iteration 8Q (1179.403231 sec): 3 clusters Score: Raw -175926.597968 + Penalty 1727.861066 = -174198.736902 nChanged 111 SP:Iteration 9Q (1179.438336 sec): 3 clusters Score: Raw -175989.616655 + Penalty 1727.861066 = -174261.755589 nChanged 93 SP:Iteration 10Q (1179.473277 sec): 3 clusters Score: Raw -176026.647314 + Penalty 1727.861066 = -174298.786248 nChanged 65 SP:Iteration 11Q (1179.586133 sec): 3 clusters Score: Raw -176055.363743 + Penalty 1727.861066 = -174327.502677 nChanged 59 SP:Iteration 12Q (1179.698599 sec): 3 clusters Score: Raw -176075.068973 + Penalty 1727.861066 = -174347.207907 nChanged 40 SP:Iteration 13Q (1179.811288 sec): 3 clusters Score: Raw -176087.827596 + Penalty 1727.861066 = -174359.966531 nChanged 38 SP:Iteration 14Q (1179.929216 sec): 3 clusters Score: Raw -176102.339757 + Penalty 1727.861066 = -174374.478691 nChanged 36 SP:Iteration 15Q (1180.048162 sec): 3 clusters Score: Raw -176114.544056 + Penalty 1727.861066 = -174386.682990 nChanged 23 SP:Iteration 16Q (1180.166422 sec): 3 clusters Score: Raw -176120.412161 + Penalty 1727.861066 = -174392.551095 nChanged 21 SP:Iteration 17Q (1180.201636 sec): 3 clusters Score: Raw -176126.494753 + Penalty 1727.861066 = -174398.633687 nChanged 20 SP:Iteration 18Q (1180.236784 sec): 3 clusters Score: Raw -176132.215216 + Penalty 1727.861066 = -174404.354150 nChanged 21 SP:Iteration 19Q (1180.271888 sec): 3 clusters Score: Raw -176138.860066 + Penalty 1727.861066 = -174410.999000 nChanged 20 SP:Iteration 20F (1180.315812 sec): 3 clusters Score: Raw -176146.201760 + Penalty 1727.861066 = -174418.340694 nChanged 15 SP:Iteration 21Q (1180.350680 sec): 3 clusters Score: Raw -176151.317428 + Penalty 1727.861066 = -174423.456362 nChanged 10 SP:Iteration 22Q (1180.385510 sec): 3 clusters Score: Raw -176153.269060 + Penalty 1727.861066 = -174425.407994 nChanged 5 SP:Iteration 23Q (1180.420323 sec): 3 clusters Score: Raw -176154.826493 + Penalty 1727.861066 = -174426.965428 nChanged 6 SP:Iteration 24Q (1180.455150 sec): 3 clusters Score: Raw -176156.047677 + Penalty 1727.861066 = -174428.186611 nChanged 11 SP:Iteration 25Q (1180.489985 sec): 3 clusters Score: Raw -176158.067900 + Penalty 1727.861066 = -174430.206834 nChanged 7 SP:Iteration 26Q (1180.525013 sec): 3 clusters Score: Raw -176159.037468 + Penalty 1727.861066 = -174431.176402 nChanged 5 SP:Iteration 27Q (1180.560206 sec): 3 clusters Score: Raw -176159.947442 + Penalty 1727.861066 = -174432.086376 nChanged 5 SP:Iteration 28Q (1180.670788 sec): 3 clusters Score: Raw -176160.638440 + Penalty 1727.861066 = -174432.777374 nChanged 3 SP:Iteration 29Q (1180.705740 sec): 3 clusters Score: Raw -176160.956363 + Penalty 1727.861066 = -174433.095298 nChanged 4 SP:Iteration 30Q (1180.740668 sec): 3 clusters Score: Raw -176161.876579 + Penalty 1727.861066 = -174434.015513 nChanged 6 SP:Iteration 31Q (1180.775573 sec): 3 clusters Score: Raw -176162.986130 + Penalty 1727.861066 = -174435.125064 nChanged 4 SP:Iteration 32Q (1180.810635 sec): 3 clusters Score: Raw -176163.356318 + Penalty 1727.861066 = -174435.495253 nChanged 0 SP:Iteration 33F (1180.845026 sec): 3 clusters Score: Raw -176163.356318 + Penalty 1727.861066 = -174435.495253 nChanged 0 Trying to split cluster 14 (3476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1180.881275 sec): 2 clusters Score: Raw -166742.479707 + Penalty 856.131936 = -165886.347770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1180.915679 sec): 3 clusters Score: Raw -164944.391193 + Penalty 1712.263872 = -163232.127320 nChanged 1390 SP:Iteration 1F (1180.948145 sec): 3 clusters Score: Raw -165781.007756 + Penalty 1712.263872 = -164068.743884 nChanged 269 SP:Iteration 2F (1180.981168 sec): 3 clusters Score: Raw -165937.602089 + Penalty 1712.263872 = -164225.338217 nChanged 202 SP:Iteration 3F (1181.014225 sec): 3 clusters Score: Raw -166047.553711 + Penalty 1712.263872 = -164335.289839 nChanged 160 SP:Iteration 4Q (1181.060189 sec): 3 clusters Score: Raw -166114.467709 + Penalty 1712.263872 = -164402.203837 nChanged 120 SP:Iteration 5Q (1181.198483 sec): 3 clusters Score: Raw -166165.342950 + Penalty 1712.263872 = -164453.079078 nChanged 94 SP:Iteration 6Q (1181.261951 sec): 3 clusters Score: Raw -166200.215916 + Penalty 1712.263872 = -164487.952044 nChanged 83 SP:Iteration 7Q (1181.431823 sec): 3 clusters Score: Raw -166235.162419 + Penalty 1712.263872 = -164522.898547 nChanged 78 SP:Iteration 8Q (1181.535087 sec): 3 clusters Score: Raw -166268.471527 + Penalty 1712.263872 = -164556.207655 nChanged 66 SP:Iteration 9Q (1181.695604 sec): 3 clusters Score: Raw -166296.889575 + Penalty 1712.263872 = -164584.625703 nChanged 78 SP:Iteration 10Q (1181.799445 sec): 3 clusters Score: Raw -166333.044548 + Penalty 1712.263872 = -164620.780676 nChanged 68 SP:Iteration 11Q (1181.927783 sec): 3 clusters Score: Raw -166368.142435 + Penalty 1712.263872 = -164655.878563 nChanged 74 SP:Iteration 12Q (1182.027118 sec): 3 clusters Score: Raw -166407.465454 + Penalty 1712.263872 = -164695.201581 nChanged 67 SP:Iteration 13Q (1182.140643 sec): 3 clusters Score: Raw -166449.659244 + Penalty 1712.263872 = -164737.395372 nChanged 72 SP:Iteration 14Q (1182.258500 sec): 3 clusters Score: Raw -166488.463167 + Penalty 1712.263872 = -164776.199295 nChanged 79 SP:Iteration 15Q (1182.377844 sec): 3 clusters Score: Raw -166527.726950 + Penalty 1712.263872 = -164815.463078 nChanged 67 SP:Iteration 16Q (1182.496536 sec): 3 clusters Score: Raw -166567.216688 + Penalty 1712.263872 = -164854.952816 nChanged 58 SP:Iteration 17Q (1182.614786 sec): 3 clusters Score: Raw -166610.151470 + Penalty 1712.263872 = -164897.887597 nChanged 65 SP:Iteration 18Q (1182.734533 sec): 3 clusters Score: Raw -166652.798293 + Penalty 1712.263872 = -164940.534421 nChanged 63 SP:Iteration 19Q (1182.880344 sec): 3 clusters Score: Raw -166708.336659 + Penalty 1712.263872 = -164996.072787 nChanged 52 SP:Iteration 20F (1182.960557 sec): 3 clusters Score: Raw -166739.518767 + Penalty 1712.263872 = -165027.254895 nChanged 38 SP:Iteration 21Q (1183.092368 sec): 3 clusters Score: Raw -166758.088391 + Penalty 1712.263872 = -165045.824519 nChanged 20 SP:Iteration 22Q (1183.161459 sec): 3 clusters Score: Raw -166766.248700 + Penalty 1712.263872 = -165053.984828 nChanged 12 SP:Iteration 23Q (1183.194988 sec): 3 clusters Score: Raw -166770.824334 + Penalty 1712.263872 = -165058.560461 nChanged 18 SP:Iteration 24Q (1183.228629 sec): 3 clusters Score: Raw -166780.271648 + Penalty 1712.263872 = -165068.007776 nChanged 21 SP:Iteration 25Q (1183.262129 sec): 3 clusters Score: Raw -166791.083039 + Penalty 1712.263872 = -165078.819167 nChanged 15 SP:Iteration 26Q (1183.295829 sec): 3 clusters Score: Raw -166802.203054 + Penalty 1712.263872 = -165089.939182 nChanged 19 SP:Iteration 27Q (1183.328394 sec): 3 clusters Score: Raw -166824.262848 + Penalty 1712.263872 = -165111.998976 nChanged 26 SP:Iteration 28Q (1183.386465 sec): 3 clusters Score: Raw -166838.675619 + Penalty 1712.263872 = -165126.411747 nChanged 21 SP:Iteration 29Q (1183.418915 sec): 3 clusters Score: Raw -166851.730049 + Penalty 1712.263872 = -165139.466177 nChanged 15 SP:Iteration 30Q (1183.451191 sec): 3 clusters Score: Raw -166860.665664 + Penalty 1712.263872 = -165148.401792 nChanged 8 SP:Iteration 31Q (1183.483427 sec): 3 clusters Score: Raw -166865.737737 + Penalty 1712.263872 = -165153.473865 nChanged 11 SP:Iteration 32Q (1183.515611 sec): 3 clusters Score: Raw -166874.432419 + Penalty 1712.263872 = -165162.168547 nChanged 11 SP:Iteration 33Q (1183.547831 sec): 3 clusters Score: Raw -166881.211135 + Penalty 1712.263872 = -165168.947263 nChanged 7 SP:Iteration 34Q (1183.579807 sec): 3 clusters Score: Raw -166885.079179 + Penalty 1712.263872 = -165172.815307 nChanged 7 SP:Iteration 35Q (1183.611750 sec): 3 clusters Score: Raw -166888.569675 + Penalty 1712.263872 = -165176.305803 nChanged 8 SP:Iteration 36Q (1183.643692 sec): 3 clusters Score: Raw -166892.208551 + Penalty 1712.263872 = -165179.944679 nChanged 4 SP:Iteration 37Q (1183.675903 sec): 3 clusters Score: Raw -166893.843506 + Penalty 1712.263872 = -165181.579634 nChanged 6 SP:Iteration 38Q (1183.796672 sec): 3 clusters Score: Raw -166897.236220 + Penalty 1712.263872 = -165184.972348 nChanged 5 SP:Iteration 39Q (1183.927982 sec): 3 clusters Score: Raw -166899.147800 + Penalty 1712.263872 = -165186.883928 nChanged 3 SP:Iteration 40F (1184.047111 sec): 3 clusters Score: Raw -166901.470575 + Penalty 1712.263872 = -165189.206703 nChanged 5 SP:Iteration 41Q (1184.165189 sec): 3 clusters Score: Raw -166903.623129 + Penalty 1712.263872 = -165191.359257 nChanged 3 SP:Iteration 42Q (1184.284110 sec): 3 clusters Score: Raw -166904.092656 + Penalty 1712.263872 = -165191.828784 nChanged 1 SP:Iteration 43Q (1184.400938 sec): 3 clusters Score: Raw -166904.295210 + Penalty 1712.263872 = -165192.031338 nChanged 0 SP:Iteration 44F (1184.518432 sec): 3 clusters Score: Raw -166904.295210 + Penalty 1712.263872 = -165192.031338 nChanged 0 Trying to split cluster 15 (499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1184.603731 sec): 2 clusters Score: Raw -23647.791494 + Penalty 652.323640 = -22995.467854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1184.670586 sec): 3 clusters Score: Raw -23542.389719 + Penalty 1304.647280 = -22237.742439 nChanged 140 SP:Iteration 1F (1184.785716 sec): 3 clusters Score: Raw -23712.661861 + Penalty 1304.647280 = -22408.014581 nChanged 40 SP:Iteration 2F (1184.873885 sec): 3 clusters Score: Raw -23758.388893 + Penalty 1304.647280 = -22453.741613 nChanged 16 SP:Iteration 3Q (1184.985371 sec): 3 clusters Score: Raw -23780.577305 + Penalty 1304.647280 = -22475.930025 nChanged 8 SP:Iteration 4Q (1185.096022 sec): 3 clusters Score: Raw -23788.531399 + Penalty 1304.647280 = -22483.884119 nChanged 5 SP:Iteration 5Q (1185.200495 sec): 3 clusters Score: Raw -23790.738910 + Penalty 1304.647280 = -22486.091630 nChanged 1 SP:Iteration 6Q (1185.208250 sec): 3 clusters Score: Raw -23791.136364 + Penalty 1304.647280 = -22486.489084 nChanged 1 SP:Iteration 7Q (1185.215804 sec): 3 clusters Score: Raw -23792.483142 + Penalty 1304.647280 = -22487.835862 nChanged 1 SP:Iteration 8Q (1185.223329 sec): 3 clusters Score: Raw -23793.443969 + Penalty 1304.647280 = -22488.796689 nChanged 2 SP:Iteration 9Q (1185.230878 sec): 3 clusters Score: Raw -23795.898774 + Penalty 1304.647280 = -22491.251494 nChanged 0 SP:Iteration 10F (1185.238351 sec): 3 clusters Score: Raw -23795.898774 + Penalty 1304.647280 = -22491.251494 nChanged 0 Trying to split cluster 16 (1224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1185.270084 sec): 2 clusters Score: Raw -59107.398456 + Penalty 746.537344 = -58360.861113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1185.284393 sec): 3 clusters Score: Raw -58581.569482 + Penalty 1493.074687 = -57088.494794 nChanged 430 SP:Iteration 1F (1185.298027 sec): 3 clusters Score: Raw -58891.578002 + Penalty 1493.074687 = -57398.503315 nChanged 107 SP:Iteration 2F (1185.311600 sec): 3 clusters Score: Raw -59001.018815 + Penalty 1493.074687 = -57507.944128 nChanged 83 SP:Iteration 3F (1185.325136 sec): 3 clusters Score: Raw -59078.109604 + Penalty 1493.074687 = -57585.034917 nChanged 62 SP:Iteration 4F (1185.338678 sec): 3 clusters Score: Raw -59141.991589 + Penalty 1493.074687 = -57648.916902 nChanged 55 SP:Iteration 5Q (1185.352497 sec): 3 clusters Score: Raw -59190.459791 + Penalty 1493.074687 = -57697.385104 nChanged 41 SP:Iteration 6Q (1185.366418 sec): 3 clusters Score: Raw -59221.865309 + Penalty 1493.074687 = -57728.790622 nChanged 35 SP:Iteration 7Q (1185.380291 sec): 3 clusters Score: Raw -59252.772323 + Penalty 1493.074687 = -57759.697636 nChanged 25 SP:Iteration 8Q (1185.394238 sec): 3 clusters Score: Raw -59273.948635 + Penalty 1493.074687 = -57780.873947 nChanged 17 SP:Iteration 9Q (1185.408019 sec): 3 clusters Score: Raw -59287.488654 + Penalty 1493.074687 = -57794.413966 nChanged 12 SP:Iteration 10Q (1185.421937 sec): 3 clusters Score: Raw -59296.121592 + Penalty 1493.074687 = -57803.046904 nChanged 12 SP:Iteration 11Q (1185.536449 sec): 3 clusters Score: Raw -59304.976604 + Penalty 1493.074687 = -57811.901916 nChanged 7 SP:Iteration 12Q (1185.651526 sec): 3 clusters Score: Raw -59308.925262 + Penalty 1493.074687 = -57815.850575 nChanged 2 SP:Iteration 13Q (1185.767935 sec): 3 clusters Score: Raw -59310.127026 + Penalty 1493.074687 = -57817.052339 nChanged 3 SP:Iteration 14Q (1185.882259 sec): 3 clusters Score: Raw -59311.863149 + Penalty 1493.074687 = -57818.788462 nChanged 3 SP:Iteration 15Q (1185.996499 sec): 3 clusters Score: Raw -59313.333504 + Penalty 1493.074687 = -57820.258817 nChanged 2 SP:Iteration 16Q (1186.110621 sec): 3 clusters Score: Raw -59315.927976 + Penalty 1493.074687 = -57822.853288 nChanged 4 SP:Iteration 17Q (1186.225297 sec): 3 clusters Score: Raw -59318.233549 + Penalty 1493.074687 = -57825.158861 nChanged 3 SP:Iteration 18Q (1186.274537 sec): 3 clusters Score: Raw -59320.528195 + Penalty 1493.074687 = -57827.453508 nChanged 2 SP:Iteration 19Q (1186.288490 sec): 3 clusters Score: Raw -59321.538989 + Penalty 1493.074687 = -57828.464302 nChanged 0 SP:Iteration 20F (1186.302047 sec): 3 clusters Score: Raw -59321.538989 + Penalty 1493.074687 = -57828.464302 nChanged 0 Iteration 99Q (1186.789478 sec): 17 clusters Score: Raw -1492783.173180 + Penalty 17553.304795 = -1475229.868384 nChanged 40 Iteration 100F (1187.859012 sec): 17 clusters Score: Raw -1492809.257485 + Penalty 17553.304795 = -1475255.952690 nChanged 45 Iteration 101Q (1188.307780 sec): 17 clusters Score: Raw -1492857.344274 + Penalty 17553.304795 = -1475304.039479 nChanged 56 Iteration 102Q (1188.786044 sec): 17 clusters Score: Raw -1492896.484879 + Penalty 17553.304795 = -1475343.180084 nChanged 59 Iteration 103Q (1189.255492 sec): 17 clusters Score: Raw -1492921.375205 + Penalty 17553.304795 = -1475368.070410 nChanged 42 Iteration 104Q (1189.698320 sec): 17 clusters Score: Raw -1492938.037888 + Penalty 17553.304795 = -1475384.733093 nChanged 38 Iteration 105Q (1190.258800 sec): 17 clusters Score: Raw -1492947.292836 + Penalty 17553.304795 = -1475393.988041 nChanged 23 Iteration 106Q (1190.908481 sec): 17 clusters Score: Raw -1492951.835228 + Penalty 17553.304795 = -1475398.530433 nChanged 18 Iteration 107Q (1191.355032 sec): 17 clusters Score: Raw -1492954.654208 + Penalty 17553.304795 = -1475401.349413 nChanged 10 Iteration 108Q (1191.791973 sec): 17 clusters Score: Raw -1492956.306828 + Penalty 17553.304795 = -1475403.002032 nChanged 11 Iteration 109Q (1192.333817 sec): 17 clusters Score: Raw -1492958.047896 + Penalty 17553.304795 = -1475404.743101 nChanged 11 Iteration 110Q (1192.972841 sec): 17 clusters Score: Raw -1492960.087082 + Penalty 17553.304795 = -1475406.782286 nChanged 11 Iteration 111Q (1193.492504 sec): 17 clusters Score: Raw -1492962.013092 + Penalty 17553.304795 = -1475408.708296 nChanged 7 Iteration 112Q (1193.901266 sec): 17 clusters Score: Raw -1492963.062859 + Penalty 17553.304795 = -1475409.758063 nChanged 4 Iteration 113Q (1194.349395 sec): 17 clusters Score: Raw -1492963.833209 + Penalty 17553.304795 = -1475410.528413 nChanged 7 Iteration 114Q (1194.786515 sec): 17 clusters Score: Raw -1492965.140434 + Penalty 17553.304795 = -1475411.835638 nChanged 10 Iteration 115Q (1195.223709 sec): 17 clusters Score: Raw -1492967.804985 + Penalty 17553.304795 = -1475414.500189 nChanged 16 Iteration 116Q (1195.659921 sec): 17 clusters Score: Raw -1492972.467323 + Penalty 17553.304795 = -1475419.162527 nChanged 19 Iteration 117Q (1196.097874 sec): 17 clusters Score: Raw -1492976.623466 + Penalty 17553.304795 = -1475423.318671 nChanged 15 Iteration 118Q (1196.536271 sec): 17 clusters Score: Raw -1492979.375061 + Penalty 17553.304795 = -1475426.070265 nChanged 16 Iteration 119Q (1196.975304 sec): 17 clusters Score: Raw -1492984.063315 + Penalty 17553.304795 = -1475430.758519 nChanged 18 Iteration 120F (1198.505602 sec): 17 clusters Score: Raw -1492987.537327 + Penalty 17553.304795 = -1475434.232531 nChanged 12 Iteration 121Q (1199.288103 sec): 17 clusters Score: Raw -1492989.914903 + Penalty 17553.304795 = -1475436.610108 nChanged 15 Iteration 122Q (1199.799751 sec): 17 clusters Score: Raw -1492993.286155 + Penalty 17553.304795 = -1475439.981360 nChanged 15 Iteration 123Q (1200.558037 sec): 17 clusters Score: Raw -1492996.666133 + Penalty 17553.304795 = -1475443.361338 nChanged 17 Iteration 124Q (1200.999518 sec): 17 clusters Score: Raw -1493000.545754 + Penalty 17553.304795 = -1475447.240958 nChanged 9 Iteration 125Q (1201.443194 sec): 17 clusters Score: Raw -1493002.042418 + Penalty 17553.304795 = -1475448.737622 nChanged 5 Iteration 126Q (1201.881723 sec): 17 clusters Score: Raw -1493003.603028 + Penalty 17553.304795 = -1475450.298232 nChanged 3 Iteration 127Q (1202.336545 sec): 17 clusters Score: Raw -1493004.177509 + Penalty 17553.304795 = -1475450.872714 nChanged 1 Iteration 128Q (1202.774320 sec): 17 clusters Score: Raw -1493004.302257 + Penalty 17553.304795 = -1475450.997462 nChanged 2 Iteration 129Q (1203.215539 sec): 17 clusters Score: Raw -1493004.605460 + Penalty 17553.304795 = -1475451.300665 nChanged 1 Iteration 130Q (1203.656565 sec): 17 clusters Score: Raw -1493004.760646 + Penalty 17553.304795 = -1475451.455851 nChanged 0 Iteration 131F (1204.382095 sec): 17 clusters Score: Raw -1493004.760646 + Penalty 17553.304795 = -1475451.455851 nChanged 0 Compute initial score before splitting: Score: Raw -1493004.760646 + Penalty 17553.304795 = -1475451.455851 Trying to split cluster 1 (1474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1204.413077 sec): 2 clusters Score: Raw -54976.931281 + Penalty 766.052183 = -54210.879098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1204.426663 sec): 3 clusters Score: Raw -54358.850061 + Penalty 1532.104365 = -52826.745696 nChanged 556 SP:Iteration 1F (1204.439491 sec): 3 clusters Score: Raw -54778.169217 + Penalty 1532.104365 = -53246.064852 nChanged 140 SP:Iteration 2F (1204.452342 sec): 3 clusters Score: Raw -54937.360209 + Penalty 1532.104365 = -53405.255843 nChanged 99 SP:Iteration 3F (1204.465174 sec): 3 clusters Score: Raw -55023.840662 + Penalty 1532.104365 = -53491.736297 nChanged 51 SP:Iteration 4Q (1204.480944 sec): 3 clusters Score: Raw -55060.461487 + Penalty 1532.104365 = -53528.357122 nChanged 38 SP:Iteration 5Q (1204.496996 sec): 3 clusters Score: Raw -55089.988867 + Penalty 1532.104365 = -53557.884502 nChanged 35 SP:Iteration 6Q (1204.512575 sec): 3 clusters Score: Raw -55113.879394 + Penalty 1532.104365 = -53581.775029 nChanged 28 SP:Iteration 7Q (1204.528244 sec): 3 clusters Score: Raw -55131.773228 + Penalty 1532.104365 = -53599.668863 nChanged 19 SP:Iteration 8Q (1204.541233 sec): 3 clusters Score: Raw -55143.335202 + Penalty 1532.104365 = -53611.230836 nChanged 16 SP:Iteration 9Q (1204.554221 sec): 3 clusters Score: Raw -55154.453174 + Penalty 1532.104365 = -53622.348809 nChanged 14 SP:Iteration 10Q (1204.635213 sec): 3 clusters Score: Raw -55169.768682 + Penalty 1532.104365 = -53637.664317 nChanged 17 SP:Iteration 11Q (1204.652997 sec): 3 clusters Score: Raw -55187.641498 + Penalty 1532.104365 = -53655.537133 nChanged 12 SP:Iteration 12Q (1204.665880 sec): 3 clusters Score: Raw -55194.698149 + Penalty 1532.104365 = -53662.593784 nChanged 12 SP:Iteration 13Q (1204.688440 sec): 3 clusters Score: Raw -55201.646181 + Penalty 1532.104365 = -53669.541816 nChanged 10 SP:Iteration 14Q (1204.701121 sec): 3 clusters Score: Raw -55206.901672 + Penalty 1532.104365 = -53674.797307 nChanged 7 SP:Iteration 15Q (1204.714097 sec): 3 clusters Score: Raw -55210.189309 + Penalty 1532.104365 = -53678.084944 nChanged 4 SP:Iteration 16Q (1204.740104 sec): 3 clusters Score: Raw -55211.975550 + Penalty 1532.104365 = -53679.871185 nChanged 3 SP:Iteration 17Q (1204.827791 sec): 3 clusters Score: Raw -55213.649152 + Penalty 1532.104365 = -53681.544787 nChanged 5 SP:Iteration 18Q (1204.929944 sec): 3 clusters Score: Raw -55215.720936 + Penalty 1532.104365 = -53683.616571 nChanged 3 SP:Iteration 19Q (1205.021266 sec): 3 clusters Score: Raw -55217.530259 + Penalty 1532.104365 = -53685.425894 nChanged 4 SP:Iteration 20F (1205.113351 sec): 3 clusters Score: Raw -55220.304928 + Penalty 1532.104365 = -53688.200563 nChanged 2 SP:Iteration 21Q (1205.204589 sec): 3 clusters Score: Raw -55220.861066 + Penalty 1532.104365 = -53688.756701 nChanged 5 SP:Iteration 22Q (1205.296522 sec): 3 clusters Score: Raw -55223.096721 + Penalty 1532.104365 = -53690.992356 nChanged 5 SP:Iteration 23Q (1205.372464 sec): 3 clusters Score: Raw -55225.266430 + Penalty 1532.104365 = -53693.162064 nChanged 3 SP:Iteration 24Q (1205.387248 sec): 3 clusters Score: Raw -55226.508565 + Penalty 1532.104365 = -53694.404199 nChanged 4 SP:Iteration 25Q (1205.401888 sec): 3 clusters Score: Raw -55227.766333 + Penalty 1532.104365 = -53695.661968 nChanged 4 SP:Iteration 26Q (1205.416532 sec): 3 clusters Score: Raw -55229.453027 + Penalty 1532.104365 = -53697.348662 nChanged 2 SP:Iteration 27Q (1205.431276 sec): 3 clusters Score: Raw -55230.066643 + Penalty 1532.104365 = -53697.962278 nChanged 3 SP:Iteration 28Q (1205.445929 sec): 3 clusters Score: Raw -55231.074684 + Penalty 1532.104365 = -53698.970319 nChanged 0 SP:Iteration 29F (1205.460807 sec): 3 clusters Score: Raw -55231.074684 + Penalty 1532.104365 = -53698.970319 nChanged 0 Trying to split cluster 2 (1005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1205.490759 sec): 2 clusters Score: Raw -38012.410912 + Penalty 725.837996 = -37286.572916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1205.502229 sec): 3 clusters Score: Raw -37592.036623 + Penalty 1451.675992 = -36140.360630 nChanged 341 SP:Iteration 1F (1205.513036 sec): 3 clusters Score: Raw -37865.607749 + Penalty 1451.675992 = -36413.931756 nChanged 71 SP:Iteration 2F (1205.523813 sec): 3 clusters Score: Raw -37937.256210 + Penalty 1451.675992 = -36485.580218 nChanged 58 SP:Iteration 3F (1205.534572 sec): 3 clusters Score: Raw -38003.775974 + Penalty 1451.675992 = -36552.099982 nChanged 62 SP:Iteration 4F (1205.545440 sec): 3 clusters Score: Raw -38076.916752 + Penalty 1451.675992 = -36625.240760 nChanged 47 SP:Iteration 5Q (1205.556406 sec): 3 clusters Score: Raw -38133.685605 + Penalty 1451.675992 = -36682.009612 nChanged 41 SP:Iteration 6Q (1205.575646 sec): 3 clusters Score: Raw -38176.623532 + Penalty 1451.675992 = -36724.947540 nChanged 26 SP:Iteration 7Q (1205.586438 sec): 3 clusters Score: Raw -38205.105239 + Penalty 1451.675992 = -36753.429246 nChanged 21 SP:Iteration 8Q (1205.597308 sec): 3 clusters Score: Raw -38234.173006 + Penalty 1451.675992 = -36782.497013 nChanged 24 SP:Iteration 9Q (1205.608264 sec): 3 clusters Score: Raw -38265.930421 + Penalty 1451.675992 = -36814.254428 nChanged 25 SP:Iteration 10Q (1205.619631 sec): 3 clusters Score: Raw -38291.583575 + Penalty 1451.675992 = -36839.907583 nChanged 19 SP:Iteration 11Q (1205.630779 sec): 3 clusters Score: Raw -38308.915526 + Penalty 1451.675992 = -36857.239534 nChanged 10 SP:Iteration 12Q (1205.641720 sec): 3 clusters Score: Raw -38316.047134 + Penalty 1451.675992 = -36864.371141 nChanged 5 SP:Iteration 13Q (1205.652617 sec): 3 clusters Score: Raw -38319.478503 + Penalty 1451.675992 = -36867.802511 nChanged 3 SP:Iteration 14Q (1205.663480 sec): 3 clusters Score: Raw -38320.908353 + Penalty 1451.675992 = -36869.232361 nChanged 0 SP:Iteration 15F (1205.674352 sec): 3 clusters Score: Raw -38320.908353 + Penalty 1451.675992 = -36869.232361 nChanged 0 Trying to split cluster 3 (1087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1205.698834 sec): 2 clusters Score: Raw -45067.598846 + Penalty 734.073573 = -44333.525272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1205.813926 sec): 3 clusters Score: Raw -44662.526779 + Penalty 1468.147146 = -43194.379633 nChanged 355 SP:Iteration 1F (1205.929143 sec): 3 clusters Score: Raw -45005.293508 + Penalty 1468.147146 = -43537.146361 nChanged 103 SP:Iteration 2F (1206.013797 sec): 3 clusters Score: Raw -45137.786127 + Penalty 1468.147146 = -43669.638981 nChanged 71 SP:Iteration 3F (1206.124342 sec): 3 clusters Score: Raw -45223.085918 + Penalty 1468.147146 = -43754.938771 nChanged 48 SP:Iteration 4Q (1206.219498 sec): 3 clusters Score: Raw -45280.651610 + Penalty 1468.147146 = -43812.504464 nChanged 37 SP:Iteration 5Q (1206.330599 sec): 3 clusters Score: Raw -45334.623292 + Penalty 1468.147146 = -43866.476146 nChanged 36 SP:Iteration 6Q (1206.495866 sec): 3 clusters Score: Raw -45375.657265 + Penalty 1468.147146 = -43907.510118 nChanged 26 SP:Iteration 7Q (1206.608540 sec): 3 clusters Score: Raw -45396.811648 + Penalty 1468.147146 = -43928.664502 nChanged 23 SP:Iteration 8Q (1206.642418 sec): 3 clusters Score: Raw -45417.741339 + Penalty 1468.147146 = -43949.594193 nChanged 16 SP:Iteration 9Q (1206.653764 sec): 3 clusters Score: Raw -45430.004060 + Penalty 1468.147146 = -43961.856914 nChanged 12 SP:Iteration 10Q (1206.663554 sec): 3 clusters Score: Raw -45439.908345 + Penalty 1468.147146 = -43971.761198 nChanged 11 SP:Iteration 11Q (1206.673345 sec): 3 clusters Score: Raw -45448.980998 + Penalty 1468.147146 = -43980.833851 nChanged 12 SP:Iteration 12Q (1206.683305 sec): 3 clusters Score: Raw -45458.918266 + Penalty 1468.147146 = -43990.771119 nChanged 6 SP:Iteration 13Q (1206.693092 sec): 3 clusters Score: Raw -45463.126434 + Penalty 1468.147146 = -43994.979287 nChanged 4 SP:Iteration 14Q (1206.702826 sec): 3 clusters Score: Raw -45464.511115 + Penalty 1468.147146 = -43996.363969 nChanged 2 SP:Iteration 15Q (1206.712748 sec): 3 clusters Score: Raw -45465.300982 + Penalty 1468.147146 = -43997.153836 nChanged 0 SP:Iteration 16F (1206.726235 sec): 3 clusters Score: Raw -45465.300982 + Penalty 1468.147146 = -43997.153836 nChanged 0 Trying to split cluster 4 (2524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1206.760940 sec): 2 clusters Score: Raw -114786.414328 + Penalty 822.528023 = -113963.886305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1206.781364 sec): 3 clusters Score: Raw -113533.311575 + Penalty 1645.056047 = -111888.255528 nChanged 1003 SP:Iteration 1F (1206.800556 sec): 3 clusters Score: Raw -114151.896914 + Penalty 1645.056047 = -112506.840867 nChanged 194 SP:Iteration 2F (1206.823498 sec): 3 clusters Score: Raw -114276.139275 + Penalty 1645.056047 = -112631.083228 nChanged 145 SP:Iteration 3F (1206.843224 sec): 3 clusters Score: Raw -114353.617749 + Penalty 1645.056047 = -112708.561702 nChanged 101 SP:Iteration 4Q (1206.863494 sec): 3 clusters Score: Raw -114402.863704 + Penalty 1645.056047 = -112757.807657 nChanged 77 SP:Iteration 5Q (1206.883607 sec): 3 clusters Score: Raw -114439.844907 + Penalty 1645.056047 = -112794.788861 nChanged 68 SP:Iteration 6Q (1206.903677 sec): 3 clusters Score: Raw -114468.763405 + Penalty 1645.056047 = -112823.707358 nChanged 53 SP:Iteration 7Q (1206.923621 sec): 3 clusters Score: Raw -114489.451716 + Penalty 1645.056047 = -112844.395669 nChanged 44 SP:Iteration 8Q (1206.943764 sec): 3 clusters Score: Raw -114503.606615 + Penalty 1645.056047 = -112858.550568 nChanged 26 SP:Iteration 9Q (1206.963760 sec): 3 clusters Score: Raw -114513.398080 + Penalty 1645.056047 = -112868.342033 nChanged 26 SP:Iteration 10Q (1206.983718 sec): 3 clusters Score: Raw -114520.220953 + Penalty 1645.056047 = -112875.164906 nChanged 24 SP:Iteration 11Q (1207.003768 sec): 3 clusters Score: Raw -114528.203449 + Penalty 1645.056047 = -112883.147402 nChanged 24 SP:Iteration 12Q (1207.023260 sec): 3 clusters Score: Raw -114539.592048 + Penalty 1645.056047 = -112894.536001 nChanged 22 SP:Iteration 13Q (1207.128557 sec): 3 clusters Score: Raw -114548.649587 + Penalty 1645.056047 = -112903.593540 nChanged 19 SP:Iteration 14Q (1207.207057 sec): 3 clusters Score: Raw -114555.937231 + Penalty 1645.056047 = -112910.881184 nChanged 23 SP:Iteration 15Q (1207.302670 sec): 3 clusters Score: Raw -114564.020987 + Penalty 1645.056047 = -112918.964940 nChanged 19 SP:Iteration 16Q (1207.387161 sec): 3 clusters Score: Raw -114572.600602 + Penalty 1645.056047 = -112927.544555 nChanged 22 SP:Iteration 17Q (1207.482425 sec): 3 clusters Score: Raw -114579.667867 + Penalty 1645.056047 = -112934.611820 nChanged 15 SP:Iteration 18Q (1207.566002 sec): 3 clusters Score: Raw -114586.430824 + Penalty 1645.056047 = -112941.374777 nChanged 23 SP:Iteration 19Q (1207.658312 sec): 3 clusters Score: Raw -114594.066312 + Penalty 1645.056047 = -112949.010265 nChanged 27 SP:Iteration 20F (1207.742419 sec): 3 clusters Score: Raw -114605.754977 + Penalty 1645.056047 = -112960.698930 nChanged 34 SP:Iteration 21Q (1207.765026 sec): 3 clusters Score: Raw -114620.320225 + Penalty 1645.056047 = -112975.264178 nChanged 34 SP:Iteration 22Q (1207.788279 sec): 3 clusters Score: Raw -114638.080231 + Penalty 1645.056047 = -112993.024184 nChanged 45 SP:Iteration 23Q (1207.811278 sec): 3 clusters Score: Raw -114665.454420 + Penalty 1645.056047 = -113020.398373 nChanged 46 SP:Iteration 24Q (1207.835067 sec): 3 clusters Score: Raw -114688.572326 + Penalty 1645.056047 = -113043.516279 nChanged 40 SP:Iteration 25Q (1207.858532 sec): 3 clusters Score: Raw -114705.943497 + Penalty 1645.056047 = -113060.887450 nChanged 38 SP:Iteration 26Q (1207.881733 sec): 3 clusters Score: Raw -114728.279315 + Penalty 1645.056047 = -113083.223268 nChanged 40 SP:Iteration 27Q (1207.904968 sec): 3 clusters Score: Raw -114746.171137 + Penalty 1645.056047 = -113101.115090 nChanged 38 SP:Iteration 28Q (1207.928139 sec): 3 clusters Score: Raw -114762.003610 + Penalty 1645.056047 = -113116.947563 nChanged 34 SP:Iteration 29Q (1207.951362 sec): 3 clusters Score: Raw -114780.806495 + Penalty 1645.056047 = -113135.750448 nChanged 39 SP:Iteration 30Q (1207.974634 sec): 3 clusters Score: Raw -114798.494414 + Penalty 1645.056047 = -113153.438367 nChanged 27 SP:Iteration 31Q (1207.997831 sec): 3 clusters Score: Raw -114807.673662 + Penalty 1645.056047 = -113162.617615 nChanged 26 SP:Iteration 32Q (1208.021410 sec): 3 clusters Score: Raw -114816.900205 + Penalty 1645.056047 = -113171.844158 nChanged 21 SP:Iteration 33Q (1208.044683 sec): 3 clusters Score: Raw -114828.235087 + Penalty 1645.056047 = -113183.179040 nChanged 23 SP:Iteration 34Q (1208.067840 sec): 3 clusters Score: Raw -114836.703082 + Penalty 1645.056047 = -113191.647035 nChanged 12 SP:Iteration 35Q (1208.091281 sec): 3 clusters Score: Raw -114840.464786 + Penalty 1645.056047 = -113195.408739 nChanged 10 SP:Iteration 36Q (1208.114482 sec): 3 clusters Score: Raw -114843.233568 + Penalty 1645.056047 = -113198.177521 nChanged 8 SP:Iteration 37Q (1208.139222 sec): 3 clusters Score: Raw -114845.807458 + Penalty 1645.056047 = -113200.751411 nChanged 9 SP:Iteration 38Q (1208.162429 sec): 3 clusters Score: Raw -114847.989453 + Penalty 1645.056047 = -113202.933406 nChanged 6 SP:Iteration 39Q (1208.186386 sec): 3 clusters Score: Raw -114849.340742 + Penalty 1645.056047 = -113204.284695 nChanged 13 SP:Iteration 40F (1208.209253 sec): 3 clusters Score: Raw -114852.406020 + Penalty 1645.056047 = -113207.349973 nChanged 10 SP:Iteration 41Q (1208.232423 sec): 3 clusters Score: Raw -114856.398722 + Penalty 1645.056047 = -113211.342675 nChanged 10 SP:Iteration 42Q (1208.255620 sec): 3 clusters Score: Raw -114858.895166 + Penalty 1645.056047 = -113213.839119 nChanged 9 SP:Iteration 43Q (1208.278917 sec): 3 clusters Score: Raw -114861.538233 + Penalty 1645.056047 = -113216.482186 nChanged 7 SP:Iteration 44Q (1208.382763 sec): 3 clusters Score: Raw -114864.103807 + Penalty 1645.056047 = -113219.047760 nChanged 8 SP:Iteration 45Q (1208.476983 sec): 3 clusters Score: Raw -114866.072895 + Penalty 1645.056047 = -113221.016848 nChanged 8 SP:Iteration 46Q (1208.590707 sec): 3 clusters Score: Raw -114867.816499 + Penalty 1645.056047 = -113222.760452 nChanged 5 SP:Iteration 47Q (1208.705936 sec): 3 clusters Score: Raw -114869.086817 + Penalty 1645.056047 = -113224.030770 nChanged 5 SP:Iteration 48Q (1208.812732 sec): 3 clusters Score: Raw -114870.265610 + Penalty 1645.056047 = -113225.209563 nChanged 5 SP:Iteration 49Q (1208.920905 sec): 3 clusters Score: Raw -114870.821705 + Penalty 1645.056047 = -113225.765658 nChanged 2 SP:Iteration 50Q (1208.986828 sec): 3 clusters Score: Raw -114871.092887 + Penalty 1645.056047 = -113226.036840 nChanged 0 SP:Iteration 51F (1209.010759 sec): 3 clusters Score: Raw -114871.092887 + Penalty 1645.056047 = -113226.036840 nChanged 0 Trying to split cluster 5 (3080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1209.046036 sec): 2 clusters Score: Raw -151016.230077 + Penalty 843.431912 = -150172.798165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1209.074977 sec): 3 clusters Score: Raw -149402.794046 + Penalty 1686.863824 = -147715.930223 nChanged 1300 SP:Iteration 1F (1209.103017 sec): 3 clusters Score: Raw -150189.560502 + Penalty 1686.863824 = -148502.696678 nChanged 283 SP:Iteration 2F (1209.131046 sec): 3 clusters Score: Raw -150421.998545 + Penalty 1686.863824 = -148735.134721 nChanged 225 SP:Iteration 3F (1209.159048 sec): 3 clusters Score: Raw -150592.780144 + Penalty 1686.863824 = -148905.916321 nChanged 181 SP:Iteration 4F (1209.187076 sec): 3 clusters Score: Raw -150708.399773 + Penalty 1686.863824 = -149021.535949 nChanged 146 SP:Iteration 5Q (1209.215705 sec): 3 clusters Score: Raw -150788.112990 + Penalty 1686.863824 = -149101.249167 nChanged 96 SP:Iteration 6Q (1209.244204 sec): 3 clusters Score: Raw -150833.172521 + Penalty 1686.863824 = -149146.308697 nChanged 84 SP:Iteration 7Q (1209.272392 sec): 3 clusters Score: Raw -150870.206948 + Penalty 1686.863824 = -149183.343124 nChanged 57 SP:Iteration 8Q (1209.299825 sec): 3 clusters Score: Raw -150890.916846 + Penalty 1686.863824 = -149204.053022 nChanged 45 SP:Iteration 9Q (1209.327082 sec): 3 clusters Score: Raw -150912.001842 + Penalty 1686.863824 = -149225.138018 nChanged 51 SP:Iteration 10Q (1209.354667 sec): 3 clusters Score: Raw -150935.768107 + Penalty 1686.863824 = -149248.904283 nChanged 45 SP:Iteration 11Q (1209.381949 sec): 3 clusters Score: Raw -150953.159232 + Penalty 1686.863824 = -149266.295408 nChanged 40 SP:Iteration 12Q (1209.409226 sec): 3 clusters Score: Raw -150974.157122 + Penalty 1686.863824 = -149287.293298 nChanged 37 SP:Iteration 13Q (1209.436398 sec): 3 clusters Score: Raw -150989.922713 + Penalty 1686.863824 = -149303.058889 nChanged 24 SP:Iteration 14Q (1209.463782 sec): 3 clusters Score: Raw -151000.644896 + Penalty 1686.863824 = -149313.781072 nChanged 23 SP:Iteration 15Q (1209.491184 sec): 3 clusters Score: Raw -151012.119090 + Penalty 1686.863824 = -149325.255266 nChanged 20 SP:Iteration 16Q (1209.518396 sec): 3 clusters Score: Raw -151020.853840 + Penalty 1686.863824 = -149333.990016 nChanged 24 SP:Iteration 17Q (1209.545894 sec): 3 clusters Score: Raw -151029.850676 + Penalty 1686.863824 = -149342.986852 nChanged 24 SP:Iteration 18Q (1209.573109 sec): 3 clusters Score: Raw -151039.075833 + Penalty 1686.863824 = -149352.212009 nChanged 21 SP:Iteration 19Q (1209.600349 sec): 3 clusters Score: Raw -151047.923700 + Penalty 1686.863824 = -149361.059876 nChanged 16 SP:Iteration 20F (1209.626953 sec): 3 clusters Score: Raw -151054.255517 + Penalty 1686.863824 = -149367.391693 nChanged 15 SP:Iteration 21Q (1209.654170 sec): 3 clusters Score: Raw -151059.368697 + Penalty 1686.863824 = -149372.504873 nChanged 14 SP:Iteration 22Q (1209.758169 sec): 3 clusters Score: Raw -151065.077075 + Penalty 1686.863824 = -149378.213251 nChanged 12 SP:Iteration 23Q (1209.852076 sec): 3 clusters Score: Raw -151071.584948 + Penalty 1686.863824 = -149384.721125 nChanged 12 SP:Iteration 24Q (1209.975119 sec): 3 clusters Score: Raw -151076.525615 + Penalty 1686.863824 = -149389.661791 nChanged 10 SP:Iteration 25Q (1210.083175 sec): 3 clusters Score: Raw -151080.760852 + Penalty 1686.863824 = -149393.897028 nChanged 8 SP:Iteration 26Q (1210.195949 sec): 3 clusters Score: Raw -151083.074222 + Penalty 1686.863824 = -149396.210398 nChanged 8 SP:Iteration 27Q (1210.316270 sec): 3 clusters Score: Raw -151085.403976 + Penalty 1686.863824 = -149398.540152 nChanged 9 SP:Iteration 28Q (1210.374544 sec): 3 clusters Score: Raw -151088.177887 + Penalty 1686.863824 = -149401.314063 nChanged 7 SP:Iteration 29Q (1210.401942 sec): 3 clusters Score: Raw -151091.827395 + Penalty 1686.863824 = -149404.963571 nChanged 10 SP:Iteration 30Q (1210.429326 sec): 3 clusters Score: Raw -151094.619686 + Penalty 1686.863824 = -149407.755862 nChanged 7 SP:Iteration 31Q (1210.456680 sec): 3 clusters Score: Raw -151096.759498 + Penalty 1686.863824 = -149409.895674 nChanged 5 SP:Iteration 32Q (1210.483945 sec): 3 clusters Score: Raw -151098.942129 + Penalty 1686.863824 = -149412.078305 nChanged 9 SP:Iteration 33Q (1210.511201 sec): 3 clusters Score: Raw -151103.237952 + Penalty 1686.863824 = -149416.374128 nChanged 6 SP:Iteration 34Q (1210.538343 sec): 3 clusters Score: Raw -151107.302487 + Penalty 1686.863824 = -149420.438663 nChanged 8 SP:Iteration 35Q (1210.565502 sec): 3 clusters Score: Raw -151112.346737 + Penalty 1686.863824 = -149425.482913 nChanged 13 SP:Iteration 36Q (1210.592569 sec): 3 clusters Score: Raw -151119.668766 + Penalty 1686.863824 = -149432.804942 nChanged 5 SP:Iteration 37Q (1210.619622 sec): 3 clusters Score: Raw -151122.310608 + Penalty 1686.863824 = -149435.446784 nChanged 7 SP:Iteration 38Q (1210.646707 sec): 3 clusters Score: Raw -151126.994539 + Penalty 1686.863824 = -149440.130715 nChanged 8 SP:Iteration 39Q (1210.673601 sec): 3 clusters Score: Raw -151132.836928 + Penalty 1686.863824 = -149445.973104 nChanged 9 SP:Iteration 40F (1210.700326 sec): 3 clusters Score: Raw -151138.624164 + Penalty 1686.863824 = -149451.760340 nChanged 11 SP:Iteration 41Q (1210.727293 sec): 3 clusters Score: Raw -151145.874655 + Penalty 1686.863824 = -149459.010832 nChanged 6 SP:Iteration 42Q (1210.754407 sec): 3 clusters Score: Raw -151148.182652 + Penalty 1686.863824 = -149461.318828 nChanged 1 SP:Iteration 43Q (1210.781463 sec): 3 clusters Score: Raw -151148.725921 + Penalty 1686.863824 = -149461.862097 nChanged 1 SP:Iteration 44Q (1210.808547 sec): 3 clusters Score: Raw -151149.070967 + Penalty 1686.863824 = -149462.207143 nChanged 0 SP:Iteration 45F (1210.835147 sec): 3 clusters Score: Raw -151149.070967 + Penalty 1686.863824 = -149462.207143 nChanged 0 Trying to split cluster 6 (901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1210.866013 sec): 2 clusters Score: Raw -25874.355251 + Penalty 714.368052 = -25159.987199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1210.876751 sec): 3 clusters Score: Raw -25562.065251 + Penalty 1428.736104 = -24133.329147 nChanged 310 SP:Iteration 1F (1210.886821 sec): 3 clusters Score: Raw -25861.175175 + Penalty 1428.736104 = -24432.439071 nChanged 82 SP:Iteration 2F (1210.896838 sec): 3 clusters Score: Raw -25948.968779 + Penalty 1428.736104 = -24520.232675 nChanged 47 SP:Iteration 3F (1210.906825 sec): 3 clusters Score: Raw -26000.418271 + Penalty 1428.736104 = -24571.682167 nChanged 35 SP:Iteration 4Q (1210.916908 sec): 3 clusters Score: Raw -26031.656948 + Penalty 1428.736104 = -24602.920844 nChanged 16 SP:Iteration 5Q (1210.927180 sec): 3 clusters Score: Raw -26045.993834 + Penalty 1428.736104 = -24617.257730 nChanged 12 SP:Iteration 6Q (1211.043804 sec): 3 clusters Score: Raw -26052.146676 + Penalty 1428.736104 = -24623.410572 nChanged 11 SP:Iteration 7Q (1211.161031 sec): 3 clusters Score: Raw -26061.858707 + Penalty 1428.736104 = -24633.122603 nChanged 11 SP:Iteration 8Q (1211.273171 sec): 3 clusters Score: Raw -26071.919277 + Penalty 1428.736104 = -24643.183173 nChanged 11 SP:Iteration 9Q (1211.385089 sec): 3 clusters Score: Raw -26077.716919 + Penalty 1428.736104 = -24648.980815 nChanged 12 SP:Iteration 10Q (1211.501960 sec): 3 clusters Score: Raw -26090.126091 + Penalty 1428.736104 = -24661.389987 nChanged 12 SP:Iteration 11Q (1211.590902 sec): 3 clusters Score: Raw -26098.336476 + Penalty 1428.736104 = -24669.600372 nChanged 11 SP:Iteration 12Q (1211.647302 sec): 3 clusters Score: Raw -26107.269898 + Penalty 1428.736104 = -24678.533794 nChanged 9 SP:Iteration 13Q (1211.657538 sec): 3 clusters Score: Raw -26117.327580 + Penalty 1428.736104 = -24688.591476 nChanged 7 SP:Iteration 14Q (1211.667663 sec): 3 clusters Score: Raw -26121.565462 + Penalty 1428.736104 = -24692.829357 nChanged 3 SP:Iteration 15Q (1211.677659 sec): 3 clusters Score: Raw -26125.515117 + Penalty 1428.736104 = -24696.779013 nChanged 5 SP:Iteration 16Q (1211.687751 sec): 3 clusters Score: Raw -26128.246796 + Penalty 1428.736104 = -24699.510692 nChanged 4 SP:Iteration 17Q (1211.697866 sec): 3 clusters Score: Raw -26130.951100 + Penalty 1428.736104 = -24702.214995 nChanged 2 SP:Iteration 18Q (1211.707922 sec): 3 clusters Score: Raw -26133.884598 + Penalty 1428.736104 = -24705.148494 nChanged 1 SP:Iteration 19Q (1211.718089 sec): 3 clusters Score: Raw -26134.853064 + Penalty 1428.736104 = -24706.116959 nChanged 0 SP:Iteration 20F (1211.728177 sec): 3 clusters Score: Raw -26134.853064 + Penalty 1428.736104 = -24706.116959 nChanged 0 Trying to split cluster 7 (2274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1211.763141 sec): 2 clusters Score: Raw -105650.534859 + Penalty 811.576046 = -104838.958813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1211.785696 sec): 3 clusters Score: Raw -104542.177608 + Penalty 1623.152092 = -102919.025517 nChanged 897 SP:Iteration 1F (1211.806724 sec): 3 clusters Score: Raw -105143.149380 + Penalty 1623.152092 = -103519.997288 nChanged 198 SP:Iteration 2F (1211.955559 sec): 3 clusters Score: Raw -105282.866176 + Penalty 1623.152092 = -103659.714084 nChanged 123 SP:Iteration 3F (1212.061185 sec): 3 clusters Score: Raw -105355.336715 + Penalty 1623.152092 = -103732.184624 nChanged 93 SP:Iteration 4Q (1212.154613 sec): 3 clusters Score: Raw -105417.292976 + Penalty 1623.152092 = -103794.140884 nChanged 81 SP:Iteration 5Q (1212.259022 sec): 3 clusters Score: Raw -105466.577905 + Penalty 1623.152092 = -103843.425813 nChanged 68 SP:Iteration 6Q (1212.360381 sec): 3 clusters Score: Raw -105508.364614 + Penalty 1623.152092 = -103885.212522 nChanged 69 SP:Iteration 7Q (1212.468243 sec): 3 clusters Score: Raw -105547.502800 + Penalty 1623.152092 = -103924.350708 nChanged 45 SP:Iteration 8Q (1212.576255 sec): 3 clusters Score: Raw -105576.580731 + Penalty 1623.152092 = -103953.428639 nChanged 36 SP:Iteration 9Q (1212.677408 sec): 3 clusters Score: Raw -105598.759039 + Penalty 1623.152092 = -103975.606948 nChanged 25 SP:Iteration 10Q (1212.782957 sec): 3 clusters Score: Raw -105612.259887 + Penalty 1623.152092 = -103989.107796 nChanged 24 SP:Iteration 11Q (1212.889446 sec): 3 clusters Score: Raw -105628.729871 + Penalty 1623.152092 = -104005.577779 nChanged 21 SP:Iteration 12Q (1212.997278 sec): 3 clusters Score: Raw -105641.194325 + Penalty 1623.152092 = -104018.042234 nChanged 20 SP:Iteration 13Q (1213.101759 sec): 3 clusters Score: Raw -105657.340888 + Penalty 1623.152092 = -104034.188796 nChanged 21 SP:Iteration 14Q (1213.208696 sec): 3 clusters Score: Raw -105672.652451 + Penalty 1623.152092 = -104049.500359 nChanged 25 SP:Iteration 15Q (1213.327259 sec): 3 clusters Score: Raw -105685.510629 + Penalty 1623.152092 = -104062.358538 nChanged 18 SP:Iteration 16Q (1213.439002 sec): 3 clusters Score: Raw -105695.825741 + Penalty 1623.152092 = -104072.673649 nChanged 14 SP:Iteration 17Q (1213.544650 sec): 3 clusters Score: Raw -105703.942257 + Penalty 1623.152092 = -104080.790166 nChanged 15 SP:Iteration 18Q (1213.644893 sec): 3 clusters Score: Raw -105715.110881 + Penalty 1623.152092 = -104091.958790 nChanged 17 SP:Iteration 19Q (1213.745131 sec): 3 clusters Score: Raw -105721.726830 + Penalty 1623.152092 = -104098.574738 nChanged 14 SP:Iteration 20F (1213.846436 sec): 3 clusters Score: Raw -105730.604499 + Penalty 1623.152092 = -104107.452408 nChanged 18 SP:Iteration 21Q (1213.935143 sec): 3 clusters Score: Raw -105740.140302 + Penalty 1623.152092 = -104116.988210 nChanged 18 SP:Iteration 22Q (1214.042440 sec): 3 clusters Score: Raw -105750.699890 + Penalty 1623.152092 = -104127.547798 nChanged 13 SP:Iteration 23Q (1214.124057 sec): 3 clusters Score: Raw -105759.433696 + Penalty 1623.152092 = -104136.281604 nChanged 11 SP:Iteration 24Q (1214.230183 sec): 3 clusters Score: Raw -105767.375503 + Penalty 1623.152092 = -104144.223411 nChanged 10 SP:Iteration 25Q (1214.327442 sec): 3 clusters Score: Raw -105774.662548 + Penalty 1623.152092 = -104151.510456 nChanged 8 SP:Iteration 26Q (1214.425744 sec): 3 clusters Score: Raw -105777.780043 + Penalty 1623.152092 = -104154.627951 nChanged 6 SP:Iteration 27Q (1214.530678 sec): 3 clusters Score: Raw -105780.485453 + Penalty 1623.152092 = -104157.333361 nChanged 3 SP:Iteration 28Q (1214.637926 sec): 3 clusters Score: Raw -105781.687736 + Penalty 1623.152092 = -104158.535644 nChanged 5 SP:Iteration 29Q (1214.745413 sec): 3 clusters Score: Raw -105784.071922 + Penalty 1623.152092 = -104160.919831 nChanged 5 SP:Iteration 30Q (1214.854397 sec): 3 clusters Score: Raw -105786.140652 + Penalty 1623.152092 = -104162.988561 nChanged 3 SP:Iteration 31Q (1214.964644 sec): 3 clusters Score: Raw -105787.241049 + Penalty 1623.152092 = -104164.088958 nChanged 1 SP:Iteration 32Q (1215.088722 sec): 3 clusters Score: Raw -105787.380686 + Penalty 1623.152092 = -104164.228594 nChanged 0 SP:Iteration 33F (1215.184361 sec): 3 clusters Score: Raw -105787.380686 + Penalty 1623.152092 = -104164.228594 nChanged 0 Trying to split cluster 8 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1215.269877 sec): 2 clusters Score: Raw -33260.279551 + Penalty 688.908220 = -32571.371331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1215.375208 sec): 3 clusters Score: Raw -33007.213275 + Penalty 1377.816440 = -31629.396835 nChanged 215 SP:Iteration 1F (1215.463064 sec): 3 clusters Score: Raw -33179.830366 + Penalty 1377.816440 = -31802.013927 nChanged 43 SP:Iteration 2F (1215.577913 sec): 3 clusters Score: Raw -33213.310142 + Penalty 1377.816440 = -31835.493702 nChanged 24 SP:Iteration 3Q (1215.691278 sec): 3 clusters Score: Raw -33234.676882 + Penalty 1377.816440 = -31856.860442 nChanged 15 SP:Iteration 4Q (1215.804765 sec): 3 clusters Score: Raw -33255.734559 + Penalty 1377.816440 = -31877.918119 nChanged 16 SP:Iteration 5Q (1215.917480 sec): 3 clusters Score: Raw -33270.623642 + Penalty 1377.816440 = -31892.807202 nChanged 10 SP:Iteration 6Q (1216.029925 sec): 3 clusters Score: Raw -33278.481575 + Penalty 1377.816440 = -31900.665135 nChanged 7 SP:Iteration 7Q (1216.143798 sec): 3 clusters Score: Raw -33285.892669 + Penalty 1377.816440 = -31908.076229 nChanged 8 SP:Iteration 8Q (1216.256985 sec): 3 clusters Score: Raw -33292.095009 + Penalty 1377.816440 = -31914.278569 nChanged 5 SP:Iteration 9Q (1216.349538 sec): 3 clusters Score: Raw -33297.082317 + Penalty 1377.816440 = -31919.265877 nChanged 3 SP:Iteration 10Q (1216.463066 sec): 3 clusters Score: Raw -33299.271971 + Penalty 1377.816440 = -31921.455531 nChanged 3 SP:Iteration 11Q (1216.593434 sec): 3 clusters Score: Raw -33303.521601 + Penalty 1377.816440 = -31925.705161 nChanged 4 SP:Iteration 12Q (1216.685382 sec): 3 clusters Score: Raw -33306.030770 + Penalty 1377.816440 = -31928.214330 nChanged 1 SP:Iteration 13Q (1216.798047 sec): 3 clusters Score: Raw -33306.907789 + Penalty 1377.816440 = -31929.091349 nChanged 1 SP:Iteration 14Q (1216.904321 sec): 3 clusters Score: Raw -33307.690128 + Penalty 1377.816440 = -31929.873688 nChanged 0 SP:Iteration 15F (1217.000684 sec): 3 clusters Score: Raw -33307.690128 + Penalty 1377.816440 = -31929.873688 nChanged 0 Trying to split cluster 9 (1611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1217.058967 sec): 2 clusters Score: Raw -75732.729174 + Penalty 775.384090 = -74957.345083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1217.189756 sec): 3 clusters Score: Raw -75044.414199 + Penalty 1550.768180 = -73493.646018 nChanged 597 SP:Iteration 1F (1217.283837 sec): 3 clusters Score: Raw -75438.506066 + Penalty 1550.768180 = -73887.737885 nChanged 123 SP:Iteration 2F (1217.402822 sec): 3 clusters Score: Raw -75528.965519 + Penalty 1550.768180 = -73978.197339 nChanged 71 SP:Iteration 3Q (1217.519265 sec): 3 clusters Score: Raw -75576.421270 + Penalty 1550.768180 = -74025.653089 nChanged 53 SP:Iteration 4Q (1217.619962 sec): 3 clusters Score: Raw -75612.327683 + Penalty 1550.768180 = -74061.559502 nChanged 55 SP:Iteration 5Q (1217.730223 sec): 3 clusters Score: Raw -75652.241990 + Penalty 1550.768180 = -74101.473809 nChanged 54 SP:Iteration 6Q (1217.815147 sec): 3 clusters Score: Raw -75691.385372 + Penalty 1550.768180 = -74140.617191 nChanged 48 SP:Iteration 7Q (1217.922167 sec): 3 clusters Score: Raw -75725.187453 + Penalty 1550.768180 = -74174.419273 nChanged 41 SP:Iteration 8Q (1218.028402 sec): 3 clusters Score: Raw -75753.133930 + Penalty 1550.768180 = -74202.365749 nChanged 32 SP:Iteration 9Q (1218.139303 sec): 3 clusters Score: Raw -75775.678402 + Penalty 1550.768180 = -74224.910222 nChanged 25 SP:Iteration 10Q (1218.239764 sec): 3 clusters Score: Raw -75793.167291 + Penalty 1550.768180 = -74242.399111 nChanged 23 SP:Iteration 11Q (1218.343560 sec): 3 clusters Score: Raw -75807.757675 + Penalty 1550.768180 = -74256.989495 nChanged 23 SP:Iteration 12Q (1218.457185 sec): 3 clusters Score: Raw -75826.241293 + Penalty 1550.768180 = -74275.473113 nChanged 25 SP:Iteration 13Q (1218.570957 sec): 3 clusters Score: Raw -75845.983499 + Penalty 1550.768180 = -74295.215319 nChanged 19 SP:Iteration 14Q (1218.683153 sec): 3 clusters Score: Raw -75860.842296 + Penalty 1550.768180 = -74310.074116 nChanged 22 SP:Iteration 15Q (1218.797683 sec): 3 clusters Score: Raw -75875.724501 + Penalty 1550.768180 = -74324.956321 nChanged 19 SP:Iteration 16Q (1218.912093 sec): 3 clusters Score: Raw -75890.360141 + Penalty 1550.768180 = -74339.591961 nChanged 19 SP:Iteration 17Q (1219.023609 sec): 3 clusters Score: Raw -75904.970691 + Penalty 1550.768180 = -74354.202511 nChanged 16 SP:Iteration 18Q (1219.120694 sec): 3 clusters Score: Raw -75912.314493 + Penalty 1550.768180 = -74361.546312 nChanged 13 SP:Iteration 19Q (1219.202567 sec): 3 clusters Score: Raw -75919.827871 + Penalty 1550.768180 = -74369.059691 nChanged 12 SP:Iteration 20F (1219.294751 sec): 3 clusters Score: Raw -75926.893310 + Penalty 1550.768180 = -74376.125130 nChanged 8 SP:Iteration 21Q (1219.387410 sec): 3 clusters Score: Raw -75932.275407 + Penalty 1550.768180 = -74381.507227 nChanged 11 SP:Iteration 22Q (1219.480028 sec): 3 clusters Score: Raw -75938.278836 + Penalty 1550.768180 = -74387.510656 nChanged 13 SP:Iteration 23Q (1219.572544 sec): 3 clusters Score: Raw -75947.385759 + Penalty 1550.768180 = -74396.617579 nChanged 13 SP:Iteration 24Q (1219.665122 sec): 3 clusters Score: Raw -75954.053886 + Penalty 1550.768180 = -74403.285706 nChanged 5 SP:Iteration 25Q (1219.773678 sec): 3 clusters Score: Raw -75956.932485 + Penalty 1550.768180 = -74406.164305 nChanged 5 SP:Iteration 26Q (1219.933978 sec): 3 clusters Score: Raw -75960.464548 + Penalty 1550.768180 = -74409.696367 nChanged 8 SP:Iteration 27Q (1220.053511 sec): 3 clusters Score: Raw -75964.473996 + Penalty 1550.768180 = -74413.705815 nChanged 2 SP:Iteration 28Q (1220.147678 sec): 3 clusters Score: Raw -75965.203584 + Penalty 1550.768180 = -74414.435404 nChanged 1 SP:Iteration 29Q (1220.237936 sec): 3 clusters Score: Raw -75965.793390 + Penalty 1550.768180 = -74415.025210 nChanged 1 SP:Iteration 30Q (1220.329037 sec): 3 clusters Score: Raw -75967.097757 + Penalty 1550.768180 = -74416.329577 nChanged 2 SP:Iteration 31Q (1220.352139 sec): 3 clusters Score: Raw -75968.265086 + Penalty 1550.768180 = -74417.496905 nChanged 4 SP:Iteration 32Q (1220.369155 sec): 3 clusters Score: Raw -75969.944351 + Penalty 1550.768180 = -74419.176170 nChanged 6 SP:Iteration 33Q (1220.386043 sec): 3 clusters Score: Raw -75972.719935 + Penalty 1550.768180 = -74421.951754 nChanged 10 SP:Iteration 34Q (1220.401821 sec): 3 clusters Score: Raw -75976.822450 + Penalty 1550.768180 = -74426.054269 nChanged 3 SP:Iteration 35Q (1220.417438 sec): 3 clusters Score: Raw -75977.424027 + Penalty 1550.768180 = -74426.655847 nChanged 3 SP:Iteration 36Q (1220.433125 sec): 3 clusters Score: Raw -75977.868804 + Penalty 1550.768180 = -74427.100623 nChanged 0 SP:Iteration 37F (1220.448772 sec): 3 clusters Score: Raw -75977.868804 + Penalty 1550.768180 = -74427.100623 nChanged 0 Trying to split cluster 10 (6841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1220.496806 sec): 2 clusters Score: Raw -337222.082375 + Penalty 927.222366 = -336294.860010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1220.541340 sec): 3 clusters Score: Raw -333312.310519 + Penalty 1854.444732 = -331457.865787 nChanged 2965 SP:Iteration 1F (1220.599070 sec): 3 clusters Score: Raw -334937.087750 + Penalty 1854.444732 = -333082.643018 nChanged 534 SP:Iteration 2F (1220.646788 sec): 3 clusters Score: Raw -335294.433651 + Penalty 1854.444732 = -333439.988919 nChanged 542 SP:Iteration 3F (1220.690614 sec): 3 clusters Score: Raw -335693.943597 + Penalty 1854.444732 = -333839.498866 nChanged 510 SP:Iteration 4F (1220.734575 sec): 3 clusters Score: Raw -336040.731726 + Penalty 1854.444732 = -334186.286994 nChanged 449 SP:Iteration 5F (1220.777854 sec): 3 clusters Score: Raw -336345.338951 + Penalty 1854.444732 = -334490.894220 nChanged 364 SP:Iteration 6F (1220.821885 sec): 3 clusters Score: Raw -336553.737794 + Penalty 1854.444732 = -334699.293062 nChanged 299 SP:Iteration 7Q (1220.873358 sec): 3 clusters Score: Raw -336691.248967 + Penalty 1854.444732 = -334836.804235 nChanged 217 SP:Iteration 8Q (1220.924875 sec): 3 clusters Score: Raw -336773.860483 + Penalty 1854.444732 = -334919.415751 nChanged 148 SP:Iteration 9Q (1220.972698 sec): 3 clusters Score: Raw -336823.099832 + Penalty 1854.444732 = -334968.655100 nChanged 121 SP:Iteration 10Q (1221.019544 sec): 3 clusters Score: Raw -336856.926622 + Penalty 1854.444732 = -335002.481890 nChanged 94 SP:Iteration 11Q (1221.065534 sec): 3 clusters Score: Raw -336884.295079 + Penalty 1854.444732 = -335029.850347 nChanged 71 SP:Iteration 12Q (1221.112211 sec): 3 clusters Score: Raw -336897.812586 + Penalty 1854.444732 = -335043.367854 nChanged 49 SP:Iteration 13Q (1221.163696 sec): 3 clusters Score: Raw -336906.426966 + Penalty 1854.444732 = -335051.982234 nChanged 42 SP:Iteration 14Q (1221.215217 sec): 3 clusters Score: Raw -336915.019499 + Penalty 1854.444732 = -335060.574768 nChanged 42 SP:Iteration 15Q (1221.266669 sec): 3 clusters Score: Raw -336922.561240 + Penalty 1854.444732 = -335068.116508 nChanged 38 SP:Iteration 16Q (1221.314461 sec): 3 clusters Score: Raw -336928.378789 + Penalty 1854.444732 = -335073.934057 nChanged 33 SP:Iteration 17Q (1221.456132 sec): 3 clusters Score: Raw -336933.729598 + Penalty 1854.444732 = -335079.284866 nChanged 24 SP:Iteration 18Q (1221.630368 sec): 3 clusters Score: Raw -336937.085465 + Penalty 1854.444732 = -335082.640733 nChanged 22 SP:Iteration 19Q (1221.763333 sec): 3 clusters Score: Raw -336940.755250 + Penalty 1854.444732 = -335086.310518 nChanged 25 SP:Iteration 20F (1221.864337 sec): 3 clusters Score: Raw -336944.241204 + Penalty 1854.444732 = -335089.796472 nChanged 23 SP:Iteration 21Q (1221.931610 sec): 3 clusters Score: Raw -336947.568866 + Penalty 1854.444732 = -335093.124134 nChanged 19 SP:Iteration 22Q (1221.977822 sec): 3 clusters Score: Raw -336950.502309 + Penalty 1854.444732 = -335096.057577 nChanged 14 SP:Iteration 23Q (1222.024322 sec): 3 clusters Score: Raw -336952.147995 + Penalty 1854.444732 = -335097.703263 nChanged 6 SP:Iteration 24Q (1222.069266 sec): 3 clusters Score: Raw -336952.729893 + Penalty 1854.444732 = -335098.285161 nChanged 6 SP:Iteration 25Q (1222.113460 sec): 3 clusters Score: Raw -336953.460346 + Penalty 1854.444732 = -335099.015614 nChanged 9 SP:Iteration 26Q (1222.157350 sec): 3 clusters Score: Raw -336954.323162 + Penalty 1854.444732 = -335099.878430 nChanged 6 SP:Iteration 27Q (1222.202827 sec): 3 clusters Score: Raw -336955.057137 + Penalty 1854.444732 = -335100.612405 nChanged 11 SP:Iteration 28Q (1222.247012 sec): 3 clusters Score: Raw -336956.237576 + Penalty 1854.444732 = -335101.792844 nChanged 8 SP:Iteration 29Q (1222.290882 sec): 3 clusters Score: Raw -336956.850611 + Penalty 1854.444732 = -335102.405879 nChanged 4 SP:Iteration 30Q (1222.334981 sec): 3 clusters Score: Raw -336957.194530 + Penalty 1854.444732 = -335102.749798 nChanged 3 SP:Iteration 31Q (1222.379129 sec): 3 clusters Score: Raw -336957.466724 + Penalty 1854.444732 = -335103.021992 nChanged 4 SP:Iteration 32Q (1222.423048 sec): 3 clusters Score: Raw -336958.306974 + Penalty 1854.444732 = -335103.862242 nChanged 8 SP:Iteration 33Q (1222.466922 sec): 3 clusters Score: Raw -336959.671735 + Penalty 1854.444732 = -335105.227004 nChanged 6 SP:Iteration 34Q (1222.511047 sec): 3 clusters Score: Raw -336960.713451 + Penalty 1854.444732 = -335106.268719 nChanged 10 SP:Iteration 35Q (1222.555098 sec): 3 clusters Score: Raw -336962.005098 + Penalty 1854.444732 = -335107.560366 nChanged 9 SP:Iteration 36Q (1222.599167 sec): 3 clusters Score: Raw -336962.753132 + Penalty 1854.444732 = -335108.308400 nChanged 7 SP:Iteration 37Q (1222.643288 sec): 3 clusters Score: Raw -336963.779487 + Penalty 1854.444732 = -335109.334755 nChanged 10 SP:Iteration 38Q (1222.687126 sec): 3 clusters Score: Raw -336964.621036 + Penalty 1854.444732 = -335110.176304 nChanged 4 SP:Iteration 39Q (1222.731061 sec): 3 clusters Score: Raw -336964.817791 + Penalty 1854.444732 = -335110.373059 nChanged 0 SP:Iteration 40F (1222.774146 sec): 3 clusters Score: Raw -336964.817791 + Penalty 1854.444732 = -335110.373059 nChanged 0 Trying to split cluster 11 (829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1222.806222 sec): 2 clusters Score: Raw -23833.939306 + Penalty 705.623116 = -23128.316190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1222.814739 sec): 3 clusters Score: Raw -23593.220135 + Penalty 1411.246233 = -22181.973902 nChanged 273 SP:Iteration 1F (1222.822755 sec): 3 clusters Score: Raw -23850.765683 + Penalty 1411.246233 = -22439.519451 nChanged 75 SP:Iteration 2F (1222.830733 sec): 3 clusters Score: Raw -23939.427212 + Penalty 1411.246233 = -22528.180980 nChanged 52 SP:Iteration 3F (1222.838680 sec): 3 clusters Score: Raw -24008.912322 + Penalty 1411.246233 = -22597.666089 nChanged 40 SP:Iteration 4Q (1222.846794 sec): 3 clusters Score: Raw -24060.927371 + Penalty 1411.246233 = -22649.681139 nChanged 25 SP:Iteration 5Q (1222.951310 sec): 3 clusters Score: Raw -24091.339016 + Penalty 1411.246233 = -22680.092783 nChanged 25 SP:Iteration 6Q (1223.033538 sec): 3 clusters Score: Raw -24132.508035 + Penalty 1411.246233 = -22721.261803 nChanged 26 SP:Iteration 7Q (1223.131254 sec): 3 clusters Score: Raw -24167.242682 + Penalty 1411.246233 = -22755.996450 nChanged 15 SP:Iteration 8Q (1223.228699 sec): 3 clusters Score: Raw -24194.978429 + Penalty 1411.246233 = -22783.732196 nChanged 11 SP:Iteration 9Q (1223.307108 sec): 3 clusters Score: Raw -24208.806950 + Penalty 1411.246233 = -22797.560717 nChanged 13 SP:Iteration 10Q (1223.404635 sec): 3 clusters Score: Raw -24228.906850 + Penalty 1411.246233 = -22817.660618 nChanged 10 SP:Iteration 11Q (1223.479100 sec): 3 clusters Score: Raw -24243.302059 + Penalty 1411.246233 = -22832.055826 nChanged 9 SP:Iteration 12Q (1223.487298 sec): 3 clusters Score: Raw -24249.170116 + Penalty 1411.246233 = -22837.923884 nChanged 2 SP:Iteration 13Q (1223.495317 sec): 3 clusters Score: Raw -24250.027604 + Penalty 1411.246233 = -22838.781371 nChanged 0 SP:Iteration 14F (1223.503254 sec): 3 clusters Score: Raw -24250.027604 + Penalty 1411.246233 = -22838.781371 nChanged 0 Trying to split cluster 12 (3009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1223.539026 sec): 2 clusters Score: Raw -141629.605358 + Penalty 840.983123 = -140788.622235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1223.562612 sec): 3 clusters Score: Raw -140103.999945 + Penalty 1681.966246 = -138422.033699 nChanged 1183 SP:Iteration 1F (1223.584724 sec): 3 clusters Score: Raw -140771.992924 + Penalty 1681.966246 = -139090.026678 nChanged 230 SP:Iteration 2F (1223.606658 sec): 3 clusters Score: Raw -140942.338071 + Penalty 1681.966246 = -139260.371825 nChanged 221 SP:Iteration 3F (1223.629949 sec): 3 clusters Score: Raw -141123.135493 + Penalty 1681.966246 = -139441.169247 nChanged 200 SP:Iteration 4F (1223.652996 sec): 3 clusters Score: Raw -141319.650742 + Penalty 1681.966246 = -139637.684496 nChanged 166 SP:Iteration 5F (1223.676151 sec): 3 clusters Score: Raw -141466.371373 + Penalty 1681.966246 = -139784.405127 nChanged 125 SP:Iteration 6Q (1223.699798 sec): 3 clusters Score: Raw -141554.727458 + Penalty 1681.966246 = -139872.761212 nChanged 106 SP:Iteration 7Q (1223.723452 sec): 3 clusters Score: Raw -141608.448113 + Penalty 1681.966246 = -139926.481867 nChanged 73 SP:Iteration 8Q (1223.747030 sec): 3 clusters Score: Raw -141661.307038 + Penalty 1681.966246 = -139979.340792 nChanged 77 SP:Iteration 9Q (1223.770462 sec): 3 clusters Score: Raw -141703.103573 + Penalty 1681.966246 = -140021.137327 nChanged 58 SP:Iteration 10Q (1223.793949 sec): 3 clusters Score: Raw -141730.987800 + Penalty 1681.966246 = -140049.021554 nChanged 57 SP:Iteration 11Q (1223.816518 sec): 3 clusters Score: Raw -141762.643301 + Penalty 1681.966246 = -140080.677055 nChanged 56 SP:Iteration 12Q (1223.838859 sec): 3 clusters Score: Raw -141789.443994 + Penalty 1681.966246 = -140107.477748 nChanged 44 SP:Iteration 13Q (1223.860981 sec): 3 clusters Score: Raw -141805.695754 + Penalty 1681.966246 = -140123.729508 nChanged 28 SP:Iteration 14Q (1223.883256 sec): 3 clusters Score: Raw -141816.285091 + Penalty 1681.966246 = -140134.318845 nChanged 22 SP:Iteration 15Q (1223.905333 sec): 3 clusters Score: Raw -141824.807755 + Penalty 1681.966246 = -140142.841509 nChanged 26 SP:Iteration 16Q (1223.927468 sec): 3 clusters Score: Raw -141833.005677 + Penalty 1681.966246 = -140151.039431 nChanged 17 SP:Iteration 17Q (1223.949643 sec): 3 clusters Score: Raw -141838.435576 + Penalty 1681.966246 = -140156.469330 nChanged 17 SP:Iteration 18Q (1223.971813 sec): 3 clusters Score: Raw -141845.279905 + Penalty 1681.966246 = -140163.313659 nChanged 24 SP:Iteration 19Q (1223.993913 sec): 3 clusters Score: Raw -141853.920441 + Penalty 1681.966246 = -140171.954195 nChanged 14 SP:Iteration 20F (1224.116365 sec): 3 clusters Score: Raw -141858.648358 + Penalty 1681.966246 = -140176.682111 nChanged 11 SP:Iteration 21Q (1224.218505 sec): 3 clusters Score: Raw -141861.764722 + Penalty 1681.966246 = -140179.798476 nChanged 9 SP:Iteration 22Q (1224.319044 sec): 3 clusters Score: Raw -141866.187466 + Penalty 1681.966246 = -140184.221220 nChanged 13 SP:Iteration 23Q (1224.420787 sec): 3 clusters Score: Raw -141870.553758 + Penalty 1681.966246 = -140188.587512 nChanged 10 SP:Iteration 24Q (1224.517174 sec): 3 clusters Score: Raw -141873.476489 + Penalty 1681.966246 = -140191.510243 nChanged 8 SP:Iteration 25Q (1224.540127 sec): 3 clusters Score: Raw -141875.360580 + Penalty 1681.966246 = -140193.394334 nChanged 6 SP:Iteration 26Q (1224.562668 sec): 3 clusters Score: Raw -141876.417165 + Penalty 1681.966246 = -140194.450919 nChanged 3 SP:Iteration 27Q (1224.585194 sec): 3 clusters Score: Raw -141877.385222 + Penalty 1681.966246 = -140195.418976 nChanged 3 SP:Iteration 28Q (1224.607655 sec): 3 clusters Score: Raw -141878.417240 + Penalty 1681.966246 = -140196.450994 nChanged 5 SP:Iteration 29Q (1224.630132 sec): 3 clusters Score: Raw -141879.832276 + Penalty 1681.966246 = -140197.866029 nChanged 5 SP:Iteration 30Q (1224.652566 sec): 3 clusters Score: Raw -141880.755956 + Penalty 1681.966246 = -140198.789710 nChanged 3 SP:Iteration 31Q (1224.674491 sec): 3 clusters Score: Raw -141881.453142 + Penalty 1681.966246 = -140199.486896 nChanged 3 SP:Iteration 32Q (1224.696508 sec): 3 clusters Score: Raw -141882.270995 + Penalty 1681.966246 = -140200.304749 nChanged 4 SP:Iteration 33Q (1224.718726 sec): 3 clusters Score: Raw -141883.105115 + Penalty 1681.966246 = -140201.138869 nChanged 4 SP:Iteration 34Q (1224.740815 sec): 3 clusters Score: Raw -141883.615430 + Penalty 1681.966246 = -140201.649184 nChanged 6 SP:Iteration 35Q (1224.762914 sec): 3 clusters Score: Raw -141884.495582 + Penalty 1681.966246 = -140202.529336 nChanged 1 SP:Iteration 36Q (1224.785059 sec): 3 clusters Score: Raw -141884.660009 + Penalty 1681.966246 = -140202.693763 nChanged 0 SP:Iteration 37F (1224.806988 sec): 3 clusters Score: Raw -141884.660009 + Penalty 1681.966246 = -140202.693763 nChanged 0 Trying to split cluster 13 (3720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1224.842819 sec): 2 clusters Score: Raw -175203.727223 + Penalty 863.255289 = -174340.471933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1224.871415 sec): 3 clusters Score: Raw -173162.751184 + Penalty 1726.510579 = -171436.240605 nChanged 1567 SP:Iteration 1F (1224.898299 sec): 3 clusters Score: Raw -174112.785072 + Penalty 1726.510579 = -172386.274493 nChanged 259 SP:Iteration 2F (1224.925082 sec): 3 clusters Score: Raw -174321.407953 + Penalty 1726.510579 = -172594.897375 nChanged 251 SP:Iteration 3F (1224.951795 sec): 3 clusters Score: Raw -174507.089895 + Penalty 1726.510579 = -172780.579316 nChanged 228 SP:Iteration 4F (1224.978524 sec): 3 clusters Score: Raw -174672.079608 + Penalty 1726.510579 = -172945.569029 nChanged 196 SP:Iteration 5F (1225.005457 sec): 3 clusters Score: Raw -174814.261955 + Penalty 1726.510579 = -173087.751376 nChanged 184 SP:Iteration 6Q (1225.034270 sec): 3 clusters Score: Raw -174950.493301 + Penalty 1726.510579 = -173223.982722 nChanged 153 SP:Iteration 7Q (1225.063111 sec): 3 clusters Score: Raw -175040.219272 + Penalty 1726.510579 = -173313.708693 nChanged 93 SP:Iteration 8Q (1225.091671 sec): 3 clusters Score: Raw -175085.843898 + Penalty 1726.510579 = -173359.333319 nChanged 73 SP:Iteration 9Q (1225.120369 sec): 3 clusters Score: Raw -175111.327423 + Penalty 1726.510579 = -173384.816844 nChanged 54 SP:Iteration 10Q (1225.149010 sec): 3 clusters Score: Raw -175133.148641 + Penalty 1726.510579 = -173406.638062 nChanged 45 SP:Iteration 11Q (1225.177572 sec): 3 clusters Score: Raw -175145.356821 + Penalty 1726.510579 = -173418.846242 nChanged 31 SP:Iteration 12Q (1225.281020 sec): 3 clusters Score: Raw -175154.388500 + Penalty 1726.510579 = -173427.877921 nChanged 34 SP:Iteration 13Q (1225.405424 sec): 3 clusters Score: Raw -175165.123961 + Penalty 1726.510579 = -173438.613382 nChanged 25 SP:Iteration 14Q (1225.502992 sec): 3 clusters Score: Raw -175175.381667 + Penalty 1726.510579 = -173448.871088 nChanged 38 SP:Iteration 15Q (1225.595776 sec): 3 clusters Score: Raw -175193.120849 + Penalty 1726.510579 = -173466.610270 nChanged 36 SP:Iteration 16Q (1225.703821 sec): 3 clusters Score: Raw -175207.746672 + Penalty 1726.510579 = -173481.236093 nChanged 31 SP:Iteration 17Q (1225.814242 sec): 3 clusters Score: Raw -175219.446350 + Penalty 1726.510579 = -173492.935771 nChanged 34 SP:Iteration 18Q (1225.918470 sec): 3 clusters Score: Raw -175234.194181 + Penalty 1726.510579 = -173507.683602 nChanged 34 SP:Iteration 19Q (1226.007377 sec): 3 clusters Score: Raw -175249.360553 + Penalty 1726.510579 = -173522.849975 nChanged 35 SP:Iteration 20F (1226.141421 sec): 3 clusters Score: Raw -175260.680330 + Penalty 1726.510579 = -173534.169751 nChanged 34 SP:Iteration 21Q (1226.224819 sec): 3 clusters Score: Raw -175271.442643 + Penalty 1726.510579 = -173544.932064 nChanged 21 SP:Iteration 22Q (1226.336221 sec): 3 clusters Score: Raw -175278.831838 + Penalty 1726.510579 = -173552.321259 nChanged 21 SP:Iteration 23Q (1226.443086 sec): 3 clusters Score: Raw -175286.026370 + Penalty 1726.510579 = -173559.515791 nChanged 20 SP:Iteration 24Q (1226.546601 sec): 3 clusters Score: Raw -175294.982213 + Penalty 1726.510579 = -173568.471634 nChanged 16 SP:Iteration 25Q (1226.646929 sec): 3 clusters Score: Raw -175303.447668 + Penalty 1726.510579 = -173576.937089 nChanged 23 SP:Iteration 26Q (1226.753868 sec): 3 clusters Score: Raw -175309.540145 + Penalty 1726.510579 = -173583.029566 nChanged 12 SP:Iteration 27Q (1226.865675 sec): 3 clusters Score: Raw -175312.376832 + Penalty 1726.510579 = -173585.866254 nChanged 10 SP:Iteration 28Q (1226.979902 sec): 3 clusters Score: Raw -175315.217046 + Penalty 1726.510579 = -173588.706467 nChanged 9 SP:Iteration 29Q (1227.089128 sec): 3 clusters Score: Raw -175316.774791 + Penalty 1726.510579 = -173590.264212 nChanged 5 SP:Iteration 30Q (1227.198942 sec): 3 clusters Score: Raw -175318.538491 + Penalty 1726.510579 = -173592.027912 nChanged 5 SP:Iteration 31Q (1227.283504 sec): 3 clusters Score: Raw -175319.727292 + Penalty 1726.510579 = -173593.216713 nChanged 5 SP:Iteration 32Q (1227.401542 sec): 3 clusters Score: Raw -175320.681021 + Penalty 1726.510579 = -173594.170442 nChanged 6 SP:Iteration 33Q (1227.491043 sec): 3 clusters Score: Raw -175321.950715 + Penalty 1726.510579 = -173595.440136 nChanged 4 SP:Iteration 34Q (1227.631827 sec): 3 clusters Score: Raw -175323.848944 + Penalty 1726.510579 = -173597.338365 nChanged 8 SP:Iteration 35Q (1227.684126 sec): 3 clusters Score: Raw -175326.478754 + Penalty 1726.510579 = -173599.968176 nChanged 7 SP:Iteration 36Q (1227.716673 sec): 3 clusters Score: Raw -175328.165100 + Penalty 1726.510579 = -173601.654521 nChanged 4 SP:Iteration 37Q (1227.749206 sec): 3 clusters Score: Raw -175328.917376 + Penalty 1726.510579 = -173602.406797 nChanged 2 SP:Iteration 38Q (1227.781625 sec): 3 clusters Score: Raw -175329.142949 + Penalty 1726.510579 = -173602.632370 nChanged 1 SP:Iteration 39Q (1227.814344 sec): 3 clusters Score: Raw -175329.248437 + Penalty 1726.510579 = -173602.737858 nChanged 0 SP:Iteration 40F (1227.845829 sec): 3 clusters Score: Raw -175329.248437 + Penalty 1726.510579 = -173602.737858 nChanged 0 Trying to split cluster 14 (3636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1227.881233 sec): 2 clusters Score: Raw -174024.662968 + Penalty 860.857143 = -173163.805826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1227.914683 sec): 3 clusters Score: Raw -172076.716666 + Penalty 1721.714286 = -170355.002381 nChanged 1495 SP:Iteration 1F (1228.030863 sec): 3 clusters Score: Raw -172958.815447 + Penalty 1721.714286 = -171237.101161 nChanged 263 SP:Iteration 2F (1228.153967 sec): 3 clusters Score: Raw -173103.878690 + Penalty 1721.714286 = -171382.164404 nChanged 205 SP:Iteration 3F (1228.247280 sec): 3 clusters Score: Raw -173209.915765 + Penalty 1721.714286 = -171488.201480 nChanged 171 SP:Iteration 4Q (1228.346838 sec): 3 clusters Score: Raw -173301.427872 + Penalty 1721.714286 = -171579.713587 nChanged 138 SP:Iteration 5Q (1228.465822 sec): 3 clusters Score: Raw -173377.464481 + Penalty 1721.714286 = -171655.750196 nChanged 143 SP:Iteration 6Q (1228.582248 sec): 3 clusters Score: Raw -173460.815863 + Penalty 1721.714286 = -171739.101577 nChanged 123 SP:Iteration 7Q (1228.697548 sec): 3 clusters Score: Raw -173537.813817 + Penalty 1721.714286 = -171816.099531 nChanged 116 SP:Iteration 8Q (1228.805539 sec): 3 clusters Score: Raw -173607.077957 + Penalty 1721.714286 = -171885.363672 nChanged 97 SP:Iteration 9Q (1228.912634 sec): 3 clusters Score: Raw -173650.379138 + Penalty 1721.714286 = -171928.664852 nChanged 80 SP:Iteration 10Q (1229.022024 sec): 3 clusters Score: Raw -173684.807302 + Penalty 1721.714286 = -171963.093016 nChanged 70 SP:Iteration 11Q (1229.138187 sec): 3 clusters Score: Raw -173712.495666 + Penalty 1721.714286 = -171990.781380 nChanged 54 SP:Iteration 12Q (1229.248746 sec): 3 clusters Score: Raw -173732.386368 + Penalty 1721.714286 = -172010.672082 nChanged 50 SP:Iteration 13Q (1229.343066 sec): 3 clusters Score: Raw -173751.955707 + Penalty 1721.714286 = -172030.241421 nChanged 52 SP:Iteration 14Q (1229.461847 sec): 3 clusters Score: Raw -173771.854735 + Penalty 1721.714286 = -172050.140449 nChanged 50 SP:Iteration 15Q (1229.602790 sec): 3 clusters Score: Raw -173788.665184 + Penalty 1721.714286 = -172066.950898 nChanged 45 SP:Iteration 16Q (1229.622074 sec): 3 clusters Score: Raw -173805.763565 + Penalty 1721.714286 = -172084.049279 nChanged 45 SP:Iteration 17Q (1229.654037 sec): 3 clusters Score: Raw -173820.952803 + Penalty 1721.714286 = -172099.238517 nChanged 47 SP:Iteration 18Q (1229.686537 sec): 3 clusters Score: Raw -173840.660487 + Penalty 1721.714286 = -172118.946201 nChanged 33 SP:Iteration 19Q (1229.718875 sec): 3 clusters Score: Raw -173856.813559 + Penalty 1721.714286 = -172135.099274 nChanged 39 SP:Iteration 20F (1229.750924 sec): 3 clusters Score: Raw -173874.883997 + Penalty 1721.714286 = -172153.169712 nChanged 40 SP:Iteration 21Q (1229.783222 sec): 3 clusters Score: Raw -173889.084817 + Penalty 1721.714286 = -172167.370531 nChanged 34 SP:Iteration 22Q (1229.815520 sec): 3 clusters Score: Raw -173901.564932 + Penalty 1721.714286 = -172179.850647 nChanged 35 SP:Iteration 23Q (1229.847776 sec): 3 clusters Score: Raw -173915.135378 + Penalty 1721.714286 = -172193.421092 nChanged 36 SP:Iteration 24Q (1229.879299 sec): 3 clusters Score: Raw -173928.848106 + Penalty 1721.714286 = -172207.133820 nChanged 39 SP:Iteration 25Q (1229.910802 sec): 3 clusters Score: Raw -173946.962912 + Penalty 1721.714286 = -172225.248626 nChanged 43 SP:Iteration 26Q (1229.942242 sec): 3 clusters Score: Raw -173965.723348 + Penalty 1721.714286 = -172244.009062 nChanged 40 SP:Iteration 27Q (1229.974519 sec): 3 clusters Score: Raw -173984.459283 + Penalty 1721.714286 = -172262.744997 nChanged 31 SP:Iteration 28Q (1230.013206 sec): 3 clusters Score: Raw -173998.333988 + Penalty 1721.714286 = -172276.619702 nChanged 40 SP:Iteration 29Q (1230.044612 sec): 3 clusters Score: Raw -174019.633322 + Penalty 1721.714286 = -172297.919036 nChanged 50 SP:Iteration 30Q (1230.075974 sec): 3 clusters Score: Raw -174047.459249 + Penalty 1721.714286 = -172325.744963 nChanged 42 SP:Iteration 31Q (1230.107437 sec): 3 clusters Score: Raw -174074.707028 + Penalty 1721.714286 = -172352.992742 nChanged 40 SP:Iteration 32Q (1230.234909 sec): 3 clusters Score: Raw -174096.985389 + Penalty 1721.714286 = -172375.271103 nChanged 35 SP:Iteration 33Q (1230.367543 sec): 3 clusters Score: Raw -174118.664865 + Penalty 1721.714286 = -172396.950579 nChanged 37 SP:Iteration 34Q (1230.457339 sec): 3 clusters Score: Raw -174139.743026 + Penalty 1721.714286 = -172418.028740 nChanged 31 SP:Iteration 35Q (1230.610850 sec): 3 clusters Score: Raw -174153.626225 + Penalty 1721.714286 = -172431.911940 nChanged 26 SP:Iteration 36Q (1230.717525 sec): 3 clusters Score: Raw -174164.098751 + Penalty 1721.714286 = -172442.384465 nChanged 17 SP:Iteration 37Q (1230.780917 sec): 3 clusters Score: Raw -174173.579527 + Penalty 1721.714286 = -172451.865242 nChanged 22 SP:Iteration 38Q (1230.812774 sec): 3 clusters Score: Raw -174188.838853 + Penalty 1721.714286 = -172467.124567 nChanged 29 SP:Iteration 39Q (1230.844553 sec): 3 clusters Score: Raw -174200.203677 + Penalty 1721.714286 = -172478.489392 nChanged 20 SP:Iteration 40F (1230.876553 sec): 3 clusters Score: Raw -174208.533575 + Penalty 1721.714286 = -172486.819289 nChanged 18 SP:Iteration 41Q (1230.908129 sec): 3 clusters Score: Raw -174217.195846 + Penalty 1721.714286 = -172495.481561 nChanged 18 SP:Iteration 42Q (1230.939799 sec): 3 clusters Score: Raw -174227.309482 + Penalty 1721.714286 = -172505.595197 nChanged 15 SP:Iteration 43Q (1230.971500 sec): 3 clusters Score: Raw -174234.594527 + Penalty 1721.714286 = -172512.880241 nChanged 17 SP:Iteration 44Q (1231.003080 sec): 3 clusters Score: Raw -174244.573358 + Penalty 1721.714286 = -172522.859073 nChanged 11 SP:Iteration 45Q (1231.033962 sec): 3 clusters Score: Raw -174249.882503 + Penalty 1721.714286 = -172528.168218 nChanged 6 SP:Iteration 46Q (1231.064810 sec): 3 clusters Score: Raw -174253.564904 + Penalty 1721.714286 = -172531.850619 nChanged 4 SP:Iteration 47Q (1231.095584 sec): 3 clusters Score: Raw -174256.007674 + Penalty 1721.714286 = -172534.293388 nChanged 3 SP:Iteration 48Q (1231.126289 sec): 3 clusters Score: Raw -174256.556947 + Penalty 1721.714286 = -172534.842661 nChanged 1 SP:Iteration 49Q (1231.157013 sec): 3 clusters Score: Raw -174256.683240 + Penalty 1721.714286 = -172534.968954 nChanged 1 SP:Iteration 50Q (1231.187680 sec): 3 clusters Score: Raw -174257.080205 + Penalty 1721.714286 = -172535.365919 nChanged 0 SP:Iteration 51F (1231.219223 sec): 3 clusters Score: Raw -174257.080205 + Penalty 1721.714286 = -172535.365919 nChanged 0 Trying to split cluster 15 (531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1231.249662 sec): 2 clusters Score: Raw -25053.681215 + Penalty 658.850012 = -24394.831203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1231.257332 sec): 3 clusters Score: Raw -24892.504488 + Penalty 1317.700024 = -23574.804464 nChanged 149 SP:Iteration 1F (1231.264577 sec): 3 clusters Score: Raw -25048.706269 + Penalty 1317.700024 = -23731.006245 nChanged 43 SP:Iteration 2F (1231.271727 sec): 3 clusters Score: Raw -25111.850439 + Penalty 1317.700024 = -23794.150414 nChanged 25 SP:Iteration 3Q (1231.278955 sec): 3 clusters Score: Raw -25142.447996 + Penalty 1317.700024 = -23824.747972 nChanged 9 SP:Iteration 4Q (1231.286177 sec): 3 clusters Score: Raw -25158.966685 + Penalty 1317.700024 = -23841.266661 nChanged 8 SP:Iteration 5Q (1231.293361 sec): 3 clusters Score: Raw -25167.474079 + Penalty 1317.700024 = -23849.774055 nChanged 4 SP:Iteration 6Q (1231.300494 sec): 3 clusters Score: Raw -25170.999591 + Penalty 1317.700024 = -23853.299566 nChanged 1 SP:Iteration 7Q (1231.307769 sec): 3 clusters Score: Raw -25172.907338 + Penalty 1317.700024 = -23855.207314 nChanged 2 SP:Iteration 8Q (1231.314969 sec): 3 clusters Score: Raw -25174.495841 + Penalty 1317.700024 = -23856.795816 nChanged 2 SP:Iteration 9Q (1231.322136 sec): 3 clusters Score: Raw -25178.656815 + Penalty 1317.700024 = -23860.956791 nChanged 1 SP:Iteration 10Q (1231.433156 sec): 3 clusters Score: Raw -25179.647055 + Penalty 1317.700024 = -23861.947031 nChanged 0 SP:Iteration 11F (1231.537369 sec): 3 clusters Score: Raw -25179.647055 + Penalty 1317.700024 = -23861.947031 nChanged 0 Trying to split cluster 16 (1228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1231.617892 sec): 2 clusters Score: Raw -59289.504271 + Penalty 746.879921 = -58542.624350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1231.705822 sec): 3 clusters Score: Raw -58782.637341 + Penalty 1493.759843 = -57288.877498 nChanged 414 SP:Iteration 1F (1231.822800 sec): 3 clusters Score: Raw -59040.892797 + Penalty 1493.759843 = -57547.132954 nChanged 102 SP:Iteration 2F (1231.929435 sec): 3 clusters Score: Raw -59142.888813 + Penalty 1493.759843 = -57649.128970 nChanged 74 SP:Iteration 3F (1232.015588 sec): 3 clusters Score: Raw -59201.342239 + Penalty 1493.759843 = -57707.582396 nChanged 60 SP:Iteration 4Q (1232.094458 sec): 3 clusters Score: Raw -59253.155788 + Penalty 1493.759843 = -57759.395945 nChanged 50 SP:Iteration 5Q (1232.107370 sec): 3 clusters Score: Raw -59306.387570 + Penalty 1493.759843 = -57812.627727 nChanged 57 SP:Iteration 6Q (1232.120201 sec): 3 clusters Score: Raw -59359.073601 + Penalty 1493.759843 = -57865.313758 nChanged 46 SP:Iteration 7Q (1232.133012 sec): 3 clusters Score: Raw -59395.866058 + Penalty 1493.759843 = -57902.106215 nChanged 28 SP:Iteration 8Q (1232.145781 sec): 3 clusters Score: Raw -59418.410490 + Penalty 1493.759843 = -57924.650648 nChanged 15 SP:Iteration 9Q (1232.158601 sec): 3 clusters Score: Raw -59429.938075 + Penalty 1493.759843 = -57936.178232 nChanged 12 SP:Iteration 10Q (1232.171718 sec): 3 clusters Score: Raw -59435.754779 + Penalty 1493.759843 = -57941.994936 nChanged 9 SP:Iteration 11Q (1232.184525 sec): 3 clusters Score: Raw -59442.710637 + Penalty 1493.759843 = -57948.950794 nChanged 9 SP:Iteration 12Q (1232.197299 sec): 3 clusters Score: Raw -59449.884632 + Penalty 1493.759843 = -57956.124789 nChanged 10 SP:Iteration 13Q (1232.210044 sec): 3 clusters Score: Raw -59455.362789 + Penalty 1493.759843 = -57961.602946 nChanged 6 SP:Iteration 14Q (1232.222950 sec): 3 clusters Score: Raw -59458.139110 + Penalty 1493.759843 = -57964.379267 nChanged 5 SP:Iteration 15Q (1232.235704 sec): 3 clusters Score: Raw -59459.962562 + Penalty 1493.759843 = -57966.202719 nChanged 2 SP:Iteration 16Q (1232.248374 sec): 3 clusters Score: Raw -59461.950080 + Penalty 1493.759843 = -57968.190237 nChanged 2 SP:Iteration 17Q (1232.261075 sec): 3 clusters Score: Raw -59462.995551 + Penalty 1493.759843 = -57969.235708 nChanged 1 SP:Iteration 18Q (1232.273769 sec): 3 clusters Score: Raw -59463.377645 + Penalty 1493.759843 = -57969.617802 nChanged 0 SP:Iteration 19F (1232.286370 sec): 3 clusters Score: Raw -59463.377645 + Penalty 1493.759843 = -57969.617802 nChanged 0 Time taken for this iteration:200.559553 seconds. 10->17 Clusters: Score -1475451.455851, best is -1476509.221545 Starting from 11 clusters... ------ Clustering full data set of 34489 points ------ SP: Assigned 11 initial classes randomly. Deleting Class 3 (2593 points): Lose 405.445833 but Gain 1097.081550 Iteration 0F (1232.719464 sec): 10 clusters Score: Raw -1310346.615339 + Penalty 9873.733947 = -1300472.881392 nChanged 30623 Iteration 1F (1233.140347 sec): 10 clusters Score: Raw -1397929.654548 + Penalty 9873.733947 = -1388055.920600 nChanged 13528 Iteration 2F (1233.562911 sec): 10 clusters Score: Raw -1430595.334079 + Penalty 9873.733947 = -1420721.600132 nChanged 7586 Iteration 3F (1233.944276 sec): 10 clusters Score: Raw -1443234.515663 + Penalty 9873.733947 = -1433360.781716 nChanged 5376 Iteration 4F (1234.325312 sec): 10 clusters Score: Raw -1451644.872058 + Penalty 9873.733947 = -1441771.138111 nChanged 3987 Iteration 5F (1234.765707 sec): 10 clusters Score: Raw -1457469.525433 + Penalty 9873.733947 = -1447595.791486 nChanged 3030 Iteration 6F (1235.542666 sec): 10 clusters Score: Raw -1461463.689901 + Penalty 9873.733947 = -1451589.955953 nChanged 2350 Iteration 7F (1236.014382 sec): 10 clusters Score: Raw -1464245.891698 + Penalty 9873.733947 = -1454372.157750 nChanged 1796 Iteration 8F (1236.483994 sec): 10 clusters Score: Raw -1466104.930068 + Penalty 9873.733947 = -1456231.196120 nChanged 1451 Iteration 9Q (1236.815381 sec): 10 clusters Score: Raw -1467414.081200 + Penalty 9873.733947 = -1457540.347252 nChanged 1162 Iteration 10Q (1237.114609 sec): 10 clusters Score: Raw -1468432.999304 + Penalty 9873.733947 = -1458559.265356 nChanged 953 Iteration 11Q (1237.407196 sec): 10 clusters Score: Raw -1469263.532778 + Penalty 9873.733947 = -1459389.798831 nChanged 714 Iteration 12Q (1237.763107 sec): 10 clusters Score: Raw -1469828.554258 + Penalty 9873.733947 = -1459954.820310 nChanged 519 Iteration 13Q (1238.076812 sec): 10 clusters Score: Raw -1470252.505013 + Penalty 9873.733947 = -1460378.771065 nChanged 431 Iteration 14Q (1238.503586 sec): 10 clusters Score: Raw -1470690.058030 + Penalty 9873.733947 = -1460816.324083 nChanged 379 Iteration 15Q (1238.788601 sec): 10 clusters Score: Raw -1471155.745915 + Penalty 9873.733947 = -1461282.011968 nChanged 346 Iteration 16Q (1239.071531 sec): 10 clusters Score: Raw -1471557.189022 + Penalty 9873.733947 = -1461683.455075 nChanged 319 Iteration 17Q (1239.419976 sec): 10 clusters Score: Raw -1471792.366780 + Penalty 9873.733947 = -1461918.632833 nChanged 267 Iteration 18Q (1239.732783 sec): 10 clusters Score: Raw -1471917.321368 + Penalty 9873.733947 = -1462043.587421 nChanged 204 Iteration 19Q (1240.008683 sec): 10 clusters Score: Raw -1472009.084778 + Penalty 9873.733947 = -1462135.350831 nChanged 181 Writing temp clu file Because OldScore, -1462043.587421, is greater than current (better) Score,-1462135.350831 Compute initial score before splitting: Score: Raw -1472009.084778 + Penalty 9873.733947 = -1462135.350831 Trying to split cluster 1 (1436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1240.082738 sec): 2 clusters Score: Raw -59016.421886 + Penalty 763.309759 = -58253.112127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1240.206031 sec): 3 clusters Score: Raw -58421.483991 + Penalty 1526.619517 = -56894.864474 nChanged 504 SP:Iteration 1F (1240.318149 sec): 3 clusters Score: Raw -58773.692102 + Penalty 1526.619517 = -57247.072585 nChanged 118 SP:Iteration 2F (1240.423857 sec): 3 clusters Score: Raw -58899.268228 + Penalty 1526.619517 = -57372.648711 nChanged 91 SP:Iteration 3F (1240.531108 sec): 3 clusters Score: Raw -59008.431111 + Penalty 1526.619517 = -57481.811593 nChanged 81 SP:Iteration 4F (1240.645672 sec): 3 clusters Score: Raw -59087.576873 + Penalty 1526.619517 = -57560.957355 nChanged 69 SP:Iteration 5Q (1240.685257 sec): 3 clusters Score: Raw -59164.570214 + Penalty 1526.619517 = -57637.950697 nChanged 60 SP:Iteration 6Q (1240.701627 sec): 3 clusters Score: Raw -59217.143121 + Penalty 1526.619517 = -57690.523604 nChanged 39 SP:Iteration 7Q (1240.717392 sec): 3 clusters Score: Raw -59245.229133 + Penalty 1526.619517 = -57718.609615 nChanged 33 SP:Iteration 8Q (1240.733094 sec): 3 clusters Score: Raw -59268.465126 + Penalty 1526.619517 = -57741.845609 nChanged 29 SP:Iteration 9Q (1240.748707 sec): 3 clusters Score: Raw -59281.997272 + Penalty 1526.619517 = -57755.377755 nChanged 15 SP:Iteration 10Q (1240.764290 sec): 3 clusters Score: Raw -59292.068639 + Penalty 1526.619517 = -57765.449122 nChanged 18 SP:Iteration 11Q (1240.779937 sec): 3 clusters Score: Raw -59300.811503 + Penalty 1526.619517 = -57774.191986 nChanged 8 SP:Iteration 12Q (1240.795571 sec): 3 clusters Score: Raw -59304.684859 + Penalty 1526.619517 = -57778.065342 nChanged 6 SP:Iteration 13Q (1240.811127 sec): 3 clusters Score: Raw -59308.329244 + Penalty 1526.619517 = -57781.709727 nChanged 6 SP:Iteration 14Q (1240.929992 sec): 3 clusters Score: Raw -59311.599714 + Penalty 1526.619517 = -57784.980197 nChanged 3 SP:Iteration 15Q (1241.032559 sec): 3 clusters Score: Raw -59313.110397 + Penalty 1526.619517 = -57786.490880 nChanged 2 SP:Iteration 16Q (1241.147558 sec): 3 clusters Score: Raw -59313.756025 + Penalty 1526.619517 = -57787.136508 nChanged 0 SP:Iteration 17F (1241.239706 sec): 3 clusters Score: Raw -59313.756025 + Penalty 1526.619517 = -57787.136508 nChanged 0 Trying to split cluster 2 (12665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1241.317454 sec): 2 clusters Score: Raw -599788.534332 + Penalty 991.892744 = -598796.641588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1241.493111 sec): 3 clusters Score: Raw -592194.945445 + Penalty 1983.785488 = -590211.159956 nChanged 5722 SP:Iteration 1F (1241.622604 sec): 3 clusters Score: Raw -595493.897582 + Penalty 1983.785488 = -593510.112094 nChanged 754 SP:Iteration 2F (1241.700797 sec): 3 clusters Score: Raw -595839.182809 + Penalty 1983.785488 = -593855.397321 nChanged 704 SP:Iteration 3F (1241.843604 sec): 3 clusters Score: Raw -596180.536539 + Penalty 1983.785488 = -594196.751051 nChanged 691 SP:Iteration 4F (1241.999193 sec): 3 clusters Score: Raw -596587.348099 + Penalty 1983.785488 = -594603.562611 nChanged 756 SP:Iteration 5F (1242.148011 sec): 3 clusters Score: Raw -597097.133448 + Penalty 1983.785488 = -595113.347960 nChanged 813 SP:Iteration 6F (1242.218737 sec): 3 clusters Score: Raw -597837.955274 + Penalty 1983.785488 = -595854.169786 nChanged 921 SP:Iteration 7F (1242.291499 sec): 3 clusters Score: Raw -599090.902376 + Penalty 1983.785488 = -597107.116888 nChanged 1007 SP:Iteration 8F (1242.365711 sec): 3 clusters Score: Raw -601229.185566 + Penalty 1983.785488 = -599245.400078 nChanged 1009 SP:Iteration 9F (1242.439103 sec): 3 clusters Score: Raw -604211.306460 + Penalty 1983.785488 = -602227.520972 nChanged 670 SP:Iteration 10F (1242.510706 sec): 3 clusters Score: Raw -605577.570295 + Penalty 1983.785488 = -603593.784807 nChanged 304 SP:Iteration 11Q (1242.579377 sec): 3 clusters Score: Raw -605883.486508 + Penalty 1983.785488 = -603899.701020 nChanged 106 SP:Iteration 12Q (1242.648276 sec): 3 clusters Score: Raw -605965.107147 + Penalty 1983.785488 = -603981.321659 nChanged 59 SP:Iteration 13Q (1242.716899 sec): 3 clusters Score: Raw -605996.462393 + Penalty 1983.785488 = -604012.676905 nChanged 37 SP:Iteration 14Q (1242.785742 sec): 3 clusters Score: Raw -606007.341587 + Penalty 1983.785488 = -604023.556099 nChanged 14 SP:Iteration 15Q (1242.853987 sec): 3 clusters Score: Raw -606009.239178 + Penalty 1983.785488 = -604025.453690 nChanged 7 SP:Iteration 16Q (1242.921735 sec): 3 clusters Score: Raw -606010.070076 + Penalty 1983.785488 = -604026.284588 nChanged 4 SP:Iteration 17Q (1242.989859 sec): 3 clusters Score: Raw -606010.515074 + Penalty 1983.785488 = -604026.729586 nChanged 4 SP:Iteration 18Q (1243.058502 sec): 3 clusters Score: Raw -606010.911376 + Penalty 1983.785488 = -604027.125888 nChanged 3 SP:Iteration 19Q (1243.127679 sec): 3 clusters Score: Raw -606011.250412 + Penalty 1983.785488 = -604027.464924 nChanged 4 SP:Iteration 20F (1243.202673 sec): 3 clusters Score: Raw -606011.590089 + Penalty 1983.785488 = -604027.804600 nChanged 0 Score: Raw -1478279.126974 + Penalty 10970.815497 = -1467308.311477 Splitting cluster 2 changes total score from -1462135.350831 to -1467308.311477 So it's getting split into cluster 3. Trying to split cluster 4 (7775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1244.059976 sec): 2 clusters Score: Raw -353851.424138 + Penalty 940.660217 = -352910.763921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1244.271819 sec): 3 clusters Score: Raw -349466.807221 + Penalty 1881.320435 = -347585.486786 nChanged 3380 SP:Iteration 1F (1244.378055 sec): 3 clusters Score: Raw -351579.662839 + Penalty 1881.320435 = -349698.342404 nChanged 700 SP:Iteration 2F (1244.538308 sec): 3 clusters Score: Raw -352314.477426 + Penalty 1881.320435 = -350433.156992 nChanged 820 SP:Iteration 3F (1244.671455 sec): 3 clusters Score: Raw -353272.503965 + Penalty 1881.320435 = -351391.183531 nChanged 741 SP:Iteration 4F (1244.803133 sec): 3 clusters Score: Raw -354025.761292 + Penalty 1881.320435 = -352144.440857 nChanged 504 SP:Iteration 5F (1244.931752 sec): 3 clusters Score: Raw -354427.474024 + Penalty 1881.320435 = -352546.153589 nChanged 295 SP:Iteration 6Q (1245.041048 sec): 3 clusters Score: Raw -354605.854616 + Penalty 1881.320435 = -352724.534181 nChanged 162 SP:Iteration 7Q (1245.094405 sec): 3 clusters Score: Raw -354699.723266 + Penalty 1881.320435 = -352818.402831 nChanged 125 SP:Iteration 8Q (1245.147078 sec): 3 clusters Score: Raw -354762.617620 + Penalty 1881.320435 = -352881.297185 nChanged 94 SP:Iteration 9Q (1245.201481 sec): 3 clusters Score: Raw -354815.625700 + Penalty 1881.320435 = -352934.305265 nChanged 74 SP:Iteration 10Q (1245.255768 sec): 3 clusters Score: Raw -354850.949709 + Penalty 1881.320435 = -352969.629274 nChanged 36 SP:Iteration 11Q (1245.310018 sec): 3 clusters Score: Raw -354860.535079 + Penalty 1881.320435 = -352979.214644 nChanged 33 SP:Iteration 12Q (1245.366388 sec): 3 clusters Score: Raw -354866.124915 + Penalty 1881.320435 = -352984.804480 nChanged 18 SP:Iteration 13Q (1245.422295 sec): 3 clusters Score: Raw -354868.463327 + Penalty 1881.320435 = -352987.142892 nChanged 15 SP:Iteration 14Q (1245.478395 sec): 3 clusters Score: Raw -354871.051488 + Penalty 1881.320435 = -352989.731053 nChanged 10 SP:Iteration 15Q (1245.532976 sec): 3 clusters Score: Raw -354872.938790 + Penalty 1881.320435 = -352991.618355 nChanged 4 SP:Iteration 16Q (1245.587525 sec): 3 clusters Score: Raw -354873.212843 + Penalty 1881.320435 = -352991.892409 nChanged 3 SP:Iteration 17Q (1245.642006 sec): 3 clusters Score: Raw -354873.336842 + Penalty 1881.320435 = -352992.016407 nChanged 0 SP:Iteration 18F (1245.696786 sec): 3 clusters Score: Raw -354873.336842 + Penalty 1881.320435 = -352992.016407 nChanged 0 Score: Raw -1479301.039678 + Penalty 12067.897047 = -1467233.142631 Splitting cluster 4 changes total score from -1462135.350831 to -1467233.142631 So it's getting split into cluster 11. Trying to split cluster 5 (3598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1246.530936 sec): 2 clusters Score: Raw -168104.114980 + Penalty 859.754009 = -167244.360972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1246.570509 sec): 3 clusters Score: Raw -166227.376616 + Penalty 1719.508017 = -164507.868599 nChanged 1488 SP:Iteration 1F (1246.608596 sec): 3 clusters Score: Raw -167367.882840 + Penalty 1719.508017 = -165648.374823 nChanged 379 SP:Iteration 2F (1246.646748 sec): 3 clusters Score: Raw -167815.737386 + Penalty 1719.508017 = -166096.229369 nChanged 267 SP:Iteration 3F (1246.684707 sec): 3 clusters Score: Raw -168081.033628 + Penalty 1719.508017 = -166361.525611 nChanged 223 SP:Iteration 4F (1246.722388 sec): 3 clusters Score: Raw -168245.980077 + Penalty 1719.508017 = -166526.472060 nChanged 166 SP:Iteration 5Q (1246.756159 sec): 3 clusters Score: Raw -168373.184333 + Penalty 1719.508017 = -166653.676316 nChanged 143 SP:Iteration 6Q (1246.790080 sec): 3 clusters Score: Raw -168461.949162 + Penalty 1719.508017 = -166742.441145 nChanged 118 SP:Iteration 7Q (1246.823933 sec): 3 clusters Score: Raw -168518.724693 + Penalty 1719.508017 = -166799.216676 nChanged 81 SP:Iteration 8Q (1246.857617 sec): 3 clusters Score: Raw -168559.044468 + Penalty 1719.508017 = -166839.536451 nChanged 61 SP:Iteration 9Q (1246.891179 sec): 3 clusters Score: Raw -168588.248767 + Penalty 1719.508017 = -166868.740750 nChanged 43 SP:Iteration 10Q (1246.996967 sec): 3 clusters Score: Raw -168605.427259 + Penalty 1719.508017 = -166885.919242 nChanged 32 SP:Iteration 11Q (1247.144876 sec): 3 clusters Score: Raw -168618.967751 + Penalty 1719.508017 = -166899.459734 nChanged 44 SP:Iteration 12Q (1247.231754 sec): 3 clusters Score: Raw -168637.555300 + Penalty 1719.508017 = -166918.047283 nChanged 35 SP:Iteration 13Q (1247.348594 sec): 3 clusters Score: Raw -168649.243099 + Penalty 1719.508017 = -166929.735082 nChanged 28 SP:Iteration 14Q (1247.460124 sec): 3 clusters Score: Raw -168664.718317 + Penalty 1719.508017 = -166945.210300 nChanged 26 SP:Iteration 15Q (1247.580238 sec): 3 clusters Score: Raw -168672.103283 + Penalty 1719.508017 = -166952.595266 nChanged 22 SP:Iteration 16Q (1247.699116 sec): 3 clusters Score: Raw -168677.742824 + Penalty 1719.508017 = -166958.234806 nChanged 10 SP:Iteration 17Q (1247.815723 sec): 3 clusters Score: Raw -168681.373280 + Penalty 1719.508017 = -166961.865263 nChanged 9 SP:Iteration 18Q (1247.935587 sec): 3 clusters Score: Raw -168683.012249 + Penalty 1719.508017 = -166963.504232 nChanged 7 SP:Iteration 19Q (1248.055934 sec): 3 clusters Score: Raw -168684.574537 + Penalty 1719.508017 = -166965.066520 nChanged 10 SP:Iteration 20F (1248.202507 sec): 3 clusters Score: Raw -168686.545394 + Penalty 1719.508017 = -166967.037377 nChanged 8 SP:Iteration 21Q (1248.294558 sec): 3 clusters Score: Raw -168688.030509 + Penalty 1719.508017 = -166968.522492 nChanged 9 SP:Iteration 22Q (1248.396480 sec): 3 clusters Score: Raw -168689.506268 + Penalty 1719.508017 = -166969.998251 nChanged 2 SP:Iteration 23Q (1248.430072 sec): 3 clusters Score: Raw -168689.805992 + Penalty 1719.508017 = -166970.297975 nChanged 3 SP:Iteration 24Q (1248.463825 sec): 3 clusters Score: Raw -168690.273079 + Penalty 1719.508017 = -166970.765062 nChanged 1 SP:Iteration 25Q (1248.497214 sec): 3 clusters Score: Raw -168690.387571 + Penalty 1719.508017 = -166970.879554 nChanged 2 SP:Iteration 26Q (1248.530576 sec): 3 clusters Score: Raw -168690.833443 + Penalty 1719.508017 = -166971.325426 nChanged 1 SP:Iteration 27Q (1248.563162 sec): 3 clusters Score: Raw -168690.879801 + Penalty 1719.508017 = -166971.371784 nChanged 0 SP:Iteration 28F (1248.596960 sec): 3 clusters Score: Raw -168690.879801 + Penalty 1719.508017 = -166971.371784 nChanged 0 Trying to split cluster 6 (1113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1248.684251 sec): 2 clusters Score: Raw -43138.272709 + Penalty 736.555507 = -42401.717202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1248.781038 sec): 3 clusters Score: Raw -42695.443962 + Penalty 1473.111014 = -41222.332948 nChanged 385 SP:Iteration 1F (1248.878158 sec): 3 clusters Score: Raw -42997.580993 + Penalty 1473.111014 = -41524.469979 nChanged 90 SP:Iteration 2F (1248.993785 sec): 3 clusters Score: Raw -43070.517661 + Penalty 1473.111014 = -41597.406647 nChanged 66 SP:Iteration 3F (1249.107476 sec): 3 clusters Score: Raw -43125.513321 + Penalty 1473.111014 = -41652.402308 nChanged 37 SP:Iteration 4Q (1249.223268 sec): 3 clusters Score: Raw -43149.640134 + Penalty 1473.111014 = -41676.529121 nChanged 24 SP:Iteration 5Q (1249.337178 sec): 3 clusters Score: Raw -43163.846518 + Penalty 1473.111014 = -41690.735504 nChanged 15 SP:Iteration 6Q (1249.431279 sec): 3 clusters Score: Raw -43173.745259 + Penalty 1473.111014 = -41700.634246 nChanged 14 SP:Iteration 7Q (1249.444990 sec): 3 clusters Score: Raw -43183.351095 + Penalty 1473.111014 = -41710.240081 nChanged 13 SP:Iteration 8Q (1249.457986 sec): 3 clusters Score: Raw -43192.055159 + Penalty 1473.111014 = -41718.944145 nChanged 13 SP:Iteration 9Q (1249.470971 sec): 3 clusters Score: Raw -43199.827523 + Penalty 1473.111014 = -41726.716509 nChanged 7 SP:Iteration 10Q (1249.483963 sec): 3 clusters Score: Raw -43204.852280 + Penalty 1473.111014 = -41731.741266 nChanged 12 SP:Iteration 11Q (1249.599047 sec): 3 clusters Score: Raw -43214.481987 + Penalty 1473.111014 = -41741.370973 nChanged 5 SP:Iteration 12Q (1249.720983 sec): 3 clusters Score: Raw -43216.732161 + Penalty 1473.111014 = -41743.621147 nChanged 5 SP:Iteration 13Q (1249.842384 sec): 3 clusters Score: Raw -43220.778679 + Penalty 1473.111014 = -41747.667665 nChanged 4 SP:Iteration 14Q (1249.952182 sec): 3 clusters Score: Raw -43224.313685 + Penalty 1473.111014 = -41751.202671 nChanged 6 SP:Iteration 15Q (1250.059532 sec): 3 clusters Score: Raw -43227.209741 + Penalty 1473.111014 = -41754.098728 nChanged 8 SP:Iteration 16Q (1250.162489 sec): 3 clusters Score: Raw -43233.438936 + Penalty 1473.111014 = -41760.327923 nChanged 8 SP:Iteration 17Q (1250.271097 sec): 3 clusters Score: Raw -43237.883221 + Penalty 1473.111014 = -41764.772207 nChanged 2 SP:Iteration 18Q (1250.376238 sec): 3 clusters Score: Raw -43238.899292 + Penalty 1473.111014 = -41765.788278 nChanged 3 SP:Iteration 19Q (1250.481077 sec): 3 clusters Score: Raw -43240.523059 + Penalty 1473.111014 = -41767.412045 nChanged 1 SP:Iteration 20F (1250.586769 sec): 3 clusters Score: Raw -43240.602099 + Penalty 1473.111014 = -41767.491085 nChanged 0 Trying to split cluster 7 (3786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1250.648534 sec): 2 clusters Score: Raw -170283.876228 + Penalty 865.101860 = -169418.774368 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1250.688573 sec): 3 clusters Score: Raw -168186.747524 + Penalty 1730.203720 = -166456.543804 nChanged 1580 SP:Iteration 1F (1250.730274 sec): 3 clusters Score: Raw -169241.298958 + Penalty 1730.203720 = -167511.095238 nChanged 350 SP:Iteration 2F (1250.769114 sec): 3 clusters Score: Raw -169504.567369 + Penalty 1730.203720 = -167774.363649 nChanged 262 SP:Iteration 3F (1250.808082 sec): 3 clusters Score: Raw -169726.204236 + Penalty 1730.203720 = -167996.000517 nChanged 236 SP:Iteration 4F (1250.847068 sec): 3 clusters Score: Raw -169913.178098 + Penalty 1730.203720 = -168182.974379 nChanged 194 SP:Iteration 5F (1250.885764 sec): 3 clusters Score: Raw -170048.653028 + Penalty 1730.203720 = -168318.449308 nChanged 123 SP:Iteration 6Q (1250.922330 sec): 3 clusters Score: Raw -170122.335795 + Penalty 1730.203720 = -168392.132075 nChanged 108 SP:Iteration 7Q (1250.958738 sec): 3 clusters Score: Raw -170182.075820 + Penalty 1730.203720 = -168451.872101 nChanged 95 SP:Iteration 8Q (1250.995083 sec): 3 clusters Score: Raw -170234.157257 + Penalty 1730.203720 = -168503.953537 nChanged 92 SP:Iteration 9Q (1251.031278 sec): 3 clusters Score: Raw -170281.766918 + Penalty 1730.203720 = -168551.563198 nChanged 70 SP:Iteration 10Q (1251.067345 sec): 3 clusters Score: Raw -170311.099580 + Penalty 1730.203720 = -168580.895860 nChanged 55 SP:Iteration 11Q (1251.103425 sec): 3 clusters Score: Raw -170327.218117 + Penalty 1730.203720 = -168597.014398 nChanged 32 SP:Iteration 12Q (1251.139362 sec): 3 clusters Score: Raw -170336.440090 + Penalty 1730.203720 = -168606.236370 nChanged 18 SP:Iteration 13Q (1251.175306 sec): 3 clusters Score: Raw -170342.941495 + Penalty 1730.203720 = -168612.737776 nChanged 20 SP:Iteration 14Q (1251.211251 sec): 3 clusters Score: Raw -170350.807151 + Penalty 1730.203720 = -168620.603431 nChanged 16 SP:Iteration 15Q (1251.247246 sec): 3 clusters Score: Raw -170355.781603 + Penalty 1730.203720 = -168625.577884 nChanged 18 SP:Iteration 16Q (1251.283245 sec): 3 clusters Score: Raw -170361.988187 + Penalty 1730.203720 = -168631.784468 nChanged 24 SP:Iteration 17Q (1251.319180 sec): 3 clusters Score: Raw -170373.434698 + Penalty 1730.203720 = -168643.230979 nChanged 34 SP:Iteration 18Q (1251.355190 sec): 3 clusters Score: Raw -170385.365354 + Penalty 1730.203720 = -168655.161634 nChanged 31 SP:Iteration 19Q (1251.391086 sec): 3 clusters Score: Raw -170397.383249 + Penalty 1730.203720 = -168667.179529 nChanged 28 SP:Iteration 20F (1251.503755 sec): 3 clusters Score: Raw -170406.605115 + Penalty 1730.203720 = -168676.401395 nChanged 28 SP:Iteration 21Q (1251.623864 sec): 3 clusters Score: Raw -170419.947125 + Penalty 1730.203720 = -168689.743405 nChanged 33 SP:Iteration 22Q (1251.736284 sec): 3 clusters Score: Raw -170437.116692 + Penalty 1730.203720 = -168706.912973 nChanged 39 SP:Iteration 23Q (1251.846332 sec): 3 clusters Score: Raw -170457.140745 + Penalty 1730.203720 = -168726.937026 nChanged 39 SP:Iteration 24Q (1251.957520 sec): 3 clusters Score: Raw -170475.118977 + Penalty 1730.203720 = -168744.915257 nChanged 34 SP:Iteration 25Q (1252.116604 sec): 3 clusters Score: Raw -170485.358466 + Penalty 1730.203720 = -168755.154746 nChanged 17 SP:Iteration 26Q (1252.207976 sec): 3 clusters Score: Raw -170492.444550 + Penalty 1730.203720 = -168762.240830 nChanged 25 SP:Iteration 27Q (1252.326197 sec): 3 clusters Score: Raw -170503.277126 + Penalty 1730.203720 = -168773.073407 nChanged 22 SP:Iteration 28Q (1252.440710 sec): 3 clusters Score: Raw -170512.646210 + Penalty 1730.203720 = -168782.442490 nChanged 23 SP:Iteration 29Q (1252.560572 sec): 3 clusters Score: Raw -170524.885476 + Penalty 1730.203720 = -168794.681756 nChanged 28 SP:Iteration 30Q (1252.671630 sec): 3 clusters Score: Raw -170538.228993 + Penalty 1730.203720 = -168808.025273 nChanged 25 SP:Iteration 31Q (1252.779269 sec): 3 clusters Score: Raw -170549.633905 + Penalty 1730.203720 = -168819.430185 nChanged 20 SP:Iteration 32Q (1252.894839 sec): 3 clusters Score: Raw -170556.697435 + Penalty 1730.203720 = -168826.493715 nChanged 13 SP:Iteration 33Q (1253.014697 sec): 3 clusters Score: Raw -170561.099850 + Penalty 1730.203720 = -168830.896131 nChanged 12 SP:Iteration 34Q (1253.132851 sec): 3 clusters Score: Raw -170566.548706 + Penalty 1730.203720 = -168836.344986 nChanged 11 SP:Iteration 35Q (1253.251196 sec): 3 clusters Score: Raw -170569.822369 + Penalty 1730.203720 = -168839.618649 nChanged 4 SP:Iteration 36Q (1253.368830 sec): 3 clusters Score: Raw -170570.663918 + Penalty 1730.203720 = -168840.460199 nChanged 5 SP:Iteration 37Q (1253.481892 sec): 3 clusters Score: Raw -170571.417728 + Penalty 1730.203720 = -168841.214009 nChanged 2 SP:Iteration 38Q (1253.517312 sec): 3 clusters Score: Raw -170571.842145 + Penalty 1730.203720 = -168841.638425 nChanged 1 SP:Iteration 39Q (1253.559870 sec): 3 clusters Score: Raw -170572.324806 + Penalty 1730.203720 = -168842.121086 nChanged 4 SP:Iteration 40F (1253.596030 sec): 3 clusters Score: Raw -170572.979184 + Penalty 1730.203720 = -168842.775465 nChanged 3 SP:Iteration 41Q (1253.631414 sec): 3 clusters Score: Raw -170573.416217 + Penalty 1730.203720 = -168843.212497 nChanged 2 SP:Iteration 42Q (1253.666858 sec): 3 clusters Score: Raw -170573.817776 + Penalty 1730.203720 = -168843.614056 nChanged 1 SP:Iteration 43Q (1253.702209 sec): 3 clusters Score: Raw -170573.906897 + Penalty 1730.203720 = -168843.703177 nChanged 1 SP:Iteration 44Q (1253.737907 sec): 3 clusters Score: Raw -170574.090005 + Penalty 1730.203720 = -168843.886286 nChanged 2 SP:Iteration 45Q (1253.773336 sec): 3 clusters Score: Raw -170574.609467 + Penalty 1730.203720 = -168844.405747 nChanged 0 SP:Iteration 46F (1253.809208 sec): 3 clusters Score: Raw -170574.609467 + Penalty 1730.203720 = -168844.405747 nChanged 0 Trying to split cluster 8 (2102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1253.843371 sec): 2 clusters Score: Raw -62530.335853 + Penalty 803.317678 = -61727.018176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1253.865894 sec): 3 clusters Score: Raw -61655.926000 + Penalty 1606.635356 = -60049.290645 nChanged 851 SP:Iteration 1F (1253.886955 sec): 3 clusters Score: Raw -62580.367795 + Penalty 1606.635356 = -60973.732440 nChanged 280 SP:Iteration 2F (1253.907827 sec): 3 clusters Score: Raw -63050.888198 + Penalty 1606.635356 = -61444.252842 nChanged 201 SP:Iteration 3F (1254.012865 sec): 3 clusters Score: Raw -63400.028577 + Penalty 1606.635356 = -61793.393221 nChanged 128 SP:Iteration 4F (1254.141780 sec): 3 clusters Score: Raw -63653.595933 + Penalty 1606.635356 = -62046.960577 nChanged 115 SP:Iteration 5F (1254.258591 sec): 3 clusters Score: Raw -63904.498201 + Penalty 1606.635356 = -62297.862845 nChanged 101 SP:Iteration 6Q (1254.402863 sec): 3 clusters Score: Raw -64093.221431 + Penalty 1606.635356 = -62486.586075 nChanged 80 SP:Iteration 7Q (1254.476974 sec): 3 clusters Score: Raw -64215.661510 + Penalty 1606.635356 = -62609.026154 nChanged 65 SP:Iteration 8Q (1254.581302 sec): 3 clusters Score: Raw -64276.226665 + Penalty 1606.635356 = -62669.591310 nChanged 43 SP:Iteration 9Q (1254.701433 sec): 3 clusters Score: Raw -64310.573775 + Penalty 1606.635356 = -62703.938419 nChanged 40 SP:Iteration 10Q (1254.788473 sec): 3 clusters Score: Raw -64342.382048 + Penalty 1606.635356 = -62735.746692 nChanged 33 SP:Iteration 11Q (1254.810216 sec): 3 clusters Score: Raw -64367.054641 + Penalty 1606.635356 = -62760.419285 nChanged 37 SP:Iteration 12Q (1254.831092 sec): 3 clusters Score: Raw -64393.724797 + Penalty 1606.635356 = -62787.089442 nChanged 25 SP:Iteration 13Q (1254.852112 sec): 3 clusters Score: Raw -64406.389617 + Penalty 1606.635356 = -62799.754261 nChanged 19 SP:Iteration 14Q (1254.872842 sec): 3 clusters Score: Raw -64417.487084 + Penalty 1606.635356 = -62810.851728 nChanged 14 SP:Iteration 15Q (1254.893842 sec): 3 clusters Score: Raw -64425.397604 + Penalty 1606.635356 = -62818.762249 nChanged 14 SP:Iteration 16Q (1254.914847 sec): 3 clusters Score: Raw -64432.333404 + Penalty 1606.635356 = -62825.698048 nChanged 14 SP:Iteration 17Q (1254.935740 sec): 3 clusters Score: Raw -64439.755619 + Penalty 1606.635356 = -62833.120264 nChanged 11 SP:Iteration 18Q (1254.957545 sec): 3 clusters Score: Raw -64445.212017 + Penalty 1606.635356 = -62838.576661 nChanged 14 SP:Iteration 19Q (1254.978579 sec): 3 clusters Score: Raw -64452.961213 + Penalty 1606.635356 = -62846.325857 nChanged 12 SP:Iteration 20F (1254.999582 sec): 3 clusters Score: Raw -64459.261360 + Penalty 1606.635356 = -62852.626004 nChanged 10 SP:Iteration 21Q (1255.020342 sec): 3 clusters Score: Raw -64465.189125 + Penalty 1606.635356 = -62858.553769 nChanged 13 SP:Iteration 22Q (1255.041215 sec): 3 clusters Score: Raw -64472.690076 + Penalty 1606.635356 = -62866.054721 nChanged 14 SP:Iteration 23Q (1255.063612 sec): 3 clusters Score: Raw -64479.976965 + Penalty 1606.635356 = -62873.341609 nChanged 9 SP:Iteration 24Q (1255.084434 sec): 3 clusters Score: Raw -64485.788934 + Penalty 1606.635356 = -62879.153578 nChanged 7 SP:Iteration 25Q (1255.105327 sec): 3 clusters Score: Raw -64488.551833 + Penalty 1606.635356 = -62881.916477 nChanged 3 SP:Iteration 26Q (1255.126175 sec): 3 clusters Score: Raw -64489.345870 + Penalty 1606.635356 = -62882.710514 nChanged 3 SP:Iteration 27Q (1255.146863 sec): 3 clusters Score: Raw -64490.639335 + Penalty 1606.635356 = -62884.003979 nChanged 3 SP:Iteration 28Q (1255.167721 sec): 3 clusters Score: Raw -64491.430737 + Penalty 1606.635356 = -62884.795381 nChanged 3 SP:Iteration 29Q (1255.188629 sec): 3 clusters Score: Raw -64492.532057 + Penalty 1606.635356 = -62885.896701 nChanged 4 SP:Iteration 30Q (1255.209405 sec): 3 clusters Score: Raw -64494.186867 + Penalty 1606.635356 = -62887.551511 nChanged 1 SP:Iteration 31Q (1255.230135 sec): 3 clusters Score: Raw -64494.702403 + Penalty 1606.635356 = -62888.067048 nChanged 0 SP:Iteration 32F (1255.251266 sec): 3 clusters Score: Raw -64494.702403 + Penalty 1606.635356 = -62888.067048 nChanged 0 Score: Raw -1481265.406228 + Penalty 13164.978597 = -1468100.427632 Splitting cluster 8 changes total score from -1462135.350831 to -1468100.427632 So it's getting split into cluster 12. Trying to split cluster 9 (1032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1256.035580 sec): 2 clusters Score: Raw -46539.506939 + Penalty 728.621664 = -45810.885275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1256.127632 sec): 3 clusters Score: Raw -46138.717413 + Penalty 1457.243329 = -44681.474084 nChanged 337 SP:Iteration 1F (1256.241683 sec): 3 clusters Score: Raw -46427.131219 + Penalty 1457.243329 = -44969.887891 nChanged 104 SP:Iteration 2F (1256.355274 sec): 3 clusters Score: Raw -46538.830983 + Penalty 1457.243329 = -45081.587655 nChanged 81 SP:Iteration 3F (1256.469891 sec): 3 clusters Score: Raw -46623.947370 + Penalty 1457.243329 = -45166.704041 nChanged 49 SP:Iteration 4Q (1256.566166 sec): 3 clusters Score: Raw -46672.960889 + Penalty 1457.243329 = -45215.717560 nChanged 37 SP:Iteration 5Q (1256.680645 sec): 3 clusters Score: Raw -46712.568675 + Penalty 1457.243329 = -45255.325347 nChanged 26 SP:Iteration 6Q (1256.720477 sec): 3 clusters Score: Raw -46752.670335 + Penalty 1457.243329 = -45295.427006 nChanged 29 SP:Iteration 7Q (1256.732719 sec): 3 clusters Score: Raw -46801.031517 + Penalty 1457.243329 = -45343.788188 nChanged 33 SP:Iteration 8Q (1256.744904 sec): 3 clusters Score: Raw -46846.001168 + Penalty 1457.243329 = -45388.757839 nChanged 26 SP:Iteration 9Q (1256.757008 sec): 3 clusters Score: Raw -46883.614617 + Penalty 1457.243329 = -45426.371288 nChanged 14 SP:Iteration 10Q (1256.768952 sec): 3 clusters Score: Raw -46896.011836 + Penalty 1457.243329 = -45438.768508 nChanged 8 SP:Iteration 11Q (1256.781134 sec): 3 clusters Score: Raw -46901.238926 + Penalty 1457.243329 = -45443.995598 nChanged 4 SP:Iteration 12Q (1256.793249 sec): 3 clusters Score: Raw -46905.156290 + Penalty 1457.243329 = -45447.912961 nChanged 2 SP:Iteration 13Q (1256.805394 sec): 3 clusters Score: Raw -46908.457232 + Penalty 1457.243329 = -45451.213903 nChanged 3 SP:Iteration 14Q (1256.817389 sec): 3 clusters Score: Raw -46911.909765 + Penalty 1457.243329 = -45454.666436 nChanged 1 SP:Iteration 15Q (1256.829514 sec): 3 clusters Score: Raw -46912.306100 + Penalty 1457.243329 = -45455.062771 nChanged 0 SP:Iteration 16F (1256.841499 sec): 3 clusters Score: Raw -46912.306100 + Penalty 1457.243329 = -45455.062771 nChanged 0 Trying to split cluster 10 (941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1256.871653 sec): 2 clusters Score: Raw -31115.652427 + Penalty 718.929030 = -30396.723397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1256.883763 sec): 3 clusters Score: Raw -30812.298344 + Penalty 1437.858059 = -29374.440285 nChanged 331 SP:Iteration 1F (1256.894982 sec): 3 clusters Score: Raw -31260.548793 + Penalty 1437.858059 = -29822.690734 nChanged 117 SP:Iteration 2F (1256.905984 sec): 3 clusters Score: Raw -31457.877342 + Penalty 1437.858059 = -30020.019282 nChanged 60 SP:Iteration 3F (1257.016317 sec): 3 clusters Score: Raw -31528.613228 + Penalty 1437.858059 = -30090.755169 nChanged 33 SP:Iteration 4Q (1257.049930 sec): 3 clusters Score: Raw -31575.388992 + Penalty 1437.858059 = -30137.530933 nChanged 23 SP:Iteration 5Q (1257.061373 sec): 3 clusters Score: Raw -31597.044026 + Penalty 1437.858059 = -30159.185967 nChanged 14 SP:Iteration 6Q (1257.073025 sec): 3 clusters Score: Raw -31609.773872 + Penalty 1437.858059 = -30171.915813 nChanged 4 SP:Iteration 7Q (1257.084681 sec): 3 clusters Score: Raw -31614.254460 + Penalty 1437.858059 = -30176.396401 nChanged 7 SP:Iteration 8Q (1257.097999 sec): 3 clusters Score: Raw -31624.717994 + Penalty 1437.858059 = -30186.859935 nChanged 7 SP:Iteration 9Q (1257.110948 sec): 3 clusters Score: Raw -31632.141299 + Penalty 1437.858059 = -30194.283239 nChanged 3 SP:Iteration 10Q (1257.123889 sec): 3 clusters Score: Raw -31633.957889 + Penalty 1437.858059 = -30196.099830 nChanged 0 SP:Iteration 11F (1257.247165 sec): 3 clusters Score: Raw -31633.957889 + Penalty 1437.858059 = -30196.099830 nChanged 0 Iteration 20F (1258.106225 sec): 13 clusters Score: Raw -1482506.235684 + Penalty 13164.978597 = -1469341.257087 nChanged 1354 Iteration 21Q (1258.507434 sec): 13 clusters Score: Raw -1483154.088491 + Penalty 13164.978597 = -1469989.109894 nChanged 531 Iteration 22Q (1258.857810 sec): 13 clusters Score: Raw -1483373.907051 + Penalty 13164.978597 = -1470208.928454 nChanged 332 Iteration 23Q (1259.285729 sec): 13 clusters Score: Raw -1483490.814505 + Penalty 13164.978597 = -1470325.835909 nChanged 239 Iteration 24Q (1259.697955 sec): 13 clusters Score: Raw -1483574.310182 + Penalty 13164.978597 = -1470409.331585 nChanged 192 Iteration 25Q (1260.040848 sec): 13 clusters Score: Raw -1483645.877025 + Penalty 13164.978597 = -1470480.898429 nChanged 182 Iteration 26Q (1260.478190 sec): 13 clusters Score: Raw -1483711.952965 + Penalty 13164.978597 = -1470546.974369 nChanged 167 Iteration 27Q (1260.890976 sec): 13 clusters Score: Raw -1483768.462280 + Penalty 13164.978597 = -1470603.483684 nChanged 153 Iteration 28Q (1261.325552 sec): 13 clusters Score: Raw -1483818.619253 + Penalty 13164.978597 = -1470653.640656 nChanged 141 Iteration 29Q (1262.169757 sec): 13 clusters Score: Raw -1483854.230626 + Penalty 13164.978597 = -1470689.252029 nChanged 118 Iteration 30Q (1262.578278 sec): 13 clusters Score: Raw -1483880.047378 + Penalty 13164.978597 = -1470715.068781 nChanged 90 Iteration 31Q (1262.921145 sec): 13 clusters Score: Raw -1483901.286829 + Penalty 13164.978597 = -1470736.308232 nChanged 86 Iteration 32Q (1263.291185 sec): 13 clusters Score: Raw -1483920.992387 + Penalty 13164.978597 = -1470756.013791 nChanged 85 Iteration 33Q (1263.700069 sec): 13 clusters Score: Raw -1483939.760069 + Penalty 13164.978597 = -1470774.781472 nChanged 67 Iteration 34Q (1264.040954 sec): 13 clusters Score: Raw -1483952.464932 + Penalty 13164.978597 = -1470787.486335 nChanged 48 Iteration 35Q (1264.496886 sec): 13 clusters Score: Raw -1483962.381771 + Penalty 13164.978597 = -1470797.403174 nChanged 44 Iteration 36Q (1264.919110 sec): 13 clusters Score: Raw -1483971.568431 + Penalty 13164.978597 = -1470806.589834 nChanged 42 Iteration 37Q (1265.406272 sec): 13 clusters Score: Raw -1483981.780643 + Penalty 13164.978597 = -1470816.802047 nChanged 43 Iteration 38Q (1265.745721 sec): 13 clusters Score: Raw -1483991.276547 + Penalty 13164.978597 = -1470826.297950 nChanged 40 Iteration 39Q (1266.150663 sec): 13 clusters Score: Raw -1483998.576749 + Penalty 13164.978597 = -1470833.598153 nChanged 35 Iteration 40F (1266.737376 sec): 13 clusters Score: Raw -1484006.393304 + Penalty 13164.978597 = -1470841.414707 nChanged 39 Iteration 41Q (1267.084701 sec): 13 clusters Score: Raw -1484014.602243 + Penalty 13164.978597 = -1470849.623647 nChanged 36 Iteration 42Q (1267.495636 sec): 13 clusters Score: Raw -1484021.767545 + Penalty 13164.978597 = -1470856.788948 nChanged 22 Iteration 43Q (1267.900639 sec): 13 clusters Score: Raw -1484025.577441 + Penalty 13164.978597 = -1470860.598845 nChanged 11 Iteration 44Q (1268.244687 sec): 13 clusters Score: Raw -1484027.187723 + Penalty 13164.978597 = -1470862.209127 nChanged 6 Iteration 45Q (1268.655958 sec): 13 clusters Score: Raw -1484027.885137 + Penalty 13164.978597 = -1470862.906541 nChanged 6 Iteration 46Q (1269.011565 sec): 13 clusters Score: Raw -1484028.423360 + Penalty 13164.978597 = -1470863.444763 nChanged 5 Iteration 47Q (1269.661586 sec): 13 clusters Score: Raw -1484028.693881 + Penalty 13164.978597 = -1470863.715285 nChanged 4 Iteration 48Q (1270.009982 sec): 13 clusters Score: Raw -1484028.980754 + Penalty 13164.978597 = -1470864.002157 nChanged 2 Iteration 49Q (1270.379766 sec): 13 clusters Score: Raw -1484029.244011 + Penalty 13164.978597 = -1470864.265415 nChanged 4 Iteration 50Q (1270.701868 sec): 13 clusters Score: Raw -1484029.768355 + Penalty 13164.978597 = -1470864.789759 nChanged 5 Iteration 51Q (1271.460110 sec): 13 clusters Score: Raw -1484030.443145 + Penalty 13164.978597 = -1470865.464548 nChanged 2 Iteration 52Q (1271.815994 sec): 13 clusters Score: Raw -1484030.600596 + Penalty 13164.978597 = -1470865.621999 nChanged 0 Iteration 53F (1272.280237 sec): 13 clusters Score: Raw -1484030.600596 + Penalty 13164.978597 = -1470865.621999 nChanged 0 Compute initial score before splitting: Score: Raw -1484030.600596 + Penalty 13164.978597 = -1470865.621999 Trying to split cluster 1 (996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1272.307547 sec): 2 clusters Score: Raw -39593.217834 + Penalty 724.893462 = -38868.324372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1272.317198 sec): 3 clusters Score: Raw -39215.176270 + Penalty 1449.786924 = -37765.389346 nChanged 316 SP:Iteration 1F (1272.326349 sec): 3 clusters Score: Raw -39459.254793 + Penalty 1449.786924 = -38009.467868 nChanged 77 SP:Iteration 2F (1272.335458 sec): 3 clusters Score: Raw -39551.894030 + Penalty 1449.786924 = -38102.107106 nChanged 57 SP:Iteration 3F (1272.344805 sec): 3 clusters Score: Raw -39603.079814 + Penalty 1449.786924 = -38153.292890 nChanged 27 SP:Iteration 4Q (1272.356160 sec): 3 clusters Score: Raw -39627.762791 + Penalty 1449.786924 = -38177.975866 nChanged 16 SP:Iteration 5Q (1272.367413 sec): 3 clusters Score: Raw -39640.644193 + Penalty 1449.786924 = -38190.857269 nChanged 15 SP:Iteration 6Q (1272.378684 sec): 3 clusters Score: Raw -39653.880181 + Penalty 1449.786924 = -38204.093257 nChanged 11 SP:Iteration 7Q (1272.389983 sec): 3 clusters Score: Raw -39661.537277 + Penalty 1449.786924 = -38211.750353 nChanged 11 SP:Iteration 8Q (1272.401187 sec): 3 clusters Score: Raw -39671.156885 + Penalty 1449.786924 = -38221.369961 nChanged 10 SP:Iteration 9Q (1272.412429 sec): 3 clusters Score: Raw -39678.269930 + Penalty 1449.786924 = -38228.483006 nChanged 7 SP:Iteration 10Q (1272.423540 sec): 3 clusters Score: Raw -39684.215001 + Penalty 1449.786924 = -38234.428077 nChanged 7 SP:Iteration 11Q (1272.434416 sec): 3 clusters Score: Raw -39689.379558 + Penalty 1449.786924 = -38239.592634 nChanged 4 SP:Iteration 12Q (1272.445543 sec): 3 clusters Score: Raw -39692.633220 + Penalty 1449.786924 = -38242.846296 nChanged 8 SP:Iteration 13Q (1272.456776 sec): 3 clusters Score: Raw -39698.695924 + Penalty 1449.786924 = -38248.909000 nChanged 6 SP:Iteration 14Q (1272.467943 sec): 3 clusters Score: Raw -39703.994537 + Penalty 1449.786924 = -38254.207613 nChanged 6 SP:Iteration 15Q (1272.479091 sec): 3 clusters Score: Raw -39710.752421 + Penalty 1449.786924 = -38260.965497 nChanged 6 SP:Iteration 16Q (1272.490263 sec): 3 clusters Score: Raw -39716.835037 + Penalty 1449.786924 = -38267.048113 nChanged 5 SP:Iteration 17Q (1272.501376 sec): 3 clusters Score: Raw -39722.232037 + Penalty 1449.786924 = -38272.445113 nChanged 7 SP:Iteration 18Q (1272.512505 sec): 3 clusters Score: Raw -39733.332605 + Penalty 1449.786924 = -38283.545681 nChanged 7 SP:Iteration 19Q (1272.523595 sec): 3 clusters Score: Raw -39740.131038 + Penalty 1449.786924 = -38290.344114 nChanged 9 SP:Iteration 20F (1272.534717 sec): 3 clusters Score: Raw -39749.759272 + Penalty 1449.786924 = -38299.972348 nChanged 8 SP:Iteration 21Q (1272.543884 sec): 3 clusters Score: Raw -39762.979900 + Penalty 1449.786924 = -38313.192976 nChanged 9 SP:Iteration 22Q (1272.553050 sec): 3 clusters Score: Raw -39776.147121 + Penalty 1449.786924 = -38326.360197 nChanged 15 SP:Iteration 23Q (1272.562169 sec): 3 clusters Score: Raw -39797.995576 + Penalty 1449.786924 = -38348.208652 nChanged 18 SP:Iteration 24Q (1272.571320 sec): 3 clusters Score: Raw -39818.715374 + Penalty 1449.786924 = -38368.928449 nChanged 15 SP:Iteration 25Q (1272.580475 sec): 3 clusters Score: Raw -39834.929002 + Penalty 1449.786924 = -38385.142078 nChanged 11 SP:Iteration 26Q (1272.589539 sec): 3 clusters Score: Raw -39846.479927 + Penalty 1449.786924 = -38396.693003 nChanged 7 SP:Iteration 27Q (1272.703380 sec): 3 clusters Score: Raw -39854.294925 + Penalty 1449.786924 = -38404.508001 nChanged 8 SP:Iteration 28Q (1272.789026 sec): 3 clusters Score: Raw -39867.331728 + Penalty 1449.786924 = -38417.544803 nChanged 12 SP:Iteration 29Q (1272.881033 sec): 3 clusters Score: Raw -39879.914498 + Penalty 1449.786924 = -38430.127574 nChanged 10 SP:Iteration 30Q (1272.973132 sec): 3 clusters Score: Raw -39890.769653 + Penalty 1449.786924 = -38440.982729 nChanged 7 SP:Iteration 31Q (1273.065046 sec): 3 clusters Score: Raw -39895.549728 + Penalty 1449.786924 = -38445.762804 nChanged 2 SP:Iteration 32Q (1273.148851 sec): 3 clusters Score: Raw -39897.225714 + Penalty 1449.786924 = -38447.438790 nChanged 2 SP:Iteration 33Q (1273.159878 sec): 3 clusters Score: Raw -39899.610740 + Penalty 1449.786924 = -38449.823816 nChanged 3 SP:Iteration 34Q (1273.170700 sec): 3 clusters Score: Raw -39901.602027 + Penalty 1449.786924 = -38451.815102 nChanged 4 SP:Iteration 35Q (1273.202523 sec): 3 clusters Score: Raw -39904.049994 + Penalty 1449.786924 = -38454.263070 nChanged 7 SP:Iteration 36Q (1273.294572 sec): 3 clusters Score: Raw -39907.732869 + Penalty 1449.786924 = -38457.945945 nChanged 4 SP:Iteration 37Q (1273.389039 sec): 3 clusters Score: Raw -39910.662420 + Penalty 1449.786924 = -38460.875496 nChanged 4 SP:Iteration 38Q (1273.506818 sec): 3 clusters Score: Raw -39912.241278 + Penalty 1449.786924 = -38462.454353 nChanged 0 SP:Iteration 39F (1273.596417 sec): 3 clusters Score: Raw -39912.241278 + Penalty 1449.786924 = -38462.454353 nChanged 0 Trying to split cluster 2 (6784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1273.642692 sec): 2 clusters Score: Raw -334744.168733 + Penalty 926.343829 = -333817.824904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1273.687023 sec): 3 clusters Score: Raw -330853.192457 + Penalty 1852.687657 = -329000.504800 nChanged 3007 SP:Iteration 1F (1273.747472 sec): 3 clusters Score: Raw -332556.506397 + Penalty 1852.687657 = -330703.818739 nChanged 481 SP:Iteration 2F (1273.793992 sec): 3 clusters Score: Raw -332860.015883 + Penalty 1852.687657 = -331007.328226 nChanged 479 SP:Iteration 3F (1273.837968 sec): 3 clusters Score: Raw -333195.518299 + Penalty 1852.687657 = -331342.830642 nChanged 475 SP:Iteration 4F (1273.881475 sec): 3 clusters Score: Raw -333487.138586 + Penalty 1852.687657 = -331634.450929 nChanged 389 SP:Iteration 5F (1273.926283 sec): 3 clusters Score: Raw -333713.361310 + Penalty 1852.687657 = -331860.673653 nChanged 309 SP:Iteration 6Q (1273.979869 sec): 3 clusters Score: Raw -333871.659785 + Penalty 1852.687657 = -332018.972128 nChanged 239 SP:Iteration 7Q (1274.032998 sec): 3 clusters Score: Raw -333988.240544 + Penalty 1852.687657 = -332135.552887 nChanged 225 SP:Iteration 8Q (1274.086092 sec): 3 clusters Score: Raw -334101.207128 + Penalty 1852.687657 = -332248.519470 nChanged 203 SP:Iteration 9Q (1274.133604 sec): 3 clusters Score: Raw -334216.756758 + Penalty 1852.687657 = -332364.069101 nChanged 179 SP:Iteration 10Q (1274.178726 sec): 3 clusters Score: Raw -334313.525165 + Penalty 1852.687657 = -332460.837508 nChanged 161 SP:Iteration 11Q (1274.224125 sec): 3 clusters Score: Raw -334408.414475 + Penalty 1852.687657 = -332555.726818 nChanged 125 SP:Iteration 12Q (1274.270519 sec): 3 clusters Score: Raw -334476.489910 + Penalty 1852.687657 = -332623.802253 nChanged 115 SP:Iteration 13Q (1274.321813 sec): 3 clusters Score: Raw -334538.371451 + Penalty 1852.687657 = -332685.683794 nChanged 90 SP:Iteration 14Q (1274.372775 sec): 3 clusters Score: Raw -334574.680381 + Penalty 1852.687657 = -332721.992723 nChanged 70 SP:Iteration 15Q (1274.423458 sec): 3 clusters Score: Raw -334603.803847 + Penalty 1852.687657 = -332751.116190 nChanged 66 SP:Iteration 16Q (1274.561426 sec): 3 clusters Score: Raw -334636.417336 + Penalty 1852.687657 = -332783.729679 nChanged 65 SP:Iteration 17Q (1274.718919 sec): 3 clusters Score: Raw -334664.777262 + Penalty 1852.687657 = -332812.089605 nChanged 63 SP:Iteration 18Q (1274.830994 sec): 3 clusters Score: Raw -334684.020310 + Penalty 1852.687657 = -332831.332653 nChanged 42 SP:Iteration 19Q (1274.999536 sec): 3 clusters Score: Raw -334697.087365 + Penalty 1852.687657 = -332844.399708 nChanged 33 SP:Iteration 20F (1275.085106 sec): 3 clusters Score: Raw -334707.027136 + Penalty 1852.687657 = -332854.339479 nChanged 24 SP:Iteration 21Q (1275.181899 sec): 3 clusters Score: Raw -334712.287737 + Penalty 1852.687657 = -332859.600080 nChanged 25 SP:Iteration 22Q (1275.225770 sec): 3 clusters Score: Raw -334716.717012 + Penalty 1852.687657 = -332864.029354 nChanged 18 SP:Iteration 23Q (1275.278393 sec): 3 clusters Score: Raw -334720.939658 + Penalty 1852.687657 = -332868.252001 nChanged 24 SP:Iteration 24Q (1275.330783 sec): 3 clusters Score: Raw -334726.897131 + Penalty 1852.687657 = -332874.209473 nChanged 21 SP:Iteration 25Q (1275.375475 sec): 3 clusters Score: Raw -334731.595923 + Penalty 1852.687657 = -332878.908266 nChanged 20 SP:Iteration 26Q (1275.418834 sec): 3 clusters Score: Raw -334736.013752 + Penalty 1852.687657 = -332883.326095 nChanged 17 SP:Iteration 27Q (1275.462102 sec): 3 clusters Score: Raw -334742.093174 + Penalty 1852.687657 = -332889.405517 nChanged 24 SP:Iteration 28Q (1275.505394 sec): 3 clusters Score: Raw -334748.120344 + Penalty 1852.687657 = -332895.432687 nChanged 29 SP:Iteration 29Q (1275.551357 sec): 3 clusters Score: Raw -334754.379175 + Penalty 1852.687657 = -332901.691517 nChanged 25 SP:Iteration 30Q (1275.601911 sec): 3 clusters Score: Raw -334760.058022 + Penalty 1852.687657 = -332907.370365 nChanged 22 SP:Iteration 31Q (1275.652276 sec): 3 clusters Score: Raw -334765.911930 + Penalty 1852.687657 = -332913.224273 nChanged 20 SP:Iteration 32Q (1275.698066 sec): 3 clusters Score: Raw -334770.749770 + Penalty 1852.687657 = -332918.062113 nChanged 16 SP:Iteration 33Q (1275.742406 sec): 3 clusters Score: Raw -334775.907539 + Penalty 1852.687657 = -332923.219882 nChanged 21 SP:Iteration 34Q (1275.786750 sec): 3 clusters Score: Raw -334782.057576 + Penalty 1852.687657 = -332929.369919 nChanged 22 SP:Iteration 35Q (1275.831901 sec): 3 clusters Score: Raw -334788.217529 + Penalty 1852.687657 = -332935.529872 nChanged 22 SP:Iteration 36Q (1275.881639 sec): 3 clusters Score: Raw -334792.840842 + Penalty 1852.687657 = -332940.153185 nChanged 14 SP:Iteration 37Q (1275.931391 sec): 3 clusters Score: Raw -334796.054843 + Penalty 1852.687657 = -332943.367185 nChanged 17 SP:Iteration 38Q (1275.981016 sec): 3 clusters Score: Raw -334800.946831 + Penalty 1852.687657 = -332948.259174 nChanged 20 SP:Iteration 39Q (1276.028153 sec): 3 clusters Score: Raw -334806.384288 + Penalty 1852.687657 = -332953.696631 nChanged 27 SP:Iteration 40F (1276.072600 sec): 3 clusters Score: Raw -334815.372995 + Penalty 1852.687657 = -332962.685338 nChanged 15 SP:Iteration 41Q (1276.115906 sec): 3 clusters Score: Raw -334819.674846 + Penalty 1852.687657 = -332966.987188 nChanged 16 SP:Iteration 42Q (1276.159172 sec): 3 clusters Score: Raw -334823.071542 + Penalty 1852.687657 = -332970.383885 nChanged 14 SP:Iteration 43Q (1276.206591 sec): 3 clusters Score: Raw -334825.795792 + Penalty 1852.687657 = -332973.108135 nChanged 13 SP:Iteration 44Q (1276.255927 sec): 3 clusters Score: Raw -334831.405034 + Penalty 1852.687657 = -332978.717377 nChanged 10 SP:Iteration 45Q (1276.305434 sec): 3 clusters Score: Raw -334835.861884 + Penalty 1852.687657 = -332983.174227 nChanged 9 SP:Iteration 46Q (1276.354333 sec): 3 clusters Score: Raw -334839.288826 + Penalty 1852.687657 = -332986.601169 nChanged 9 SP:Iteration 47Q (1276.402282 sec): 3 clusters Score: Raw -334841.447051 + Penalty 1852.687657 = -332988.759394 nChanged 6 SP:Iteration 48Q (1276.536061 sec): 3 clusters Score: Raw -334843.129419 + Penalty 1852.687657 = -332990.441762 nChanged 3 SP:Iteration 49Q (1276.679346 sec): 3 clusters Score: Raw -334843.961206 + Penalty 1852.687657 = -332991.273549 nChanged 3 SP:Iteration 50Q (1276.787188 sec): 3 clusters Score: Raw -334844.645875 + Penalty 1852.687657 = -332991.958218 nChanged 4 SP:Iteration 51Q (1276.915118 sec): 3 clusters Score: Raw -334845.470224 + Penalty 1852.687657 = -332992.782567 nChanged 2 SP:Iteration 52Q (1277.031875 sec): 3 clusters Score: Raw -334846.155477 + Penalty 1852.687657 = -332993.467819 nChanged 1 SP:Iteration 53Q (1277.145823 sec): 3 clusters Score: Raw -334846.724056 + Penalty 1852.687657 = -332994.036398 nChanged 3 SP:Iteration 54Q (1277.265963 sec): 3 clusters Score: Raw -334847.558736 + Penalty 1852.687657 = -332994.871079 nChanged 3 SP:Iteration 55Q (1277.389333 sec): 3 clusters Score: Raw -334848.454480 + Penalty 1852.687657 = -332995.766822 nChanged 2 SP:Iteration 56Q (1277.455988 sec): 3 clusters Score: Raw -334848.884526 + Penalty 1852.687657 = -332996.196869 nChanged 2 SP:Iteration 57Q (1277.501464 sec): 3 clusters Score: Raw -334849.262678 + Penalty 1852.687657 = -332996.575021 nChanged 0 SP:Iteration 58F (1277.549337 sec): 3 clusters Score: Raw -334849.262678 + Penalty 1852.687657 = -332996.575021 nChanged 0 Trying to split cluster 3 (6096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1277.592849 sec): 2 clusters Score: Raw -289389.881256 + Penalty 915.115750 = -288474.765505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1277.639381 sec): 3 clusters Score: Raw -285905.487048 + Penalty 1830.231500 = -284075.255547 nChanged 2656 SP:Iteration 1F (1277.694647 sec): 3 clusters Score: Raw -287310.407387 + Penalty 1830.231500 = -285480.175887 nChanged 377 SP:Iteration 2F (1277.750238 sec): 3 clusters Score: Raw -287481.411008 + Penalty 1830.231500 = -285651.179507 nChanged 326 SP:Iteration 3F (1277.805715 sec): 3 clusters Score: Raw -287637.492246 + Penalty 1830.231500 = -285807.260746 nChanged 288 SP:Iteration 4Q (1277.859239 sec): 3 clusters Score: Raw -287767.529770 + Penalty 1830.231500 = -285937.298269 nChanged 269 SP:Iteration 5Q (1277.902073 sec): 3 clusters Score: Raw -287907.132733 + Penalty 1830.231500 = -286076.901233 nChanged 260 SP:Iteration 6Q (1277.945076 sec): 3 clusters Score: Raw -288069.409161 + Penalty 1830.231500 = -286239.177660 nChanged 280 SP:Iteration 7Q (1277.988066 sec): 3 clusters Score: Raw -288264.821163 + Penalty 1830.231500 = -286434.589663 nChanged 300 SP:Iteration 8Q (1278.031109 sec): 3 clusters Score: Raw -288503.645176 + Penalty 1830.231500 = -286673.413675 nChanged 298 SP:Iteration 9Q (1278.074895 sec): 3 clusters Score: Raw -288696.621359 + Penalty 1830.231500 = -286866.389859 nChanged 254 SP:Iteration 10Q (1278.124170 sec): 3 clusters Score: Raw -288845.582581 + Penalty 1830.231500 = -287015.351081 nChanged 202 SP:Iteration 11Q (1278.173575 sec): 3 clusters Score: Raw -288965.082275 + Penalty 1830.231500 = -287134.850775 nChanged 177 SP:Iteration 12Q (1278.220099 sec): 3 clusters Score: Raw -289065.448624 + Penalty 1830.231500 = -287235.217124 nChanged 175 SP:Iteration 13Q (1278.262673 sec): 3 clusters Score: Raw -289163.642671 + Penalty 1830.231500 = -287333.411171 nChanged 159 SP:Iteration 14Q (1278.305506 sec): 3 clusters Score: Raw -289246.215846 + Penalty 1830.231500 = -287415.984345 nChanged 134 SP:Iteration 15Q (1278.348459 sec): 3 clusters Score: Raw -289318.030170 + Penalty 1830.231500 = -287487.798670 nChanged 129 SP:Iteration 16Q (1278.393983 sec): 3 clusters Score: Raw -289385.446950 + Penalty 1830.231500 = -287555.215450 nChanged 120 SP:Iteration 17Q (1278.441948 sec): 3 clusters Score: Raw -289455.807059 + Penalty 1830.231500 = -287625.575558 nChanged 122 SP:Iteration 18Q (1278.599888 sec): 3 clusters Score: Raw -289526.685388 + Penalty 1830.231500 = -287696.453887 nChanged 135 SP:Iteration 19Q (1278.740142 sec): 3 clusters Score: Raw -289624.193347 + Penalty 1830.231500 = -287793.961847 nChanged 162 SP:Iteration 20F (1278.851665 sec): 3 clusters Score: Raw -289787.040301 + Penalty 1830.231500 = -287956.808800 nChanged 204 SP:Iteration 21Q (1278.988678 sec): 3 clusters Score: Raw -290042.563720 + Penalty 1830.231500 = -288212.332220 nChanged 245 SP:Iteration 22Q (1279.126921 sec): 3 clusters Score: Raw -290409.821845 + Penalty 1830.231500 = -288579.590345 nChanged 249 SP:Iteration 23Q (1279.172009 sec): 3 clusters Score: Raw -290841.024085 + Penalty 1830.231500 = -289010.792584 nChanged 276 SP:Iteration 24Q (1279.216963 sec): 3 clusters Score: Raw -291325.686539 + Penalty 1830.231500 = -289495.455038 nChanged 220 SP:Iteration 25Q (1279.261334 sec): 3 clusters Score: Raw -291715.423182 + Penalty 1830.231500 = -289885.191681 nChanged 143 SP:Iteration 26Q (1279.305715 sec): 3 clusters Score: Raw -291888.479584 + Penalty 1830.231500 = -290058.248084 nChanged 75 SP:Iteration 27Q (1279.350518 sec): 3 clusters Score: Raw -291933.850866 + Penalty 1830.231500 = -290103.619365 nChanged 35 SP:Iteration 28Q (1279.395169 sec): 3 clusters Score: Raw -291947.830346 + Penalty 1830.231500 = -290117.598846 nChanged 18 SP:Iteration 29Q (1279.440832 sec): 3 clusters Score: Raw -291953.874730 + Penalty 1830.231500 = -290123.643229 nChanged 17 SP:Iteration 30Q (1279.485691 sec): 3 clusters Score: Raw -291959.487841 + Penalty 1830.231500 = -290129.256341 nChanged 10 SP:Iteration 31Q (1279.531313 sec): 3 clusters Score: Raw -291961.434401 + Penalty 1830.231500 = -290131.202900 nChanged 6 SP:Iteration 32Q (1279.576497 sec): 3 clusters Score: Raw -291962.206136 + Penalty 1830.231500 = -290131.974635 nChanged 4 SP:Iteration 33Q (1279.621362 sec): 3 clusters Score: Raw -291962.939722 + Penalty 1830.231500 = -290132.708222 nChanged 4 SP:Iteration 34Q (1279.743773 sec): 3 clusters Score: Raw -291963.732169 + Penalty 1830.231500 = -290133.500668 nChanged 4 SP:Iteration 35Q (1279.872418 sec): 3 clusters Score: Raw -291964.457989 + Penalty 1830.231500 = -290134.226489 nChanged 3 SP:Iteration 36Q (1279.998333 sec): 3 clusters Score: Raw -291965.091658 + Penalty 1830.231500 = -290134.860158 nChanged 1 SP:Iteration 37Q (1280.045417 sec): 3 clusters Score: Raw -291965.201475 + Penalty 1830.231500 = -290134.969975 nChanged 0 SP:Iteration 38F (1280.094804 sec): 3 clusters Score: Raw -291965.973323 + Penalty 1830.231500 = -290135.741823 nChanged 1 SP:Iteration 39Q (1280.141260 sec): 3 clusters Score: Raw -291966.196522 + Penalty 1830.231500 = -290135.965021 nChanged 3 SP:Iteration 40F (1280.239427 sec): 3 clusters Score: Raw -291966.536209 + Penalty 1830.231500 = -290136.304709 nChanged 2 SP:Iteration 41Q (1280.283874 sec): 3 clusters Score: Raw -291966.854507 + Penalty 1830.231500 = -290136.623006 nChanged 3 SP:Iteration 42Q (1280.329112 sec): 3 clusters Score: Raw -291967.326537 + Penalty 1830.231500 = -290137.095036 nChanged 1 SP:Iteration 43Q (1280.458763 sec): 3 clusters Score: Raw -291967.438881 + Penalty 1830.231500 = -290137.207381 nChanged 0 SP:Iteration 44F (1280.522149 sec): 3 clusters Score: Raw -291967.438881 + Penalty 1830.231500 = -290137.207381 nChanged 0 Score: Raw -1486608.158221 + Penalty 14262.060146 = -1472346.098075 Splitting cluster 3 changes total score from -1470865.621999 to -1472346.098075 So it's getting split into cluster 13. Trying to split cluster 4 (5382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1281.173222 sec): 2 clusters Score: Raw -251640.406039 + Penalty 902.035610 = -250738.370429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1281.225014 sec): 3 clusters Score: Raw -248678.184187 + Penalty 1804.071220 = -246874.112967 nChanged 2320 SP:Iteration 1F (1281.281839 sec): 3 clusters Score: Raw -249954.732302 + Penalty 1804.071220 = -248150.661083 nChanged 422 SP:Iteration 2F (1281.436404 sec): 3 clusters Score: Raw -250208.122803 + Penalty 1804.071220 = -248404.051583 nChanged 385 SP:Iteration 3F (1281.544780 sec): 3 clusters Score: Raw -250442.929601 + Penalty 1804.071220 = -248638.858382 nChanged 323 SP:Iteration 4F (1281.677525 sec): 3 clusters Score: Raw -250649.393246 + Penalty 1804.071220 = -248845.322026 nChanged 304 SP:Iteration 5F (1281.828922 sec): 3 clusters Score: Raw -250855.470743 + Penalty 1804.071220 = -249051.399524 nChanged 286 SP:Iteration 6F (1281.931489 sec): 3 clusters Score: Raw -251043.844795 + Penalty 1804.071220 = -249239.773576 nChanged 234 SP:Iteration 7Q (1282.023351 sec): 3 clusters Score: Raw -251222.126151 + Penalty 1804.071220 = -249418.054931 nChanged 233 SP:Iteration 8Q (1282.070867 sec): 3 clusters Score: Raw -251399.515388 + Penalty 1804.071220 = -249595.444168 nChanged 206 SP:Iteration 9Q (1282.116307 sec): 3 clusters Score: Raw -251577.658492 + Penalty 1804.071220 = -249773.587273 nChanged 172 SP:Iteration 10Q (1282.161253 sec): 3 clusters Score: Raw -251731.893791 + Penalty 1804.071220 = -249927.822571 nChanged 151 SP:Iteration 11Q (1282.206115 sec): 3 clusters Score: Raw -251868.847443 + Penalty 1804.071220 = -250064.776224 nChanged 147 SP:Iteration 12Q (1282.256770 sec): 3 clusters Score: Raw -252011.623073 + Penalty 1804.071220 = -250207.551854 nChanged 109 SP:Iteration 13Q (1282.302580 sec): 3 clusters Score: Raw -252166.055770 + Penalty 1804.071220 = -250361.984550 nChanged 106 SP:Iteration 14Q (1282.348253 sec): 3 clusters Score: Raw -252306.889895 + Penalty 1804.071220 = -250502.818675 nChanged 102 SP:Iteration 15Q (1282.393253 sec): 3 clusters Score: Raw -252468.570232 + Penalty 1804.071220 = -250664.499012 nChanged 102 SP:Iteration 16Q (1282.437975 sec): 3 clusters Score: Raw -252731.559331 + Penalty 1804.071220 = -250927.488112 nChanged 76 SP:Iteration 17Q (1282.480055 sec): 3 clusters Score: Raw -252970.780266 + Penalty 1804.071220 = -251166.709046 nChanged 77 SP:Iteration 18Q (1282.523032 sec): 3 clusters Score: Raw -253168.926272 + Penalty 1804.071220 = -251364.855053 nChanged 34 SP:Iteration 19Q (1282.564365 sec): 3 clusters Score: Raw -253247.385108 + Penalty 1804.071220 = -251443.313889 nChanged 11 SP:Iteration 20F (1282.608889 sec): 3 clusters Score: Raw -253254.312387 + Penalty 1804.071220 = -251450.241168 nChanged 3 SP:Iteration 21Q (1282.650261 sec): 3 clusters Score: Raw -253255.288571 + Penalty 1804.071220 = -251451.217351 nChanged 4 SP:Iteration 22Q (1282.691913 sec): 3 clusters Score: Raw -253256.014916 + Penalty 1804.071220 = -251451.943696 nChanged 0 SP:Iteration 23F (1282.737165 sec): 3 clusters Score: Raw -253256.014916 + Penalty 1804.071220 = -251451.943696 nChanged 0 Score: Raw -1488223.767099 + Penalty 15359.141696 = -1472864.625403 Splitting cluster 4 changes total score from -1470865.621999 to -1472864.625403 So it's getting split into cluster 14. Trying to split cluster 5 (3768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1283.405213 sec): 2 clusters Score: Raw -176130.753266 + Penalty 864.601462 = -175266.151805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1283.442583 sec): 3 clusters Score: Raw -174136.812023 + Penalty 1729.202923 = -172407.609099 nChanged 1545 SP:Iteration 1F (1283.479506 sec): 3 clusters Score: Raw -175054.515430 + Penalty 1729.202923 = -173325.312507 nChanged 303 SP:Iteration 2F (1283.530302 sec): 3 clusters Score: Raw -175268.993955 + Penalty 1729.202923 = -173539.791032 nChanged 267 SP:Iteration 3F (1283.566510 sec): 3 clusters Score: Raw -175488.072426 + Penalty 1729.202923 = -173758.869503 nChanged 256 SP:Iteration 4F (1283.601351 sec): 3 clusters Score: Raw -175710.489006 + Penalty 1729.202923 = -173981.286082 nChanged 245 SP:Iteration 5F (1283.636177 sec): 3 clusters Score: Raw -175943.886414 + Penalty 1729.202923 = -174214.683490 nChanged 229 SP:Iteration 6F (1283.763950 sec): 3 clusters Score: Raw -176167.711454 + Penalty 1729.202923 = -174438.508531 nChanged 224 SP:Iteration 7F (1283.893782 sec): 3 clusters Score: Raw -176414.139162 + Penalty 1729.202923 = -174684.936239 nChanged 209 SP:Iteration 8F (1284.025735 sec): 3 clusters Score: Raw -176627.690024 + Penalty 1729.202923 = -174898.487101 nChanged 160 SP:Iteration 9Q (1284.156725 sec): 3 clusters Score: Raw -176747.579303 + Penalty 1729.202923 = -175018.376380 nChanged 106 SP:Iteration 10Q (1284.254360 sec): 3 clusters Score: Raw -176819.078580 + Penalty 1729.202923 = -175089.875657 nChanged 89 SP:Iteration 11Q (1284.377569 sec): 3 clusters Score: Raw -176872.639629 + Penalty 1729.202923 = -175143.436705 nChanged 55 SP:Iteration 12Q (1284.413378 sec): 3 clusters Score: Raw -176902.585567 + Penalty 1729.202923 = -175173.382644 nChanged 50 SP:Iteration 13Q (1284.448598 sec): 3 clusters Score: Raw -176930.264612 + Penalty 1729.202923 = -175201.061689 nChanged 37 SP:Iteration 14Q (1284.483653 sec): 3 clusters Score: Raw -176947.606900 + Penalty 1729.202923 = -175218.403976 nChanged 27 SP:Iteration 15Q (1284.518986 sec): 3 clusters Score: Raw -176956.126483 + Penalty 1729.202923 = -175226.923560 nChanged 14 SP:Iteration 16Q (1284.554002 sec): 3 clusters Score: Raw -176960.516472 + Penalty 1729.202923 = -175231.313549 nChanged 11 SP:Iteration 17Q (1284.589089 sec): 3 clusters Score: Raw -176963.756928 + Penalty 1729.202923 = -175234.554005 nChanged 12 SP:Iteration 18Q (1284.624253 sec): 3 clusters Score: Raw -176967.025918 + Penalty 1729.202923 = -175237.822994 nChanged 10 SP:Iteration 19Q (1284.659547 sec): 3 clusters Score: Raw -176969.991856 + Penalty 1729.202923 = -175240.788932 nChanged 12 SP:Iteration 20F (1284.694559 sec): 3 clusters Score: Raw -176972.615053 + Penalty 1729.202923 = -175243.412130 nChanged 5 SP:Iteration 21Q (1284.729534 sec): 3 clusters Score: Raw -176973.466496 + Penalty 1729.202923 = -175244.263573 nChanged 3 SP:Iteration 22Q (1284.764655 sec): 3 clusters Score: Raw -176974.155935 + Penalty 1729.202923 = -175244.953011 nChanged 3 SP:Iteration 23Q (1284.799786 sec): 3 clusters Score: Raw -176974.700731 + Penalty 1729.202923 = -175245.497808 nChanged 5 SP:Iteration 24Q (1284.834951 sec): 3 clusters Score: Raw -176976.041356 + Penalty 1729.202923 = -175246.838433 nChanged 7 SP:Iteration 25Q (1284.870105 sec): 3 clusters Score: Raw -176977.672874 + Penalty 1729.202923 = -175248.469950 nChanged 7 SP:Iteration 26Q (1284.946645 sec): 3 clusters Score: Raw -176979.979063 + Penalty 1729.202923 = -175250.776139 nChanged 9 SP:Iteration 27Q (1284.981752 sec): 3 clusters Score: Raw -176981.953640 + Penalty 1729.202923 = -175252.750716 nChanged 10 SP:Iteration 28Q (1285.016831 sec): 3 clusters Score: Raw -176983.371961 + Penalty 1729.202923 = -175254.169037 nChanged 6 SP:Iteration 29Q (1285.051755 sec): 3 clusters Score: Raw -176984.047147 + Penalty 1729.202923 = -175254.844223 nChanged 3 SP:Iteration 30Q (1285.086838 sec): 3 clusters Score: Raw -176985.251850 + Penalty 1729.202923 = -175256.048926 nChanged 2 SP:Iteration 31Q (1285.121803 sec): 3 clusters Score: Raw -176985.926082 + Penalty 1729.202923 = -175256.723158 nChanged 2 SP:Iteration 32Q (1285.156938 sec): 3 clusters Score: Raw -176986.658926 + Penalty 1729.202923 = -175257.456002 nChanged 3 SP:Iteration 33Q (1285.191873 sec): 3 clusters Score: Raw -176987.498747 + Penalty 1729.202923 = -175258.295823 nChanged 2 SP:Iteration 34Q (1285.226943 sec): 3 clusters Score: Raw -176987.726477 + Penalty 1729.202923 = -175258.523554 nChanged 1 SP:Iteration 35Q (1285.261893 sec): 3 clusters Score: Raw -176988.025472 + Penalty 1729.202923 = -175258.822549 nChanged 0 SP:Iteration 36F (1285.296673 sec): 3 clusters Score: Raw -176988.025472 + Penalty 1729.202923 = -175258.822549 nChanged 0 Trying to split cluster 6 (1082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1285.356953 sec): 2 clusters Score: Raw -41465.720174 + Penalty 733.589478 = -40732.130696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1285.446170 sec): 3 clusters Score: Raw -41040.393783 + Penalty 1467.178956 = -39573.214827 nChanged 382 SP:Iteration 1F (1285.589204 sec): 3 clusters Score: Raw -41364.406904 + Penalty 1467.178956 = -39897.227948 nChanged 100 SP:Iteration 2F (1285.706054 sec): 3 clusters Score: Raw -41474.790627 + Penalty 1467.178956 = -40007.611670 nChanged 57 SP:Iteration 3F (1285.819106 sec): 3 clusters Score: Raw -41550.212636 + Penalty 1467.178956 = -40083.033680 nChanged 45 SP:Iteration 4Q (1285.927430 sec): 3 clusters Score: Raw -41599.226194 + Penalty 1467.178956 = -40132.047237 nChanged 43 SP:Iteration 5Q (1286.034198 sec): 3 clusters Score: Raw -41642.529847 + Penalty 1467.178956 = -40175.350890 nChanged 27 SP:Iteration 6Q (1286.143246 sec): 3 clusters Score: Raw -41674.029777 + Penalty 1467.178956 = -40206.850821 nChanged 22 SP:Iteration 7Q (1286.255358 sec): 3 clusters Score: Raw -41692.860770 + Penalty 1467.178956 = -40225.681813 nChanged 20 SP:Iteration 8Q (1286.350687 sec): 3 clusters Score: Raw -41707.590828 + Penalty 1467.178956 = -40240.411871 nChanged 12 SP:Iteration 9Q (1286.463236 sec): 3 clusters Score: Raw -41721.154065 + Penalty 1467.178956 = -40253.975109 nChanged 16 SP:Iteration 10Q (1286.557676 sec): 3 clusters Score: Raw -41739.337972 + Penalty 1467.178956 = -40272.159015 nChanged 12 SP:Iteration 11Q (1286.648126 sec): 3 clusters Score: Raw -41753.279320 + Penalty 1467.178956 = -40286.100364 nChanged 10 SP:Iteration 12Q (1286.660708 sec): 3 clusters Score: Raw -41760.198735 + Penalty 1467.178956 = -40293.019778 nChanged 11 SP:Iteration 13Q (1286.673195 sec): 3 clusters Score: Raw -41768.673443 + Penalty 1467.178956 = -40301.494486 nChanged 7 SP:Iteration 14Q (1286.685666 sec): 3 clusters Score: Raw -41774.954737 + Penalty 1467.178956 = -40307.775781 nChanged 12 SP:Iteration 15Q (1286.698157 sec): 3 clusters Score: Raw -41786.885214 + Penalty 1467.178956 = -40319.706258 nChanged 10 SP:Iteration 16Q (1286.710540 sec): 3 clusters Score: Raw -41799.248224 + Penalty 1467.178956 = -40332.069268 nChanged 15 SP:Iteration 17Q (1286.723523 sec): 3 clusters Score: Raw -41812.926615 + Penalty 1467.178956 = -40345.747659 nChanged 10 SP:Iteration 18Q (1286.737756 sec): 3 clusters Score: Raw -41818.275388 + Penalty 1467.178956 = -40351.096431 nChanged 7 SP:Iteration 19Q (1286.750172 sec): 3 clusters Score: Raw -41823.327847 + Penalty 1467.178956 = -40356.148891 nChanged 3 SP:Iteration 20F (1286.762506 sec): 3 clusters Score: Raw -41825.928708 + Penalty 1467.178956 = -40358.749752 nChanged 2 SP:Iteration 21Q (1286.774904 sec): 3 clusters Score: Raw -41826.576356 + Penalty 1467.178956 = -40359.397399 nChanged 0 SP:Iteration 22F (1286.787316 sec): 3 clusters Score: Raw -41826.576356 + Penalty 1467.178956 = -40359.397399 nChanged 0 Trying to split cluster 7 (3310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1286.847773 sec): 2 clusters Score: Raw -149467.327850 + Penalty 850.993864 = -148616.333986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1286.881863 sec): 3 clusters Score: Raw -147723.795910 + Penalty 1701.987728 = -146021.808181 nChanged 1337 SP:Iteration 1F (1286.914133 sec): 3 clusters Score: Raw -148561.840504 + Penalty 1701.987728 = -146859.852775 nChanged 292 SP:Iteration 2F (1286.947764 sec): 3 clusters Score: Raw -148756.201964 + Penalty 1701.987728 = -147054.214236 nChanged 215 SP:Iteration 3F (1286.978821 sec): 3 clusters Score: Raw -148900.664354 + Penalty 1701.987728 = -147198.676625 nChanged 176 SP:Iteration 4F (1287.009726 sec): 3 clusters Score: Raw -149043.202137 + Penalty 1701.987728 = -147341.214409 nChanged 166 SP:Iteration 5F (1287.130343 sec): 3 clusters Score: Raw -149156.308512 + Penalty 1701.987728 = -147454.320784 nChanged 157 SP:Iteration 6Q (1287.285953 sec): 3 clusters Score: Raw -149250.406865 + Penalty 1701.987728 = -147548.419136 nChanged 110 SP:Iteration 7Q (1287.387718 sec): 3 clusters Score: Raw -149314.098449 + Penalty 1701.987728 = -147612.110720 nChanged 85 SP:Iteration 8Q (1287.501362 sec): 3 clusters Score: Raw -149356.425642 + Penalty 1701.987728 = -147654.437913 nChanged 68 SP:Iteration 9Q (1287.621450 sec): 3 clusters Score: Raw -149383.607432 + Penalty 1701.987728 = -147681.619703 nChanged 51 SP:Iteration 10Q (1287.739350 sec): 3 clusters Score: Raw -149407.609773 + Penalty 1701.987728 = -147705.622045 nChanged 54 SP:Iteration 11Q (1287.856487 sec): 3 clusters Score: Raw -149429.393982 + Penalty 1701.987728 = -147727.406254 nChanged 45 SP:Iteration 12Q (1287.973826 sec): 3 clusters Score: Raw -149445.175577 + Penalty 1701.987728 = -147743.187849 nChanged 26 SP:Iteration 13Q (1288.092360 sec): 3 clusters Score: Raw -149456.022835 + Penalty 1701.987728 = -147754.035106 nChanged 35 SP:Iteration 14Q (1288.211557 sec): 3 clusters Score: Raw -149469.547881 + Penalty 1701.987728 = -147767.560153 nChanged 31 SP:Iteration 15Q (1288.329447 sec): 3 clusters Score: Raw -149477.835123 + Penalty 1701.987728 = -147775.847395 nChanged 25 SP:Iteration 16Q (1288.448734 sec): 3 clusters Score: Raw -149485.441692 + Penalty 1701.987728 = -147783.453964 nChanged 17 SP:Iteration 17Q (1288.567718 sec): 3 clusters Score: Raw -149491.401719 + Penalty 1701.987728 = -147789.413991 nChanged 24 SP:Iteration 18Q (1288.674205 sec): 3 clusters Score: Raw -149498.034447 + Penalty 1701.987728 = -147796.046718 nChanged 24 SP:Iteration 19Q (1288.774182 sec): 3 clusters Score: Raw -149505.352651 + Penalty 1701.987728 = -147803.364922 nChanged 28 SP:Iteration 20F (1288.892432 sec): 3 clusters Score: Raw -149514.910897 + Penalty 1701.987728 = -147812.923168 nChanged 29 SP:Iteration 21Q (1288.998487 sec): 3 clusters Score: Raw -149524.512426 + Penalty 1701.987728 = -147822.524698 nChanged 29 SP:Iteration 22Q (1289.106003 sec): 3 clusters Score: Raw -149532.260255 + Penalty 1701.987728 = -147830.272526 nChanged 17 SP:Iteration 23Q (1289.194056 sec): 3 clusters Score: Raw -149537.707001 + Penalty 1701.987728 = -147835.719273 nChanged 15 SP:Iteration 24Q (1289.227872 sec): 3 clusters Score: Raw -149541.074512 + Penalty 1701.987728 = -147839.086784 nChanged 13 SP:Iteration 25Q (1289.261576 sec): 3 clusters Score: Raw -149545.072448 + Penalty 1701.987728 = -147843.084719 nChanged 13 SP:Iteration 26Q (1289.293747 sec): 3 clusters Score: Raw -149548.931210 + Penalty 1701.987728 = -147846.943482 nChanged 15 SP:Iteration 27Q (1289.325917 sec): 3 clusters Score: Raw -149553.283623 + Penalty 1701.987728 = -147851.295895 nChanged 11 SP:Iteration 28Q (1289.358000 sec): 3 clusters Score: Raw -149554.877601 + Penalty 1701.987728 = -147852.889873 nChanged 8 SP:Iteration 29Q (1289.389924 sec): 3 clusters Score: Raw -149556.329212 + Penalty 1701.987728 = -147854.341484 nChanged 7 SP:Iteration 30Q (1289.443586 sec): 3 clusters Score: Raw -149558.055251 + Penalty 1701.987728 = -147856.067523 nChanged 8 SP:Iteration 31Q (1289.474956 sec): 3 clusters Score: Raw -149560.164692 + Penalty 1701.987728 = -147858.176963 nChanged 8 SP:Iteration 32Q (1289.506310 sec): 3 clusters Score: Raw -149562.317600 + Penalty 1701.987728 = -147860.329872 nChanged 8 SP:Iteration 33Q (1289.537600 sec): 3 clusters Score: Raw -149563.831412 + Penalty 1701.987728 = -147861.843683 nChanged 8 SP:Iteration 34Q (1289.568901 sec): 3 clusters Score: Raw -149565.072447 + Penalty 1701.987728 = -147863.084718 nChanged 4 SP:Iteration 35Q (1289.600340 sec): 3 clusters Score: Raw -149565.989895 + Penalty 1701.987728 = -147864.002166 nChanged 5 SP:Iteration 36Q (1289.631617 sec): 3 clusters Score: Raw -149567.012981 + Penalty 1701.987728 = -147865.025253 nChanged 5 SP:Iteration 37Q (1289.751127 sec): 3 clusters Score: Raw -149568.019822 + Penalty 1701.987728 = -147866.032093 nChanged 11 SP:Iteration 38Q (1289.884855 sec): 3 clusters Score: Raw -149571.222280 + Penalty 1701.987728 = -147869.234552 nChanged 14 SP:Iteration 39Q (1289.998229 sec): 3 clusters Score: Raw -149576.517207 + Penalty 1701.987728 = -147874.529478 nChanged 16 SP:Iteration 40F (1290.118588 sec): 3 clusters Score: Raw -149581.070294 + Penalty 1701.987728 = -147879.082566 nChanged 13 SP:Iteration 41Q (1290.239420 sec): 3 clusters Score: Raw -149585.562824 + Penalty 1701.987728 = -147883.575095 nChanged 15 SP:Iteration 42Q (1290.361204 sec): 3 clusters Score: Raw -149590.815451 + Penalty 1701.987728 = -147888.827723 nChanged 22 SP:Iteration 43Q (1290.397638 sec): 3 clusters Score: Raw -149598.552136 + Penalty 1701.987728 = -147896.564407 nChanged 18 SP:Iteration 44Q (1290.429125 sec): 3 clusters Score: Raw -149604.850519 + Penalty 1701.987728 = -147902.862790 nChanged 16 SP:Iteration 45Q (1290.475874 sec): 3 clusters Score: Raw -149610.697507 + Penalty 1701.987728 = -147908.709779 nChanged 19 SP:Iteration 46Q (1290.507407 sec): 3 clusters Score: Raw -149617.243647 + Penalty 1701.987728 = -147915.255918 nChanged 25 SP:Iteration 47Q (1290.538912 sec): 3 clusters Score: Raw -149626.040097 + Penalty 1701.987728 = -147924.052369 nChanged 24 SP:Iteration 48Q (1290.570328 sec): 3 clusters Score: Raw -149632.513071 + Penalty 1701.987728 = -147930.525343 nChanged 18 SP:Iteration 49Q (1290.601997 sec): 3 clusters Score: Raw -149636.806962 + Penalty 1701.987728 = -147934.819234 nChanged 16 SP:Iteration 50Q (1290.633331 sec): 3 clusters Score: Raw -149640.186224 + Penalty 1701.987728 = -147938.198496 nChanged 9 SP:Iteration 51Q (1290.664905 sec): 3 clusters Score: Raw -149642.738462 + Penalty 1701.987728 = -147940.750734 nChanged 7 SP:Iteration 52Q (1290.696303 sec): 3 clusters Score: Raw -149645.688599 + Penalty 1701.987728 = -147943.700870 nChanged 11 SP:Iteration 53Q (1290.727871 sec): 3 clusters Score: Raw -149649.310795 + Penalty 1701.987728 = -147947.323066 nChanged 12 SP:Iteration 54Q (1290.759304 sec): 3 clusters Score: Raw -149652.243019 + Penalty 1701.987728 = -147950.255290 nChanged 11 SP:Iteration 55Q (1290.790948 sec): 3 clusters Score: Raw -149654.395990 + Penalty 1701.987728 = -147952.408261 nChanged 6 SP:Iteration 56Q (1290.822315 sec): 3 clusters Score: Raw -149655.701292 + Penalty 1701.987728 = -147953.713564 nChanged 4 SP:Iteration 57Q (1290.853876 sec): 3 clusters Score: Raw -149656.394521 + Penalty 1701.987728 = -147954.406793 nChanged 3 SP:Iteration 58Q (1290.885233 sec): 3 clusters Score: Raw -149656.867128 + Penalty 1701.987728 = -147954.879400 nChanged 2 SP:Iteration 59Q (1290.916661 sec): 3 clusters Score: Raw -149657.379613 + Penalty 1701.987728 = -147955.391885 nChanged 3 SP:Iteration 60F (1290.947595 sec): 3 clusters Score: Raw -149657.871881 + Penalty 1701.987728 = -147955.884152 nChanged 3 SP:Iteration 61Q (1290.979325 sec): 3 clusters Score: Raw -149658.721798 + Penalty 1701.987728 = -147956.734070 nChanged 2 SP:Iteration 62Q (1291.010825 sec): 3 clusters Score: Raw -149659.135334 + Penalty 1701.987728 = -147957.147606 nChanged 3 SP:Iteration 63Q (1291.042560 sec): 3 clusters Score: Raw -149659.755069 + Penalty 1701.987728 = -147957.767340 nChanged 4 SP:Iteration 64Q (1291.074055 sec): 3 clusters Score: Raw -149662.063819 + Penalty 1701.987728 = -147960.076091 nChanged 5 SP:Iteration 65Q (1291.105642 sec): 3 clusters Score: Raw -149663.374522 + Penalty 1701.987728 = -147961.386794 nChanged 5 SP:Iteration 66Q (1291.136902 sec): 3 clusters Score: Raw -149664.712420 + Penalty 1701.987728 = -147962.724692 nChanged 8 SP:Iteration 67Q (1291.168429 sec): 3 clusters Score: Raw -149666.280674 + Penalty 1701.987728 = -147964.292946 nChanged 10 SP:Iteration 68Q (1291.199874 sec): 3 clusters Score: Raw -149669.642578 + Penalty 1701.987728 = -147967.654849 nChanged 12 SP:Iteration 69Q (1291.320771 sec): 3 clusters Score: Raw -149671.578029 + Penalty 1701.987728 = -147969.590301 nChanged 6 SP:Iteration 70Q (1291.443133 sec): 3 clusters Score: Raw -149672.225113 + Penalty 1701.987728 = -147970.237385 nChanged 2 SP:Iteration 71Q (1291.513739 sec): 3 clusters Score: Raw -149672.616081 + Penalty 1701.987728 = -147970.628353 nChanged 3 SP:Iteration 72Q (1291.610854 sec): 3 clusters Score: Raw -149672.872086 + Penalty 1701.987728 = -147970.884358 nChanged 2 SP:Iteration 73Q (1291.726862 sec): 3 clusters Score: Raw -149673.326715 + Penalty 1701.987728 = -147971.338987 nChanged 3 SP:Iteration 74Q (1291.833605 sec): 3 clusters Score: Raw -149674.321420 + Penalty 1701.987728 = -147972.333692 nChanged 6 SP:Iteration 75Q (1291.959798 sec): 3 clusters Score: Raw -149675.639613 + Penalty 1701.987728 = -147973.651885 nChanged 6 SP:Iteration 76Q (1292.046003 sec): 3 clusters Score: Raw -149676.710962 + Penalty 1701.987728 = -147974.723233 nChanged 5 SP:Iteration 77Q (1292.163302 sec): 3 clusters Score: Raw -149677.934878 + Penalty 1701.987728 = -147975.947149 nChanged 2 SP:Iteration 78Q (1292.248988 sec): 3 clusters Score: Raw -149678.233706 + Penalty 1701.987728 = -147976.245978 nChanged 1 SP:Iteration 79Q (1292.280606 sec): 3 clusters Score: Raw -149678.331551 + Penalty 1701.987728 = -147976.343822 nChanged 1 SP:Iteration 80F (1292.394094 sec): 3 clusters Score: Raw -149678.451503 + Penalty 1701.987728 = -147976.463775 nChanged 0 Trying to split cluster 8 (1153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1292.478517 sec): 2 clusters Score: Raw -31278.044275 + Penalty 740.262865 = -30537.781410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1292.490989 sec): 3 clusters Score: Raw -30789.282589 + Penalty 1480.525729 = -29308.756859 nChanged 431 SP:Iteration 1F (1292.506782 sec): 3 clusters Score: Raw -31218.206956 + Penalty 1480.525729 = -29737.681226 nChanged 140 SP:Iteration 2F (1292.522535 sec): 3 clusters Score: Raw -31404.183240 + Penalty 1480.525729 = -29923.657511 nChanged 90 SP:Iteration 3F (1292.538232 sec): 3 clusters Score: Raw -31517.714220 + Penalty 1480.525729 = -30037.188490 nChanged 64 SP:Iteration 4F (1292.554854 sec): 3 clusters Score: Raw -31565.762151 + Penalty 1480.525729 = -30085.236422 nChanged 33 SP:Iteration 5Q (1292.571626 sec): 3 clusters Score: Raw -31592.659671 + Penalty 1480.525729 = -30112.133942 nChanged 18 SP:Iteration 6Q (1292.588406 sec): 3 clusters Score: Raw -31610.633013 + Penalty 1480.525729 = -30130.107284 nChanged 13 SP:Iteration 7Q (1292.605225 sec): 3 clusters Score: Raw -31618.713664 + Penalty 1480.525729 = -30138.187935 nChanged 12 SP:Iteration 8Q (1292.622039 sec): 3 clusters Score: Raw -31630.240207 + Penalty 1480.525729 = -30149.714478 nChanged 11 SP:Iteration 9Q (1292.638772 sec): 3 clusters Score: Raw -31637.266777 + Penalty 1480.525729 = -30156.741048 nChanged 9 SP:Iteration 10Q (1292.655418 sec): 3 clusters Score: Raw -31644.807885 + Penalty 1480.525729 = -30164.282156 nChanged 7 SP:Iteration 11Q (1292.671496 sec): 3 clusters Score: Raw -31649.388412 + Penalty 1480.525729 = -30168.862682 nChanged 6 SP:Iteration 12Q (1292.684793 sec): 3 clusters Score: Raw -31652.474480 + Penalty 1480.525729 = -30171.948750 nChanged 7 SP:Iteration 13Q (1292.699342 sec): 3 clusters Score: Raw -31659.195986 + Penalty 1480.525729 = -30178.670256 nChanged 9 SP:Iteration 14Q (1292.712485 sec): 3 clusters Score: Raw -31670.150294 + Penalty 1480.525729 = -30189.624565 nChanged 6 SP:Iteration 15Q (1292.725863 sec): 3 clusters Score: Raw -31673.439566 + Penalty 1480.525729 = -30192.913836 nChanged 4 SP:Iteration 16Q (1292.739090 sec): 3 clusters Score: Raw -31676.644689 + Penalty 1480.525729 = -30196.118960 nChanged 3 SP:Iteration 17Q (1292.754774 sec): 3 clusters Score: Raw -31677.713287 + Penalty 1480.525729 = -30197.187557 nChanged 2 SP:Iteration 18Q (1292.870790 sec): 3 clusters Score: Raw -31678.285165 + Penalty 1480.525729 = -30197.759436 nChanged 1 SP:Iteration 19Q (1292.986139 sec): 3 clusters Score: Raw -31678.887353 + Penalty 1480.525729 = -30198.361623 nChanged 1 SP:Iteration 20F (1293.101420 sec): 3 clusters Score: Raw -31679.950486 + Penalty 1480.525729 = -30199.424757 nChanged 3 SP:Iteration 21Q (1293.214961 sec): 3 clusters Score: Raw -31681.651182 + Penalty 1480.525729 = -30201.125453 nChanged 5 SP:Iteration 22Q (1293.329517 sec): 3 clusters Score: Raw -31688.277767 + Penalty 1480.525729 = -30207.752038 nChanged 5 SP:Iteration 23Q (1293.443987 sec): 3 clusters Score: Raw -31695.201893 + Penalty 1480.525729 = -30214.676163 nChanged 7 SP:Iteration 24Q (1293.553613 sec): 3 clusters Score: Raw -31704.869891 + Penalty 1480.525729 = -30224.344162 nChanged 8 SP:Iteration 25Q (1293.566877 sec): 3 clusters Score: Raw -31713.691359 + Penalty 1480.525729 = -30233.165630 nChanged 8 SP:Iteration 26Q (1293.580224 sec): 3 clusters Score: Raw -31728.246141 + Penalty 1480.525729 = -30247.720412 nChanged 11 SP:Iteration 27Q (1293.593526 sec): 3 clusters Score: Raw -31737.593323 + Penalty 1480.525729 = -30257.067594 nChanged 6 SP:Iteration 28Q (1293.606692 sec): 3 clusters Score: Raw -31740.827055 + Penalty 1480.525729 = -30260.301326 nChanged 3 SP:Iteration 29Q (1293.619968 sec): 3 clusters Score: Raw -31741.635405 + Penalty 1480.525729 = -30261.109676 nChanged 1 SP:Iteration 30Q (1293.633158 sec): 3 clusters Score: Raw -31741.778761 + Penalty 1480.525729 = -30261.253032 nChanged 0 SP:Iteration 31F (1293.646259 sec): 3 clusters Score: Raw -31741.778761 + Penalty 1480.525729 = -30261.253032 nChanged 0 Trying to split cluster 9 (2065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1293.681234 sec): 2 clusters Score: Raw -94118.305367 + Penalty 801.452978 = -93316.852389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1293.703114 sec): 3 clusters Score: Raw -93112.986569 + Penalty 1602.905956 = -91510.080613 nChanged 783 SP:Iteration 1F (1293.724147 sec): 3 clusters Score: Raw -93640.890732 + Penalty 1602.905956 = -92037.984776 nChanged 167 SP:Iteration 2F (1293.744930 sec): 3 clusters Score: Raw -93779.006117 + Penalty 1602.905956 = -92176.100160 nChanged 146 SP:Iteration 3F (1293.765607 sec): 3 clusters Score: Raw -93919.168446 + Penalty 1602.905956 = -92316.262490 nChanged 122 SP:Iteration 4F (1293.786285 sec): 3 clusters Score: Raw -94036.451513 + Penalty 1602.905956 = -92433.545557 nChanged 121 SP:Iteration 5F (1293.806884 sec): 3 clusters Score: Raw -94162.055763 + Penalty 1602.905956 = -92559.149806 nChanged 95 SP:Iteration 6Q (1293.828279 sec): 3 clusters Score: Raw -94249.280842 + Penalty 1602.905956 = -92646.374885 nChanged 55 SP:Iteration 7Q (1293.849315 sec): 3 clusters Score: Raw -94304.902246 + Penalty 1602.905956 = -92701.996290 nChanged 43 SP:Iteration 8Q (1293.870362 sec): 3 clusters Score: Raw -94354.776247 + Penalty 1602.905956 = -92751.870291 nChanged 36 SP:Iteration 9Q (1293.891211 sec): 3 clusters Score: Raw -94386.328636 + Penalty 1602.905956 = -92783.422679 nChanged 23 SP:Iteration 10Q (1293.912081 sec): 3 clusters Score: Raw -94403.773353 + Penalty 1602.905956 = -92800.867397 nChanged 21 SP:Iteration 11Q (1293.933048 sec): 3 clusters Score: Raw -94423.645127 + Penalty 1602.905956 = -92820.739171 nChanged 20 SP:Iteration 12Q (1293.953400 sec): 3 clusters Score: Raw -94441.906770 + Penalty 1602.905956 = -92839.000814 nChanged 16 SP:Iteration 13Q (1293.973735 sec): 3 clusters Score: Raw -94461.040029 + Penalty 1602.905956 = -92858.134073 nChanged 18 SP:Iteration 14Q (1293.994025 sec): 3 clusters Score: Raw -94482.192907 + Penalty 1602.905956 = -92879.286951 nChanged 12 SP:Iteration 15Q (1294.014155 sec): 3 clusters Score: Raw -94496.559020 + Penalty 1602.905956 = -92893.653064 nChanged 13 SP:Iteration 16Q (1294.133059 sec): 3 clusters Score: Raw -94516.199016 + Penalty 1602.905956 = -92913.293060 nChanged 15 SP:Iteration 17Q (1294.265527 sec): 3 clusters Score: Raw -94529.636212 + Penalty 1602.905956 = -92926.730256 nChanged 10 SP:Iteration 18Q (1294.369633 sec): 3 clusters Score: Raw -94540.042195 + Penalty 1602.905956 = -92937.136239 nChanged 6 SP:Iteration 19Q (1294.486010 sec): 3 clusters Score: Raw -94544.984307 + Penalty 1602.905956 = -92942.078351 nChanged 9 SP:Iteration 20F (1294.602217 sec): 3 clusters Score: Raw -94552.481822 + Penalty 1602.905956 = -92949.575866 nChanged 8 SP:Iteration 21Q (1294.635933 sec): 3 clusters Score: Raw -94556.182206 + Penalty 1602.905956 = -92953.276250 nChanged 3 SP:Iteration 22Q (1294.673999 sec): 3 clusters Score: Raw -94559.852981 + Penalty 1602.905956 = -92956.947024 nChanged 4 SP:Iteration 23Q (1294.697920 sec): 3 clusters Score: Raw -94565.550131 + Penalty 1602.905956 = -92962.644175 nChanged 5 SP:Iteration 24Q (1294.721607 sec): 3 clusters Score: Raw -94571.652310 + Penalty 1602.905956 = -92968.746354 nChanged 3 SP:Iteration 25Q (1294.745328 sec): 3 clusters Score: Raw -94573.543156 + Penalty 1602.905956 = -92970.637199 nChanged 2 SP:Iteration 26Q (1294.768971 sec): 3 clusters Score: Raw -94574.884050 + Penalty 1602.905956 = -92971.978094 nChanged 2 SP:Iteration 27Q (1294.792554 sec): 3 clusters Score: Raw -94578.207161 + Penalty 1602.905956 = -92975.301204 nChanged 4 SP:Iteration 28Q (1294.816142 sec): 3 clusters Score: Raw -94585.256127 + Penalty 1602.905956 = -92982.350171 nChanged 6 SP:Iteration 29Q (1294.839774 sec): 3 clusters Score: Raw -94591.002030 + Penalty 1602.905956 = -92988.096073 nChanged 6 SP:Iteration 30Q (1294.863072 sec): 3 clusters Score: Raw -94594.968308 + Penalty 1602.905956 = -92992.062352 nChanged 5 SP:Iteration 31Q (1294.883983 sec): 3 clusters Score: Raw -94597.383611 + Penalty 1602.905956 = -92994.477655 nChanged 5 SP:Iteration 32Q (1294.904435 sec): 3 clusters Score: Raw -94599.172811 + Penalty 1602.905956 = -92996.266855 nChanged 5 SP:Iteration 33Q (1294.924853 sec): 3 clusters Score: Raw -94601.498270 + Penalty 1602.905956 = -92998.592313 nChanged 9 SP:Iteration 34Q (1294.945624 sec): 3 clusters Score: Raw -94606.399679 + Penalty 1602.905956 = -93003.493723 nChanged 12 SP:Iteration 35Q (1294.966101 sec): 3 clusters Score: Raw -94614.436778 + Penalty 1602.905956 = -93011.530822 nChanged 7 SP:Iteration 36Q (1294.986612 sec): 3 clusters Score: Raw -94619.172093 + Penalty 1602.905956 = -93016.266137 nChanged 4 SP:Iteration 37Q (1295.007331 sec): 3 clusters Score: Raw -94623.407033 + Penalty 1602.905956 = -93020.501077 nChanged 7 SP:Iteration 38Q (1295.027883 sec): 3 clusters Score: Raw -94627.288603 + Penalty 1602.905956 = -93024.382647 nChanged 5 SP:Iteration 39Q (1295.048024 sec): 3 clusters Score: Raw -94629.812736 + Penalty 1602.905956 = -93026.906780 nChanged 3 SP:Iteration 40F (1295.068978 sec): 3 clusters Score: Raw -94632.177588 + Penalty 1602.905956 = -93029.271632 nChanged 3 SP:Iteration 41Q (1295.089172 sec): 3 clusters Score: Raw -94633.749162 + Penalty 1602.905956 = -93030.843206 nChanged 2 SP:Iteration 42Q (1295.109300 sec): 3 clusters Score: Raw -94635.499921 + Penalty 1602.905956 = -93032.593965 nChanged 1 SP:Iteration 43Q (1295.129629 sec): 3 clusters Score: Raw -94637.313662 + Penalty 1602.905956 = -93034.407705 nChanged 0 SP:Iteration 44F (1295.150339 sec): 3 clusters Score: Raw -94637.313662 + Penalty 1602.905956 = -93034.407705 nChanged 0 Trying to split cluster 10 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1295.181664 sec): 2 clusters Score: Raw -25903.284974 + Penalty 700.030463 = -25203.254511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1295.192266 sec): 3 clusters Score: Raw -25673.402053 + Penalty 1400.060926 = -24273.341127 nChanged 260 SP:Iteration 1F (1295.310699 sec): 3 clusters Score: Raw -25976.879165 + Penalty 1400.060926 = -24576.818238 nChanged 67 SP:Iteration 2F (1295.420789 sec): 3 clusters Score: Raw -26072.412600 + Penalty 1400.060926 = -24672.351674 nChanged 36 SP:Iteration 3Q (1295.534675 sec): 3 clusters Score: Raw -26124.613026 + Penalty 1400.060926 = -24724.552100 nChanged 26 SP:Iteration 4Q (1295.647437 sec): 3 clusters Score: Raw -26153.523950 + Penalty 1400.060926 = -24753.463024 nChanged 32 SP:Iteration 5Q (1295.761067 sec): 3 clusters Score: Raw -26205.003761 + Penalty 1400.060926 = -24804.942834 nChanged 28 SP:Iteration 6Q (1295.874450 sec): 3 clusters Score: Raw -26252.550699 + Penalty 1400.060926 = -24852.489772 nChanged 26 SP:Iteration 7Q (1295.987889 sec): 3 clusters Score: Raw -26292.089857 + Penalty 1400.060926 = -24892.028930 nChanged 21 SP:Iteration 8Q (1296.100215 sec): 3 clusters Score: Raw -26324.126565 + Penalty 1400.060926 = -24924.065639 nChanged 20 SP:Iteration 9Q (1296.163644 sec): 3 clusters Score: Raw -26359.018806 + Penalty 1400.060926 = -24958.957879 nChanged 15 SP:Iteration 10Q (1296.174274 sec): 3 clusters Score: Raw -26379.497874 + Penalty 1400.060926 = -24979.436948 nChanged 13 SP:Iteration 11Q (1296.184184 sec): 3 clusters Score: Raw -26390.418608 + Penalty 1400.060926 = -24990.357682 nChanged 5 SP:Iteration 12Q (1296.194052 sec): 3 clusters Score: Raw -26398.707295 + Penalty 1400.060926 = -24998.646368 nChanged 7 SP:Iteration 13Q (1296.203916 sec): 3 clusters Score: Raw -26410.316055 + Penalty 1400.060926 = -25010.255129 nChanged 7 SP:Iteration 14Q (1296.213744 sec): 3 clusters Score: Raw -26417.951386 + Penalty 1400.060926 = -25017.890459 nChanged 2 SP:Iteration 15Q (1296.223544 sec): 3 clusters Score: Raw -26421.633573 + Penalty 1400.060926 = -25021.572647 nChanged 2 SP:Iteration 16Q (1296.233797 sec): 3 clusters Score: Raw -26423.023529 + Penalty 1400.060926 = -25022.962603 nChanged 2 SP:Iteration 17Q (1296.244343 sec): 3 clusters Score: Raw -26426.261149 + Penalty 1400.060926 = -25026.200223 nChanged 1 SP:Iteration 18Q (1296.254786 sec): 3 clusters Score: Raw -26427.063942 + Penalty 1400.060926 = -25027.003016 nChanged 1 SP:Iteration 19Q (1296.265249 sec): 3 clusters Score: Raw -26427.333632 + Penalty 1400.060926 = -25027.272706 nChanged 0 SP:Iteration 20F (1296.275791 sec): 3 clusters Score: Raw -26427.333632 + Penalty 1400.060926 = -25027.272706 nChanged 0 Trying to split cluster 11 (1868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1296.311932 sec): 2 clusters Score: Raw -84141.795237 + Penalty 790.925480 = -83350.869757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1296.332342 sec): 3 clusters Score: Raw -83275.704229 + Penalty 1581.850960 = -81693.853270 nChanged 691 SP:Iteration 1F (1296.351602 sec): 3 clusters Score: Raw -83703.188599 + Penalty 1581.850960 = -82121.337639 nChanged 156 SP:Iteration 2F (1296.370713 sec): 3 clusters Score: Raw -83805.455839 + Penalty 1581.850960 = -82223.604879 nChanged 96 SP:Iteration 3F (1296.390060 sec): 3 clusters Score: Raw -83871.133034 + Penalty 1581.850960 = -82289.282074 nChanged 74 SP:Iteration 4Q (1296.409616 sec): 3 clusters Score: Raw -83926.226959 + Penalty 1581.850960 = -82344.375999 nChanged 67 SP:Iteration 5Q (1296.429009 sec): 3 clusters Score: Raw -83971.169470 + Penalty 1581.850960 = -82389.318510 nChanged 70 SP:Iteration 6Q (1296.448378 sec): 3 clusters Score: Raw -84024.697495 + Penalty 1581.850960 = -82442.846535 nChanged 52 SP:Iteration 7Q (1296.468093 sec): 3 clusters Score: Raw -84058.113574 + Penalty 1581.850960 = -82476.262614 nChanged 41 SP:Iteration 8Q (1296.487626 sec): 3 clusters Score: Raw -84078.851075 + Penalty 1581.850960 = -82497.000115 nChanged 33 SP:Iteration 9Q (1296.507173 sec): 3 clusters Score: Raw -84109.521046 + Penalty 1581.850960 = -82527.670087 nChanged 47 SP:Iteration 10Q (1296.656320 sec): 3 clusters Score: Raw -84138.803871 + Penalty 1581.850960 = -82556.952911 nChanged 35 SP:Iteration 11Q (1296.749587 sec): 3 clusters Score: Raw -84165.273849 + Penalty 1581.850960 = -82583.422889 nChanged 38 SP:Iteration 12Q (1296.868357 sec): 3 clusters Score: Raw -84207.863843 + Penalty 1581.850960 = -82626.012883 nChanged 48 SP:Iteration 13Q (1296.988246 sec): 3 clusters Score: Raw -84252.451544 + Penalty 1581.850960 = -82670.600584 nChanged 37 SP:Iteration 14Q (1297.103096 sec): 3 clusters Score: Raw -84279.969126 + Penalty 1581.850960 = -82698.118166 nChanged 28 SP:Iteration 15Q (1297.216878 sec): 3 clusters Score: Raw -84304.172720 + Penalty 1581.850960 = -82722.321760 nChanged 27 SP:Iteration 16Q (1297.332972 sec): 3 clusters Score: Raw -84325.359156 + Penalty 1581.850960 = -82743.508196 nChanged 26 SP:Iteration 17Q (1297.397827 sec): 3 clusters Score: Raw -84345.618949 + Penalty 1581.850960 = -82763.767989 nChanged 29 SP:Iteration 18Q (1297.416959 sec): 3 clusters Score: Raw -84370.891175 + Penalty 1581.850960 = -82789.040215 nChanged 28 SP:Iteration 19Q (1297.435910 sec): 3 clusters Score: Raw -84390.147008 + Penalty 1581.850960 = -82808.296049 nChanged 15 SP:Iteration 20F (1297.454783 sec): 3 clusters Score: Raw -84397.872321 + Penalty 1581.850960 = -82816.021361 nChanged 12 SP:Iteration 21Q (1297.473707 sec): 3 clusters Score: Raw -84406.404927 + Penalty 1581.850960 = -82824.553967 nChanged 14 SP:Iteration 22Q (1297.492702 sec): 3 clusters Score: Raw -84416.864765 + Penalty 1581.850960 = -82835.013805 nChanged 17 SP:Iteration 23Q (1297.511552 sec): 3 clusters Score: Raw -84428.353879 + Penalty 1581.850960 = -82846.502919 nChanged 17 SP:Iteration 24Q (1297.530639 sec): 3 clusters Score: Raw -84443.312022 + Penalty 1581.850960 = -82861.461062 nChanged 22 SP:Iteration 25Q (1297.549857 sec): 3 clusters Score: Raw -84468.357656 + Penalty 1581.850960 = -82886.506696 nChanged 24 SP:Iteration 26Q (1297.569165 sec): 3 clusters Score: Raw -84499.268617 + Penalty 1581.850960 = -82917.417657 nChanged 21 SP:Iteration 27Q (1297.588212 sec): 3 clusters Score: Raw -84516.334662 + Penalty 1581.850960 = -82934.483702 nChanged 8 SP:Iteration 28Q (1297.607242 sec): 3 clusters Score: Raw -84523.622601 + Penalty 1581.850960 = -82941.771641 nChanged 8 SP:Iteration 29Q (1297.626201 sec): 3 clusters Score: Raw -84530.930752 + Penalty 1581.850960 = -82949.079792 nChanged 5 SP:Iteration 30Q (1297.645015 sec): 3 clusters Score: Raw -84533.908847 + Penalty 1581.850960 = -82952.057887 nChanged 2 SP:Iteration 31Q (1297.663890 sec): 3 clusters Score: Raw -84534.829918 + Penalty 1581.850960 = -82952.978958 nChanged 2 SP:Iteration 32Q (1297.682784 sec): 3 clusters Score: Raw -84536.301811 + Penalty 1581.850960 = -82954.450851 nChanged 2 SP:Iteration 33Q (1297.701598 sec): 3 clusters Score: Raw -84538.443645 + Penalty 1581.850960 = -82956.592685 nChanged 3 SP:Iteration 34Q (1297.720782 sec): 3 clusters Score: Raw -84540.758867 + Penalty 1581.850960 = -82958.907907 nChanged 1 SP:Iteration 35Q (1297.739149 sec): 3 clusters Score: Raw -84542.150854 + Penalty 1581.850960 = -82960.299894 nChanged 1 SP:Iteration 36Q (1297.757466 sec): 3 clusters Score: Raw -84543.102935 + Penalty 1581.850960 = -82961.251975 nChanged 1 SP:Iteration 37Q (1297.775809 sec): 3 clusters Score: Raw -84543.430172 + Penalty 1581.850960 = -82961.579212 nChanged 0 SP:Iteration 38F (1297.794618 sec): 3 clusters Score: Raw -84543.430172 + Penalty 1581.850960 = -82961.579212 nChanged 0 Trying to split cluster 12 (1167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1297.826285 sec): 2 clusters Score: Raw -43441.669816 + Penalty 741.530121 = -42700.139695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1297.840377 sec): 3 clusters Score: Raw -42979.909323 + Penalty 1483.060243 = -41496.849080 nChanged 425 SP:Iteration 1F (1297.962078 sec): 3 clusters Score: Raw -43505.948627 + Penalty 1483.060243 = -42022.888385 nChanged 142 SP:Iteration 2F (1298.066943 sec): 3 clusters Score: Raw -43706.992355 + Penalty 1483.060243 = -42223.932112 nChanged 100 SP:Iteration 3F (1298.181307 sec): 3 clusters Score: Raw -43817.655311 + Penalty 1483.060243 = -42334.595069 nChanged 63 SP:Iteration 4F (1298.273252 sec): 3 clusters Score: Raw -43891.827912 + Penalty 1483.060243 = -42408.767669 nChanged 38 SP:Iteration 5Q (1298.384777 sec): 3 clusters Score: Raw -43942.688511 + Penalty 1483.060243 = -42459.628268 nChanged 31 SP:Iteration 6Q (1298.504233 sec): 3 clusters Score: Raw -43977.333841 + Penalty 1483.060243 = -42494.273598 nChanged 20 SP:Iteration 7Q (1298.623910 sec): 3 clusters Score: Raw -43998.726697 + Penalty 1483.060243 = -42515.666454 nChanged 9 SP:Iteration 8Q (1298.676645 sec): 3 clusters Score: Raw -44011.687740 + Penalty 1483.060243 = -42528.627497 nChanged 11 SP:Iteration 9Q (1298.690348 sec): 3 clusters Score: Raw -44020.242397 + Penalty 1483.060243 = -42537.182154 nChanged 5 SP:Iteration 10Q (1298.703518 sec): 3 clusters Score: Raw -44024.236129 + Penalty 1483.060243 = -42541.175886 nChanged 4 SP:Iteration 11Q (1298.716716 sec): 3 clusters Score: Raw -44029.028368 + Penalty 1483.060243 = -42545.968125 nChanged 1 SP:Iteration 12Q (1298.729907 sec): 3 clusters Score: Raw -44030.045314 + Penalty 1483.060243 = -42546.985071 nChanged 1 SP:Iteration 13Q (1298.743155 sec): 3 clusters Score: Raw -44031.803062 + Penalty 1483.060243 = -42548.742819 nChanged 2 SP:Iteration 14Q (1298.756365 sec): 3 clusters Score: Raw -44033.840829 + Penalty 1483.060243 = -42550.780587 nChanged 2 SP:Iteration 15Q (1298.769596 sec): 3 clusters Score: Raw -44034.509305 + Penalty 1483.060243 = -42551.449062 nChanged 0 SP:Iteration 16F (1298.782759 sec): 3 clusters Score: Raw -44034.509305 + Penalty 1483.060243 = -42551.449062 nChanged 0 Iteration 54F (1299.446728 sec): 15 clusters Score: Raw -1488910.464449 + Penalty 15359.141696 = -1473551.322753 nChanged 851 Iteration 55Q (1300.102063 sec): 15 clusters Score: Raw -1489462.584537 + Penalty 15359.141696 = -1474103.442841 nChanged 435 Iteration 56Q (1300.501308 sec): 15 clusters Score: Raw -1489733.954445 + Penalty 15359.141696 = -1474374.812749 nChanged 343 Iteration 57Q (1300.909569 sec): 15 clusters Score: Raw -1489966.405621 + Penalty 15359.141696 = -1474607.263925 nChanged 278 Iteration 58Q (1301.320888 sec): 15 clusters Score: Raw -1490138.166055 + Penalty 15359.141696 = -1474779.024359 nChanged 242 Writing temp clu file Because OldScore, -1474607.263925, is greater than current (better) Score,-1474779.024359 Compute initial score before splitting: Score: Raw -1490138.166055 + Penalty 15359.141696 = -1474779.024359 Trying to split cluster 1 (862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1301.363395 sec): 2 clusters Score: Raw -34176.582594 + Penalty 709.721803 = -33466.860790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1301.374642 sec): 3 clusters Score: Raw -33871.692168 + Penalty 1419.443607 = -32452.248562 nChanged 271 SP:Iteration 1F (1301.385264 sec): 3 clusters Score: Raw -34091.786423 + Penalty 1419.443607 = -32672.342817 nChanged 68 SP:Iteration 2F (1301.396228 sec): 3 clusters Score: Raw -34141.884692 + Penalty 1419.443607 = -32722.441086 nChanged 25 SP:Iteration 3Q (1301.408698 sec): 3 clusters Score: Raw -34165.892078 + Penalty 1419.443607 = -32746.448471 nChanged 21 SP:Iteration 4Q (1301.421220 sec): 3 clusters Score: Raw -34185.597425 + Penalty 1419.443607 = -32766.153818 nChanged 14 SP:Iteration 5Q (1301.433693 sec): 3 clusters Score: Raw -34200.177779 + Penalty 1419.443607 = -32780.734172 nChanged 15 SP:Iteration 6Q (1301.446445 sec): 3 clusters Score: Raw -34221.109170 + Penalty 1419.443607 = -32801.665563 nChanged 12 SP:Iteration 7Q (1301.458950 sec): 3 clusters Score: Raw -34233.597436 + Penalty 1419.443607 = -32814.153829 nChanged 10 SP:Iteration 8Q (1301.609845 sec): 3 clusters Score: Raw -34243.225526 + Penalty 1419.443607 = -32823.781919 nChanged 10 SP:Iteration 9Q (1301.724126 sec): 3 clusters Score: Raw -34249.908442 + Penalty 1419.443607 = -32830.464836 nChanged 7 SP:Iteration 10Q (1301.837843 sec): 3 clusters Score: Raw -34253.616624 + Penalty 1419.443607 = -32834.173017 nChanged 2 SP:Iteration 11Q (1301.950601 sec): 3 clusters Score: Raw -34254.840799 + Penalty 1419.443607 = -32835.397192 nChanged 3 SP:Iteration 12Q (1302.062650 sec): 3 clusters Score: Raw -34257.410473 + Penalty 1419.443607 = -32837.966866 nChanged 3 SP:Iteration 13Q (1302.176630 sec): 3 clusters Score: Raw -34258.607073 + Penalty 1419.443607 = -32839.163466 nChanged 0 SP:Iteration 14F (1302.274996 sec): 3 clusters Score: Raw -34258.607073 + Penalty 1419.443607 = -32839.163466 nChanged 0 Trying to split cluster 2 (6828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1302.324970 sec): 2 clusters Score: Raw -336707.273961 + Penalty 927.022644 = -335780.251317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1302.374975 sec): 3 clusters Score: Raw -332808.894292 + Penalty 1854.045288 = -330954.849004 nChanged 3009 SP:Iteration 1F (1302.440431 sec): 3 clusters Score: Raw -334569.500213 + Penalty 1854.045288 = -332715.454926 nChanged 533 SP:Iteration 2F (1302.487466 sec): 3 clusters Score: Raw -334889.606580 + Penalty 1854.045288 = -333035.561292 nChanged 458 SP:Iteration 3F (1302.534443 sec): 3 clusters Score: Raw -335151.501384 + Penalty 1854.045288 = -333297.456096 nChanged 419 SP:Iteration 4F (1302.581103 sec): 3 clusters Score: Raw -335410.367318 + Penalty 1854.045288 = -333556.322031 nChanged 390 SP:Iteration 5F (1302.630312 sec): 3 clusters Score: Raw -335650.715685 + Penalty 1854.045288 = -333796.670397 nChanged 341 SP:Iteration 6Q (1302.683965 sec): 3 clusters Score: Raw -335860.771313 + Penalty 1854.045288 = -334006.726025 nChanged 260 SP:Iteration 7Q (1302.737374 sec): 3 clusters Score: Raw -335992.685916 + Penalty 1854.045288 = -334138.640628 nChanged 213 SP:Iteration 8Q (1302.790622 sec): 3 clusters Score: Raw -336118.702788 + Penalty 1854.045288 = -334264.657500 nChanged 179 SP:Iteration 9Q (1302.841584 sec): 3 clusters Score: Raw -336219.499240 + Penalty 1854.045288 = -334365.453952 nChanged 161 SP:Iteration 10Q (1302.892778 sec): 3 clusters Score: Raw -336311.452271 + Penalty 1854.045288 = -334457.406983 nChanged 136 SP:Iteration 11Q (1302.943664 sec): 3 clusters Score: Raw -336385.170051 + Penalty 1854.045288 = -334531.124763 nChanged 125 SP:Iteration 12Q (1302.995587 sec): 3 clusters Score: Raw -336456.421840 + Penalty 1854.045288 = -334602.376552 nChanged 128 SP:Iteration 13Q (1303.047763 sec): 3 clusters Score: Raw -336535.466358 + Penalty 1854.045288 = -334681.421070 nChanged 117 SP:Iteration 14Q (1303.099621 sec): 3 clusters Score: Raw -336599.451904 + Penalty 1854.045288 = -334745.406616 nChanged 86 SP:Iteration 15Q (1303.150200 sec): 3 clusters Score: Raw -336648.762309 + Penalty 1854.045288 = -334794.717022 nChanged 71 SP:Iteration 16Q (1303.199999 sec): 3 clusters Score: Raw -336686.590641 + Penalty 1854.045288 = -334832.545354 nChanged 59 SP:Iteration 17Q (1303.249648 sec): 3 clusters Score: Raw -336714.264920 + Penalty 1854.045288 = -334860.219632 nChanged 39 SP:Iteration 18Q (1303.299137 sec): 3 clusters Score: Raw -336732.686098 + Penalty 1854.045288 = -334878.640811 nChanged 40 SP:Iteration 19Q (1303.348849 sec): 3 clusters Score: Raw -336755.037337 + Penalty 1854.045288 = -334900.992049 nChanged 37 SP:Iteration 20F (1303.401593 sec): 3 clusters Score: Raw -336775.352966 + Penalty 1854.045288 = -334921.307678 nChanged 30 SP:Iteration 21Q (1303.453398 sec): 3 clusters Score: Raw -336792.025083 + Penalty 1854.045288 = -334937.979795 nChanged 24 SP:Iteration 22Q (1303.616801 sec): 3 clusters Score: Raw -336803.843933 + Penalty 1854.045288 = -334949.798645 nChanged 22 SP:Iteration 23Q (1303.769830 sec): 3 clusters Score: Raw -336816.601004 + Penalty 1854.045288 = -334962.555716 nChanged 21 SP:Iteration 24Q (1303.908416 sec): 3 clusters Score: Raw -336829.593123 + Penalty 1854.045288 = -334975.547835 nChanged 17 SP:Iteration 25Q (1304.049324 sec): 3 clusters Score: Raw -336836.713430 + Penalty 1854.045288 = -334982.668143 nChanged 11 SP:Iteration 26Q (1304.141836 sec): 3 clusters Score: Raw -336842.496578 + Penalty 1854.045288 = -334988.451291 nChanged 12 SP:Iteration 27Q (1304.197767 sec): 3 clusters Score: Raw -336849.206234 + Penalty 1854.045288 = -334995.160946 nChanged 10 SP:Iteration 28Q (1304.252491 sec): 3 clusters Score: Raw -336854.141605 + Penalty 1854.045288 = -335000.096317 nChanged 19 SP:Iteration 29Q (1304.307721 sec): 3 clusters Score: Raw -336867.509051 + Penalty 1854.045288 = -335013.463763 nChanged 16 SP:Iteration 30Q (1304.359962 sec): 3 clusters Score: Raw -336877.075188 + Penalty 1854.045288 = -335023.029900 nChanged 16 SP:Iteration 31Q (1304.412203 sec): 3 clusters Score: Raw -336886.857924 + Penalty 1854.045288 = -335032.812637 nChanged 13 SP:Iteration 32Q (1304.464591 sec): 3 clusters Score: Raw -336894.375422 + Penalty 1854.045288 = -335040.330135 nChanged 14 SP:Iteration 33Q (1304.513661 sec): 3 clusters Score: Raw -336899.116168 + Penalty 1854.045288 = -335045.070880 nChanged 7 SP:Iteration 34Q (1304.640860 sec): 3 clusters Score: Raw -336902.795337 + Penalty 1854.045288 = -335048.750049 nChanged 9 SP:Iteration 35Q (1304.711491 sec): 3 clusters Score: Raw -336907.116352 + Penalty 1854.045288 = -335053.071064 nChanged 8 SP:Iteration 36Q (1304.759602 sec): 3 clusters Score: Raw -336911.108602 + Penalty 1854.045288 = -335057.063315 nChanged 7 SP:Iteration 37Q (1304.808700 sec): 3 clusters Score: Raw -336917.259606 + Penalty 1854.045288 = -335063.214318 nChanged 11 SP:Iteration 38Q (1304.856147 sec): 3 clusters Score: Raw -336923.461962 + Penalty 1854.045288 = -335069.416674 nChanged 9 SP:Iteration 39Q (1304.903451 sec): 3 clusters Score: Raw -336930.036126 + Penalty 1854.045288 = -335075.990838 nChanged 7 SP:Iteration 40F (1304.952948 sec): 3 clusters Score: Raw -336935.413667 + Penalty 1854.045288 = -335081.368380 nChanged 6 SP:Iteration 41Q (1304.999778 sec): 3 clusters Score: Raw -336938.795471 + Penalty 1854.045288 = -335084.750183 nChanged 4 SP:Iteration 42Q (1305.048222 sec): 3 clusters Score: Raw -336940.282651 + Penalty 1854.045288 = -335086.237363 nChanged 4 SP:Iteration 43Q (1305.097028 sec): 3 clusters Score: Raw -336942.235803 + Penalty 1854.045288 = -335088.190516 nChanged 5 SP:Iteration 44Q (1305.145418 sec): 3 clusters Score: Raw -336946.975551 + Penalty 1854.045288 = -335092.930263 nChanged 4 SP:Iteration 45Q (1305.194707 sec): 3 clusters Score: Raw -336950.016913 + Penalty 1854.045288 = -335095.971626 nChanged 2 SP:Iteration 46Q (1305.243838 sec): 3 clusters Score: Raw -336951.586358 + Penalty 1854.045288 = -335097.541070 nChanged 1 SP:Iteration 47Q (1305.293175 sec): 3 clusters Score: Raw -336952.001835 + Penalty 1854.045288 = -335097.956548 nChanged 1 SP:Iteration 48Q (1305.384154 sec): 3 clusters Score: Raw -336952.361844 + Penalty 1854.045288 = -335098.316556 nChanged 0 SP:Iteration 49F (1305.433125 sec): 3 clusters Score: Raw -336952.361844 + Penalty 1854.045288 = -335098.316556 nChanged 0 Trying to split cluster 3 (3909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1305.473420 sec): 2 clusters Score: Raw -189906.024128 + Penalty 868.458871 = -189037.565257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1305.513950 sec): 3 clusters Score: Raw -187784.034740 + Penalty 1736.917742 = -186047.116998 nChanged 1655 SP:Iteration 1F (1305.552709 sec): 3 clusters Score: Raw -188714.730598 + Penalty 1736.917742 = -186977.812856 nChanged 306 SP:Iteration 2F (1305.693150 sec): 3 clusters Score: Raw -188888.952486 + Penalty 1736.917742 = -187152.034744 nChanged 225 SP:Iteration 3F (1305.813421 sec): 3 clusters Score: Raw -189005.868339 + Penalty 1736.917742 = -187268.950598 nChanged 176 SP:Iteration 4Q (1305.932584 sec): 3 clusters Score: Raw -189084.508370 + Penalty 1736.917742 = -187347.590628 nChanged 137 SP:Iteration 5Q (1306.053657 sec): 3 clusters Score: Raw -189150.661514 + Penalty 1736.917742 = -187413.743772 nChanged 124 SP:Iteration 6Q (1306.174145 sec): 3 clusters Score: Raw -189223.859544 + Penalty 1736.917742 = -187486.941803 nChanged 141 SP:Iteration 7Q (1306.295286 sec): 3 clusters Score: Raw -189297.860307 + Penalty 1736.917742 = -187560.942565 nChanged 131 SP:Iteration 8Q (1306.415634 sec): 3 clusters Score: Raw -189378.746288 + Penalty 1736.917742 = -187641.828546 nChanged 128 SP:Iteration 9Q (1306.453038 sec): 3 clusters Score: Raw -189453.023233 + Penalty 1736.917742 = -187716.105492 nChanged 115 SP:Iteration 10Q (1306.489818 sec): 3 clusters Score: Raw -189515.553284 + Penalty 1736.917742 = -187778.635542 nChanged 106 SP:Iteration 11Q (1306.527191 sec): 3 clusters Score: Raw -189568.527593 + Penalty 1736.917742 = -187831.609851 nChanged 112 SP:Iteration 12Q (1306.564069 sec): 3 clusters Score: Raw -189628.131055 + Penalty 1736.917742 = -187891.213313 nChanged 118 SP:Iteration 13Q (1306.601258 sec): 3 clusters Score: Raw -189695.590040 + Penalty 1736.917742 = -187958.672298 nChanged 119 SP:Iteration 14Q (1306.638434 sec): 3 clusters Score: Raw -189763.231855 + Penalty 1736.917742 = -188026.314113 nChanged 103 SP:Iteration 15Q (1306.674776 sec): 3 clusters Score: Raw -189815.728475 + Penalty 1736.917742 = -188078.810733 nChanged 77 SP:Iteration 16Q (1306.711399 sec): 3 clusters Score: Raw -189853.426103 + Penalty 1736.917742 = -188116.508362 nChanged 62 SP:Iteration 17Q (1306.747857 sec): 3 clusters Score: Raw -189895.927901 + Penalty 1736.917742 = -188159.010159 nChanged 60 SP:Iteration 18Q (1306.784782 sec): 3 clusters Score: Raw -189929.699504 + Penalty 1736.917742 = -188192.781762 nChanged 49 SP:Iteration 19Q (1306.821336 sec): 3 clusters Score: Raw -189958.611174 + Penalty 1736.917742 = -188221.693433 nChanged 43 SP:Iteration 20F (1306.860546 sec): 3 clusters Score: Raw -189982.866976 + Penalty 1736.917742 = -188245.949234 nChanged 50 SP:Iteration 21Q (1306.902025 sec): 3 clusters Score: Raw -190007.507966 + Penalty 1736.917742 = -188270.590224 nChanged 40 SP:Iteration 22Q (1306.945640 sec): 3 clusters Score: Raw -190023.948188 + Penalty 1736.917742 = -188287.030446 nChanged 31 SP:Iteration 23Q (1306.989450 sec): 3 clusters Score: Raw -190041.702305 + Penalty 1736.917742 = -188304.784563 nChanged 33 SP:Iteration 24Q (1307.033037 sec): 3 clusters Score: Raw -190057.732522 + Penalty 1736.917742 = -188320.814780 nChanged 17 SP:Iteration 25Q (1307.076614 sec): 3 clusters Score: Raw -190067.187860 + Penalty 1736.917742 = -188330.270118 nChanged 19 SP:Iteration 26Q (1307.114595 sec): 3 clusters Score: Raw -190080.345630 + Penalty 1736.917742 = -188343.427889 nChanged 21 SP:Iteration 27Q (1307.152826 sec): 3 clusters Score: Raw -190092.911666 + Penalty 1736.917742 = -188355.993924 nChanged 15 SP:Iteration 28Q (1307.190677 sec): 3 clusters Score: Raw -190100.363217 + Penalty 1736.917742 = -188363.445476 nChanged 12 SP:Iteration 29Q (1307.228630 sec): 3 clusters Score: Raw -190104.769218 + Penalty 1736.917742 = -188367.851476 nChanged 10 SP:Iteration 30Q (1307.266186 sec): 3 clusters Score: Raw -190109.255151 + Penalty 1736.917742 = -188372.337409 nChanged 10 SP:Iteration 31Q (1307.322570 sec): 3 clusters Score: Raw -190113.170524 + Penalty 1736.917742 = -188376.252782 nChanged 7 SP:Iteration 32Q (1307.361452 sec): 3 clusters Score: Raw -190115.704576 + Penalty 1736.917742 = -188378.786834 nChanged 6 SP:Iteration 33Q (1307.398513 sec): 3 clusters Score: Raw -190118.295163 + Penalty 1736.917742 = -188381.377421 nChanged 4 SP:Iteration 34Q (1307.523489 sec): 3 clusters Score: Raw -190119.982589 + Penalty 1736.917742 = -188383.064847 nChanged 3 SP:Iteration 35Q (1307.649198 sec): 3 clusters Score: Raw -190121.372363 + Penalty 1736.917742 = -188384.454621 nChanged 4 SP:Iteration 36Q (1307.768318 sec): 3 clusters Score: Raw -190122.188416 + Penalty 1736.917742 = -188385.270674 nChanged 1 SP:Iteration 37Q (1307.887851 sec): 3 clusters Score: Raw -190122.376698 + Penalty 1736.917742 = -188385.458957 nChanged 1 SP:Iteration 38Q (1308.007089 sec): 3 clusters Score: Raw -190122.852013 + Penalty 1736.917742 = -188385.934271 nChanged 3 SP:Iteration 39Q (1308.126763 sec): 3 clusters Score: Raw -190125.271717 + Penalty 1736.917742 = -188388.353975 nChanged 3 SP:Iteration 40F (1308.192035 sec): 3 clusters Score: Raw -190125.964984 + Penalty 1736.917742 = -188389.047242 nChanged 1 SP:Iteration 41Q (1308.227617 sec): 3 clusters Score: Raw -190126.156464 + Penalty 1736.917742 = -188389.238723 nChanged 0 SP:Iteration 42F (1308.263860 sec): 3 clusters Score: Raw -190126.156464 + Penalty 1736.917742 = -188389.238723 nChanged 0 Trying to split cluster 4 (4527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1308.303445 sec): 2 clusters Score: Raw -214359.169317 + Penalty 883.870548 = -213475.298769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1308.348963 sec): 3 clusters Score: Raw -211895.227997 + Penalty 1767.741097 = -210127.486900 nChanged 1928 SP:Iteration 1F (1308.392042 sec): 3 clusters Score: Raw -213068.750066 + Penalty 1767.741097 = -211301.008969 nChanged 330 SP:Iteration 2F (1308.434999 sec): 3 clusters Score: Raw -213254.606439 + Penalty 1767.741097 = -211486.865342 nChanged 277 SP:Iteration 3F (1308.476481 sec): 3 clusters Score: Raw -213421.628469 + Penalty 1767.741097 = -211653.887372 nChanged 252 SP:Iteration 4F (1308.517565 sec): 3 clusters Score: Raw -213578.937620 + Penalty 1767.741097 = -211811.196523 nChanged 214 SP:Iteration 5Q (1308.560912 sec): 3 clusters Score: Raw -213692.309866 + Penalty 1767.741097 = -211924.568769 nChanged 183 SP:Iteration 6Q (1308.602868 sec): 3 clusters Score: Raw -213776.357967 + Penalty 1767.741097 = -212008.616870 nChanged 107 SP:Iteration 7Q (1308.644748 sec): 3 clusters Score: Raw -213815.163906 + Penalty 1767.741097 = -212047.422809 nChanged 96 SP:Iteration 8Q (1308.686476 sec): 3 clusters Score: Raw -213853.269860 + Penalty 1767.741097 = -212085.528763 nChanged 101 SP:Iteration 9Q (1308.727970 sec): 3 clusters Score: Raw -213897.197219 + Penalty 1767.741097 = -212129.456122 nChanged 93 SP:Iteration 10Q (1308.779372 sec): 3 clusters Score: Raw -213938.709961 + Penalty 1767.741097 = -212170.968864 nChanged 102 SP:Iteration 11Q (1308.820934 sec): 3 clusters Score: Raw -213993.544360 + Penalty 1767.741097 = -212225.803263 nChanged 111 SP:Iteration 12Q (1308.862677 sec): 3 clusters Score: Raw -214047.646715 + Penalty 1767.741097 = -212279.905618 nChanged 85 SP:Iteration 13Q (1308.904264 sec): 3 clusters Score: Raw -214090.333846 + Penalty 1767.741097 = -212322.592749 nChanged 85 SP:Iteration 14Q (1308.945750 sec): 3 clusters Score: Raw -214123.400176 + Penalty 1767.741097 = -212355.659079 nChanged 61 SP:Iteration 15Q (1308.987113 sec): 3 clusters Score: Raw -214148.620052 + Penalty 1767.741097 = -212380.878955 nChanged 66 SP:Iteration 16Q (1309.027711 sec): 3 clusters Score: Raw -214177.778282 + Penalty 1767.741097 = -212410.037185 nChanged 61 SP:Iteration 17Q (1309.127000 sec): 3 clusters Score: Raw -214199.330809 + Penalty 1767.741097 = -212431.589712 nChanged 52 SP:Iteration 18Q (1309.168231 sec): 3 clusters Score: Raw -214214.875546 + Penalty 1767.741097 = -212447.134449 nChanged 50 SP:Iteration 19Q (1309.209531 sec): 3 clusters Score: Raw -214231.699060 + Penalty 1767.741097 = -212463.957963 nChanged 48 SP:Iteration 20F (1309.360884 sec): 3 clusters Score: Raw -214249.624213 + Penalty 1767.741097 = -212481.883116 nChanged 40 SP:Iteration 21Q (1309.462884 sec): 3 clusters Score: Raw -214263.879419 + Penalty 1767.741097 = -212496.138322 nChanged 42 SP:Iteration 22Q (1309.591227 sec): 3 clusters Score: Raw -214280.994760 + Penalty 1767.741097 = -212513.253663 nChanged 44 SP:Iteration 23Q (1309.686721 sec): 3 clusters Score: Raw -214300.933343 + Penalty 1767.741097 = -212533.192246 nChanged 57 SP:Iteration 24Q (1309.812321 sec): 3 clusters Score: Raw -214323.430992 + Penalty 1767.741097 = -212555.689895 nChanged 63 SP:Iteration 25Q (1309.932338 sec): 3 clusters Score: Raw -214363.442723 + Penalty 1767.741097 = -212595.701626 nChanged 76 SP:Iteration 26Q (1310.060281 sec): 3 clusters Score: Raw -214415.926383 + Penalty 1767.741097 = -212648.185286 nChanged 82 SP:Iteration 27Q (1310.129415 sec): 3 clusters Score: Raw -214471.389598 + Penalty 1767.741097 = -212703.648501 nChanged 81 SP:Iteration 28Q (1310.250695 sec): 3 clusters Score: Raw -214525.695056 + Penalty 1767.741097 = -212757.953959 nChanged 85 SP:Iteration 29Q (1310.294045 sec): 3 clusters Score: Raw -214582.288357 + Penalty 1767.741097 = -212814.547260 nChanged 78 SP:Iteration 30Q (1310.336222 sec): 3 clusters Score: Raw -214620.865717 + Penalty 1767.741097 = -212853.124620 nChanged 67 SP:Iteration 31Q (1310.376929 sec): 3 clusters Score: Raw -214648.834871 + Penalty 1767.741097 = -212881.093774 nChanged 54 SP:Iteration 32Q (1310.417726 sec): 3 clusters Score: Raw -214673.667027 + Penalty 1767.741097 = -212905.925930 nChanged 38 SP:Iteration 33Q (1310.458316 sec): 3 clusters Score: Raw -214685.712763 + Penalty 1767.741097 = -212917.971666 nChanged 29 SP:Iteration 34Q (1310.499083 sec): 3 clusters Score: Raw -214693.155758 + Penalty 1767.741097 = -212925.414661 nChanged 29 SP:Iteration 35Q (1310.538847 sec): 3 clusters Score: Raw -214703.377741 + Penalty 1767.741097 = -212935.636644 nChanged 34 SP:Iteration 36Q (1310.579135 sec): 3 clusters Score: Raw -214713.489723 + Penalty 1767.741097 = -212945.748626 nChanged 33 SP:Iteration 37Q (1310.619720 sec): 3 clusters Score: Raw -214724.046521 + Penalty 1767.741097 = -212956.305424 nChanged 31 SP:Iteration 38Q (1310.660114 sec): 3 clusters Score: Raw -214734.584741 + Penalty 1767.741097 = -212966.843644 nChanged 27 SP:Iteration 39Q (1310.700528 sec): 3 clusters Score: Raw -214743.451883 + Penalty 1767.741097 = -212975.710786 nChanged 29 SP:Iteration 40F (1310.741296 sec): 3 clusters Score: Raw -214754.710928 + Penalty 1767.741097 = -212986.969831 nChanged 23 SP:Iteration 41Q (1310.781667 sec): 3 clusters Score: Raw -214761.856131 + Penalty 1767.741097 = -212994.115034 nChanged 19 SP:Iteration 42Q (1310.821827 sec): 3 clusters Score: Raw -214767.583799 + Penalty 1767.741097 = -212999.842702 nChanged 20 SP:Iteration 43Q (1310.861954 sec): 3 clusters Score: Raw -214776.672705 + Penalty 1767.741097 = -213008.931608 nChanged 20 SP:Iteration 44Q (1310.902227 sec): 3 clusters Score: Raw -214785.808275 + Penalty 1767.741097 = -213018.067178 nChanged 20 SP:Iteration 45Q (1310.942286 sec): 3 clusters Score: Raw -214793.824109 + Penalty 1767.741097 = -213026.083013 nChanged 14 SP:Iteration 46Q (1310.982100 sec): 3 clusters Score: Raw -214797.709811 + Penalty 1767.741097 = -213029.968715 nChanged 14 SP:Iteration 47Q (1311.022259 sec): 3 clusters Score: Raw -214800.056912 + Penalty 1767.741097 = -213032.315815 nChanged 6 SP:Iteration 48Q (1311.062093 sec): 3 clusters Score: Raw -214800.808745 + Penalty 1767.741097 = -213033.067648 nChanged 5 SP:Iteration 49Q (1311.119400 sec): 3 clusters Score: Raw -214801.811003 + Penalty 1767.741097 = -213034.069906 nChanged 5 SP:Iteration 50Q (1311.159234 sec): 3 clusters Score: Raw -214802.681443 + Penalty 1767.741097 = -213034.940346 nChanged 3 SP:Iteration 51Q (1311.198961 sec): 3 clusters Score: Raw -214803.559462 + Penalty 1767.741097 = -213035.818365 nChanged 2 SP:Iteration 52Q (1311.313387 sec): 3 clusters Score: Raw -214803.819466 + Penalty 1767.741097 = -213036.078369 nChanged 2 SP:Iteration 53Q (1311.428218 sec): 3 clusters Score: Raw -214804.205036 + Penalty 1767.741097 = -213036.463939 nChanged 1 SP:Iteration 54Q (1311.531667 sec): 3 clusters Score: Raw -214804.536112 + Penalty 1767.741097 = -213036.795015 nChanged 1 SP:Iteration 55Q (1311.639711 sec): 3 clusters Score: Raw -214804.695727 + Penalty 1767.741097 = -213036.954630 nChanged 4 SP:Iteration 56Q (1311.761666 sec): 3 clusters Score: Raw -214805.243652 + Penalty 1767.741097 = -213037.502555 nChanged 7 SP:Iteration 57Q (1311.873620 sec): 3 clusters Score: Raw -214806.153213 + Penalty 1767.741097 = -213038.412116 nChanged 3 SP:Iteration 58Q (1311.987685 sec): 3 clusters Score: Raw -214806.847546 + Penalty 1767.741097 = -213039.106449 nChanged 3 SP:Iteration 59Q (1312.026397 sec): 3 clusters Score: Raw -214807.073500 + Penalty 1767.741097 = -213039.332403 nChanged 1 SP:Iteration 60F (1312.067436 sec): 3 clusters Score: Raw -214807.171056 + Penalty 1767.741097 = -213039.429960 nChanged 0 Trying to split cluster 5 (3291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1312.104169 sec): 2 clusters Score: Raw -154226.246037 + Penalty 850.389409 = -153375.856629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1312.139252 sec): 3 clusters Score: Raw -152551.383741 + Penalty 1700.778817 = -150850.604924 nChanged 1334 SP:Iteration 1F (1312.171456 sec): 3 clusters Score: Raw -153330.044456 + Penalty 1700.778817 = -151629.265639 nChanged 264 SP:Iteration 2F (1312.203572 sec): 3 clusters Score: Raw -153515.686803 + Penalty 1700.778817 = -151814.907985 nChanged 222 SP:Iteration 3F (1312.256655 sec): 3 clusters Score: Raw -153666.695605 + Penalty 1700.778817 = -151965.916788 nChanged 192 SP:Iteration 4F (1312.288646 sec): 3 clusters Score: Raw -153788.609157 + Penalty 1700.778817 = -152087.830340 nChanged 168 SP:Iteration 5F (1312.320166 sec): 3 clusters Score: Raw -153894.938048 + Penalty 1700.778817 = -152194.159230 nChanged 153 SP:Iteration 6Q (1312.351713 sec): 3 clusters Score: Raw -154033.007512 + Penalty 1700.778817 = -152332.228695 nChanged 148 SP:Iteration 7Q (1312.383290 sec): 3 clusters Score: Raw -154176.106664 + Penalty 1700.778817 = -152475.327847 nChanged 146 SP:Iteration 8Q (1312.415635 sec): 3 clusters Score: Raw -154326.540607 + Penalty 1700.778817 = -152625.761790 nChanged 126 SP:Iteration 9Q (1312.447010 sec): 3 clusters Score: Raw -154483.597138 + Penalty 1700.778817 = -152782.818321 nChanged 117 SP:Iteration 10Q (1312.478474 sec): 3 clusters Score: Raw -154599.726622 + Penalty 1700.778817 = -152898.947804 nChanged 81 SP:Iteration 11Q (1312.509586 sec): 3 clusters Score: Raw -154665.765042 + Penalty 1700.778817 = -152964.986224 nChanged 61 SP:Iteration 12Q (1312.540703 sec): 3 clusters Score: Raw -154717.607463 + Penalty 1700.778817 = -153016.828646 nChanged 50 SP:Iteration 13Q (1312.571681 sec): 3 clusters Score: Raw -154759.527781 + Penalty 1700.778817 = -153058.748964 nChanged 47 SP:Iteration 14Q (1312.602657 sec): 3 clusters Score: Raw -154801.688296 + Penalty 1700.778817 = -153100.909479 nChanged 43 SP:Iteration 15Q (1312.633579 sec): 3 clusters Score: Raw -154838.245605 + Penalty 1700.778817 = -153137.466788 nChanged 45 SP:Iteration 16Q (1312.664309 sec): 3 clusters Score: Raw -154885.136407 + Penalty 1700.778817 = -153184.357589 nChanged 37 SP:Iteration 17Q (1312.694851 sec): 3 clusters Score: Raw -154927.567762 + Penalty 1700.778817 = -153226.788944 nChanged 35 SP:Iteration 18Q (1312.725398 sec): 3 clusters Score: Raw -154971.540903 + Penalty 1700.778817 = -153270.762086 nChanged 33 SP:Iteration 19Q (1312.756645 sec): 3 clusters Score: Raw -155014.355776 + Penalty 1700.778817 = -153313.576958 nChanged 27 SP:Iteration 20F (1312.900636 sec): 3 clusters Score: Raw -155055.094269 + Penalty 1700.778817 = -153354.315452 nChanged 27 SP:Iteration 21Q (1312.996606 sec): 3 clusters Score: Raw -155104.291314 + Penalty 1700.778817 = -153403.512497 nChanged 27 SP:Iteration 22Q (1313.026661 sec): 3 clusters Score: Raw -155131.191936 + Penalty 1700.778817 = -153430.413119 nChanged 18 SP:Iteration 23Q (1313.056422 sec): 3 clusters Score: Raw -155143.859054 + Penalty 1700.778817 = -153443.080237 nChanged 9 SP:Iteration 24Q (1313.086141 sec): 3 clusters Score: Raw -155148.868046 + Penalty 1700.778817 = -153448.089229 nChanged 3 SP:Iteration 25Q (1313.115575 sec): 3 clusters Score: Raw -155150.940776 + Penalty 1700.778817 = -153450.161959 nChanged 3 SP:Iteration 26Q (1313.145566 sec): 3 clusters Score: Raw -155152.998125 + Penalty 1700.778817 = -153452.219308 nChanged 2 SP:Iteration 27Q (1313.175059 sec): 3 clusters Score: Raw -155153.998216 + Penalty 1700.778817 = -153453.219399 nChanged 2 SP:Iteration 28Q (1313.287720 sec): 3 clusters Score: Raw -155155.149488 + Penalty 1700.778817 = -153454.370671 nChanged 2 SP:Iteration 29Q (1313.438306 sec): 3 clusters Score: Raw -155156.244113 + Penalty 1700.778817 = -153455.465296 nChanged 1 SP:Iteration 30Q (1313.564663 sec): 3 clusters Score: Raw -155156.408943 + Penalty 1700.778817 = -153455.630125 nChanged 0 SP:Iteration 31F (1313.662830 sec): 3 clusters Score: Raw -155156.408943 + Penalty 1700.778817 = -153455.630125 nChanged 0 Score: Raw -1491163.860520 + Penalty 16456.223246 = -1474707.637274 Splitting cluster 5 changes total score from -1474779.024359 to -1474707.637274 So it's not getting split. Trying to split cluster 6 (1079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1314.409854 sec): 2 clusters Score: Raw -41392.699950 + Penalty 733.297946 = -40659.402004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1314.423025 sec): 3 clusters Score: Raw -40977.213186 + Penalty 1466.595893 = -39510.617294 nChanged 379 SP:Iteration 1F (1314.435492 sec): 3 clusters Score: Raw -41272.662264 + Penalty 1466.595893 = -39806.066372 nChanged 101 SP:Iteration 2F (1314.447899 sec): 3 clusters Score: Raw -41395.894036 + Penalty 1466.595893 = -39929.298144 nChanged 74 SP:Iteration 3F (1314.460235 sec): 3 clusters Score: Raw -41461.713359 + Penalty 1466.595893 = -39995.117466 nChanged 33 SP:Iteration 4Q (1314.472765 sec): 3 clusters Score: Raw -41486.778569 + Penalty 1466.595893 = -40020.182676 nChanged 17 SP:Iteration 5Q (1314.485298 sec): 3 clusters Score: Raw -41498.548508 + Penalty 1466.595893 = -40031.952615 nChanged 14 SP:Iteration 6Q (1314.497833 sec): 3 clusters Score: Raw -41506.007037 + Penalty 1466.595893 = -40039.411145 nChanged 12 SP:Iteration 7Q (1314.510485 sec): 3 clusters Score: Raw -41513.583501 + Penalty 1466.595893 = -40046.987608 nChanged 14 SP:Iteration 8Q (1314.523257 sec): 3 clusters Score: Raw -41523.495898 + Penalty 1466.595893 = -40056.900005 nChanged 6 SP:Iteration 9Q (1314.535973 sec): 3 clusters Score: Raw -41527.657306 + Penalty 1466.595893 = -40061.061414 nChanged 11 SP:Iteration 10Q (1314.548712 sec): 3 clusters Score: Raw -41538.458268 + Penalty 1466.595893 = -40071.862375 nChanged 7 SP:Iteration 11Q (1314.561366 sec): 3 clusters Score: Raw -41543.015233 + Penalty 1466.595893 = -40076.419340 nChanged 9 SP:Iteration 12Q (1314.574101 sec): 3 clusters Score: Raw -41547.237653 + Penalty 1466.595893 = -40080.641761 nChanged 6 SP:Iteration 13Q (1314.586564 sec): 3 clusters Score: Raw -41551.210773 + Penalty 1466.595893 = -40084.614880 nChanged 4 SP:Iteration 14Q (1314.599259 sec): 3 clusters Score: Raw -41554.978320 + Penalty 1466.595893 = -40088.382428 nChanged 7 SP:Iteration 15Q (1314.611957 sec): 3 clusters Score: Raw -41560.919213 + Penalty 1466.595893 = -40094.323321 nChanged 9 SP:Iteration 16Q (1314.715105 sec): 3 clusters Score: Raw -41564.951965 + Penalty 1466.595893 = -40098.356072 nChanged 8 SP:Iteration 17Q (1314.828413 sec): 3 clusters Score: Raw -41570.814782 + Penalty 1466.595893 = -40104.218890 nChanged 9 SP:Iteration 18Q (1314.960927 sec): 3 clusters Score: Raw -41575.816133 + Penalty 1466.595893 = -40109.220241 nChanged 6 SP:Iteration 19Q (1315.075457 sec): 3 clusters Score: Raw -41579.698619 + Penalty 1466.595893 = -40113.102726 nChanged 2 SP:Iteration 20F (1315.182535 sec): 3 clusters Score: Raw -41581.168365 + Penalty 1466.595893 = -40114.572472 nChanged 6 SP:Iteration 21Q (1315.265077 sec): 3 clusters Score: Raw -41585.035211 + Penalty 1466.595893 = -40118.439318 nChanged 6 SP:Iteration 22Q (1315.375823 sec): 3 clusters Score: Raw -41587.836265 + Penalty 1466.595893 = -40121.240372 nChanged 3 SP:Iteration 23Q (1315.473020 sec): 3 clusters Score: Raw -41589.008754 + Penalty 1466.595893 = -40122.412861 nChanged 2 SP:Iteration 24Q (1315.579296 sec): 3 clusters Score: Raw -41589.468166 + Penalty 1466.595893 = -40122.872273 nChanged 2 SP:Iteration 25Q (1315.606216 sec): 3 clusters Score: Raw -41589.771076 + Penalty 1466.595893 = -40123.175183 nChanged 1 SP:Iteration 26Q (1315.620395 sec): 3 clusters Score: Raw -41590.278934 + Penalty 1466.595893 = -40123.683041 nChanged 2 SP:Iteration 27Q (1315.633928 sec): 3 clusters Score: Raw -41591.068526 + Penalty 1466.595893 = -40124.472634 nChanged 0 SP:Iteration 28F (1315.647286 sec): 3 clusters Score: Raw -41591.068526 + Penalty 1466.595893 = -40124.472634 nChanged 0 Trying to split cluster 7 (3186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1315.690135 sec): 2 clusters Score: Raw -143905.863305 + Penalty 846.984756 = -143058.878548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1315.726474 sec): 3 clusters Score: Raw -142241.247832 + Penalty 1693.969513 = -140547.278319 nChanged 1324 SP:Iteration 1F (1315.758400 sec): 3 clusters Score: Raw -143051.284964 + Penalty 1693.969513 = -141357.315451 nChanged 256 SP:Iteration 2F (1315.790415 sec): 3 clusters Score: Raw -143236.895514 + Penalty 1693.969513 = -141542.926001 nChanged 216 SP:Iteration 3F (1315.822049 sec): 3 clusters Score: Raw -143380.222462 + Penalty 1693.969513 = -141686.252949 nChanged 171 SP:Iteration 4F (1315.853687 sec): 3 clusters Score: Raw -143496.779077 + Penalty 1693.969513 = -141802.809564 nChanged 147 SP:Iteration 5Q (1315.885869 sec): 3 clusters Score: Raw -143597.272114 + Penalty 1693.969513 = -141903.302601 nChanged 116 SP:Iteration 6Q (1315.918528 sec): 3 clusters Score: Raw -143669.080411 + Penalty 1693.969513 = -141975.110898 nChanged 113 SP:Iteration 7Q (1315.949672 sec): 3 clusters Score: Raw -143735.717622 + Penalty 1693.969513 = -142041.748109 nChanged 126 SP:Iteration 8Q (1315.980452 sec): 3 clusters Score: Raw -143814.184586 + Penalty 1693.969513 = -142120.215073 nChanged 87 SP:Iteration 9Q (1316.011190 sec): 3 clusters Score: Raw -143851.418813 + Penalty 1693.969513 = -142157.449300 nChanged 65 SP:Iteration 10Q (1316.042002 sec): 3 clusters Score: Raw -143881.020760 + Penalty 1693.969513 = -142187.051247 nChanged 47 SP:Iteration 11Q (1316.072729 sec): 3 clusters Score: Raw -143895.826074 + Penalty 1693.969513 = -142201.856561 nChanged 35 SP:Iteration 12Q (1316.103851 sec): 3 clusters Score: Raw -143907.456605 + Penalty 1693.969513 = -142213.487092 nChanged 26 SP:Iteration 13Q (1316.134774 sec): 3 clusters Score: Raw -143913.759125 + Penalty 1693.969513 = -142219.789612 nChanged 19 SP:Iteration 14Q (1316.165671 sec): 3 clusters Score: Raw -143919.752291 + Penalty 1693.969513 = -142225.782778 nChanged 14 SP:Iteration 15Q (1316.196423 sec): 3 clusters Score: Raw -143923.433224 + Penalty 1693.969513 = -142229.463711 nChanged 11 SP:Iteration 16Q (1316.227109 sec): 3 clusters Score: Raw -143926.350538 + Penalty 1693.969513 = -142232.381025 nChanged 9 SP:Iteration 17Q (1316.257653 sec): 3 clusters Score: Raw -143928.827541 + Penalty 1693.969513 = -142234.858028 nChanged 12 SP:Iteration 18Q (1316.379989 sec): 3 clusters Score: Raw -143932.068572 + Penalty 1693.969513 = -142238.099059 nChanged 12 SP:Iteration 19Q (1316.483829 sec): 3 clusters Score: Raw -143934.643706 + Penalty 1693.969513 = -142240.674193 nChanged 8 SP:Iteration 20F (1316.602820 sec): 3 clusters Score: Raw -143936.983664 + Penalty 1693.969513 = -142243.014151 nChanged 9 SP:Iteration 21Q (1316.721978 sec): 3 clusters Score: Raw -143938.836628 + Penalty 1693.969513 = -142244.867115 nChanged 9 SP:Iteration 22Q (1316.841478 sec): 3 clusters Score: Raw -143939.937679 + Penalty 1693.969513 = -142245.968166 nChanged 9 SP:Iteration 23Q (1316.961205 sec): 3 clusters Score: Raw -143942.229192 + Penalty 1693.969513 = -142248.259679 nChanged 9 SP:Iteration 24Q (1317.080050 sec): 3 clusters Score: Raw -143944.063465 + Penalty 1693.969513 = -142250.093952 nChanged 5 SP:Iteration 25Q (1317.197177 sec): 3 clusters Score: Raw -143944.962324 + Penalty 1693.969513 = -142250.992811 nChanged 4 SP:Iteration 26Q (1317.233934 sec): 3 clusters Score: Raw -143945.557079 + Penalty 1693.969513 = -142251.587566 nChanged 2 SP:Iteration 27Q (1317.264619 sec): 3 clusters Score: Raw -143946.304956 + Penalty 1693.969513 = -142252.335443 nChanged 1 SP:Iteration 28Q (1317.295325 sec): 3 clusters Score: Raw -143946.686601 + Penalty 1693.969513 = -142252.717088 nChanged 0 SP:Iteration 29F (1317.326196 sec): 3 clusters Score: Raw -143946.686601 + Penalty 1693.969513 = -142252.717088 nChanged 0 Trying to split cluster 8 (1139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1317.385386 sec): 2 clusters Score: Raw -30841.828880 + Penalty 738.980126 = -30102.848754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1317.499378 sec): 3 clusters Score: Raw -30406.568825 + Penalty 1477.960252 = -28928.608572 nChanged 403 SP:Iteration 1F (1317.633027 sec): 3 clusters Score: Raw -30818.504203 + Penalty 1477.960252 = -29340.543951 nChanged 114 SP:Iteration 2F (1317.664559 sec): 3 clusters Score: Raw -31005.431213 + Penalty 1477.960252 = -29527.470960 nChanged 73 SP:Iteration 3F (1317.678310 sec): 3 clusters Score: Raw -31095.503874 + Penalty 1477.960252 = -29617.543621 nChanged 52 SP:Iteration 4Q (1317.691661 sec): 3 clusters Score: Raw -31144.214973 + Penalty 1477.960252 = -29666.254720 nChanged 43 SP:Iteration 5Q (1317.704971 sec): 3 clusters Score: Raw -31183.339856 + Penalty 1477.960252 = -29705.379604 nChanged 36 SP:Iteration 6Q (1317.718235 sec): 3 clusters Score: Raw -31224.678798 + Penalty 1477.960252 = -29746.718546 nChanged 35 SP:Iteration 7Q (1317.731537 sec): 3 clusters Score: Raw -31261.028944 + Penalty 1477.960252 = -29783.068692 nChanged 25 SP:Iteration 8Q (1317.744823 sec): 3 clusters Score: Raw -31278.045916 + Penalty 1477.960252 = -29800.085664 nChanged 12 SP:Iteration 9Q (1317.758092 sec): 3 clusters Score: Raw -31285.728952 + Penalty 1477.960252 = -29807.768700 nChanged 9 SP:Iteration 10Q (1317.771269 sec): 3 clusters Score: Raw -31290.267465 + Penalty 1477.960252 = -29812.307213 nChanged 6 SP:Iteration 11Q (1317.784444 sec): 3 clusters Score: Raw -31293.543199 + Penalty 1477.960252 = -29815.582947 nChanged 3 SP:Iteration 12Q (1317.797717 sec): 3 clusters Score: Raw -31297.000863 + Penalty 1477.960252 = -29819.040610 nChanged 2 SP:Iteration 13Q (1317.810937 sec): 3 clusters Score: Raw -31297.665362 + Penalty 1477.960252 = -29819.705110 nChanged 2 SP:Iteration 14Q (1317.824236 sec): 3 clusters Score: Raw -31299.963105 + Penalty 1477.960252 = -29822.002852 nChanged 4 SP:Iteration 15Q (1317.837278 sec): 3 clusters Score: Raw -31302.407561 + Penalty 1477.960252 = -29824.447309 nChanged 0 SP:Iteration 16F (1317.850578 sec): 3 clusters Score: Raw -31302.407561 + Penalty 1477.960252 = -29824.447309 nChanged 0 Trying to split cluster 9 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1317.911378 sec): 2 clusters Score: Raw -90045.168462 + Penalty 797.092490 = -89248.075972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1318.029567 sec): 3 clusters Score: Raw -89090.600324 + Penalty 1594.184980 = -87496.415344 nChanged 751 SP:Iteration 1F (1318.149329 sec): 3 clusters Score: Raw -89549.934277 + Penalty 1594.184980 = -87955.749297 nChanged 158 SP:Iteration 2F (1318.260232 sec): 3 clusters Score: Raw -89657.511419 + Penalty 1594.184980 = -88063.326439 nChanged 94 SP:Iteration 3Q (1318.345525 sec): 3 clusters Score: Raw -89742.104917 + Penalty 1594.184980 = -88147.919937 nChanged 87 SP:Iteration 4Q (1318.461779 sec): 3 clusters Score: Raw -89808.655207 + Penalty 1594.184980 = -88214.470227 nChanged 77 SP:Iteration 5Q (1318.582179 sec): 3 clusters Score: Raw -89855.920375 + Penalty 1594.184980 = -88261.735395 nChanged 74 SP:Iteration 6Q (1318.672350 sec): 3 clusters Score: Raw -89901.949812 + Penalty 1594.184980 = -88307.764832 nChanged 66 SP:Iteration 7Q (1318.700671 sec): 3 clusters Score: Raw -89940.893880 + Penalty 1594.184980 = -88346.708900 nChanged 65 SP:Iteration 8Q (1318.721247 sec): 3 clusters Score: Raw -89979.223865 + Penalty 1594.184980 = -88385.038885 nChanged 50 SP:Iteration 9Q (1318.741763 sec): 3 clusters Score: Raw -90013.888670 + Penalty 1594.184980 = -88419.703690 nChanged 58 SP:Iteration 10Q (1318.762388 sec): 3 clusters Score: Raw -90047.934515 + Penalty 1594.184980 = -88453.749535 nChanged 49 SP:Iteration 11Q (1318.782933 sec): 3 clusters Score: Raw -90076.557473 + Penalty 1594.184980 = -88482.372493 nChanged 47 SP:Iteration 12Q (1318.803461 sec): 3 clusters Score: Raw -90113.017414 + Penalty 1594.184980 = -88518.832435 nChanged 49 SP:Iteration 13Q (1318.824160 sec): 3 clusters Score: Raw -90151.763294 + Penalty 1594.184980 = -88557.578314 nChanged 42 SP:Iteration 14Q (1318.844680 sec): 3 clusters Score: Raw -90198.256638 + Penalty 1594.184980 = -88604.071658 nChanged 51 SP:Iteration 15Q (1318.865219 sec): 3 clusters Score: Raw -90250.841194 + Penalty 1594.184980 = -88656.656214 nChanged 41 SP:Iteration 16Q (1318.885684 sec): 3 clusters Score: Raw -90288.909820 + Penalty 1594.184980 = -88694.724840 nChanged 28 SP:Iteration 17Q (1318.906097 sec): 3 clusters Score: Raw -90314.379008 + Penalty 1594.184980 = -88720.194029 nChanged 17 SP:Iteration 18Q (1318.926310 sec): 3 clusters Score: Raw -90329.045443 + Penalty 1594.184980 = -88734.860464 nChanged 14 SP:Iteration 19Q (1318.946390 sec): 3 clusters Score: Raw -90342.881236 + Penalty 1594.184980 = -88748.696256 nChanged 17 SP:Iteration 20F (1318.966654 sec): 3 clusters Score: Raw -90357.999646 + Penalty 1594.184980 = -88763.814667 nChanged 18 SP:Iteration 21Q (1318.986626 sec): 3 clusters Score: Raw -90383.423257 + Penalty 1594.184980 = -88789.238277 nChanged 22 SP:Iteration 22Q (1319.006919 sec): 3 clusters Score: Raw -90417.805344 + Penalty 1594.184980 = -88823.620364 nChanged 21 SP:Iteration 23Q (1319.027012 sec): 3 clusters Score: Raw -90443.840212 + Penalty 1594.184980 = -88849.655232 nChanged 22 SP:Iteration 24Q (1319.046748 sec): 3 clusters Score: Raw -90464.515686 + Penalty 1594.184980 = -88870.330706 nChanged 13 SP:Iteration 25Q (1319.066507 sec): 3 clusters Score: Raw -90477.461447 + Penalty 1594.184980 = -88883.276467 nChanged 10 SP:Iteration 26Q (1319.086371 sec): 3 clusters Score: Raw -90486.594554 + Penalty 1594.184980 = -88892.409574 nChanged 8 SP:Iteration 27Q (1319.106042 sec): 3 clusters Score: Raw -90494.057375 + Penalty 1594.184980 = -88899.872395 nChanged 12 SP:Iteration 28Q (1319.125738 sec): 3 clusters Score: Raw -90504.095037 + Penalty 1594.184980 = -88909.910057 nChanged 11 SP:Iteration 29Q (1319.145548 sec): 3 clusters Score: Raw -90514.161147 + Penalty 1594.184980 = -88919.976167 nChanged 11 SP:Iteration 30Q (1319.165256 sec): 3 clusters Score: Raw -90524.806132 + Penalty 1594.184980 = -88930.621152 nChanged 11 SP:Iteration 31Q (1319.267253 sec): 3 clusters Score: Raw -90537.830969 + Penalty 1594.184980 = -88943.645989 nChanged 19 SP:Iteration 32Q (1319.386667 sec): 3 clusters Score: Raw -90555.866841 + Penalty 1594.184980 = -88961.681862 nChanged 19 SP:Iteration 33Q (1319.496529 sec): 3 clusters Score: Raw -90572.586180 + Penalty 1594.184980 = -88978.401200 nChanged 15 SP:Iteration 34Q (1319.603475 sec): 3 clusters Score: Raw -90583.834365 + Penalty 1594.184980 = -88989.649385 nChanged 15 SP:Iteration 35Q (1319.720327 sec): 3 clusters Score: Raw -90596.621594 + Penalty 1594.184980 = -89002.436614 nChanged 15 SP:Iteration 36Q (1319.837266 sec): 3 clusters Score: Raw -90612.328771 + Penalty 1594.184980 = -89018.143791 nChanged 20 SP:Iteration 37Q (1319.953594 sec): 3 clusters Score: Raw -90633.323181 + Penalty 1594.184980 = -89039.138201 nChanged 27 SP:Iteration 38Q (1319.989107 sec): 3 clusters Score: Raw -90671.425709 + Penalty 1594.184980 = -89077.240730 nChanged 37 SP:Iteration 39Q (1320.008918 sec): 3 clusters Score: Raw -90747.565641 + Penalty 1594.184980 = -89153.380662 nChanged 33 SP:Iteration 40F (1320.029317 sec): 3 clusters Score: Raw -90817.458779 + Penalty 1594.184980 = -89223.273800 nChanged 25 SP:Iteration 41Q (1320.048975 sec): 3 clusters Score: Raw -90852.589588 + Penalty 1594.184980 = -89258.404608 nChanged 14 SP:Iteration 42Q (1320.068560 sec): 3 clusters Score: Raw -90868.078538 + Penalty 1594.184980 = -89273.893558 nChanged 16 SP:Iteration 43Q (1320.088027 sec): 3 clusters Score: Raw -90884.863235 + Penalty 1594.184980 = -89290.678255 nChanged 5 SP:Iteration 44Q (1320.107426 sec): 3 clusters Score: Raw -90888.051863 + Penalty 1594.184980 = -89293.866883 nChanged 5 SP:Iteration 45Q (1320.127078 sec): 3 clusters Score: Raw -90890.504400 + Penalty 1594.184980 = -89296.319420 nChanged 3 SP:Iteration 46Q (1320.146523 sec): 3 clusters Score: Raw -90892.175725 + Penalty 1594.184980 = -89297.990745 nChanged 0 SP:Iteration 47F (1320.166637 sec): 3 clusters Score: Raw -90892.175725 + Penalty 1594.184980 = -89297.990745 nChanged 0 Score: Raw -1491080.704877 + Penalty 16456.223246 = -1474624.481631 Splitting cluster 9 changes total score from -1474779.024359 to -1474624.481631 So it's not getting split. Trying to split cluster 10 (780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1320.844859 sec): 2 clusters Score: Raw -25703.274488 + Penalty 699.225862 = -25004.048626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1320.855405 sec): 3 clusters Score: Raw -25428.450636 + Penalty 1398.451723 = -24029.998913 nChanged 265 SP:Iteration 1F (1320.865360 sec): 3 clusters Score: Raw -25679.387505 + Penalty 1398.451723 = -24280.935781 nChanged 60 SP:Iteration 2F (1320.875307 sec): 3 clusters Score: Raw -25756.301406 + Penalty 1398.451723 = -24357.849683 nChanged 36 SP:Iteration 3Q (1320.886144 sec): 3 clusters Score: Raw -25795.592394 + Penalty 1398.451723 = -24397.140670 nChanged 32 SP:Iteration 4Q (1320.896381 sec): 3 clusters Score: Raw -25833.996730 + Penalty 1398.451723 = -24435.545007 nChanged 23 SP:Iteration 5Q (1320.906631 sec): 3 clusters Score: Raw -25867.598574 + Penalty 1398.451723 = -24469.146851 nChanged 25 SP:Iteration 6Q (1320.916709 sec): 3 clusters Score: Raw -25911.843332 + Penalty 1398.451723 = -24513.391609 nChanged 23 SP:Iteration 7Q (1320.926730 sec): 3 clusters Score: Raw -25938.288898 + Penalty 1398.451723 = -24539.837174 nChanged 10 SP:Iteration 8Q (1320.936733 sec): 3 clusters Score: Raw -25948.268779 + Penalty 1398.451723 = -24549.817056 nChanged 10 SP:Iteration 9Q (1320.946716 sec): 3 clusters Score: Raw -25954.663745 + Penalty 1398.451723 = -24556.212022 nChanged 8 SP:Iteration 10Q (1320.956688 sec): 3 clusters Score: Raw -25962.406800 + Penalty 1398.451723 = -24563.955077 nChanged 8 SP:Iteration 11Q (1320.966768 sec): 3 clusters Score: Raw -25974.102044 + Penalty 1398.451723 = -24575.650321 nChanged 10 SP:Iteration 12Q (1321.116484 sec): 3 clusters Score: Raw -25984.292511 + Penalty 1398.451723 = -24585.840787 nChanged 11 SP:Iteration 13Q (1321.214256 sec): 3 clusters Score: Raw -25993.238612 + Penalty 1398.451723 = -24594.786889 nChanged 8 SP:Iteration 14Q (1321.329729 sec): 3 clusters Score: Raw -26000.855878 + Penalty 1398.451723 = -24602.404155 nChanged 3 SP:Iteration 15Q (1321.430632 sec): 3 clusters Score: Raw -26006.647464 + Penalty 1398.451723 = -24608.195740 nChanged 2 SP:Iteration 16Q (1321.543470 sec): 3 clusters Score: Raw -26007.726704 + Penalty 1398.451723 = -24609.274981 nChanged 0 SP:Iteration 17F (1321.654638 sec): 3 clusters Score: Raw -26007.726704 + Penalty 1398.451723 = -24609.274981 nChanged 0 Trying to split cluster 11 (1574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1321.743451 sec): 2 clusters Score: Raw -71312.977408 + Penalty 772.944420 = -70540.032988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1321.774040 sec): 3 clusters Score: Raw -70592.778116 + Penalty 1545.888840 = -69046.889276 nChanged 577 SP:Iteration 1F (1321.790998 sec): 3 clusters Score: Raw -70977.449083 + Penalty 1545.888840 = -69431.560243 nChanged 120 SP:Iteration 2F (1321.807731 sec): 3 clusters Score: Raw -71062.417652 + Penalty 1545.888840 = -69516.528812 nChanged 69 SP:Iteration 3Q (1321.824585 sec): 3 clusters Score: Raw -71120.460633 + Penalty 1545.888840 = -69574.571793 nChanged 59 SP:Iteration 4Q (1321.841623 sec): 3 clusters Score: Raw -71159.523676 + Penalty 1545.888840 = -69613.634836 nChanged 40 SP:Iteration 5Q (1321.858805 sec): 3 clusters Score: Raw -71187.573289 + Penalty 1545.888840 = -69641.684449 nChanged 35 SP:Iteration 6Q (1321.875887 sec): 3 clusters Score: Raw -71210.143413 + Penalty 1545.888840 = -69664.254573 nChanged 28 SP:Iteration 7Q (1321.892913 sec): 3 clusters Score: Raw -71227.799040 + Penalty 1545.888840 = -69681.910200 nChanged 27 SP:Iteration 8Q (1321.910011 sec): 3 clusters Score: Raw -71242.366210 + Penalty 1545.888840 = -69696.477370 nChanged 24 SP:Iteration 9Q (1321.927242 sec): 3 clusters Score: Raw -71257.823235 + Penalty 1545.888840 = -69711.934395 nChanged 27 SP:Iteration 10Q (1321.944318 sec): 3 clusters Score: Raw -71274.256774 + Penalty 1545.888840 = -69728.367934 nChanged 25 SP:Iteration 11Q (1321.961218 sec): 3 clusters Score: Raw -71292.651603 + Penalty 1545.888840 = -69746.762763 nChanged 29 SP:Iteration 12Q (1321.978178 sec): 3 clusters Score: Raw -71314.276936 + Penalty 1545.888840 = -69768.388096 nChanged 24 SP:Iteration 13Q (1321.995141 sec): 3 clusters Score: Raw -71331.995339 + Penalty 1545.888840 = -69786.106499 nChanged 21 SP:Iteration 14Q (1322.011959 sec): 3 clusters Score: Raw -71348.333759 + Penalty 1545.888840 = -69802.444919 nChanged 12 SP:Iteration 15Q (1322.028865 sec): 3 clusters Score: Raw -71357.269809 + Penalty 1545.888840 = -69811.380969 nChanged 7 SP:Iteration 16Q (1322.045685 sec): 3 clusters Score: Raw -71362.348694 + Penalty 1545.888840 = -69816.459854 nChanged 14 SP:Iteration 17Q (1322.062602 sec): 3 clusters Score: Raw -71369.925298 + Penalty 1545.888840 = -69824.036458 nChanged 12 SP:Iteration 18Q (1322.079593 sec): 3 clusters Score: Raw -71375.396620 + Penalty 1545.888840 = -69829.507780 nChanged 13 SP:Iteration 19Q (1322.096293 sec): 3 clusters Score: Raw -71380.058957 + Penalty 1545.888840 = -69834.170117 nChanged 9 SP:Iteration 20F (1322.113065 sec): 3 clusters Score: Raw -71383.944056 + Penalty 1545.888840 = -69838.055216 nChanged 9 SP:Iteration 21Q (1322.129922 sec): 3 clusters Score: Raw -71388.076185 + Penalty 1545.888840 = -69842.187345 nChanged 7 SP:Iteration 22Q (1322.146688 sec): 3 clusters Score: Raw -71392.628777 + Penalty 1545.888840 = -69846.739937 nChanged 8 SP:Iteration 23Q (1322.163462 sec): 3 clusters Score: Raw -71395.337700 + Penalty 1545.888840 = -69849.448860 nChanged 6 SP:Iteration 24Q (1322.278854 sec): 3 clusters Score: Raw -71398.840827 + Penalty 1545.888840 = -69852.951986 nChanged 9 SP:Iteration 25Q (1322.395888 sec): 3 clusters Score: Raw -71402.643363 + Penalty 1545.888840 = -69856.754523 nChanged 5 SP:Iteration 26Q (1322.485579 sec): 3 clusters Score: Raw -71404.002762 + Penalty 1545.888840 = -69858.113922 nChanged 5 SP:Iteration 27Q (1322.585260 sec): 3 clusters Score: Raw -71405.078433 + Penalty 1545.888840 = -69859.189593 nChanged 3 SP:Iteration 28Q (1322.692198 sec): 3 clusters Score: Raw -71405.981485 + Penalty 1545.888840 = -69860.092645 nChanged 1 SP:Iteration 29Q (1322.807331 sec): 3 clusters Score: Raw -71406.029227 + Penalty 1545.888840 = -69860.140387 nChanged 0 SP:Iteration 30F (1322.907166 sec): 3 clusters Score: Raw -71406.029227 + Penalty 1545.888840 = -69860.140387 nChanged 0 Trying to split cluster 12 (1144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1322.965172 sec): 2 clusters Score: Raw -42571.367002 + Penalty 739.440048 = -41831.926954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1323.067578 sec): 3 clusters Score: Raw -42112.532089 + Penalty 1478.880096 = -40633.651993 nChanged 394 SP:Iteration 1F (1323.183279 sec): 3 clusters Score: Raw -42467.082191 + Penalty 1478.880096 = -40988.202095 nChanged 119 SP:Iteration 2F (1323.217447 sec): 3 clusters Score: Raw -42643.174770 + Penalty 1478.880096 = -41164.294674 nChanged 70 SP:Iteration 3F (1323.230416 sec): 3 clusters Score: Raw -42748.652912 + Penalty 1478.880096 = -41269.772816 nChanged 72 SP:Iteration 4F (1323.243751 sec): 3 clusters Score: Raw -42820.949854 + Penalty 1478.880096 = -41342.069758 nChanged 63 SP:Iteration 5F (1323.256649 sec): 3 clusters Score: Raw -42889.294719 + Penalty 1478.880096 = -41410.414622 nChanged 47 SP:Iteration 6Q (1323.269712 sec): 3 clusters Score: Raw -42928.367197 + Penalty 1478.880096 = -41449.487101 nChanged 29 SP:Iteration 7Q (1323.282840 sec): 3 clusters Score: Raw -42948.135754 + Penalty 1478.880096 = -41469.255658 nChanged 19 SP:Iteration 8Q (1323.297604 sec): 3 clusters Score: Raw -42960.786815 + Penalty 1478.880096 = -41481.906719 nChanged 17 SP:Iteration 9Q (1323.312859 sec): 3 clusters Score: Raw -42977.370079 + Penalty 1478.880096 = -41498.489983 nChanged 20 SP:Iteration 10Q (1323.327550 sec): 3 clusters Score: Raw -42999.084558 + Penalty 1478.880096 = -41520.204462 nChanged 16 SP:Iteration 11Q (1323.342253 sec): 3 clusters Score: Raw -43014.709837 + Penalty 1478.880096 = -41535.829741 nChanged 13 SP:Iteration 12Q (1323.356756 sec): 3 clusters Score: Raw -43029.500158 + Penalty 1478.880096 = -41550.620062 nChanged 16 SP:Iteration 13Q (1323.369710 sec): 3 clusters Score: Raw -43048.845236 + Penalty 1478.880096 = -41569.965140 nChanged 9 SP:Iteration 14Q (1323.382611 sec): 3 clusters Score: Raw -43057.413383 + Penalty 1478.880096 = -41578.533287 nChanged 3 SP:Iteration 15Q (1323.395981 sec): 3 clusters Score: Raw -43061.107866 + Penalty 1478.880096 = -41582.227770 nChanged 6 SP:Iteration 16Q (1323.409214 sec): 3 clusters Score: Raw -43065.665096 + Penalty 1478.880096 = -41586.785000 nChanged 1 SP:Iteration 17Q (1323.422133 sec): 3 clusters Score: Raw -43066.086698 + Penalty 1478.880096 = -41587.206602 nChanged 0 SP:Iteration 18F (1323.434920 sec): 3 clusters Score: Raw -43066.086698 + Penalty 1478.880096 = -41587.206602 nChanged 0 Trying to split cluster 13 (2886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1323.471842 sec): 2 clusters Score: Raw -138670.364428 + Penalty 836.600808 = -137833.763620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1323.502287 sec): 3 clusters Score: Raw -137172.569465 + Penalty 1673.201615 = -135499.367850 nChanged 1168 SP:Iteration 1F (1323.531530 sec): 3 clusters Score: Raw -137857.006025 + Penalty 1673.201615 = -136183.804410 nChanged 225 SP:Iteration 2F (1323.691980 sec): 3 clusters Score: Raw -137974.705810 + Penalty 1673.201615 = -136301.504195 nChanged 136 SP:Iteration 3Q (1323.787697 sec): 3 clusters Score: Raw -138045.138073 + Penalty 1673.201615 = -136371.936458 nChanged 118 SP:Iteration 4Q (1323.889051 sec): 3 clusters Score: Raw -138103.660963 + Penalty 1673.201615 = -136430.459348 nChanged 98 SP:Iteration 5Q (1324.035512 sec): 3 clusters Score: Raw -138149.883444 + Penalty 1673.201615 = -136476.681829 nChanged 89 SP:Iteration 6Q (1324.128437 sec): 3 clusters Score: Raw -138197.131220 + Penalty 1673.201615 = -136523.929605 nChanged 75 SP:Iteration 7Q (1324.252384 sec): 3 clusters Score: Raw -138227.055624 + Penalty 1673.201615 = -136553.854009 nChanged 64 SP:Iteration 8Q (1324.378931 sec): 3 clusters Score: Raw -138251.990528 + Penalty 1673.201615 = -136578.788913 nChanged 57 SP:Iteration 9Q (1324.407402 sec): 3 clusters Score: Raw -138276.242899 + Penalty 1673.201615 = -136603.041284 nChanged 48 SP:Iteration 10Q (1324.435517 sec): 3 clusters Score: Raw -138294.107117 + Penalty 1673.201615 = -136620.905502 nChanged 50 SP:Iteration 11Q (1324.463614 sec): 3 clusters Score: Raw -138314.977772 + Penalty 1673.201615 = -136641.776157 nChanged 42 SP:Iteration 12Q (1324.491477 sec): 3 clusters Score: Raw -138332.433299 + Penalty 1673.201615 = -136659.231684 nChanged 45 SP:Iteration 13Q (1324.519402 sec): 3 clusters Score: Raw -138349.997552 + Penalty 1673.201615 = -136676.795937 nChanged 44 SP:Iteration 14Q (1324.547506 sec): 3 clusters Score: Raw -138372.599791 + Penalty 1673.201615 = -136699.398175 nChanged 55 SP:Iteration 15Q (1324.575423 sec): 3 clusters Score: Raw -138396.646481 + Penalty 1673.201615 = -136723.444866 nChanged 43 SP:Iteration 16Q (1324.603511 sec): 3 clusters Score: Raw -138416.403512 + Penalty 1673.201615 = -136743.201897 nChanged 41 SP:Iteration 17Q (1324.631513 sec): 3 clusters Score: Raw -138437.780108 + Penalty 1673.201615 = -136764.578492 nChanged 45 SP:Iteration 18Q (1324.659460 sec): 3 clusters Score: Raw -138465.752988 + Penalty 1673.201615 = -136792.551373 nChanged 47 SP:Iteration 19Q (1324.687332 sec): 3 clusters Score: Raw -138497.805949 + Penalty 1673.201615 = -136824.604334 nChanged 41 SP:Iteration 20F (1324.714659 sec): 3 clusters Score: Raw -138524.549659 + Penalty 1673.201615 = -136851.348044 nChanged 39 SP:Iteration 21Q (1324.742557 sec): 3 clusters Score: Raw -138544.275057 + Penalty 1673.201615 = -136871.073442 nChanged 30 SP:Iteration 22Q (1324.770503 sec): 3 clusters Score: Raw -138559.791984 + Penalty 1673.201615 = -136886.590368 nChanged 33 SP:Iteration 23Q (1324.798521 sec): 3 clusters Score: Raw -138576.041395 + Penalty 1673.201615 = -136902.839780 nChanged 31 SP:Iteration 24Q (1324.826313 sec): 3 clusters Score: Raw -138590.061838 + Penalty 1673.201615 = -136916.860223 nChanged 26 SP:Iteration 25Q (1324.854057 sec): 3 clusters Score: Raw -138601.994373 + Penalty 1673.201615 = -136928.792758 nChanged 29 SP:Iteration 26Q (1324.881781 sec): 3 clusters Score: Raw -138618.407750 + Penalty 1673.201615 = -136945.206134 nChanged 25 SP:Iteration 27Q (1324.909403 sec): 3 clusters Score: Raw -138631.184603 + Penalty 1673.201615 = -136957.982987 nChanged 23 SP:Iteration 28Q (1324.937820 sec): 3 clusters Score: Raw -138645.923783 + Penalty 1673.201615 = -136972.722168 nChanged 21 SP:Iteration 29Q (1324.965270 sec): 3 clusters Score: Raw -138663.564338 + Penalty 1673.201615 = -136990.362722 nChanged 23 SP:Iteration 30Q (1324.992854 sec): 3 clusters Score: Raw -138679.474878 + Penalty 1673.201615 = -137006.273263 nChanged 20 SP:Iteration 31Q (1325.020173 sec): 3 clusters Score: Raw -138691.274283 + Penalty 1673.201615 = -137018.072668 nChanged 21 SP:Iteration 32Q (1325.047664 sec): 3 clusters Score: Raw -138706.944229 + Penalty 1673.201615 = -137033.742614 nChanged 14 SP:Iteration 33Q (1325.074879 sec): 3 clusters Score: Raw -138718.855961 + Penalty 1673.201615 = -137045.654346 nChanged 12 SP:Iteration 34Q (1325.178143 sec): 3 clusters Score: Raw -138732.161985 + Penalty 1673.201615 = -137058.960369 nChanged 16 SP:Iteration 35Q (1325.302496 sec): 3 clusters Score: Raw -138746.027098 + Penalty 1673.201615 = -137072.825482 nChanged 16 SP:Iteration 36Q (1325.430510 sec): 3 clusters Score: Raw -138759.144903 + Penalty 1673.201615 = -137085.943288 nChanged 10 SP:Iteration 37Q (1325.539074 sec): 3 clusters Score: Raw -138766.257626 + Penalty 1673.201615 = -137093.056011 nChanged 6 SP:Iteration 38Q (1325.645038 sec): 3 clusters Score: Raw -138770.216343 + Penalty 1673.201615 = -137097.014728 nChanged 3 SP:Iteration 39Q (1325.774773 sec): 3 clusters Score: Raw -138773.098878 + Penalty 1673.201615 = -137099.897263 nChanged 2 SP:Iteration 40F (1325.860965 sec): 3 clusters Score: Raw -138776.425320 + Penalty 1673.201615 = -137103.223705 nChanged 3 SP:Iteration 41Q (1325.889241 sec): 3 clusters Score: Raw -138777.769540 + Penalty 1673.201615 = -137104.567925 nChanged 1 SP:Iteration 42Q (1325.916737 sec): 3 clusters Score: Raw -138778.752367 + Penalty 1673.201615 = -137105.550752 nChanged 3 SP:Iteration 43Q (1325.944296 sec): 3 clusters Score: Raw -138779.217788 + Penalty 1673.201615 = -137106.016172 nChanged 0 SP:Iteration 44F (1325.972374 sec): 3 clusters Score: Raw -138779.217788 + Penalty 1673.201615 = -137106.016172 nChanged 0 Trying to split cluster 14 (1271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1326.008140 sec): 2 clusters Score: Raw -60236.044728 + Penalty 750.493723 = -59485.551004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1326.023120 sec): 3 clusters Score: Raw -59681.834396 + Penalty 1500.987447 = -58180.846949 nChanged 418 SP:Iteration 1F (1326.037234 sec): 3 clusters Score: Raw -59988.350898 + Penalty 1500.987447 = -58487.363451 nChanged 126 SP:Iteration 2F (1326.051374 sec): 3 clusters Score: Raw -60090.984115 + Penalty 1500.987447 = -58589.996668 nChanged 74 SP:Iteration 3F (1326.065452 sec): 3 clusters Score: Raw -60141.672900 + Penalty 1500.987447 = -58640.685453 nChanged 43 SP:Iteration 4Q (1326.081420 sec): 3 clusters Score: Raw -60168.654428 + Penalty 1500.987447 = -58667.666981 nChanged 24 SP:Iteration 5Q (1326.095811 sec): 3 clusters Score: Raw -60185.423047 + Penalty 1500.987447 = -58684.435600 nChanged 21 SP:Iteration 6Q (1326.110122 sec): 3 clusters Score: Raw -60199.468550 + Penalty 1500.987447 = -58698.481103 nChanged 15 SP:Iteration 7Q (1326.124590 sec): 3 clusters Score: Raw -60208.661782 + Penalty 1500.987447 = -58707.674335 nChanged 21 SP:Iteration 8Q (1326.138945 sec): 3 clusters Score: Raw -60220.443567 + Penalty 1500.987447 = -58719.456120 nChanged 17 SP:Iteration 9Q (1326.152971 sec): 3 clusters Score: Raw -60229.053115 + Penalty 1500.987447 = -58728.065668 nChanged 18 SP:Iteration 10Q (1326.167296 sec): 3 clusters Score: Raw -60240.364760 + Penalty 1500.987447 = -58739.377313 nChanged 15 SP:Iteration 11Q (1326.181735 sec): 3 clusters Score: Raw -60247.944326 + Penalty 1500.987447 = -58746.956879 nChanged 11 SP:Iteration 12Q (1326.195975 sec): 3 clusters Score: Raw -60253.146726 + Penalty 1500.987447 = -58752.159279 nChanged 10 SP:Iteration 13Q (1326.210207 sec): 3 clusters Score: Raw -60262.465479 + Penalty 1500.987447 = -58761.478032 nChanged 12 SP:Iteration 14Q (1326.224382 sec): 3 clusters Score: Raw -60268.398120 + Penalty 1500.987447 = -58767.410673 nChanged 12 SP:Iteration 15Q (1326.238655 sec): 3 clusters Score: Raw -60274.879729 + Penalty 1500.987447 = -58773.892282 nChanged 13 SP:Iteration 16Q (1326.253053 sec): 3 clusters Score: Raw -60279.213951 + Penalty 1500.987447 = -58778.226504 nChanged 12 SP:Iteration 17Q (1326.267323 sec): 3 clusters Score: Raw -60284.277030 + Penalty 1500.987447 = -58783.289583 nChanged 10 SP:Iteration 18Q (1326.281507 sec): 3 clusters Score: Raw -60287.590569 + Penalty 1500.987447 = -58786.603122 nChanged 7 SP:Iteration 19Q (1326.398583 sec): 3 clusters Score: Raw -60290.672112 + Penalty 1500.987447 = -58789.684665 nChanged 10 SP:Iteration 20F (1326.515617 sec): 3 clusters Score: Raw -60293.820184 + Penalty 1500.987447 = -58792.832737 nChanged 7 SP:Iteration 21Q (1326.603767 sec): 3 clusters Score: Raw -60296.268792 + Penalty 1500.987447 = -58795.281346 nChanged 10 SP:Iteration 22Q (1326.709675 sec): 3 clusters Score: Raw -60299.280552 + Penalty 1500.987447 = -58798.293105 nChanged 7 SP:Iteration 23Q (1326.815835 sec): 3 clusters Score: Raw -60301.947193 + Penalty 1500.987447 = -58800.959746 nChanged 3 SP:Iteration 24Q (1326.932021 sec): 3 clusters Score: Raw -60303.565574 + Penalty 1500.987447 = -58802.578127 nChanged 7 SP:Iteration 25Q (1327.076754 sec): 3 clusters Score: Raw -60305.899068 + Penalty 1500.987447 = -58804.911621 nChanged 6 SP:Iteration 26Q (1327.094748 sec): 3 clusters Score: Raw -60308.998805 + Penalty 1500.987447 = -58808.011358 nChanged 9 SP:Iteration 27Q (1327.109398 sec): 3 clusters Score: Raw -60313.122052 + Penalty 1500.987447 = -58812.134605 nChanged 8 SP:Iteration 28Q (1327.123860 sec): 3 clusters Score: Raw -60317.419009 + Penalty 1500.987447 = -58816.431562 nChanged 8 SP:Iteration 29Q (1327.138374 sec): 3 clusters Score: Raw -60320.594688 + Penalty 1500.987447 = -58819.607241 nChanged 4 SP:Iteration 30Q (1327.152805 sec): 3 clusters Score: Raw -60322.324932 + Penalty 1500.987447 = -58821.337485 nChanged 5 SP:Iteration 31Q (1327.167384 sec): 3 clusters Score: Raw -60324.308150 + Penalty 1500.987447 = -58823.320703 nChanged 7 SP:Iteration 32Q (1327.181806 sec): 3 clusters Score: Raw -60327.219202 + Penalty 1500.987447 = -58826.231755 nChanged 7 SP:Iteration 33Q (1327.196231 sec): 3 clusters Score: Raw -60330.636302 + Penalty 1500.987447 = -58829.648855 nChanged 5 SP:Iteration 34Q (1327.210632 sec): 3 clusters Score: Raw -60332.065585 + Penalty 1500.987447 = -58831.078138 nChanged 1 SP:Iteration 35Q (1327.225239 sec): 3 clusters Score: Raw -60332.777646 + Penalty 1500.987447 = -58831.790199 nChanged 1 SP:Iteration 36Q (1327.239519 sec): 3 clusters Score: Raw -60333.209658 + Penalty 1500.987447 = -58832.222211 nChanged 0 SP:Iteration 37F (1327.253491 sec): 3 clusters Score: Raw -60333.209658 + Penalty 1500.987447 = -58832.222211 nChanged 0 Iteration 59Q (1327.710832 sec): 15 clusters Score: Raw -1490287.419437 + Penalty 15359.141696 = -1474928.277741 nChanged 237 Iteration 60F (1328.386811 sec): 15 clusters Score: Raw -1490435.130546 + Penalty 15359.141696 = -1475075.988850 nChanged 215 Iteration 61Q (1328.791281 sec): 15 clusters Score: Raw -1490572.306842 + Penalty 15359.141696 = -1475213.165146 nChanged 179 Iteration 62Q (1329.467642 sec): 15 clusters Score: Raw -1490641.845255 + Penalty 15359.141696 = -1475282.703559 nChanged 136 Iteration 63Q (1329.875239 sec): 15 clusters Score: Raw -1490682.422643 + Penalty 15359.141696 = -1475323.280947 nChanged 92 Iteration 64Q (1330.285590 sec): 15 clusters Score: Raw -1490715.861191 + Penalty 15359.141696 = -1475356.719495 nChanged 102 Iteration 65Q (1331.189621 sec): 15 clusters Score: Raw -1490755.377499 + Penalty 15359.141696 = -1475396.235803 nChanged 93 Iteration 66Q (1331.568964 sec): 15 clusters Score: Raw -1490794.057638 + Penalty 15359.141696 = -1475434.915942 nChanged 77 Iteration 67Q (1331.975105 sec): 15 clusters Score: Raw -1490832.468254 + Penalty 15359.141696 = -1475473.326558 nChanged 78 Iteration 68Q (1332.573458 sec): 15 clusters Score: Raw -1490890.779699 + Penalty 15359.141696 = -1475531.638003 nChanged 73 Iteration 69Q (1333.048385 sec): 15 clusters Score: Raw -1490967.848534 + Penalty 15359.141696 = -1475608.706838 nChanged 77 Iteration 70Q (1333.450943 sec): 15 clusters Score: Raw -1491049.253517 + Penalty 15359.141696 = -1475690.111821 nChanged 98 Iteration 71Q (1334.030466 sec): 15 clusters Score: Raw -1491103.100631 + Penalty 15359.141696 = -1475743.958935 nChanged 72 Iteration 72Q (1334.520592 sec): 15 clusters Score: Raw -1491130.341697 + Penalty 15359.141696 = -1475771.200001 nChanged 66 Iteration 73Q (1334.891505 sec): 15 clusters Score: Raw -1491149.977406 + Penalty 15359.141696 = -1475790.835710 nChanged 58 Iteration 74Q (1335.672408 sec): 15 clusters Score: Raw -1491166.723914 + Penalty 15359.141696 = -1475807.582218 nChanged 58 Iteration 75Q (1336.078930 sec): 15 clusters Score: Raw -1491181.159552 + Penalty 15359.141696 = -1475822.017856 nChanged 45 Iteration 76Q (1336.515931 sec): 15 clusters Score: Raw -1491191.906470 + Penalty 15359.141696 = -1475832.764774 nChanged 38 Iteration 77Q (1337.020346 sec): 15 clusters Score: Raw -1491201.260172 + Penalty 15359.141696 = -1475842.118476 nChanged 33 Iteration 78Q (1338.069120 sec): 15 clusters Score: Raw -1491207.718016 + Penalty 15359.141696 = -1475848.576320 nChanged 31 Iteration 79Q (1338.442927 sec): 15 clusters Score: Raw -1491214.110763 + Penalty 15359.141696 = -1475854.969067 nChanged 21 Iteration 80F (1339.124481 sec): 15 clusters Score: Raw -1491256.145699 + Penalty 15359.141696 = -1475897.004003 nChanged 39 Iteration 81Q (1339.496915 sec): 15 clusters Score: Raw -1491288.871701 + Penalty 15359.141696 = -1475929.730005 nChanged 32 Iteration 82Q (1339.936805 sec): 15 clusters Score: Raw -1491302.132953 + Penalty 15359.141696 = -1475942.991257 nChanged 32 Iteration 83Q (1340.376446 sec): 15 clusters Score: Raw -1491311.543599 + Penalty 15359.141696 = -1475952.401903 nChanged 26 Iteration 84Q (1340.827128 sec): 15 clusters Score: Raw -1491317.514070 + Penalty 15359.141696 = -1475958.372374 nChanged 15 Iteration 85Q (1341.272134 sec): 15 clusters Score: Raw -1491321.588249 + Penalty 15359.141696 = -1475962.446553 nChanged 15 Iteration 86Q (1341.708825 sec): 15 clusters Score: Raw -1491326.118572 + Penalty 15359.141696 = -1475966.976876 nChanged 13 Iteration 87Q (1342.156991 sec): 15 clusters Score: Raw -1491328.868572 + Penalty 15359.141696 = -1475969.726876 nChanged 9 Iteration 88Q (1342.595029 sec): 15 clusters Score: Raw -1491331.415559 + Penalty 15359.141696 = -1475972.273863 nChanged 10 Iteration 89Q (1343.255499 sec): 15 clusters Score: Raw -1491334.386237 + Penalty 15359.141696 = -1475975.244541 nChanged 8 Iteration 90Q (1343.663987 sec): 15 clusters Score: Raw -1491336.447618 + Penalty 15359.141696 = -1475977.305922 nChanged 5 Iteration 91Q (1344.092410 sec): 15 clusters Score: Raw -1491337.333710 + Penalty 15359.141696 = -1475978.192014 nChanged 1 Iteration 92Q (1344.489213 sec): 15 clusters Score: Raw -1491337.619665 + Penalty 15359.141696 = -1475978.477969 nChanged 0 Iteration 93F (1345.030455 sec): 15 clusters Score: Raw -1491337.619665 + Penalty 15359.141696 = -1475978.477969 nChanged 0 Compute initial score before splitting: Score: Raw -1491337.619665 + Penalty 15359.141696 = -1475978.477969 Trying to split cluster 1 (946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1345.058097 sec): 2 clusters Score: Raw -36027.807962 + Penalty 719.485470 = -35308.322492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1345.067422 sec): 3 clusters Score: Raw -35673.031541 + Penalty 1438.970940 = -34234.060602 nChanged 335 SP:Iteration 1F (1345.078127 sec): 3 clusters Score: Raw -35992.456728 + Penalty 1438.970940 = -34553.485788 nChanged 96 SP:Iteration 2F (1345.088742 sec): 3 clusters Score: Raw -36095.044434 + Penalty 1438.970940 = -34656.073495 nChanged 53 SP:Iteration 3F (1345.099454 sec): 3 clusters Score: Raw -36155.304885 + Penalty 1438.970940 = -34716.333946 nChanged 41 SP:Iteration 4Q (1345.110186 sec): 3 clusters Score: Raw -36199.863524 + Penalty 1438.970940 = -34760.892584 nChanged 31 SP:Iteration 5Q (1345.120950 sec): 3 clusters Score: Raw -36236.411521 + Penalty 1438.970940 = -34797.440582 nChanged 24 SP:Iteration 6Q (1345.131695 sec): 3 clusters Score: Raw -36272.532045 + Penalty 1438.970940 = -34833.561105 nChanged 21 SP:Iteration 7Q (1345.272157 sec): 3 clusters Score: Raw -36288.352146 + Penalty 1438.970940 = -34849.381207 nChanged 9 SP:Iteration 8Q (1345.361284 sec): 3 clusters Score: Raw -36295.035712 + Penalty 1438.970940 = -34856.064773 nChanged 8 SP:Iteration 9Q (1345.434014 sec): 3 clusters Score: Raw -36299.105908 + Penalty 1438.970940 = -34860.134968 nChanged 4 SP:Iteration 10Q (1345.497622 sec): 3 clusters Score: Raw -36300.617901 + Penalty 1438.970940 = -34861.646961 nChanged 1 SP:Iteration 11Q (1345.509556 sec): 3 clusters Score: Raw -36302.104484 + Penalty 1438.970940 = -34863.133545 nChanged 3 SP:Iteration 12Q (1345.521671 sec): 3 clusters Score: Raw -36303.747452 + Penalty 1438.970940 = -34864.776512 nChanged 3 SP:Iteration 13Q (1345.533787 sec): 3 clusters Score: Raw -36305.563830 + Penalty 1438.970940 = -34866.592891 nChanged 1 SP:Iteration 14Q (1345.545932 sec): 3 clusters Score: Raw -36305.840620 + Penalty 1438.970940 = -34866.869681 nChanged 0 SP:Iteration 15F (1345.558310 sec): 3 clusters Score: Raw -36305.840620 + Penalty 1438.970940 = -34866.869681 nChanged 0 Trying to split cluster 2 (6838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1345.645103 sec): 2 clusters Score: Raw -337180.036718 + Penalty 927.176310 = -336252.860408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1345.699834 sec): 3 clusters Score: Raw -333270.465410 + Penalty 1854.352620 = -331416.112790 nChanged 2974 SP:Iteration 1F (1345.753368 sec): 3 clusters Score: Raw -335164.734212 + Penalty 1854.352620 = -333310.381592 nChanged 607 SP:Iteration 2F (1345.806372 sec): 3 clusters Score: Raw -335641.519331 + Penalty 1854.352620 = -333787.166711 nChanged 532 SP:Iteration 3F (1345.850580 sec): 3 clusters Score: Raw -336013.236632 + Penalty 1854.352620 = -334158.884012 nChanged 450 SP:Iteration 4F (1345.893813 sec): 3 clusters Score: Raw -336310.550360 + Penalty 1854.352620 = -334456.197740 nChanged 333 SP:Iteration 5Q (1345.938030 sec): 3 clusters Score: Raw -336510.116008 + Penalty 1854.352620 = -334655.763388 nChanged 261 SP:Iteration 6Q (1345.982289 sec): 3 clusters Score: Raw -336642.961122 + Penalty 1854.352620 = -334788.608502 nChanged 190 SP:Iteration 7Q (1346.026558 sec): 3 clusters Score: Raw -336717.877108 + Penalty 1854.352620 = -334863.524488 nChanged 119 SP:Iteration 8Q (1346.070701 sec): 3 clusters Score: Raw -336762.187003 + Penalty 1854.352620 = -334907.834383 nChanged 94 SP:Iteration 9Q (1346.115075 sec): 3 clusters Score: Raw -336795.794915 + Penalty 1854.352620 = -334941.442295 nChanged 83 SP:Iteration 10Q (1346.159328 sec): 3 clusters Score: Raw -336823.720087 + Penalty 1854.352620 = -334969.367467 nChanged 67 SP:Iteration 11Q (1346.203606 sec): 3 clusters Score: Raw -336847.745227 + Penalty 1854.352620 = -334993.392607 nChanged 75 SP:Iteration 12Q (1346.247743 sec): 3 clusters Score: Raw -336873.950272 + Penalty 1854.352620 = -335019.597653 nChanged 63 SP:Iteration 13Q (1346.291909 sec): 3 clusters Score: Raw -336900.154018 + Penalty 1854.352620 = -335045.801398 nChanged 67 SP:Iteration 14Q (1346.336120 sec): 3 clusters Score: Raw -336926.717950 + Penalty 1854.352620 = -335072.365331 nChanged 69 SP:Iteration 15Q (1346.380296 sec): 3 clusters Score: Raw -336951.518313 + Penalty 1854.352620 = -335097.165693 nChanged 63 SP:Iteration 16Q (1346.424386 sec): 3 clusters Score: Raw -336968.627831 + Penalty 1854.352620 = -335114.275211 nChanged 45 SP:Iteration 17Q (1346.468304 sec): 3 clusters Score: Raw -336979.711271 + Penalty 1854.352620 = -335125.358651 nChanged 44 SP:Iteration 18Q (1346.512278 sec): 3 clusters Score: Raw -336992.643280 + Penalty 1854.352620 = -335138.290660 nChanged 40 SP:Iteration 19Q (1346.556258 sec): 3 clusters Score: Raw -337006.214135 + Penalty 1854.352620 = -335151.861515 nChanged 44 SP:Iteration 20F (1346.599520 sec): 3 clusters Score: Raw -337019.962486 + Penalty 1854.352620 = -335165.609866 nChanged 39 SP:Iteration 21Q (1346.730993 sec): 3 clusters Score: Raw -337038.845346 + Penalty 1854.352620 = -335184.492727 nChanged 47 SP:Iteration 22Q (1346.845398 sec): 3 clusters Score: Raw -337061.141410 + Penalty 1854.352620 = -335206.788791 nChanged 52 SP:Iteration 23Q (1346.993836 sec): 3 clusters Score: Raw -337082.990691 + Penalty 1854.352620 = -335228.638072 nChanged 44 SP:Iteration 24Q (1347.112105 sec): 3 clusters Score: Raw -337093.902941 + Penalty 1854.352620 = -335239.550322 nChanged 31 SP:Iteration 25Q (1347.182120 sec): 3 clusters Score: Raw -337105.197473 + Penalty 1854.352620 = -335250.844853 nChanged 34 SP:Iteration 26Q (1347.227489 sec): 3 clusters Score: Raw -337118.125573 + Penalty 1854.352620 = -335263.772953 nChanged 29 SP:Iteration 27Q (1347.272425 sec): 3 clusters Score: Raw -337133.166434 + Penalty 1854.352620 = -335278.813815 nChanged 37 SP:Iteration 28Q (1347.317356 sec): 3 clusters Score: Raw -337150.243235 + Penalty 1854.352620 = -335295.890615 nChanged 34 SP:Iteration 29Q (1347.361953 sec): 3 clusters Score: Raw -337163.572429 + Penalty 1854.352620 = -335309.219809 nChanged 42 SP:Iteration 30Q (1347.405540 sec): 3 clusters Score: Raw -337183.878713 + Penalty 1854.352620 = -335329.526093 nChanged 38 SP:Iteration 31Q (1347.448589 sec): 3 clusters Score: Raw -337197.723573 + Penalty 1854.352620 = -335343.370953 nChanged 31 SP:Iteration 32Q (1347.491673 sec): 3 clusters Score: Raw -337211.315205 + Penalty 1854.352620 = -335356.962586 nChanged 38 SP:Iteration 33Q (1347.534661 sec): 3 clusters Score: Raw -337223.679573 + Penalty 1854.352620 = -335369.326953 nChanged 24 SP:Iteration 34Q (1347.577984 sec): 3 clusters Score: Raw -337231.939328 + Penalty 1854.352620 = -335377.586709 nChanged 19 SP:Iteration 35Q (1347.621119 sec): 3 clusters Score: Raw -337237.200914 + Penalty 1854.352620 = -335382.848294 nChanged 14 SP:Iteration 36Q (1347.671852 sec): 3 clusters Score: Raw -337240.717475 + Penalty 1854.352620 = -335386.364856 nChanged 14 SP:Iteration 37Q (1347.714397 sec): 3 clusters Score: Raw -337244.678434 + Penalty 1854.352620 = -335390.325814 nChanged 13 SP:Iteration 38Q (1347.757061 sec): 3 clusters Score: Raw -337247.123344 + Penalty 1854.352620 = -335392.770724 nChanged 12 SP:Iteration 39Q (1347.799586 sec): 3 clusters Score: Raw -337250.087237 + Penalty 1854.352620 = -335395.734617 nChanged 9 SP:Iteration 40F (1347.842898 sec): 3 clusters Score: Raw -337252.496790 + Penalty 1854.352620 = -335398.144170 nChanged 14 SP:Iteration 41Q (1347.885549 sec): 3 clusters Score: Raw -337256.291793 + Penalty 1854.352620 = -335401.939173 nChanged 16 SP:Iteration 42Q (1347.928109 sec): 3 clusters Score: Raw -337260.547815 + Penalty 1854.352620 = -335406.195196 nChanged 17 SP:Iteration 43Q (1347.970905 sec): 3 clusters Score: Raw -337264.252908 + Penalty 1854.352620 = -335409.900288 nChanged 11 SP:Iteration 44Q (1348.013592 sec): 3 clusters Score: Raw -337268.280121 + Penalty 1854.352620 = -335413.927502 nChanged 18 SP:Iteration 45Q (1348.056102 sec): 3 clusters Score: Raw -337274.172225 + Penalty 1854.352620 = -335419.819605 nChanged 17 SP:Iteration 46Q (1348.098642 sec): 3 clusters Score: Raw -337278.059659 + Penalty 1854.352620 = -335423.707039 nChanged 13 SP:Iteration 47Q (1348.141431 sec): 3 clusters Score: Raw -337281.646572 + Penalty 1854.352620 = -335427.293952 nChanged 18 SP:Iteration 48Q (1348.184016 sec): 3 clusters Score: Raw -337287.358028 + Penalty 1854.352620 = -335433.005408 nChanged 12 SP:Iteration 49Q (1348.226491 sec): 3 clusters Score: Raw -337290.518125 + Penalty 1854.352620 = -335436.165505 nChanged 9 SP:Iteration 50Q (1348.268788 sec): 3 clusters Score: Raw -337293.343924 + Penalty 1854.352620 = -335438.991304 nChanged 7 SP:Iteration 51Q (1348.311228 sec): 3 clusters Score: Raw -337294.761260 + Penalty 1854.352620 = -335440.408640 nChanged 9 SP:Iteration 52Q (1348.464967 sec): 3 clusters Score: Raw -337296.783027 + Penalty 1854.352620 = -335442.430407 nChanged 6 SP:Iteration 53Q (1348.596168 sec): 3 clusters Score: Raw -337298.013383 + Penalty 1854.352620 = -335443.660764 nChanged 4 SP:Iteration 54Q (1348.729100 sec): 3 clusters Score: Raw -337298.650601 + Penalty 1854.352620 = -335444.297981 nChanged 3 SP:Iteration 55Q (1348.879661 sec): 3 clusters Score: Raw -337299.064379 + Penalty 1854.352620 = -335444.711759 nChanged 4 SP:Iteration 56Q (1348.897256 sec): 3 clusters Score: Raw -337299.632611 + Penalty 1854.352620 = -335445.279991 nChanged 0 SP:Iteration 57F (1348.942258 sec): 3 clusters Score: Raw -337299.632611 + Penalty 1854.352620 = -335445.279991 nChanged 0 Trying to split cluster 3 (3874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1348.980031 sec): 2 clusters Score: Raw -187781.063371 + Penalty 867.514499 = -186913.548873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1349.018285 sec): 3 clusters Score: Raw -185784.193263 + Penalty 1735.028997 = -184049.164266 nChanged 1545 SP:Iteration 1F (1349.054091 sec): 3 clusters Score: Raw -186675.574205 + Penalty 1735.028997 = -184940.545208 nChanged 269 SP:Iteration 2F (1349.090041 sec): 3 clusters Score: Raw -186853.994935 + Penalty 1735.028997 = -185118.965938 nChanged 249 SP:Iteration 3F (1349.125981 sec): 3 clusters Score: Raw -187028.757866 + Penalty 1735.028997 = -185293.728869 nChanged 228 SP:Iteration 4F (1349.161952 sec): 3 clusters Score: Raw -187176.811516 + Penalty 1735.028997 = -185441.782519 nChanged 195 SP:Iteration 5F (1349.195244 sec): 3 clusters Score: Raw -187318.553683 + Penalty 1735.028997 = -185583.524686 nChanged 197 SP:Iteration 6F (1349.228089 sec): 3 clusters Score: Raw -187472.184119 + Penalty 1735.028997 = -185737.155121 nChanged 170 SP:Iteration 7Q (1349.262344 sec): 3 clusters Score: Raw -187610.863127 + Penalty 1735.028997 = -185875.834129 nChanged 164 SP:Iteration 8Q (1349.295801 sec): 3 clusters Score: Raw -187749.621747 + Penalty 1735.028997 = -186014.592750 nChanged 168 SP:Iteration 9Q (1349.329400 sec): 3 clusters Score: Raw -187891.808284 + Penalty 1735.028997 = -186156.779287 nChanged 136 SP:Iteration 10Q (1349.362818 sec): 3 clusters Score: Raw -188006.663197 + Penalty 1735.028997 = -186271.634200 nChanged 130 SP:Iteration 11Q (1349.396547 sec): 3 clusters Score: Raw -188100.282511 + Penalty 1735.028997 = -186365.253514 nChanged 96 SP:Iteration 12Q (1349.430217 sec): 3 clusters Score: Raw -188160.475310 + Penalty 1735.028997 = -186425.446313 nChanged 73 SP:Iteration 13Q (1349.463747 sec): 3 clusters Score: Raw -188211.425343 + Penalty 1735.028997 = -186476.396346 nChanged 71 SP:Iteration 14Q (1349.497331 sec): 3 clusters Score: Raw -188269.138661 + Penalty 1735.028997 = -186534.109664 nChanged 64 SP:Iteration 15Q (1349.530740 sec): 3 clusters Score: Raw -188346.515638 + Penalty 1735.028997 = -186611.486640 nChanged 67 SP:Iteration 16Q (1349.564174 sec): 3 clusters Score: Raw -188461.028561 + Penalty 1735.028997 = -186725.999564 nChanged 62 SP:Iteration 17Q (1349.596749 sec): 3 clusters Score: Raw -188567.291310 + Penalty 1735.028997 = -186832.262312 nChanged 61 SP:Iteration 18Q (1349.629126 sec): 3 clusters Score: Raw -188659.289344 + Penalty 1735.028997 = -186924.260347 nChanged 36 SP:Iteration 19Q (1349.661048 sec): 3 clusters Score: Raw -188692.755861 + Penalty 1735.028997 = -186957.726864 nChanged 12 SP:Iteration 20F (1349.760894 sec): 3 clusters Score: Raw -188698.349715 + Penalty 1735.028997 = -186963.320718 nChanged 4 SP:Iteration 21Q (1349.878456 sec): 3 clusters Score: Raw -188699.226515 + Penalty 1735.028997 = -186964.197518 nChanged 1 SP:Iteration 22Q (1349.975644 sec): 3 clusters Score: Raw -188699.275178 + Penalty 1735.028997 = -186964.246181 nChanged 0 SP:Iteration 23F (1350.091155 sec): 3 clusters Score: Raw -188699.275178 + Penalty 1735.028997 = -186964.246181 nChanged 0 Score: Raw -1492255.831471 + Penalty 16456.223246 = -1475799.608225 Splitting cluster 3 changes total score from -1475978.477969 to -1475799.608225 So it's not getting split. Trying to split cluster 4 (4590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1351.083553 sec): 2 clusters Score: Raw -216874.167498 + Penalty 885.321707 = -215988.845791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1351.118467 sec): 3 clusters Score: Raw -214412.486578 + Penalty 1770.643414 = -212641.843164 nChanged 1922 SP:Iteration 1F (1351.152001 sec): 3 clusters Score: Raw -215453.564582 + Penalty 1770.643414 = -213682.921168 nChanged 310 SP:Iteration 2F (1351.187501 sec): 3 clusters Score: Raw -215594.605497 + Penalty 1770.643414 = -213823.962083 nChanged 250 SP:Iteration 3F (1351.223265 sec): 3 clusters Score: Raw -215699.781761 + Penalty 1770.643414 = -213929.138347 nChanged 208 SP:Iteration 4Q (1351.259999 sec): 3 clusters Score: Raw -215801.060968 + Penalty 1770.643414 = -214030.417554 nChanged 194 SP:Iteration 5Q (1351.296612 sec): 3 clusters Score: Raw -215893.302630 + Penalty 1770.643414 = -214122.659217 nChanged 180 SP:Iteration 6Q (1351.333807 sec): 3 clusters Score: Raw -215984.925384 + Penalty 1770.643414 = -214214.281970 nChanged 174 SP:Iteration 7Q (1351.369934 sec): 3 clusters Score: Raw -216065.401013 + Penalty 1770.643414 = -214294.757599 nChanged 158 SP:Iteration 8Q (1351.403301 sec): 3 clusters Score: Raw -216145.324208 + Penalty 1770.643414 = -214374.680794 nChanged 143 SP:Iteration 9Q (1351.436826 sec): 3 clusters Score: Raw -216214.955944 + Penalty 1770.643414 = -214444.312530 nChanged 121 SP:Iteration 10Q (1351.470220 sec): 3 clusters Score: Raw -216271.744716 + Penalty 1770.643414 = -214501.101302 nChanged 115 SP:Iteration 11Q (1351.503583 sec): 3 clusters Score: Raw -216332.687370 + Penalty 1770.643414 = -214562.043957 nChanged 116 SP:Iteration 12Q (1351.537163 sec): 3 clusters Score: Raw -216391.807618 + Penalty 1770.643414 = -214621.164204 nChanged 113 SP:Iteration 13Q (1351.570521 sec): 3 clusters Score: Raw -216461.152411 + Penalty 1770.643414 = -214690.508998 nChanged 107 SP:Iteration 14Q (1351.603754 sec): 3 clusters Score: Raw -216534.998754 + Penalty 1770.643414 = -214764.355341 nChanged 118 SP:Iteration 15Q (1351.636938 sec): 3 clusters Score: Raw -216620.224729 + Penalty 1770.643414 = -214849.581315 nChanged 107 SP:Iteration 16Q (1351.669833 sec): 3 clusters Score: Raw -216716.890747 + Penalty 1770.643414 = -214946.247334 nChanged 114 SP:Iteration 17Q (1351.702975 sec): 3 clusters Score: Raw -216838.927851 + Penalty 1770.643414 = -215068.284438 nChanged 114 SP:Iteration 18Q (1351.735719 sec): 3 clusters Score: Raw -216943.575940 + Penalty 1770.643414 = -215172.932527 nChanged 92 SP:Iteration 19Q (1351.768036 sec): 3 clusters Score: Raw -217045.393034 + Penalty 1770.643414 = -215274.749621 nChanged 77 SP:Iteration 20F (1351.800598 sec): 3 clusters Score: Raw -217126.975295 + Penalty 1770.643414 = -215356.331882 nChanged 63 SP:Iteration 21Q (1351.832525 sec): 3 clusters Score: Raw -217166.254590 + Penalty 1770.643414 = -215395.611177 nChanged 43 SP:Iteration 22Q (1351.864347 sec): 3 clusters Score: Raw -217186.046213 + Penalty 1770.643414 = -215415.402800 nChanged 33 SP:Iteration 23Q (1351.896051 sec): 3 clusters Score: Raw -217199.652802 + Penalty 1770.643414 = -215429.009389 nChanged 25 SP:Iteration 24Q (1351.928753 sec): 3 clusters Score: Raw -217210.088792 + Penalty 1770.643414 = -215439.445379 nChanged 21 SP:Iteration 25Q (1351.960370 sec): 3 clusters Score: Raw -217221.500563 + Penalty 1770.643414 = -215450.857149 nChanged 23 SP:Iteration 26Q (1351.991822 sec): 3 clusters Score: Raw -217232.400155 + Penalty 1770.643414 = -215461.756741 nChanged 18 SP:Iteration 27Q (1352.023720 sec): 3 clusters Score: Raw -217240.516619 + Penalty 1770.643414 = -215469.873205 nChanged 22 SP:Iteration 28Q (1352.121254 sec): 3 clusters Score: Raw -217253.468527 + Penalty 1770.643414 = -215482.825113 nChanged 23 SP:Iteration 29Q (1352.246209 sec): 3 clusters Score: Raw -217263.754446 + Penalty 1770.643414 = -215493.111033 nChanged 22 SP:Iteration 30Q (1352.332477 sec): 3 clusters Score: Raw -217272.940852 + Penalty 1770.643414 = -215502.297438 nChanged 20 SP:Iteration 31Q (1352.450644 sec): 3 clusters Score: Raw -217282.332371 + Penalty 1770.643414 = -215511.688958 nChanged 20 SP:Iteration 32Q (1352.568627 sec): 3 clusters Score: Raw -217294.131890 + Penalty 1770.643414 = -215523.488477 nChanged 26 SP:Iteration 33Q (1352.687065 sec): 3 clusters Score: Raw -217307.542542 + Penalty 1770.643414 = -215536.899129 nChanged 25 SP:Iteration 34Q (1352.805197 sec): 3 clusters Score: Raw -217319.742432 + Penalty 1770.643414 = -215549.099018 nChanged 19 SP:Iteration 35Q (1352.859010 sec): 3 clusters Score: Raw -217327.076024 + Penalty 1770.643414 = -215556.432610 nChanged 20 SP:Iteration 36Q (1352.890853 sec): 3 clusters Score: Raw -217333.591587 + Penalty 1770.643414 = -215562.948174 nChanged 19 SP:Iteration 37Q (1352.926370 sec): 3 clusters Score: Raw -217340.525511 + Penalty 1770.643414 = -215569.882098 nChanged 15 SP:Iteration 38Q (1352.966181 sec): 3 clusters Score: Raw -217345.383701 + Penalty 1770.643414 = -215574.740288 nChanged 16 SP:Iteration 39Q (1353.000360 sec): 3 clusters Score: Raw -217350.177881 + Penalty 1770.643414 = -215579.534467 nChanged 14 SP:Iteration 40F (1353.034484 sec): 3 clusters Score: Raw -217355.543249 + Penalty 1770.643414 = -215584.899835 nChanged 9 SP:Iteration 41Q (1353.067224 sec): 3 clusters Score: Raw -217358.092294 + Penalty 1770.643414 = -215587.448880 nChanged 7 SP:Iteration 42Q (1353.099947 sec): 3 clusters Score: Raw -217359.266232 + Penalty 1770.643414 = -215588.622819 nChanged 3 SP:Iteration 43Q (1353.134010 sec): 3 clusters Score: Raw -217359.812025 + Penalty 1770.643414 = -215589.168611 nChanged 4 SP:Iteration 44Q (1353.166021 sec): 3 clusters Score: Raw -217360.854545 + Penalty 1770.643414 = -215590.211132 nChanged 1 SP:Iteration 45Q (1353.197649 sec): 3 clusters Score: Raw -217360.964046 + Penalty 1770.643414 = -215590.320633 nChanged 1 SP:Iteration 46Q (1353.229347 sec): 3 clusters Score: Raw -217361.042291 + Penalty 1770.643414 = -215590.398877 nChanged 0 SP:Iteration 47F (1353.261707 sec): 3 clusters Score: Raw -217361.042291 + Penalty 1770.643414 = -215590.398877 nChanged 0 Trying to split cluster 5 (3036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1353.295971 sec): 2 clusters Score: Raw -142836.921916 + Penalty 841.921095 = -141995.000822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1353.320578 sec): 3 clusters Score: Raw -141268.695331 + Penalty 1683.842189 = -139584.853142 nChanged 1276 SP:Iteration 1F (1353.344087 sec): 3 clusters Score: Raw -142060.935486 + Penalty 1683.842189 = -140377.093297 nChanged 268 SP:Iteration 2F (1353.367213 sec): 3 clusters Score: Raw -142272.013145 + Penalty 1683.842189 = -140588.170956 nChanged 232 SP:Iteration 3F (1353.411754 sec): 3 clusters Score: Raw -142497.727882 + Penalty 1683.842189 = -140813.885693 nChanged 216 SP:Iteration 4F (1353.434766 sec): 3 clusters Score: Raw -142750.739799 + Penalty 1683.842189 = -141066.897610 nChanged 195 SP:Iteration 5F (1353.457800 sec): 3 clusters Score: Raw -142992.727066 + Penalty 1683.842189 = -141308.884876 nChanged 166 SP:Iteration 6F (1353.480856 sec): 3 clusters Score: Raw -143155.789549 + Penalty 1683.842189 = -141471.947360 nChanged 111 SP:Iteration 7Q (1353.505339 sec): 3 clusters Score: Raw -143243.369324 + Penalty 1683.842189 = -141559.527135 nChanged 86 SP:Iteration 8Q (1353.528069 sec): 3 clusters Score: Raw -143302.011084 + Penalty 1683.842189 = -141618.168895 nChanged 64 SP:Iteration 9Q (1353.628578 sec): 3 clusters Score: Raw -143343.359426 + Penalty 1683.842189 = -141659.517237 nChanged 40 SP:Iteration 10Q (1353.722559 sec): 3 clusters Score: Raw -143360.901838 + Penalty 1683.842189 = -141677.059649 nChanged 40 SP:Iteration 11Q (1353.817731 sec): 3 clusters Score: Raw -143379.540692 + Penalty 1683.842189 = -141695.698503 nChanged 30 SP:Iteration 12Q (1353.911906 sec): 3 clusters Score: Raw -143399.361084 + Penalty 1683.842189 = -141715.518895 nChanged 40 SP:Iteration 13Q (1354.006934 sec): 3 clusters Score: Raw -143423.508650 + Penalty 1683.842189 = -141739.666461 nChanged 34 SP:Iteration 14Q (1354.098873 sec): 3 clusters Score: Raw -143447.824489 + Penalty 1683.842189 = -141763.982300 nChanged 38 SP:Iteration 15Q (1354.191292 sec): 3 clusters Score: Raw -143480.129386 + Penalty 1683.842189 = -141796.287197 nChanged 36 SP:Iteration 16Q (1354.218196 sec): 3 clusters Score: Raw -143505.038741 + Penalty 1683.842189 = -141821.196552 nChanged 30 SP:Iteration 17Q (1354.244823 sec): 3 clusters Score: Raw -143520.024276 + Penalty 1683.842189 = -141836.182087 nChanged 22 SP:Iteration 18Q (1354.271898 sec): 3 clusters Score: Raw -143528.402380 + Penalty 1683.842189 = -141844.560191 nChanged 19 SP:Iteration 19Q (1354.298845 sec): 3 clusters Score: Raw -143537.361911 + Penalty 1683.842189 = -141853.519722 nChanged 13 SP:Iteration 20F (1354.325400 sec): 3 clusters Score: Raw -143541.350986 + Penalty 1683.842189 = -141857.508797 nChanged 10 SP:Iteration 21Q (1354.352086 sec): 3 clusters Score: Raw -143544.090471 + Penalty 1683.842189 = -141860.248281 nChanged 7 SP:Iteration 22Q (1354.380650 sec): 3 clusters Score: Raw -143545.502385 + Penalty 1683.842189 = -141861.660196 nChanged 1 SP:Iteration 23Q (1354.407475 sec): 3 clusters Score: Raw -143545.923653 + Penalty 1683.842189 = -141862.081464 nChanged 2 SP:Iteration 24Q (1354.434471 sec): 3 clusters Score: Raw -143546.438469 + Penalty 1683.842189 = -141862.596280 nChanged 2 SP:Iteration 25Q (1354.461386 sec): 3 clusters Score: Raw -143546.800988 + Penalty 1683.842189 = -141862.958799 nChanged 1 SP:Iteration 26Q (1354.488020 sec): 3 clusters Score: Raw -143546.928913 + Penalty 1683.842189 = -141863.086724 nChanged 1 SP:Iteration 27Q (1354.514585 sec): 3 clusters Score: Raw -143547.122591 + Penalty 1683.842189 = -141863.280402 nChanged 0 SP:Iteration 28F (1354.541318 sec): 3 clusters Score: Raw -143547.122591 + Penalty 1683.842189 = -141863.280402 nChanged 0 Trying to split cluster 6 (1077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1354.572292 sec): 2 clusters Score: Raw -41179.354278 + Penalty 733.103141 = -40446.251137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1354.585223 sec): 3 clusters Score: Raw -40765.922309 + Penalty 1466.206282 = -39299.716026 nChanged 360 SP:Iteration 1F (1354.600207 sec): 3 clusters Score: Raw -41078.388744 + Penalty 1466.206282 = -39612.182462 nChanged 110 SP:Iteration 2F (1354.611720 sec): 3 clusters Score: Raw -41182.272946 + Penalty 1466.206282 = -39716.066663 nChanged 63 SP:Iteration 3F (1354.622915 sec): 3 clusters Score: Raw -41227.202640 + Penalty 1466.206282 = -39760.996358 nChanged 26 SP:Iteration 4Q (1354.634805 sec): 3 clusters Score: Raw -41247.188598 + Penalty 1466.206282 = -39780.982316 nChanged 18 SP:Iteration 5Q (1354.646555 sec): 3 clusters Score: Raw -41259.035508 + Penalty 1466.206282 = -39792.829226 nChanged 17 SP:Iteration 6Q (1354.658180 sec): 3 clusters Score: Raw -41270.439381 + Penalty 1466.206282 = -39804.233098 nChanged 16 SP:Iteration 7Q (1354.669825 sec): 3 clusters Score: Raw -41285.065404 + Penalty 1466.206282 = -39818.859121 nChanged 15 SP:Iteration 8Q (1354.681456 sec): 3 clusters Score: Raw -41295.707724 + Penalty 1466.206282 = -39829.501442 nChanged 12 SP:Iteration 9Q (1354.693057 sec): 3 clusters Score: Raw -41303.864708 + Penalty 1466.206282 = -39837.658426 nChanged 9 SP:Iteration 10Q (1354.789000 sec): 3 clusters Score: Raw -41309.072245 + Penalty 1466.206282 = -39842.865963 nChanged 2 SP:Iteration 11Q (1354.927241 sec): 3 clusters Score: Raw -41309.581843 + Penalty 1466.206282 = -39843.375561 nChanged 1 SP:Iteration 12Q (1355.007487 sec): 3 clusters Score: Raw -41310.049211 + Penalty 1466.206282 = -39843.842928 nChanged 1 SP:Iteration 13Q (1355.111025 sec): 3 clusters Score: Raw -41310.147956 + Penalty 1466.206282 = -39843.941674 nChanged 0 SP:Iteration 14F (1355.216748 sec): 3 clusters Score: Raw -41310.147956 + Penalty 1466.206282 = -39843.941674 nChanged 0 Trying to split cluster 7 (3086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1355.277507 sec): 2 clusters Score: Raw -139511.329070 + Penalty 843.636258 = -138667.692812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1355.377215 sec): 3 clusters Score: Raw -137908.156574 + Penalty 1687.272517 = -136220.884058 nChanged 1229 SP:Iteration 1F (1355.492348 sec): 3 clusters Score: Raw -138583.389942 + Penalty 1687.272517 = -136896.117425 nChanged 272 SP:Iteration 2F (1355.580707 sec): 3 clusters Score: Raw -138753.572423 + Penalty 1687.272517 = -137066.299906 nChanged 195 SP:Iteration 3F (1355.698438 sec): 3 clusters Score: Raw -138878.694891 + Penalty 1687.272517 = -137191.422374 nChanged 153 SP:Iteration 4Q (1355.725550 sec): 3 clusters Score: Raw -138984.826541 + Penalty 1687.272517 = -137297.554024 nChanged 150 SP:Iteration 5Q (1355.753431 sec): 3 clusters Score: Raw -139094.935528 + Penalty 1687.272517 = -137407.663011 nChanged 160 SP:Iteration 6F (1355.780861 sec): 3 clusters Score: Raw -139198.022548 + Penalty 1687.272517 = -137510.750031 nChanged 137 SP:Iteration 7Q (1355.808923 sec): 3 clusters Score: Raw -139272.101630 + Penalty 1687.272517 = -137584.829114 nChanged 107 SP:Iteration 8Q (1355.836966 sec): 3 clusters Score: Raw -139333.794899 + Penalty 1687.272517 = -137646.522382 nChanged 94 SP:Iteration 9Q (1355.864963 sec): 3 clusters Score: Raw -139393.171031 + Penalty 1687.272517 = -137705.898514 nChanged 94 SP:Iteration 10Q (1355.892985 sec): 3 clusters Score: Raw -139462.667382 + Penalty 1687.272517 = -137775.394865 nChanged 93 SP:Iteration 11Q (1355.920866 sec): 3 clusters Score: Raw -139522.152797 + Penalty 1687.272517 = -137834.880280 nChanged 80 SP:Iteration 12Q (1355.948589 sec): 3 clusters Score: Raw -139578.424875 + Penalty 1687.272517 = -137891.152358 nChanged 78 SP:Iteration 13Q (1355.976401 sec): 3 clusters Score: Raw -139634.401923 + Penalty 1687.272517 = -137947.129406 nChanged 67 SP:Iteration 14Q (1356.003987 sec): 3 clusters Score: Raw -139672.410199 + Penalty 1687.272517 = -137985.137682 nChanged 48 SP:Iteration 15Q (1356.031670 sec): 3 clusters Score: Raw -139692.444376 + Penalty 1687.272517 = -138005.171860 nChanged 44 SP:Iteration 16Q (1356.080950 sec): 3 clusters Score: Raw -139710.562402 + Penalty 1687.272517 = -138023.289885 nChanged 35 SP:Iteration 17Q (1356.170892 sec): 3 clusters Score: Raw -139729.915675 + Penalty 1687.272517 = -138042.643158 nChanged 32 SP:Iteration 18Q (1356.205084 sec): 3 clusters Score: Raw -139744.429192 + Penalty 1687.272517 = -138057.156675 nChanged 30 SP:Iteration 19Q (1356.232685 sec): 3 clusters Score: Raw -139754.204483 + Penalty 1687.272517 = -138066.931966 nChanged 25 SP:Iteration 20F (1356.259898 sec): 3 clusters Score: Raw -139761.062322 + Penalty 1687.272517 = -138073.789805 nChanged 19 SP:Iteration 21Q (1356.287428 sec): 3 clusters Score: Raw -139768.286581 + Penalty 1687.272517 = -138081.014064 nChanged 20 SP:Iteration 22Q (1356.315016 sec): 3 clusters Score: Raw -139776.832000 + Penalty 1687.272517 = -138089.559483 nChanged 14 SP:Iteration 23Q (1356.342644 sec): 3 clusters Score: Raw -139781.067109 + Penalty 1687.272517 = -138093.794592 nChanged 11 SP:Iteration 24Q (1356.370169 sec): 3 clusters Score: Raw -139783.723169 + Penalty 1687.272517 = -138096.450652 nChanged 7 SP:Iteration 25Q (1356.470704 sec): 3 clusters Score: Raw -139785.254462 + Penalty 1687.272517 = -138097.981945 nChanged 6 SP:Iteration 26Q (1356.593683 sec): 3 clusters Score: Raw -139786.137690 + Penalty 1687.272517 = -138098.865173 nChanged 1 SP:Iteration 27Q (1356.692903 sec): 3 clusters Score: Raw -139786.441972 + Penalty 1687.272517 = -138099.169456 nChanged 1 SP:Iteration 28Q (1356.777500 sec): 3 clusters Score: Raw -139786.667075 + Penalty 1687.272517 = -138099.394558 nChanged 0 SP:Iteration 29F (1356.869142 sec): 3 clusters Score: Raw -139786.667075 + Penalty 1687.272517 = -138099.394558 nChanged 0 Trying to split cluster 8 (1091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1356.937422 sec): 2 clusters Score: Raw -29099.826991 + Penalty 734.459249 = -28365.367742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1357.005886 sec): 3 clusters Score: Raw -28712.193439 + Penalty 1468.918497 = -27243.274942 nChanged 379 SP:Iteration 1F (1357.111498 sec): 3 clusters Score: Raw -29091.367171 + Penalty 1468.918497 = -27622.448674 nChanged 114 SP:Iteration 2F (1357.222737 sec): 3 clusters Score: Raw -29235.961158 + Penalty 1468.918497 = -27767.042661 nChanged 69 SP:Iteration 3F (1357.311363 sec): 3 clusters Score: Raw -29298.139353 + Penalty 1468.918497 = -27829.220856 nChanged 35 SP:Iteration 4Q (1357.422159 sec): 3 clusters Score: Raw -29330.579764 + Penalty 1468.918497 = -27861.661267 nChanged 36 SP:Iteration 5Q (1357.434436 sec): 3 clusters Score: Raw -29389.315802 + Penalty 1468.918497 = -27920.397305 nChanged 30 SP:Iteration 6Q (1357.446338 sec): 3 clusters Score: Raw -29424.586786 + Penalty 1468.918497 = -27955.668289 nChanged 31 SP:Iteration 7Q (1357.458142 sec): 3 clusters Score: Raw -29454.622746 + Penalty 1468.918497 = -27985.704249 nChanged 29 SP:Iteration 8Q (1357.470477 sec): 3 clusters Score: Raw -29486.634870 + Penalty 1468.918497 = -28017.716373 nChanged 19 SP:Iteration 9Q (1357.483579 sec): 3 clusters Score: Raw -29506.730418 + Penalty 1468.918497 = -28037.811921 nChanged 23 SP:Iteration 10Q (1357.496588 sec): 3 clusters Score: Raw -29529.938127 + Penalty 1468.918497 = -28061.019630 nChanged 13 SP:Iteration 11Q (1357.509589 sec): 3 clusters Score: Raw -29539.801974 + Penalty 1468.918497 = -28070.883477 nChanged 10 SP:Iteration 12Q (1357.522597 sec): 3 clusters Score: Raw -29550.581235 + Penalty 1468.918497 = -28081.662738 nChanged 11 SP:Iteration 13Q (1357.535697 sec): 3 clusters Score: Raw -29558.656299 + Penalty 1468.918497 = -28089.737802 nChanged 7 SP:Iteration 14Q (1357.548701 sec): 3 clusters Score: Raw -29561.312733 + Penalty 1468.918497 = -28092.394236 nChanged 3 SP:Iteration 15Q (1357.561703 sec): 3 clusters Score: Raw -29562.650977 + Penalty 1468.918497 = -28093.732480 nChanged 4 SP:Iteration 16Q (1357.574680 sec): 3 clusters Score: Raw -29564.235704 + Penalty 1468.918497 = -28095.317207 nChanged 3 SP:Iteration 17Q (1357.587645 sec): 3 clusters Score: Raw -29566.152432 + Penalty 1468.918497 = -28097.233935 nChanged 5 SP:Iteration 18Q (1357.600655 sec): 3 clusters Score: Raw -29570.149413 + Penalty 1468.918497 = -28101.230916 nChanged 6 SP:Iteration 19Q (1357.613591 sec): 3 clusters Score: Raw -29572.435677 + Penalty 1468.918497 = -28103.517180 nChanged 3 SP:Iteration 20F (1357.626532 sec): 3 clusters Score: Raw -29573.211179 + Penalty 1468.918497 = -28104.292682 nChanged 1 SP:Iteration 21Q (1357.639531 sec): 3 clusters Score: Raw -29573.555477 + Penalty 1468.918497 = -28104.636980 nChanged 1 SP:Iteration 22Q (1357.652572 sec): 3 clusters Score: Raw -29573.789809 + Penalty 1468.918497 = -28104.871312 nChanged 0 SP:Iteration 23F (1357.664901 sec): 3 clusters Score: Raw -29573.789809 + Penalty 1468.918497 = -28104.871312 nChanged 0 Trying to split cluster 9 (1995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1357.723556 sec): 2 clusters Score: Raw -90540.522855 + Penalty 797.831930 = -89742.690925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1357.818450 sec): 3 clusters Score: Raw -89578.554303 + Penalty 1595.663859 = -87982.890443 nChanged 785 SP:Iteration 1F (1357.966024 sec): 3 clusters Score: Raw -90055.831886 + Penalty 1595.663859 = -88460.168027 nChanged 181 SP:Iteration 2F (1358.028801 sec): 3 clusters Score: Raw -90199.733010 + Penalty 1595.663859 = -88604.069150 nChanged 123 SP:Iteration 3F (1358.118232 sec): 3 clusters Score: Raw -90288.175802 + Penalty 1595.663859 = -88692.511942 nChanged 107 SP:Iteration 4F (1358.201070 sec): 3 clusters Score: Raw -90359.598629 + Penalty 1595.663859 = -88763.934770 nChanged 83 SP:Iteration 5Q (1358.291102 sec): 3 clusters Score: Raw -90418.697227 + Penalty 1595.663859 = -88823.033368 nChanged 72 SP:Iteration 6Q (1358.380936 sec): 3 clusters Score: Raw -90465.368131 + Penalty 1595.663859 = -88869.704272 nChanged 55 SP:Iteration 7Q (1358.471264 sec): 3 clusters Score: Raw -90498.749098 + Penalty 1595.663859 = -88903.085239 nChanged 50 SP:Iteration 8Q (1358.561427 sec): 3 clusters Score: Raw -90529.180963 + Penalty 1595.663859 = -88933.517104 nChanged 41 SP:Iteration 9Q (1358.651255 sec): 3 clusters Score: Raw -90556.564916 + Penalty 1595.663859 = -88960.901057 nChanged 38 SP:Iteration 10Q (1358.740443 sec): 3 clusters Score: Raw -90586.433792 + Penalty 1595.663859 = -88990.769933 nChanged 43 SP:Iteration 11Q (1358.830713 sec): 3 clusters Score: Raw -90611.634560 + Penalty 1595.663859 = -89015.970700 nChanged 35 SP:Iteration 12Q (1358.920538 sec): 3 clusters Score: Raw -90627.984782 + Penalty 1595.663859 = -89032.320923 nChanged 33 SP:Iteration 13Q (1358.946332 sec): 3 clusters Score: Raw -90648.315876 + Penalty 1595.663859 = -89052.652016 nChanged 27 SP:Iteration 14Q (1358.965225 sec): 3 clusters Score: Raw -90659.253852 + Penalty 1595.663859 = -89063.589993 nChanged 18 SP:Iteration 15Q (1358.984075 sec): 3 clusters Score: Raw -90667.725628 + Penalty 1595.663859 = -89072.061768 nChanged 10 SP:Iteration 16Q (1359.002860 sec): 3 clusters Score: Raw -90672.075229 + Penalty 1595.663859 = -89076.411370 nChanged 12 SP:Iteration 17Q (1359.022148 sec): 3 clusters Score: Raw -90676.758005 + Penalty 1595.663859 = -89081.094146 nChanged 12 SP:Iteration 18Q (1359.040980 sec): 3 clusters Score: Raw -90681.420156 + Penalty 1595.663859 = -89085.756297 nChanged 11 SP:Iteration 19Q (1359.059755 sec): 3 clusters Score: Raw -90685.747234 + Penalty 1595.663859 = -89090.083375 nChanged 11 SP:Iteration 20F (1359.078464 sec): 3 clusters Score: Raw -90689.106987 + Penalty 1595.663859 = -89093.443128 nChanged 10 SP:Iteration 21Q (1359.097259 sec): 3 clusters Score: Raw -90692.131948 + Penalty 1595.663859 = -89096.468089 nChanged 4 SP:Iteration 22Q (1359.115961 sec): 3 clusters Score: Raw -90693.270602 + Penalty 1595.663859 = -89097.606742 nChanged 3 SP:Iteration 23Q (1359.134768 sec): 3 clusters Score: Raw -90693.959100 + Penalty 1595.663859 = -89098.295241 nChanged 4 SP:Iteration 24Q (1359.153501 sec): 3 clusters Score: Raw -90694.998141 + Penalty 1595.663859 = -89099.334282 nChanged 2 SP:Iteration 25Q (1359.172638 sec): 3 clusters Score: Raw -90696.409698 + Penalty 1595.663859 = -89100.745839 nChanged 1 SP:Iteration 26Q (1359.205055 sec): 3 clusters Score: Raw -90697.098789 + Penalty 1595.663859 = -89101.434930 nChanged 2 SP:Iteration 27Q (1359.250602 sec): 3 clusters Score: Raw -90698.981261 + Penalty 1595.663859 = -89103.317402 nChanged 3 SP:Iteration 28Q (1359.272928 sec): 3 clusters Score: Raw -90703.261366 + Penalty 1595.663859 = -89107.597507 nChanged 11 SP:Iteration 29Q (1359.423776 sec): 3 clusters Score: Raw -90710.426201 + Penalty 1595.663859 = -89114.762342 nChanged 11 SP:Iteration 30Q (1359.517170 sec): 3 clusters Score: Raw -90713.687497 + Penalty 1595.663859 = -89118.023638 nChanged 5 SP:Iteration 31Q (1359.650807 sec): 3 clusters Score: Raw -90714.920679 + Penalty 1595.663859 = -89119.256820 nChanged 5 SP:Iteration 32Q (1359.743450 sec): 3 clusters Score: Raw -90716.314750 + Penalty 1595.663859 = -89120.650891 nChanged 1 SP:Iteration 33Q (1359.860847 sec): 3 clusters Score: Raw -90716.644539 + Penalty 1595.663859 = -89120.980680 nChanged 1 SP:Iteration 34Q (1359.977365 sec): 3 clusters Score: Raw -90716.956137 + Penalty 1595.663859 = -89121.292278 nChanged 3 SP:Iteration 35Q (1360.089748 sec): 3 clusters Score: Raw -90717.556327 + Penalty 1595.663859 = -89121.892468 nChanged 1 SP:Iteration 36Q (1360.204246 sec): 3 clusters Score: Raw -90717.685016 + Penalty 1595.663859 = -89122.021157 nChanged 1 SP:Iteration 37Q (1360.318338 sec): 3 clusters Score: Raw -90718.085643 + Penalty 1595.663859 = -89122.421784 nChanged 1 SP:Iteration 38Q (1360.428929 sec): 3 clusters Score: Raw -90718.497272 + Penalty 1595.663859 = -89122.833413 nChanged 1 SP:Iteration 39Q (1360.541035 sec): 3 clusters Score: Raw -90718.689397 + Penalty 1595.663859 = -89123.025538 nChanged 0 SP:Iteration 40F (1360.654199 sec): 3 clusters Score: Raw -90718.689397 + Penalty 1595.663859 = -89123.025538 nChanged 0 Trying to split cluster 10 (764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1360.684729 sec): 2 clusters Score: Raw -25415.055458 + Penalty 697.049618 = -24718.005840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1360.770886 sec): 3 clusters Score: Raw -25189.084344 + Penalty 1394.099236 = -23794.985109 nChanged 235 SP:Iteration 1F (1360.864902 sec): 3 clusters Score: Raw -25447.681406 + Penalty 1394.099236 = -24053.582170 nChanged 61 SP:Iteration 2F (1360.976947 sec): 3 clusters Score: Raw -25519.905464 + Penalty 1394.099236 = -24125.806229 nChanged 32 SP:Iteration 3Q (1361.070707 sec): 3 clusters Score: Raw -25554.615644 + Penalty 1394.099236 = -24160.516408 nChanged 16 SP:Iteration 4Q (1361.158670 sec): 3 clusters Score: Raw -25570.873966 + Penalty 1394.099236 = -24176.774731 nChanged 10 SP:Iteration 5Q (1361.181886 sec): 3 clusters Score: Raw -25581.867197 + Penalty 1394.099236 = -24187.767961 nChanged 13 SP:Iteration 6Q (1361.191005 sec): 3 clusters Score: Raw -25592.892558 + Penalty 1394.099236 = -24198.793323 nChanged 6 SP:Iteration 7Q (1361.201562 sec): 3 clusters Score: Raw -25598.326787 + Penalty 1394.099236 = -24204.227552 nChanged 6 SP:Iteration 8Q (1361.210647 sec): 3 clusters Score: Raw -25604.279692 + Penalty 1394.099236 = -24210.180456 nChanged 9 SP:Iteration 9Q (1361.219713 sec): 3 clusters Score: Raw -25612.161106 + Penalty 1394.099236 = -24218.061871 nChanged 8 SP:Iteration 10Q (1361.229927 sec): 3 clusters Score: Raw -25618.167078 + Penalty 1394.099236 = -24224.067843 nChanged 11 SP:Iteration 11Q (1361.238974 sec): 3 clusters Score: Raw -25632.462783 + Penalty 1394.099236 = -24238.363547 nChanged 14 SP:Iteration 12Q (1361.248133 sec): 3 clusters Score: Raw -25646.828417 + Penalty 1394.099236 = -24252.729181 nChanged 6 SP:Iteration 13Q (1361.257225 sec): 3 clusters Score: Raw -25651.716824 + Penalty 1394.099236 = -24257.617588 nChanged 4 SP:Iteration 14Q (1361.266287 sec): 3 clusters Score: Raw -25653.800289 + Penalty 1394.099236 = -24259.701053 nChanged 2 SP:Iteration 15Q (1361.275333 sec): 3 clusters Score: Raw -25655.826032 + Penalty 1394.099236 = -24261.726796 nChanged 3 SP:Iteration 16Q (1361.284370 sec): 3 clusters Score: Raw -25659.232331 + Penalty 1394.099236 = -24265.133095 nChanged 2 SP:Iteration 17Q (1361.293465 sec): 3 clusters Score: Raw -25660.481942 + Penalty 1394.099236 = -24266.382706 nChanged 2 SP:Iteration 18Q (1361.302515 sec): 3 clusters Score: Raw -25661.953532 + Penalty 1394.099236 = -24267.854296 nChanged 1 SP:Iteration 19Q (1361.311605 sec): 3 clusters Score: Raw -25662.636251 + Penalty 1394.099236 = -24268.537016 nChanged 1 SP:Iteration 20F (1361.320682 sec): 3 clusters Score: Raw -25663.617382 + Penalty 1394.099236 = -24269.518147 nChanged 2 SP:Iteration 21Q (1361.458866 sec): 3 clusters Score: Raw -25665.718147 + Penalty 1394.099236 = -24271.618911 nChanged 4 SP:Iteration 22Q (1361.548257 sec): 3 clusters Score: Raw -25668.300722 + Penalty 1394.099236 = -24274.201486 nChanged 4 SP:Iteration 23Q (1361.658693 sec): 3 clusters Score: Raw -25670.970505 + Penalty 1394.099236 = -24276.871270 nChanged 1 SP:Iteration 24Q (1361.768777 sec): 3 clusters Score: Raw -25671.211151 + Penalty 1394.099236 = -24277.111915 nChanged 0 SP:Iteration 25F (1361.881210 sec): 3 clusters Score: Raw -25671.211151 + Penalty 1394.099236 = -24277.111915 nChanged 0 Trying to split cluster 11 (1405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1361.953057 sec): 2 clusters Score: Raw -64230.586958 + Penalty 761.018221 = -63469.568737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1362.026280 sec): 3 clusters Score: Raw -63605.837940 + Penalty 1522.036442 = -62083.801498 nChanged 514 SP:Iteration 1F (1362.136271 sec): 3 clusters Score: Raw -63916.680373 + Penalty 1522.036442 = -62394.643931 nChanged 114 SP:Iteration 2F (1362.163605 sec): 3 clusters Score: Raw -63993.880077 + Penalty 1522.036442 = -62471.843635 nChanged 69 SP:Iteration 3Q (1362.175559 sec): 3 clusters Score: Raw -64031.656548 + Penalty 1522.036442 = -62509.620106 nChanged 30 SP:Iteration 4Q (1362.187343 sec): 3 clusters Score: Raw -64050.038583 + Penalty 1522.036442 = -62528.002141 nChanged 16 SP:Iteration 5Q (1362.199268 sec): 3 clusters Score: Raw -64060.714828 + Penalty 1522.036442 = -62538.678385 nChanged 14 SP:Iteration 6Q (1362.211128 sec): 3 clusters Score: Raw -64067.694207 + Penalty 1522.036442 = -62545.657765 nChanged 11 SP:Iteration 7Q (1362.223015 sec): 3 clusters Score: Raw -64073.225415 + Penalty 1522.036442 = -62551.188973 nChanged 10 SP:Iteration 8Q (1362.235012 sec): 3 clusters Score: Raw -64079.479173 + Penalty 1522.036442 = -62557.442731 nChanged 10 SP:Iteration 9Q (1362.246849 sec): 3 clusters Score: Raw -64083.800484 + Penalty 1522.036442 = -62561.764042 nChanged 9 SP:Iteration 10Q (1362.258704 sec): 3 clusters Score: Raw -64087.944058 + Penalty 1522.036442 = -62565.907615 nChanged 9 SP:Iteration 11Q (1362.270586 sec): 3 clusters Score: Raw -64092.215268 + Penalty 1522.036442 = -62570.178826 nChanged 11 SP:Iteration 12Q (1362.282469 sec): 3 clusters Score: Raw -64099.254727 + Penalty 1522.036442 = -62577.218284 nChanged 14 SP:Iteration 13Q (1362.294400 sec): 3 clusters Score: Raw -64109.655968 + Penalty 1522.036442 = -62587.619526 nChanged 14 SP:Iteration 14Q (1362.306460 sec): 3 clusters Score: Raw -64117.074822 + Penalty 1522.036442 = -62595.038380 nChanged 17 SP:Iteration 15Q (1362.318422 sec): 3 clusters Score: Raw -64128.040435 + Penalty 1522.036442 = -62606.003992 nChanged 14 SP:Iteration 16Q (1362.330284 sec): 3 clusters Score: Raw -64135.525380 + Penalty 1522.036442 = -62613.488938 nChanged 13 SP:Iteration 17Q (1362.342164 sec): 3 clusters Score: Raw -64142.485734 + Penalty 1522.036442 = -62620.449292 nChanged 6 SP:Iteration 18Q (1362.354111 sec): 3 clusters Score: Raw -64144.504900 + Penalty 1522.036442 = -62622.468458 nChanged 5 SP:Iteration 19Q (1362.366063 sec): 3 clusters Score: Raw -64147.075063 + Penalty 1522.036442 = -62625.038621 nChanged 5 SP:Iteration 20F (1362.377729 sec): 3 clusters Score: Raw -64149.232485 + Penalty 1522.036442 = -62627.196043 nChanged 4 SP:Iteration 21Q (1362.389604 sec): 3 clusters Score: Raw -64150.476926 + Penalty 1522.036442 = -62628.440483 nChanged 4 SP:Iteration 22Q (1362.401483 sec): 3 clusters Score: Raw -64153.022067 + Penalty 1522.036442 = -62630.985625 nChanged 3 SP:Iteration 23Q (1362.413335 sec): 3 clusters Score: Raw -64154.472198 + Penalty 1522.036442 = -62632.435756 nChanged 5 SP:Iteration 24Q (1362.425284 sec): 3 clusters Score: Raw -64156.322766 + Penalty 1522.036442 = -62634.286324 nChanged 6 SP:Iteration 25Q (1362.539158 sec): 3 clusters Score: Raw -64159.460312 + Penalty 1522.036442 = -62637.423870 nChanged 6 SP:Iteration 26Q (1362.663589 sec): 3 clusters Score: Raw -64163.837850 + Penalty 1522.036442 = -62641.801408 nChanged 8 SP:Iteration 27Q (1362.767022 sec): 3 clusters Score: Raw -64168.661175 + Penalty 1522.036442 = -62646.624732 nChanged 3 SP:Iteration 28Q (1362.879999 sec): 3 clusters Score: Raw -64171.000972 + Penalty 1522.036442 = -62648.964530 nChanged 7 SP:Iteration 29Q (1362.937928 sec): 3 clusters Score: Raw -64176.496811 + Penalty 1522.036442 = -62654.460368 nChanged 6 SP:Iteration 30Q (1362.952304 sec): 3 clusters Score: Raw -64181.158022 + Penalty 1522.036442 = -62659.121580 nChanged 4 SP:Iteration 31Q (1362.966497 sec): 3 clusters Score: Raw -64184.898695 + Penalty 1522.036442 = -62662.862253 nChanged 7 SP:Iteration 32Q (1362.980581 sec): 3 clusters Score: Raw -64189.719575 + Penalty 1522.036442 = -62667.683133 nChanged 4 SP:Iteration 33Q (1362.994717 sec): 3 clusters Score: Raw -64192.143584 + Penalty 1522.036442 = -62670.107142 nChanged 9 SP:Iteration 34Q (1363.008767 sec): 3 clusters Score: Raw -64198.373474 + Penalty 1522.036442 = -62676.337031 nChanged 6 SP:Iteration 35Q (1363.022928 sec): 3 clusters Score: Raw -64201.897632 + Penalty 1522.036442 = -62679.861190 nChanged 3 SP:Iteration 36Q (1363.037121 sec): 3 clusters Score: Raw -64204.191841 + Penalty 1522.036442 = -62682.155399 nChanged 4 SP:Iteration 37Q (1363.051220 sec): 3 clusters Score: Raw -64205.994780 + Penalty 1522.036442 = -62683.958338 nChanged 0 SP:Iteration 38F (1363.065164 sec): 3 clusters Score: Raw -64205.994780 + Penalty 1522.036442 = -62683.958338 nChanged 0 Trying to split cluster 12 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1363.096223 sec): 2 clusters Score: Raw -40474.421242 + Penalty 730.836512 = -39743.584730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1363.109427 sec): 3 clusters Score: Raw -40048.256156 + Penalty 1461.673023 = -38586.583132 nChanged 377 SP:Iteration 1F (1363.121741 sec): 3 clusters Score: Raw -40361.600852 + Penalty 1461.673023 = -38899.927829 nChanged 89 SP:Iteration 2F (1363.134155 sec): 3 clusters Score: Raw -40439.592121 + Penalty 1461.673023 = -38977.919098 nChanged 59 SP:Iteration 3F (1363.146452 sec): 3 clusters Score: Raw -40510.502180 + Penalty 1461.673023 = -39048.829156 nChanged 51 SP:Iteration 4Q (1363.158985 sec): 3 clusters Score: Raw -40562.090127 + Penalty 1461.673023 = -39100.417104 nChanged 33 SP:Iteration 5Q (1363.171509 sec): 3 clusters Score: Raw -40589.941198 + Penalty 1461.673023 = -39128.268175 nChanged 31 SP:Iteration 6Q (1363.183975 sec): 3 clusters Score: Raw -40616.062719 + Penalty 1461.673023 = -39154.389696 nChanged 31 SP:Iteration 7Q (1363.196474 sec): 3 clusters Score: Raw -40645.843679 + Penalty 1461.673023 = -39184.170656 nChanged 36 SP:Iteration 8Q (1363.209042 sec): 3 clusters Score: Raw -40693.746742 + Penalty 1461.673023 = -39232.073719 nChanged 30 SP:Iteration 9Q (1363.221322 sec): 3 clusters Score: Raw -40721.461659 + Penalty 1461.673023 = -39259.788636 nChanged 21 SP:Iteration 10Q (1363.233777 sec): 3 clusters Score: Raw -40740.959373 + Penalty 1461.673023 = -39279.286350 nChanged 14 SP:Iteration 11Q (1363.246240 sec): 3 clusters Score: Raw -40759.393584 + Penalty 1461.673023 = -39297.720561 nChanged 18 SP:Iteration 12Q (1363.258690 sec): 3 clusters Score: Raw -40780.616651 + Penalty 1461.673023 = -39318.943628 nChanged 13 SP:Iteration 13Q (1363.330335 sec): 3 clusters Score: Raw -40795.892360 + Penalty 1461.673023 = -39334.219337 nChanged 10 SP:Iteration 14Q (1363.342095 sec): 3 clusters Score: Raw -40814.454720 + Penalty 1461.673023 = -39352.781697 nChanged 13 SP:Iteration 15Q (1363.353600 sec): 3 clusters Score: Raw -40824.930485 + Penalty 1461.673023 = -39363.257462 nChanged 7 SP:Iteration 16Q (1363.471429 sec): 3 clusters Score: Raw -40832.549247 + Penalty 1461.673023 = -39370.876224 nChanged 6 SP:Iteration 17Q (1363.588011 sec): 3 clusters Score: Raw -40836.756068 + Penalty 1461.673023 = -39375.083045 nChanged 8 SP:Iteration 18Q (1363.676263 sec): 3 clusters Score: Raw -40842.107879 + Penalty 1461.673023 = -39380.434856 nChanged 7 SP:Iteration 19Q (1363.764190 sec): 3 clusters Score: Raw -40846.220051 + Penalty 1461.673023 = -39384.547028 nChanged 7 SP:Iteration 20F (1363.852354 sec): 3 clusters Score: Raw -40849.676453 + Penalty 1461.673023 = -39388.003430 nChanged 5 SP:Iteration 21Q (1363.940753 sec): 3 clusters Score: Raw -40853.441751 + Penalty 1461.673023 = -39391.768727 nChanged 7 SP:Iteration 22Q (1364.029078 sec): 3 clusters Score: Raw -40857.930674 + Penalty 1461.673023 = -39396.257651 nChanged 8 SP:Iteration 23Q (1364.116778 sec): 3 clusters Score: Raw -40863.002270 + Penalty 1461.673023 = -39401.329247 nChanged 5 SP:Iteration 24Q (1364.204837 sec): 3 clusters Score: Raw -40867.452027 + Penalty 1461.673023 = -39405.779004 nChanged 8 SP:Iteration 25Q (1364.269881 sec): 3 clusters Score: Raw -40873.306942 + Penalty 1461.673023 = -39411.633919 nChanged 9 SP:Iteration 26Q (1364.281393 sec): 3 clusters Score: Raw -40879.089884 + Penalty 1461.673023 = -39417.416861 nChanged 7 SP:Iteration 27Q (1364.292768 sec): 3 clusters Score: Raw -40884.356469 + Penalty 1461.673023 = -39422.683446 nChanged 5 SP:Iteration 28Q (1364.304136 sec): 3 clusters Score: Raw -40886.753477 + Penalty 1461.673023 = -39425.080454 nChanged 4 SP:Iteration 29Q (1364.316058 sec): 3 clusters Score: Raw -40888.243958 + Penalty 1461.673023 = -39426.570935 nChanged 1 SP:Iteration 30Q (1364.327470 sec): 3 clusters Score: Raw -40888.987653 + Penalty 1461.673023 = -39427.314630 nChanged 0 SP:Iteration 31F (1364.338854 sec): 3 clusters Score: Raw -40888.987653 + Penalty 1461.673023 = -39427.314630 nChanged 0 Trying to split cluster 13 (3163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1364.375204 sec): 2 clusters Score: Raw -151417.793576 + Penalty 846.224003 = -150571.569573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1364.404980 sec): 3 clusters Score: Raw -149789.533189 + Penalty 1692.448007 = -148097.085182 nChanged 1287 SP:Iteration 1F (1364.434876 sec): 3 clusters Score: Raw -150546.032430 + Penalty 1692.448007 = -148853.584423 nChanged 240 SP:Iteration 2F (1364.464800 sec): 3 clusters Score: Raw -150690.290675 + Penalty 1692.448007 = -148997.842668 nChanged 176 SP:Iteration 3F (1364.494602 sec): 3 clusters Score: Raw -150796.300126 + Penalty 1692.448007 = -149103.852119 nChanged 140 SP:Iteration 4Q (1364.524925 sec): 3 clusters Score: Raw -150876.041676 + Penalty 1692.448007 = -149183.593669 nChanged 129 SP:Iteration 5Q (1364.555107 sec): 3 clusters Score: Raw -150939.152126 + Penalty 1692.448007 = -149246.704119 nChanged 101 SP:Iteration 6Q (1364.585315 sec): 3 clusters Score: Raw -150988.831435 + Penalty 1692.448007 = -149296.383428 nChanged 103 SP:Iteration 7Q (1364.613705 sec): 3 clusters Score: Raw -151030.272616 + Penalty 1692.448007 = -149337.824609 nChanged 72 SP:Iteration 8Q (1364.641949 sec): 3 clusters Score: Raw -151059.164078 + Penalty 1692.448007 = -149366.716071 nChanged 52 SP:Iteration 9Q (1364.670215 sec): 3 clusters Score: Raw -151083.026005 + Penalty 1692.448007 = -149390.577998 nChanged 53 SP:Iteration 10Q (1364.698386 sec): 3 clusters Score: Raw -151110.819515 + Penalty 1692.448007 = -149418.371508 nChanged 54 SP:Iteration 11Q (1364.726566 sec): 3 clusters Score: Raw -151139.169129 + Penalty 1692.448007 = -149446.721122 nChanged 52 SP:Iteration 12Q (1364.754760 sec): 3 clusters Score: Raw -151163.646109 + Penalty 1692.448007 = -149471.198102 nChanged 42 SP:Iteration 13Q (1364.782846 sec): 3 clusters Score: Raw -151183.805949 + Penalty 1692.448007 = -149491.357942 nChanged 38 SP:Iteration 14Q (1364.903539 sec): 3 clusters Score: Raw -151203.304251 + Penalty 1692.448007 = -149510.856244 nChanged 42 SP:Iteration 15Q (1364.993538 sec): 3 clusters Score: Raw -151226.703103 + Penalty 1692.448007 = -149534.255096 nChanged 40 SP:Iteration 16Q (1365.081023 sec): 3 clusters Score: Raw -151248.037326 + Penalty 1692.448007 = -149555.589319 nChanged 45 SP:Iteration 17Q (1365.186950 sec): 3 clusters Score: Raw -151270.873380 + Penalty 1692.448007 = -149578.425373 nChanged 36 SP:Iteration 18Q (1365.280535 sec): 3 clusters Score: Raw -151284.927567 + Penalty 1692.448007 = -149592.479560 nChanged 33 SP:Iteration 19Q (1365.371162 sec): 3 clusters Score: Raw -151301.765815 + Penalty 1692.448007 = -149609.317808 nChanged 35 SP:Iteration 20F (1365.477320 sec): 3 clusters Score: Raw -151322.619425 + Penalty 1692.448007 = -149630.171418 nChanged 28 SP:Iteration 21Q (1365.586639 sec): 3 clusters Score: Raw -151340.316241 + Penalty 1692.448007 = -149647.868235 nChanged 32 SP:Iteration 22Q (1365.693626 sec): 3 clusters Score: Raw -151363.732149 + Penalty 1692.448007 = -149671.284142 nChanged 35 SP:Iteration 23Q (1365.730546 sec): 3 clusters Score: Raw -151383.535460 + Penalty 1692.448007 = -149691.087453 nChanged 22 SP:Iteration 24Q (1365.832303 sec): 3 clusters Score: Raw -151394.674776 + Penalty 1692.448007 = -149702.226769 nChanged 24 SP:Iteration 25Q (1365.953036 sec): 3 clusters Score: Raw -151410.934978 + Penalty 1692.448007 = -149718.486971 nChanged 23 SP:Iteration 26Q (1365.986574 sec): 3 clusters Score: Raw -151420.692126 + Penalty 1692.448007 = -149728.244119 nChanged 20 SP:Iteration 27Q (1366.020085 sec): 3 clusters Score: Raw -151430.706948 + Penalty 1692.448007 = -149738.258941 nChanged 23 SP:Iteration 28Q (1366.052760 sec): 3 clusters Score: Raw -151442.820610 + Penalty 1692.448007 = -149750.372603 nChanged 18 SP:Iteration 29Q (1366.085644 sec): 3 clusters Score: Raw -151458.397739 + Penalty 1692.448007 = -149765.949733 nChanged 27 SP:Iteration 30Q (1366.118199 sec): 3 clusters Score: Raw -151480.929483 + Penalty 1692.448007 = -149788.481476 nChanged 18 SP:Iteration 31Q (1366.148377 sec): 3 clusters Score: Raw -151502.050331 + Penalty 1692.448007 = -149809.602325 nChanged 20 SP:Iteration 32Q (1366.171551 sec): 3 clusters Score: Raw -151519.030267 + Penalty 1692.448007 = -149826.582260 nChanged 15 SP:Iteration 33Q (1366.194285 sec): 3 clusters Score: Raw -151528.670132 + Penalty 1692.448007 = -149836.222125 nChanged 10 SP:Iteration 34Q (1366.216981 sec): 3 clusters Score: Raw -151536.989174 + Penalty 1692.448007 = -149844.541168 nChanged 8 SP:Iteration 35Q (1366.239623 sec): 3 clusters Score: Raw -151542.455430 + Penalty 1692.448007 = -149850.007423 nChanged 2 SP:Iteration 36Q (1366.262270 sec): 3 clusters Score: Raw -151543.260665 + Penalty 1692.448007 = -149850.812658 nChanged 1 SP:Iteration 37Q (1366.284785 sec): 3 clusters Score: Raw -151544.139416 + Penalty 1692.448007 = -149851.691409 nChanged 2 SP:Iteration 38Q (1366.307343 sec): 3 clusters Score: Raw -151544.675430 + Penalty 1692.448007 = -149852.227423 nChanged 3 SP:Iteration 39Q (1366.330245 sec): 3 clusters Score: Raw -151545.396883 + Penalty 1692.448007 = -149852.948876 nChanged 0 SP:Iteration 40F (1366.353463 sec): 3 clusters Score: Raw -151545.396883 + Penalty 1692.448007 = -149852.948876 nChanged 0 Trying to split cluster 14 (1540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1366.385147 sec): 2 clusters Score: Raw -72601.851553 + Penalty 770.651458 = -71831.200095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1366.398705 sec): 3 clusters Score: Raw -71936.310919 + Penalty 1541.302916 = -70395.008003 nChanged 563 SP:Iteration 1F (1366.411429 sec): 3 clusters Score: Raw -72319.627632 + Penalty 1541.302916 = -70778.324716 nChanged 134 SP:Iteration 2F (1366.424227 sec): 3 clusters Score: Raw -72412.114931 + Penalty 1541.302916 = -70870.812015 nChanged 56 SP:Iteration 3Q (1366.527171 sec): 3 clusters Score: Raw -72443.979454 + Penalty 1541.302916 = -70902.676537 nChanged 38 SP:Iteration 4Q (1366.626153 sec): 3 clusters Score: Raw -72469.158285 + Penalty 1541.302916 = -70927.855369 nChanged 28 SP:Iteration 5Q (1366.716078 sec): 3 clusters Score: Raw -72486.146163 + Penalty 1541.302916 = -70944.843247 nChanged 30 SP:Iteration 6Q (1366.732866 sec): 3 clusters Score: Raw -72508.943022 + Penalty 1541.302916 = -70967.640106 nChanged 37 SP:Iteration 7Q (1366.745958 sec): 3 clusters Score: Raw -72535.519611 + Penalty 1541.302916 = -70994.216695 nChanged 30 SP:Iteration 8Q (1366.758992 sec): 3 clusters Score: Raw -72550.251355 + Penalty 1541.302916 = -71008.948439 nChanged 18 SP:Iteration 9Q (1366.771978 sec): 3 clusters Score: Raw -72559.964329 + Penalty 1541.302916 = -71018.661413 nChanged 15 SP:Iteration 10Q (1366.784860 sec): 3 clusters Score: Raw -72566.123817 + Penalty 1541.302916 = -71024.820901 nChanged 13 SP:Iteration 11Q (1366.877270 sec): 3 clusters Score: Raw -72573.871544 + Penalty 1541.302916 = -71032.568628 nChanged 10 SP:Iteration 12Q (1366.975961 sec): 3 clusters Score: Raw -72578.812591 + Penalty 1541.302916 = -71037.509675 nChanged 12 SP:Iteration 13Q (1367.068009 sec): 3 clusters Score: Raw -72585.755028 + Penalty 1541.302916 = -71044.452112 nChanged 15 SP:Iteration 14Q (1367.156465 sec): 3 clusters Score: Raw -72596.753317 + Penalty 1541.302916 = -71055.450401 nChanged 16 SP:Iteration 15Q (1367.269984 sec): 3 clusters Score: Raw -72603.228601 + Penalty 1541.302916 = -71061.925685 nChanged 13 SP:Iteration 16Q (1367.361370 sec): 3 clusters Score: Raw -72608.941972 + Penalty 1541.302916 = -71067.639056 nChanged 9 SP:Iteration 17Q (1367.421887 sec): 3 clusters Score: Raw -72612.586225 + Penalty 1541.302916 = -71071.283309 nChanged 8 SP:Iteration 18Q (1367.435036 sec): 3 clusters Score: Raw -72617.263695 + Penalty 1541.302916 = -71075.960779 nChanged 4 SP:Iteration 19Q (1367.449983 sec): 3 clusters Score: Raw -72618.379647 + Penalty 1541.302916 = -71077.076731 nChanged 3 SP:Iteration 20F (1367.463156 sec): 3 clusters Score: Raw -72619.263018 + Penalty 1541.302916 = -71077.960102 nChanged 3 SP:Iteration 21Q (1367.480650 sec): 3 clusters Score: Raw -72620.735849 + Penalty 1541.302916 = -71079.432933 nChanged 1 SP:Iteration 22Q (1367.498076 sec): 3 clusters Score: Raw -72620.843698 + Penalty 1541.302916 = -71079.540782 nChanged 0 SP:Iteration 23F (1367.515331 sec): 3 clusters Score: Raw -72620.843698 + Penalty 1541.302916 = -71079.540782 nChanged 0 Time taken for this iteration:135.228936 seconds. 11->15 Clusters: Score -1475978.477969, best is -1476509.221545 Starting from 12 clusters... ------ Clustering full data set of 34489 points ------ SP: Assigned 12 initial classes randomly. Deleting Class 6 (1829 points): Lose 380.212249 but Gain 1097.081550 Iteration 0F (1367.999399 sec): 11 clusters Score: Raw -1311352.029861 + Penalty 10970.815497 = -1300381.214364 nChanged 30867 Iteration 1F (1368.378444 sec): 11 clusters Score: Raw -1411251.247400 + Penalty 10970.815497 = -1400280.431902 nChanged 10271 Iteration 2F (1368.812205 sec): 11 clusters Score: Raw -1433306.174192 + Penalty 10970.815497 = -1422335.358695 nChanged 4783 Iteration 3F (1369.243445 sec): 11 clusters Score: Raw -1442666.574202 + Penalty 10970.815497 = -1431695.758705 nChanged 3078 Iteration 4F (1369.704247 sec): 11 clusters Score: Raw -1448101.626269 + Penalty 10970.815497 = -1437130.810772 nChanged 2405 Iteration 5F (1370.085369 sec): 11 clusters Score: Raw -1451608.526581 + Penalty 10970.815497 = -1440637.711083 nChanged 2034 Iteration 6F (1370.518478 sec): 11 clusters Score: Raw -1454020.501177 + Penalty 10970.815497 = -1443049.685680 nChanged 1759 Iteration 7F (1370.953490 sec): 11 clusters Score: Raw -1456028.935524 + Penalty 10970.815497 = -1445058.120027 nChanged 1765 Iteration 8F (1371.625045 sec): 11 clusters Score: Raw -1458204.317359 + Penalty 10970.815497 = -1447233.501862 nChanged 1910 Iteration 9F (1372.069842 sec): 11 clusters Score: Raw -1460536.791438 + Penalty 10970.815497 = -1449565.975940 nChanged 2007 Iteration 10F (1372.504629 sec): 11 clusters Score: Raw -1463124.338098 + Penalty 10970.815497 = -1452153.522601 nChanged 1972 Iteration 11F (1372.911428 sec): 11 clusters Score: Raw -1465884.331397 + Penalty 10970.815497 = -1454913.515900 nChanged 1859 Iteration 12F (1373.341390 sec): 11 clusters Score: Raw -1468546.371286 + Penalty 10970.815497 = -1457575.555789 nChanged 1611 Iteration 13Q (1373.607637 sec): 11 clusters Score: Raw -1470665.228024 + Penalty 10970.815497 = -1459694.412527 nChanged 1338 Iteration 14Q (1373.893657 sec): 11 clusters Score: Raw -1472006.358120 + Penalty 10970.815497 = -1461035.542623 nChanged 989 Iteration 15Q (1374.171847 sec): 11 clusters Score: Raw -1472709.771548 + Penalty 10970.815497 = -1461738.956050 nChanged 688 Iteration 16Q (1374.448879 sec): 11 clusters Score: Raw -1473117.456474 + Penalty 10970.815497 = -1462146.640977 nChanged 527 Iteration 17Q (1374.727795 sec): 11 clusters Score: Raw -1473384.110067 + Penalty 10970.815497 = -1462413.294570 nChanged 420 Iteration 18Q (1375.034371 sec): 11 clusters Score: Raw -1473586.258790 + Penalty 10970.815497 = -1462615.443293 nChanged 334 Iteration 19Q (1375.321321 sec): 11 clusters Score: Raw -1473752.104727 + Penalty 10970.815497 = -1462781.289230 nChanged 326 Writing temp clu file Because OldScore, -1462615.443293, is greater than current (better) Score,-1462781.289230 Compute initial score before splitting: Score: Raw -1473752.104727 + Penalty 10970.815497 = -1462781.289230 Trying to split cluster 1 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1375.387203 sec): 2 clusters Score: Raw -18390.236441 + Penalty 668.117951 = -17722.118490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1375.538278 sec): 3 clusters Score: Raw -18223.428733 + Penalty 1336.235902 = -16887.192831 nChanged 168 SP:Iteration 1F (1375.644750 sec): 3 clusters Score: Raw -18383.103323 + Penalty 1336.235902 = -17046.867421 nChanged 54 SP:Iteration 2F (1375.767548 sec): 3 clusters Score: Raw -18456.691137 + Penalty 1336.235902 = -17120.455236 nChanged 29 SP:Iteration 3Q (1375.815362 sec): 3 clusters Score: Raw -18504.009426 + Penalty 1336.235902 = -17167.773524 nChanged 23 SP:Iteration 4Q (1375.824071 sec): 3 clusters Score: Raw -18541.281846 + Penalty 1336.235902 = -17205.045944 nChanged 23 SP:Iteration 5Q (1375.832006 sec): 3 clusters Score: Raw -18585.508940 + Penalty 1336.235902 = -17249.273038 nChanged 23 SP:Iteration 6Q (1375.839944 sec): 3 clusters Score: Raw -18629.590744 + Penalty 1336.235902 = -17293.354842 nChanged 15 SP:Iteration 7Q (1375.847861 sec): 3 clusters Score: Raw -18649.222314 + Penalty 1336.235902 = -17312.986412 nChanged 9 SP:Iteration 8Q (1375.855781 sec): 3 clusters Score: Raw -18659.063668 + Penalty 1336.235902 = -17322.827766 nChanged 8 SP:Iteration 9Q (1375.863673 sec): 3 clusters Score: Raw -18668.326369 + Penalty 1336.235902 = -17332.090467 nChanged 6 SP:Iteration 10Q (1375.871547 sec): 3 clusters Score: Raw -18674.978531 + Penalty 1336.235902 = -17338.742629 nChanged 2 SP:Iteration 11Q (1375.879588 sec): 3 clusters Score: Raw -18676.314712 + Penalty 1336.235902 = -17340.078810 nChanged 1 SP:Iteration 12Q (1375.888052 sec): 3 clusters Score: Raw -18676.812971 + Penalty 1336.235902 = -17340.577069 nChanged 0 SP:Iteration 13F (1375.896404 sec): 3 clusters Score: Raw -18678.282252 + Penalty 1336.235902 = -17342.046351 nChanged 1 SP:Iteration 14Q (1375.904826 sec): 3 clusters Score: Raw -18687.969661 + Penalty 1336.235902 = -17351.733760 nChanged 1 SP:Iteration 15Q (1375.913263 sec): 3 clusters Score: Raw -18688.794442 + Penalty 1336.235902 = -17352.558540 nChanged 1 SP:Iteration 16Q (1376.006708 sec): 3 clusters Score: Raw -18689.931462 + Penalty 1336.235902 = -17353.695560 nChanged 2 SP:Iteration 17Q (1376.106641 sec): 3 clusters Score: Raw -18692.739101 + Penalty 1336.235902 = -17356.503200 nChanged 4 SP:Iteration 18Q (1376.223350 sec): 3 clusters Score: Raw -18700.340270 + Penalty 1336.235902 = -17364.104368 nChanged 6 SP:Iteration 19Q (1376.312887 sec): 3 clusters Score: Raw -18706.978258 + Penalty 1336.235902 = -17370.742356 nChanged 5 SP:Iteration 20F (1376.422619 sec): 3 clusters Score: Raw -18715.838760 + Penalty 1336.235902 = -17379.602859 nChanged 3 SP:Iteration 21Q (1376.534848 sec): 3 clusters Score: Raw -18719.047022 + Penalty 1336.235902 = -17382.811121 nChanged 3 SP:Iteration 22Q (1376.645934 sec): 3 clusters Score: Raw -18726.202345 + Penalty 1336.235902 = -17389.966443 nChanged 6 SP:Iteration 23Q (1376.754484 sec): 3 clusters Score: Raw -18731.222949 + Penalty 1336.235902 = -17394.987047 nChanged 2 SP:Iteration 24Q (1376.845861 sec): 3 clusters Score: Raw -18732.569738 + Penalty 1336.235902 = -17396.333836 nChanged 2 SP:Iteration 25Q (1376.956481 sec): 3 clusters Score: Raw -18734.692452 + Penalty 1336.235902 = -17398.456550 nChanged 2 SP:Iteration 26Q (1377.057570 sec): 3 clusters Score: Raw -18736.591540 + Penalty 1336.235902 = -17400.355638 nChanged 1 SP:Iteration 27Q (1377.164869 sec): 3 clusters Score: Raw -18737.512095 + Penalty 1336.235902 = -17401.276193 nChanged 1 SP:Iteration 28Q (1377.277174 sec): 3 clusters Score: Raw -18738.191889 + Penalty 1336.235902 = -17401.955987 nChanged 2 SP:Iteration 29Q (1377.367165 sec): 3 clusters Score: Raw -18740.801773 + Penalty 1336.235902 = -17404.565871 nChanged 3 SP:Iteration 30Q (1377.475788 sec): 3 clusters Score: Raw -18743.957548 + Penalty 1336.235902 = -17407.721647 nChanged 3 SP:Iteration 31Q (1377.588159 sec): 3 clusters Score: Raw -18746.295112 + Penalty 1336.235902 = -17410.059211 nChanged 1 SP:Iteration 32Q (1377.697041 sec): 3 clusters Score: Raw -18747.478200 + Penalty 1336.235902 = -17411.242299 nChanged 1 SP:Iteration 33Q (1377.805796 sec): 3 clusters Score: Raw -18750.608437 + Penalty 1336.235902 = -17414.372535 nChanged 1 SP:Iteration 34Q (1377.894601 sec): 3 clusters Score: Raw -18754.829448 + Penalty 1336.235902 = -17418.593546 nChanged 2 SP:Iteration 35Q (1378.001056 sec): 3 clusters Score: Raw -18756.691977 + Penalty 1336.235902 = -17420.456076 nChanged 1 SP:Iteration 36Q (1378.008982 sec): 3 clusters Score: Raw -18760.148214 + Penalty 1336.235902 = -17423.912312 nChanged 1 SP:Iteration 37Q (1378.016723 sec): 3 clusters Score: Raw -18762.642500 + Penalty 1336.235902 = -17426.406598 nChanged 3 SP:Iteration 38Q (1378.024417 sec): 3 clusters Score: Raw -18765.906812 + Penalty 1336.235902 = -17429.670910 nChanged 3 SP:Iteration 39Q (1378.032094 sec): 3 clusters Score: Raw -18768.525642 + Penalty 1336.235902 = -17432.289740 nChanged 2 SP:Iteration 40F (1378.041764 sec): 3 clusters Score: Raw -18773.145268 + Penalty 1336.235902 = -17436.909366 nChanged 1 SP:Iteration 41Q (1378.049468 sec): 3 clusters Score: Raw -18774.126200 + Penalty 1336.235902 = -17437.890299 nChanged 0 SP:Iteration 42F (1378.057215 sec): 3 clusters Score: Raw -18774.126200 + Penalty 1336.235902 = -17437.890299 nChanged 0 Trying to split cluster 2 (7652 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1378.107092 sec): 2 clusters Score: Raw -348209.016119 + Penalty 938.985845 = -347270.030274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1378.166992 sec): 3 clusters Score: Raw -343885.273895 + Penalty 1877.971689 = -342007.302206 nChanged 3388 SP:Iteration 1F (1378.225079 sec): 3 clusters Score: Raw -346201.246765 + Penalty 1877.971689 = -344323.275076 nChanged 615 SP:Iteration 2F (1378.279102 sec): 3 clusters Score: Raw -346708.054603 + Penalty 1877.971689 = -344830.082914 nChanged 567 SP:Iteration 3F (1378.425910 sec): 3 clusters Score: Raw -347139.200701 + Penalty 1877.971689 = -345261.229012 nChanged 497 SP:Iteration 4F (1378.480665 sec): 3 clusters Score: Raw -347454.284049 + Penalty 1877.971689 = -345576.312360 nChanged 350 SP:Iteration 5Q (1378.625297 sec): 3 clusters Score: Raw -347658.185551 + Penalty 1877.971689 = -345780.213861 nChanged 303 SP:Iteration 6Q (1378.736931 sec): 3 clusters Score: Raw -347785.763711 + Penalty 1877.971689 = -345907.792021 nChanged 240 SP:Iteration 7Q (1378.870446 sec): 3 clusters Score: Raw -347877.387329 + Penalty 1877.971689 = -345999.415639 nChanged 178 SP:Iteration 8Q (1379.011388 sec): 3 clusters Score: Raw -347930.787508 + Penalty 1877.971689 = -346052.815818 nChanged 138 SP:Iteration 9Q (1379.133627 sec): 3 clusters Score: Raw -347975.953416 + Penalty 1877.971689 = -346097.981727 nChanged 136 SP:Iteration 10Q (1379.259511 sec): 3 clusters Score: Raw -348011.279280 + Penalty 1877.971689 = -346133.307590 nChanged 114 SP:Iteration 11Q (1379.381383 sec): 3 clusters Score: Raw -348038.627095 + Penalty 1877.971689 = -346160.655406 nChanged 90 SP:Iteration 12Q (1379.504202 sec): 3 clusters Score: Raw -348061.249838 + Penalty 1877.971689 = -346183.278149 nChanged 87 SP:Iteration 13Q (1379.554649 sec): 3 clusters Score: Raw -348083.048647 + Penalty 1877.971689 = -346205.076958 nChanged 91 SP:Iteration 14Q (1379.606237 sec): 3 clusters Score: Raw -348106.813590 + Penalty 1877.971689 = -346228.841901 nChanged 92 SP:Iteration 15Q (1379.657656 sec): 3 clusters Score: Raw -348134.212677 + Penalty 1877.971689 = -346256.240987 nChanged 91 SP:Iteration 16Q (1379.709171 sec): 3 clusters Score: Raw -348156.217323 + Penalty 1877.971689 = -346278.245633 nChanged 76 SP:Iteration 17Q (1379.761195 sec): 3 clusters Score: Raw -348174.855328 + Penalty 1877.971689 = -346296.883639 nChanged 68 SP:Iteration 18Q (1379.813236 sec): 3 clusters Score: Raw -348190.688566 + Penalty 1877.971689 = -346312.716877 nChanged 75 SP:Iteration 19Q (1379.865284 sec): 3 clusters Score: Raw -348211.665939 + Penalty 1877.971689 = -346333.694250 nChanged 75 SP:Iteration 20F (1379.916465 sec): 3 clusters Score: Raw -348233.644478 + Penalty 1877.971689 = -346355.672788 nChanged 82 SP:Iteration 21Q (1379.968398 sec): 3 clusters Score: Raw -348255.559947 + Penalty 1877.971689 = -346377.588257 nChanged 76 SP:Iteration 22Q (1380.020480 sec): 3 clusters Score: Raw -348273.879438 + Penalty 1877.971689 = -346395.907749 nChanged 73 SP:Iteration 23Q (1380.160519 sec): 3 clusters Score: Raw -348290.259628 + Penalty 1877.971689 = -346412.287938 nChanged 73 SP:Iteration 24Q (1380.267559 sec): 3 clusters Score: Raw -348307.263516 + Penalty 1877.971689 = -346429.291827 nChanged 71 SP:Iteration 25Q (1380.321278 sec): 3 clusters Score: Raw -348327.153876 + Penalty 1877.971689 = -346449.182186 nChanged 57 SP:Iteration 26Q (1380.374928 sec): 3 clusters Score: Raw -348342.143976 + Penalty 1877.971689 = -346464.172287 nChanged 55 SP:Iteration 27Q (1380.424324 sec): 3 clusters Score: Raw -348354.912208 + Penalty 1877.971689 = -346476.940519 nChanged 42 SP:Iteration 28Q (1380.473152 sec): 3 clusters Score: Raw -348364.455665 + Penalty 1877.971689 = -346486.483975 nChanged 43 SP:Iteration 29Q (1380.522111 sec): 3 clusters Score: Raw -348376.749152 + Penalty 1877.971689 = -346498.777463 nChanged 58 SP:Iteration 30Q (1380.574273 sec): 3 clusters Score: Raw -348391.354058 + Penalty 1877.971689 = -346513.382369 nChanged 61 SP:Iteration 31Q (1380.628179 sec): 3 clusters Score: Raw -348405.122513 + Penalty 1877.971689 = -346527.150824 nChanged 61 SP:Iteration 32Q (1380.682180 sec): 3 clusters Score: Raw -348420.789566 + Penalty 1877.971689 = -346542.817877 nChanged 67 SP:Iteration 33Q (1380.735379 sec): 3 clusters Score: Raw -348439.336776 + Penalty 1877.971689 = -346561.365086 nChanged 71 SP:Iteration 34Q (1380.785916 sec): 3 clusters Score: Raw -348458.630662 + Penalty 1877.971689 = -346580.658973 nChanged 71 SP:Iteration 35Q (1380.920951 sec): 3 clusters Score: Raw -348483.074720 + Penalty 1877.971689 = -346605.103031 nChanged 62 SP:Iteration 36Q (1381.066371 sec): 3 clusters Score: Raw -348507.773468 + Penalty 1877.971689 = -346629.801778 nChanged 68 SP:Iteration 37Q (1381.203840 sec): 3 clusters Score: Raw -348531.221624 + Penalty 1877.971689 = -346653.249935 nChanged 86 SP:Iteration 38Q (1381.337783 sec): 3 clusters Score: Raw -348560.049255 + Penalty 1877.971689 = -346682.077566 nChanged 56 SP:Iteration 39Q (1381.472914 sec): 3 clusters Score: Raw -348578.573219 + Penalty 1877.971689 = -346700.601530 nChanged 61 SP:Iteration 40F (1381.610740 sec): 3 clusters Score: Raw -348594.535052 + Penalty 1877.971689 = -346716.563362 nChanged 46 SP:Iteration 41Q (1381.662891 sec): 3 clusters Score: Raw -348605.651924 + Penalty 1877.971689 = -346727.680234 nChanged 45 SP:Iteration 42Q (1381.713412 sec): 3 clusters Score: Raw -348620.672359 + Penalty 1877.971689 = -346742.700670 nChanged 50 SP:Iteration 43Q (1381.763681 sec): 3 clusters Score: Raw -348636.755361 + Penalty 1877.971689 = -346758.783672 nChanged 42 SP:Iteration 44Q (1381.815458 sec): 3 clusters Score: Raw -348647.451879 + Penalty 1877.971689 = -346769.480190 nChanged 33 SP:Iteration 45Q (1381.870015 sec): 3 clusters Score: Raw -348654.946164 + Penalty 1877.971689 = -346776.974474 nChanged 38 SP:Iteration 46Q (1381.924705 sec): 3 clusters Score: Raw -348666.594664 + Penalty 1877.971689 = -346788.622974 nChanged 35 SP:Iteration 47Q (1381.981327 sec): 3 clusters Score: Raw -348677.650234 + Penalty 1877.971689 = -346799.678545 nChanged 26 SP:Iteration 48Q (1382.032974 sec): 3 clusters Score: Raw -348684.295405 + Penalty 1877.971689 = -346806.323716 nChanged 20 SP:Iteration 49Q (1382.084557 sec): 3 clusters Score: Raw -348691.018558 + Penalty 1877.971689 = -346813.046868 nChanged 26 SP:Iteration 50Q (1382.136773 sec): 3 clusters Score: Raw -348698.383698 + Penalty 1877.971689 = -346820.412008 nChanged 25 SP:Iteration 51Q (1382.191770 sec): 3 clusters Score: Raw -348706.619934 + Penalty 1877.971689 = -346828.648245 nChanged 26 SP:Iteration 52Q (1382.246325 sec): 3 clusters Score: Raw -348716.901437 + Penalty 1877.971689 = -346838.929747 nChanged 22 SP:Iteration 53Q (1382.300521 sec): 3 clusters Score: Raw -348725.842010 + Penalty 1877.971689 = -346847.870321 nChanged 31 SP:Iteration 54Q (1382.349941 sec): 3 clusters Score: Raw -348736.585023 + Penalty 1877.971689 = -346858.613334 nChanged 34 SP:Iteration 55Q (1382.399376 sec): 3 clusters Score: Raw -348748.021468 + Penalty 1877.971689 = -346870.049778 nChanged 33 SP:Iteration 56Q (1382.448643 sec): 3 clusters Score: Raw -348758.453512 + Penalty 1877.971689 = -346880.481823 nChanged 35 SP:Iteration 57Q (1382.500547 sec): 3 clusters Score: Raw -348769.780676 + Penalty 1877.971689 = -346891.808987 nChanged 33 SP:Iteration 58Q (1382.554097 sec): 3 clusters Score: Raw -348780.770005 + Penalty 1877.971689 = -346902.798316 nChanged 36 SP:Iteration 59Q (1382.607344 sec): 3 clusters Score: Raw -348791.094432 + Penalty 1877.971689 = -346913.122742 nChanged 31 SP:Iteration 60F (1382.662444 sec): 3 clusters Score: Raw -348799.136575 + Penalty 1877.971689 = -346921.164886 nChanged 27 SP:Iteration 61Q (1382.713092 sec): 3 clusters Score: Raw -348807.410090 + Penalty 1877.971689 = -346929.438401 nChanged 24 SP:Iteration 62Q (1382.764100 sec): 3 clusters Score: Raw -348813.922483 + Penalty 1877.971689 = -346935.950793 nChanged 20 SP:Iteration 63Q (1382.814520 sec): 3 clusters Score: Raw -348818.731584 + Penalty 1877.971689 = -346940.759894 nChanged 19 SP:Iteration 64Q (1382.865754 sec): 3 clusters Score: Raw -348825.154864 + Penalty 1877.971689 = -346947.183174 nChanged 21 SP:Iteration 65Q (1382.917525 sec): 3 clusters Score: Raw -348832.752511 + Penalty 1877.971689 = -346954.780822 nChanged 22 SP:Iteration 66Q (1383.056175 sec): 3 clusters Score: Raw -348838.752317 + Penalty 1877.971689 = -346960.780628 nChanged 20 SP:Iteration 67Q (1383.191733 sec): 3 clusters Score: Raw -348846.156117 + Penalty 1877.971689 = -346968.184428 nChanged 23 SP:Iteration 68Q (1383.349526 sec): 3 clusters Score: Raw -348860.203287 + Penalty 1877.971689 = -346982.231598 nChanged 29 SP:Iteration 69Q (1383.455952 sec): 3 clusters Score: Raw -348877.963349 + Penalty 1877.971689 = -346999.991660 nChanged 34 SP:Iteration 70Q (1383.586812 sec): 3 clusters Score: Raw -348896.205043 + Penalty 1877.971689 = -347018.233353 nChanged 36 SP:Iteration 71Q (1383.710251 sec): 3 clusters Score: Raw -348911.416348 + Penalty 1877.971689 = -347033.444659 nChanged 29 SP:Iteration 72Q (1383.759029 sec): 3 clusters Score: Raw -348921.446996 + Penalty 1877.971689 = -347043.475307 nChanged 19 SP:Iteration 73Q (1383.811458 sec): 3 clusters Score: Raw -348929.799711 + Penalty 1877.971689 = -347051.828021 nChanged 26 SP:Iteration 74Q (1383.863482 sec): 3 clusters Score: Raw -348938.669156 + Penalty 1877.971689 = -347060.697466 nChanged 22 SP:Iteration 75Q (1383.915910 sec): 3 clusters Score: Raw -348944.997029 + Penalty 1877.971689 = -347067.025339 nChanged 19 SP:Iteration 76Q (1383.966220 sec): 3 clusters Score: Raw -348949.042834 + Penalty 1877.971689 = -347071.071145 nChanged 14 SP:Iteration 77Q (1384.015814 sec): 3 clusters Score: Raw -348954.574513 + Penalty 1877.971689 = -347076.602824 nChanged 23 SP:Iteration 78Q (1384.064907 sec): 3 clusters Score: Raw -348961.067987 + Penalty 1877.971689 = -347083.096298 nChanged 17 SP:Iteration 79Q (1384.119456 sec): 3 clusters Score: Raw -348966.506256 + Penalty 1877.971689 = -347088.534567 nChanged 21 SP:Iteration 80F (1384.184660 sec): 3 clusters Score: Raw -348972.312895 + Penalty 1877.971689 = -347094.341206 nChanged 15 SP:Iteration 81Q (1384.233656 sec): 3 clusters Score: Raw -348978.927908 + Penalty 1877.971689 = -347100.956218 nChanged 19 SP:Iteration 82Q (1384.281583 sec): 3 clusters Score: Raw -348987.713180 + Penalty 1877.971689 = -347109.741490 nChanged 17 SP:Iteration 83Q (1384.329993 sec): 3 clusters Score: Raw -348993.247844 + Penalty 1877.971689 = -347115.276155 nChanged 22 SP:Iteration 84Q (1384.383941 sec): 3 clusters Score: Raw -349002.877282 + Penalty 1877.971689 = -347124.905593 nChanged 25 SP:Iteration 85Q (1384.437697 sec): 3 clusters Score: Raw -349013.012807 + Penalty 1877.971689 = -347135.041117 nChanged 25 SP:Iteration 86Q (1384.491125 sec): 3 clusters Score: Raw -349024.543494 + Penalty 1877.971689 = -347146.571805 nChanged 20 SP:Iteration 87Q (1384.541015 sec): 3 clusters Score: Raw -349030.966566 + Penalty 1877.971689 = -347152.994876 nChanged 17 SP:Iteration 88Q (1384.589077 sec): 3 clusters Score: Raw -349035.688806 + Penalty 1877.971689 = -347157.717117 nChanged 10 SP:Iteration 89Q (1384.636935 sec): 3 clusters Score: Raw -349037.562520 + Penalty 1877.971689 = -347159.590831 nChanged 5 SP:Iteration 90Q (1384.685938 sec): 3 clusters Score: Raw -349038.344037 + Penalty 1877.971689 = -347160.372348 nChanged 1 SP:Iteration 91Q (1384.736955 sec): 3 clusters Score: Raw -349038.371745 + Penalty 1877.971689 = -347160.400055 nChanged 0 SP:Iteration 92F (1384.791376 sec): 3 clusters Score: Raw -349038.371745 + Penalty 1877.971689 = -347160.400055 nChanged 0 Trying to split cluster 3 (3461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1384.834260 sec): 2 clusters Score: Raw -156473.489105 + Penalty 855.677849 = -155617.811256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1384.870233 sec): 3 clusters Score: Raw -154661.998818 + Penalty 1711.355697 = -152950.643121 nChanged 1428 SP:Iteration 1F (1384.904736 sec): 3 clusters Score: Raw -155544.117479 + Penalty 1711.355697 = -153832.761782 nChanged 294 SP:Iteration 2F (1384.938367 sec): 3 clusters Score: Raw -155749.460931 + Penalty 1711.355697 = -154038.105234 nChanged 220 SP:Iteration 3F (1385.058928 sec): 3 clusters Score: Raw -155900.672139 + Penalty 1711.355697 = -154189.316442 nChanged 182 SP:Iteration 4F (1385.174654 sec): 3 clusters Score: Raw -156026.661908 + Penalty 1711.355697 = -154315.306211 nChanged 164 SP:Iteration 5Q (1385.299465 sec): 3 clusters Score: Raw -156138.207732 + Penalty 1711.355697 = -154426.852034 nChanged 145 SP:Iteration 6Q (1385.419096 sec): 3 clusters Score: Raw -156242.589356 + Penalty 1711.355697 = -154531.233658 nChanged 123 SP:Iteration 7Q (1385.538957 sec): 3 clusters Score: Raw -156343.001342 + Penalty 1711.355697 = -154631.645645 nChanged 97 SP:Iteration 8Q (1385.641056 sec): 3 clusters Score: Raw -156417.850177 + Penalty 1711.355697 = -154706.494480 nChanged 82 SP:Iteration 9Q (1385.760727 sec): 3 clusters Score: Raw -156481.631996 + Penalty 1711.355697 = -154770.276299 nChanged 62 SP:Iteration 10Q (1385.851627 sec): 3 clusters Score: Raw -156522.449104 + Penalty 1711.355697 = -154811.093406 nChanged 57 SP:Iteration 11Q (1385.884688 sec): 3 clusters Score: Raw -156554.147100 + Penalty 1711.355697 = -154842.791402 nChanged 46 SP:Iteration 12Q (1385.917518 sec): 3 clusters Score: Raw -156575.349567 + Penalty 1711.355697 = -154863.993870 nChanged 26 SP:Iteration 13Q (1385.950261 sec): 3 clusters Score: Raw -156592.146418 + Penalty 1711.355697 = -154880.790721 nChanged 31 SP:Iteration 14Q (1385.983026 sec): 3 clusters Score: Raw -156611.403245 + Penalty 1711.355697 = -154900.047548 nChanged 27 SP:Iteration 15Q (1386.015720 sec): 3 clusters Score: Raw -156626.049427 + Penalty 1711.355697 = -154914.693730 nChanged 22 SP:Iteration 16Q (1386.048439 sec): 3 clusters Score: Raw -156635.342552 + Penalty 1711.355697 = -154923.986855 nChanged 17 SP:Iteration 17Q (1386.081085 sec): 3 clusters Score: Raw -156639.785184 + Penalty 1711.355697 = -154928.429487 nChanged 13 SP:Iteration 18Q (1386.113690 sec): 3 clusters Score: Raw -156643.311808 + Penalty 1711.355697 = -154931.956111 nChanged 8 SP:Iteration 19Q (1386.146225 sec): 3 clusters Score: Raw -156646.536041 + Penalty 1711.355697 = -154935.180344 nChanged 10 SP:Iteration 20F (1386.178790 sec): 3 clusters Score: Raw -156653.607258 + Penalty 1711.355697 = -154942.251561 nChanged 20 SP:Iteration 21Q (1386.211300 sec): 3 clusters Score: Raw -156663.966688 + Penalty 1711.355697 = -154952.610991 nChanged 21 SP:Iteration 22Q (1386.243682 sec): 3 clusters Score: Raw -156677.231148 + Penalty 1711.355697 = -154965.875451 nChanged 25 SP:Iteration 23Q (1386.349206 sec): 3 clusters Score: Raw -156694.550435 + Penalty 1711.355697 = -154983.194738 nChanged 25 SP:Iteration 24Q (1386.465377 sec): 3 clusters Score: Raw -156709.421410 + Penalty 1711.355697 = -154998.065713 nChanged 24 SP:Iteration 25Q (1386.581603 sec): 3 clusters Score: Raw -156723.141615 + Penalty 1711.355697 = -155011.785918 nChanged 24 SP:Iteration 26Q (1386.699750 sec): 3 clusters Score: Raw -156736.194739 + Penalty 1711.355697 = -155024.839042 nChanged 18 SP:Iteration 27Q (1386.820239 sec): 3 clusters Score: Raw -156749.096273 + Penalty 1711.355697 = -155037.740575 nChanged 25 SP:Iteration 28Q (1386.937851 sec): 3 clusters Score: Raw -156759.758256 + Penalty 1711.355697 = -155048.402559 nChanged 18 SP:Iteration 29Q (1387.057755 sec): 3 clusters Score: Raw -156768.363852 + Penalty 1711.355697 = -155057.008155 nChanged 19 SP:Iteration 30Q (1387.174707 sec): 3 clusters Score: Raw -156776.257433 + Penalty 1711.355697 = -155064.901736 nChanged 10 SP:Iteration 31Q (1387.208643 sec): 3 clusters Score: Raw -156779.736145 + Penalty 1711.355697 = -155068.380447 nChanged 10 SP:Iteration 32Q (1387.240683 sec): 3 clusters Score: Raw -156783.414325 + Penalty 1711.355697 = -155072.058628 nChanged 11 SP:Iteration 33Q (1387.272828 sec): 3 clusters Score: Raw -156787.265656 + Penalty 1711.355697 = -155075.909959 nChanged 7 SP:Iteration 34Q (1387.304880 sec): 3 clusters Score: Raw -156788.820273 + Penalty 1711.355697 = -155077.464576 nChanged 6 SP:Iteration 35Q (1387.444243 sec): 3 clusters Score: Raw -156790.520863 + Penalty 1711.355697 = -155079.165165 nChanged 2 SP:Iteration 36Q (1387.590261 sec): 3 clusters Score: Raw -156790.857503 + Penalty 1711.355697 = -155079.501806 nChanged 1 SP:Iteration 37Q (1387.699797 sec): 3 clusters Score: Raw -156791.098860 + Penalty 1711.355697 = -155079.743163 nChanged 0 SP:Iteration 38F (1387.822682 sec): 3 clusters Score: Raw -156791.098860 + Penalty 1711.355697 = -155079.743163 nChanged 0 Trying to split cluster 4 (890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1387.885726 sec): 2 clusters Score: Raw -38957.848642 + Penalty 713.078254 = -38244.770389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1387.979759 sec): 3 clusters Score: Raw -38652.121475 + Penalty 1426.156507 = -37225.964968 nChanged 300 SP:Iteration 1F (1388.079571 sec): 3 clusters Score: Raw -38952.988290 + Penalty 1426.156507 = -37526.831783 nChanged 101 SP:Iteration 2F (1388.184341 sec): 3 clusters Score: Raw -39110.806438 + Penalty 1426.156507 = -37684.649931 nChanged 66 SP:Iteration 3F (1388.270556 sec): 3 clusters Score: Raw -39201.675371 + Penalty 1426.156507 = -37775.518864 nChanged 35 SP:Iteration 4Q (1388.333543 sec): 3 clusters Score: Raw -39253.615569 + Penalty 1426.156507 = -37827.459061 nChanged 31 SP:Iteration 5Q (1388.344747 sec): 3 clusters Score: Raw -39293.480313 + Penalty 1426.156507 = -37867.323806 nChanged 25 SP:Iteration 6Q (1388.355816 sec): 3 clusters Score: Raw -39323.591018 + Penalty 1426.156507 = -37897.434511 nChanged 20 SP:Iteration 7Q (1388.369024 sec): 3 clusters Score: Raw -39343.651667 + Penalty 1426.156507 = -37917.495160 nChanged 15 SP:Iteration 8Q (1388.380907 sec): 3 clusters Score: Raw -39362.496853 + Penalty 1426.156507 = -37936.340346 nChanged 11 SP:Iteration 9Q (1388.392972 sec): 3 clusters Score: Raw -39381.139608 + Penalty 1426.156507 = -37954.983101 nChanged 13 SP:Iteration 10Q (1388.404961 sec): 3 clusters Score: Raw -39405.723873 + Penalty 1426.156507 = -37979.567366 nChanged 16 SP:Iteration 11Q (1388.416944 sec): 3 clusters Score: Raw -39443.510062 + Penalty 1426.156507 = -38017.353555 nChanged 12 SP:Iteration 12Q (1388.428946 sec): 3 clusters Score: Raw -39461.524844 + Penalty 1426.156507 = -38035.368337 nChanged 10 SP:Iteration 13Q (1388.441024 sec): 3 clusters Score: Raw -39468.191997 + Penalty 1426.156507 = -38042.035490 nChanged 5 SP:Iteration 14Q (1388.452924 sec): 3 clusters Score: Raw -39472.600757 + Penalty 1426.156507 = -38046.444249 nChanged 1 SP:Iteration 15Q (1388.464823 sec): 3 clusters Score: Raw -39473.098950 + Penalty 1426.156507 = -38046.942443 nChanged 2 SP:Iteration 16Q (1388.476692 sec): 3 clusters Score: Raw -39474.046201 + Penalty 1426.156507 = -38047.889693 nChanged 2 SP:Iteration 17Q (1388.488629 sec): 3 clusters Score: Raw -39474.943990 + Penalty 1426.156507 = -38048.787483 nChanged 2 SP:Iteration 18Q (1388.500458 sec): 3 clusters Score: Raw -39476.208412 + Penalty 1426.156507 = -38050.051905 nChanged 0 SP:Iteration 19F (1388.512349 sec): 3 clusters Score: Raw -39476.208412 + Penalty 1426.156507 = -38050.051905 nChanged 0 Trying to split cluster 5 (12118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1388.579590 sec): 2 clusters Score: Raw -574227.082277 + Penalty 987.256959 = -573239.825318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1388.642050 sec): 3 clusters Score: Raw -567013.606974 + Penalty 1974.513918 = -565039.093055 nChanged 5394 SP:Iteration 1F (1388.724894 sec): 3 clusters Score: Raw -570276.705116 + Penalty 1974.513918 = -568302.191198 nChanged 967 SP:Iteration 2F (1388.810114 sec): 3 clusters Score: Raw -570929.295112 + Penalty 1974.513918 = -568954.781194 nChanged 956 SP:Iteration 3F (1388.879229 sec): 3 clusters Score: Raw -571607.077311 + Penalty 1974.513918 = -569632.563392 nChanged 851 SP:Iteration 4F (1389.040611 sec): 3 clusters Score: Raw -572185.394276 + Penalty 1974.513918 = -570210.880357 nChanged 709 SP:Iteration 5F (1389.185996 sec): 3 clusters Score: Raw -572596.928603 + Penalty 1974.513918 = -570622.414685 nChanged 594 SP:Iteration 6Q (1389.335708 sec): 3 clusters Score: Raw -572930.149774 + Penalty 1974.513918 = -570955.635855 nChanged 470 SP:Iteration 7Q (1389.470145 sec): 3 clusters Score: Raw -573171.452746 + Penalty 1974.513918 = -571196.938828 nChanged 384 SP:Iteration 8Q (1389.593043 sec): 3 clusters Score: Raw -573387.080822 + Penalty 1974.513918 = -571412.566904 nChanged 391 SP:Iteration 9Q (1389.665202 sec): 3 clusters Score: Raw -573622.847257 + Penalty 1974.513918 = -571648.333339 nChanged 355 SP:Iteration 10Q (1389.818801 sec): 3 clusters Score: Raw -573873.242655 + Penalty 1974.513918 = -571898.728737 nChanged 360 SP:Iteration 11Q (1389.887375 sec): 3 clusters Score: Raw -574182.700102 + Penalty 1974.513918 = -572208.186183 nChanged 359 SP:Iteration 12Q (1389.954567 sec): 3 clusters Score: Raw -574581.278622 + Penalty 1974.513918 = -572606.764703 nChanged 337 SP:Iteration 13Q (1390.022247 sec): 3 clusters Score: Raw -574965.641013 + Penalty 1974.513918 = -572991.127095 nChanged 311 SP:Iteration 14Q (1390.095390 sec): 3 clusters Score: Raw -575327.653115 + Penalty 1974.513918 = -573353.139196 nChanged 310 SP:Iteration 15Q (1390.171621 sec): 3 clusters Score: Raw -575710.788660 + Penalty 1974.513918 = -573736.274742 nChanged 336 SP:Iteration 16Q (1390.243960 sec): 3 clusters Score: Raw -576166.753781 + Penalty 1974.513918 = -574192.239863 nChanged 324 SP:Iteration 17Q (1390.309332 sec): 3 clusters Score: Raw -576544.811791 + Penalty 1974.513918 = -574570.297873 nChanged 199 SP:Iteration 18Q (1390.373906 sec): 3 clusters Score: Raw -576711.112808 + Penalty 1974.513918 = -574736.598890 nChanged 136 SP:Iteration 19Q (1390.439854 sec): 3 clusters Score: Raw -576809.395079 + Penalty 1974.513918 = -574834.881161 nChanged 104 SP:Iteration 20F (1390.509960 sec): 3 clusters Score: Raw -576872.282964 + Penalty 1974.513918 = -574897.769046 nChanged 91 SP:Iteration 21Q (1390.576042 sec): 3 clusters Score: Raw -576927.079754 + Penalty 1974.513918 = -574952.565836 nChanged 95 SP:Iteration 22Q (1390.641988 sec): 3 clusters Score: Raw -576983.762144 + Penalty 1974.513918 = -575009.248225 nChanged 98 SP:Iteration 23Q (1390.708253 sec): 3 clusters Score: Raw -577054.575358 + Penalty 1974.513918 = -575080.061439 nChanged 123 SP:Iteration 24Q (1390.775169 sec): 3 clusters Score: Raw -577186.132941 + Penalty 1974.513918 = -575211.619023 nChanged 171 SP:Iteration 25Q (1390.842397 sec): 3 clusters Score: Raw -577467.724426 + Penalty 1974.513918 = -575493.210507 nChanged 259 SP:Iteration 26Q (1390.910824 sec): 3 clusters Score: Raw -578105.507309 + Penalty 1974.513918 = -576130.993390 nChanged 335 SP:Iteration 27Q (1390.978719 sec): 3 clusters Score: Raw -579242.248685 + Penalty 1974.513918 = -577267.734767 nChanged 263 SP:Iteration 28Q (1391.043416 sec): 3 clusters Score: Raw -580056.594959 + Penalty 1974.513918 = -578082.081041 nChanged 108 SP:Iteration 29Q (1391.127369 sec): 3 clusters Score: Raw -580273.271507 + Penalty 1974.513918 = -578298.757588 nChanged 68 SP:Iteration 30Q (1391.190593 sec): 3 clusters Score: Raw -580323.826319 + Penalty 1974.513918 = -578349.312401 nChanged 30 SP:Iteration 31Q (1391.253875 sec): 3 clusters Score: Raw -580366.657242 + Penalty 1974.513918 = -578392.143324 nChanged 18 SP:Iteration 32Q (1391.316910 sec): 3 clusters Score: Raw -580373.527269 + Penalty 1974.513918 = -578399.013351 nChanged 8 SP:Iteration 33Q (1391.380512 sec): 3 clusters Score: Raw -580374.331387 + Penalty 1974.513918 = -578399.817469 nChanged 4 SP:Iteration 34Q (1391.444145 sec): 3 clusters Score: Raw -580374.742430 + Penalty 1974.513918 = -578400.228511 nChanged 0 SP:Iteration 35F (1391.616151 sec): 3 clusters Score: Raw -580379.769336 + Penalty 1974.513918 = -578405.255418 nChanged 8 SP:Iteration 36Q (1391.791052 sec): 3 clusters Score: Raw -580380.961470 + Penalty 1974.513918 = -578406.447551 nChanged 2 SP:Iteration 37Q (1391.949970 sec): 3 clusters Score: Raw -580381.127160 + Penalty 1974.513918 = -578406.613242 nChanged 0 SP:Iteration 38F (1392.132488 sec): 3 clusters Score: Raw -580381.127160 + Penalty 1974.513918 = -578406.613242 nChanged 0 Score: Raw -1480012.371649 + Penalty 12067.897047 = -1467944.474602 Splitting cluster 5 changes total score from -1462781.289230 to -1467944.474602 So it's getting split into cluster 6. Trying to split cluster 7 (5456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1392.718233 sec): 2 clusters Score: Raw -248954.518681 + Penalty 903.469476 = -248051.049205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1392.763975 sec): 3 clusters Score: Raw -245929.100556 + Penalty 1806.938952 = -244122.161604 nChanged 2389 SP:Iteration 1F (1392.809567 sec): 3 clusters Score: Raw -247738.658394 + Penalty 1806.938952 = -245931.719442 nChanged 540 SP:Iteration 2F (1392.861964 sec): 3 clusters Score: Raw -248694.254802 + Penalty 1806.938952 = -246887.315851 nChanged 494 SP:Iteration 3F (1392.914602 sec): 3 clusters Score: Raw -249634.202943 + Penalty 1806.938952 = -247827.263991 nChanged 409 SP:Iteration 4F (1392.962933 sec): 3 clusters Score: Raw -250276.689326 + Penalty 1806.938952 = -248469.750374 nChanged 331 SP:Iteration 5F (1393.006792 sec): 3 clusters Score: Raw -250607.111128 + Penalty 1806.938952 = -248800.172176 nChanged 226 SP:Iteration 6Q (1393.050658 sec): 3 clusters Score: Raw -250802.204750 + Penalty 1806.938952 = -248995.265798 nChanged 187 SP:Iteration 7Q (1393.094828 sec): 3 clusters Score: Raw -250925.055595 + Penalty 1806.938952 = -249118.116643 nChanged 121 SP:Iteration 8Q (1393.139030 sec): 3 clusters Score: Raw -251001.649388 + Penalty 1806.938952 = -249194.710436 nChanged 91 SP:Iteration 9Q (1393.188203 sec): 3 clusters Score: Raw -251053.553824 + Penalty 1806.938952 = -249246.614872 nChanged 58 SP:Iteration 10Q (1393.232882 sec): 3 clusters Score: Raw -251085.435797 + Penalty 1806.938952 = -249278.496845 nChanged 57 SP:Iteration 11Q (1393.277439 sec): 3 clusters Score: Raw -251112.535575 + Penalty 1806.938952 = -249305.596624 nChanged 47 SP:Iteration 12Q (1393.322334 sec): 3 clusters Score: Raw -251130.634254 + Penalty 1806.938952 = -249323.695302 nChanged 37 SP:Iteration 13Q (1393.366892 sec): 3 clusters Score: Raw -251143.941649 + Penalty 1806.938952 = -249337.002697 nChanged 29 SP:Iteration 14Q (1393.492652 sec): 3 clusters Score: Raw -251151.272835 + Penalty 1806.938952 = -249344.333884 nChanged 21 SP:Iteration 15Q (1393.617480 sec): 3 clusters Score: Raw -251156.005404 + Penalty 1806.938952 = -249349.066452 nChanged 23 SP:Iteration 16Q (1393.660568 sec): 3 clusters Score: Raw -251161.648679 + Penalty 1806.938952 = -249354.709727 nChanged 16 SP:Iteration 17Q (1393.704440 sec): 3 clusters Score: Raw -251166.389072 + Penalty 1806.938952 = -249359.450120 nChanged 15 SP:Iteration 18Q (1393.748599 sec): 3 clusters Score: Raw -251169.623868 + Penalty 1806.938952 = -249362.684916 nChanged 14 SP:Iteration 19Q (1393.792598 sec): 3 clusters Score: Raw -251172.360877 + Penalty 1806.938952 = -249365.421925 nChanged 7 SP:Iteration 20F (1393.838123 sec): 3 clusters Score: Raw -251173.247327 + Penalty 1806.938952 = -249366.308376 nChanged 5 SP:Iteration 21Q (1393.884386 sec): 3 clusters Score: Raw -251174.185898 + Penalty 1806.938952 = -249367.246946 nChanged 3 SP:Iteration 22Q (1393.931251 sec): 3 clusters Score: Raw -251174.445255 + Penalty 1806.938952 = -249367.506304 nChanged 0 SP:Iteration 23F (1393.978204 sec): 3 clusters Score: Raw -251174.445255 + Penalty 1806.938952 = -249367.506304 nChanged 0 Score: Raw -1482232.298224 + Penalty 13164.978597 = -1469067.319627 Splitting cluster 7 changes total score from -1462781.289230 to -1469067.319627 So it's getting split into cluster 12. Trying to split cluster 8 (1130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1394.914340 sec): 2 clusters Score: Raw -43186.496916 + Penalty 738.147156 = -42448.349760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1394.927980 sec): 3 clusters Score: Raw -42712.366231 + Penalty 1476.294311 = -41236.071919 nChanged 389 SP:Iteration 1F (1394.940799 sec): 3 clusters Score: Raw -43042.966576 + Penalty 1476.294311 = -41566.672264 nChanged 116 SP:Iteration 2F (1394.953644 sec): 3 clusters Score: Raw -43147.898811 + Penalty 1476.294311 = -41671.604500 nChanged 60 SP:Iteration 3F (1394.966408 sec): 3 clusters Score: Raw -43212.077767 + Penalty 1476.294311 = -41735.783456 nChanged 47 SP:Iteration 4Q (1394.979844 sec): 3 clusters Score: Raw -43277.235598 + Penalty 1476.294311 = -41800.941287 nChanged 43 SP:Iteration 5Q (1394.993538 sec): 3 clusters Score: Raw -43326.832375 + Penalty 1476.294311 = -41850.538063 nChanged 32 SP:Iteration 6Q (1395.007104 sec): 3 clusters Score: Raw -43370.988607 + Penalty 1476.294311 = -41894.694296 nChanged 27 SP:Iteration 7Q (1395.020556 sec): 3 clusters Score: Raw -43400.013296 + Penalty 1476.294311 = -41923.718985 nChanged 28 SP:Iteration 8Q (1395.033962 sec): 3 clusters Score: Raw -43429.484571 + Penalty 1476.294311 = -41953.190259 nChanged 26 SP:Iteration 9Q (1395.047508 sec): 3 clusters Score: Raw -43452.016581 + Penalty 1476.294311 = -41975.722269 nChanged 20 SP:Iteration 10Q (1395.061016 sec): 3 clusters Score: Raw -43476.815858 + Penalty 1476.294311 = -42000.521547 nChanged 25 SP:Iteration 11Q (1395.074419 sec): 3 clusters Score: Raw -43505.420826 + Penalty 1476.294311 = -42029.126514 nChanged 21 SP:Iteration 12Q (1395.087838 sec): 3 clusters Score: Raw -43531.033652 + Penalty 1476.294311 = -42054.739341 nChanged 19 SP:Iteration 13Q (1395.101235 sec): 3 clusters Score: Raw -43550.513421 + Penalty 1476.294311 = -42074.219109 nChanged 23 SP:Iteration 14Q (1395.114654 sec): 3 clusters Score: Raw -43577.754754 + Penalty 1476.294311 = -42101.460442 nChanged 17 SP:Iteration 15Q (1395.128044 sec): 3 clusters Score: Raw -43596.879589 + Penalty 1476.294311 = -42120.585278 nChanged 14 SP:Iteration 16Q (1395.141352 sec): 3 clusters Score: Raw -43607.507788 + Penalty 1476.294311 = -42131.213476 nChanged 11 SP:Iteration 17Q (1395.154654 sec): 3 clusters Score: Raw -43618.859900 + Penalty 1476.294311 = -42142.565589 nChanged 13 SP:Iteration 18Q (1395.167825 sec): 3 clusters Score: Raw -43636.430635 + Penalty 1476.294311 = -42160.136324 nChanged 13 SP:Iteration 19Q (1395.180648 sec): 3 clusters Score: Raw -43649.449063 + Penalty 1476.294311 = -42173.154752 nChanged 13 SP:Iteration 20F (1395.193385 sec): 3 clusters Score: Raw -43662.490235 + Penalty 1476.294311 = -42186.195923 nChanged 11 SP:Iteration 21Q (1395.206059 sec): 3 clusters Score: Raw -43672.024335 + Penalty 1476.294311 = -42195.730023 nChanged 11 SP:Iteration 22Q (1395.218818 sec): 3 clusters Score: Raw -43680.410909 + Penalty 1476.294311 = -42204.116598 nChanged 9 SP:Iteration 23Q (1395.231613 sec): 3 clusters Score: Raw -43686.470232 + Penalty 1476.294311 = -42210.175920 nChanged 5 SP:Iteration 24Q (1395.244327 sec): 3 clusters Score: Raw -43694.980582 + Penalty 1476.294311 = -42218.686270 nChanged 8 SP:Iteration 25Q (1395.257025 sec): 3 clusters Score: Raw -43708.361100 + Penalty 1476.294311 = -42232.066789 nChanged 5 SP:Iteration 26Q (1395.269677 sec): 3 clusters Score: Raw -43714.161179 + Penalty 1476.294311 = -42237.866867 nChanged 3 SP:Iteration 27Q (1395.282386 sec): 3 clusters Score: Raw -43716.112777 + Penalty 1476.294311 = -42239.818466 nChanged 0 SP:Iteration 28F (1395.295198 sec): 3 clusters Score: Raw -43716.112777 + Penalty 1476.294311 = -42239.818466 nChanged 0 Trying to split cluster 9 (1193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1395.354371 sec): 2 clusters Score: Raw -41387.528366 + Penalty 743.843774 = -40643.684592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1395.461290 sec): 3 clusters Score: Raw -40907.063243 + Penalty 1487.687549 = -39419.375694 nChanged 451 SP:Iteration 1F (1395.562164 sec): 3 clusters Score: Raw -41360.029833 + Penalty 1487.687549 = -39872.342285 nChanged 137 SP:Iteration 2F (1395.677293 sec): 3 clusters Score: Raw -41535.284036 + Penalty 1487.687549 = -40047.596488 nChanged 80 SP:Iteration 3F (1395.792990 sec): 3 clusters Score: Raw -41626.688467 + Penalty 1487.687549 = -40139.000919 nChanged 58 SP:Iteration 4Q (1395.909510 sec): 3 clusters Score: Raw -41687.600115 + Penalty 1487.687549 = -40199.912567 nChanged 42 SP:Iteration 5Q (1396.026091 sec): 3 clusters Score: Raw -41721.371777 + Penalty 1487.687549 = -40233.684228 nChanged 27 SP:Iteration 6Q (1396.132724 sec): 3 clusters Score: Raw -41745.568642 + Penalty 1487.687549 = -40257.881093 nChanged 22 SP:Iteration 7Q (1396.146629 sec): 3 clusters Score: Raw -41763.372410 + Penalty 1487.687549 = -40275.684862 nChanged 13 SP:Iteration 8Q (1396.160281 sec): 3 clusters Score: Raw -41773.671775 + Penalty 1487.687549 = -40285.984226 nChanged 10 SP:Iteration 9Q (1396.174002 sec): 3 clusters Score: Raw -41781.666323 + Penalty 1487.687549 = -40293.978774 nChanged 10 SP:Iteration 10Q (1396.187834 sec): 3 clusters Score: Raw -41788.366464 + Penalty 1487.687549 = -40300.678916 nChanged 4 SP:Iteration 11Q (1396.201207 sec): 3 clusters Score: Raw -41791.330377 + Penalty 1487.687549 = -40303.642828 nChanged 3 SP:Iteration 12Q (1396.214514 sec): 3 clusters Score: Raw -41792.683777 + Penalty 1487.687549 = -40304.996229 nChanged 1 SP:Iteration 13Q (1396.227820 sec): 3 clusters Score: Raw -41792.828734 + Penalty 1487.687549 = -40305.141186 nChanged 0 SP:Iteration 14F (1396.241009 sec): 3 clusters Score: Raw -41792.828734 + Penalty 1487.687549 = -40305.141186 nChanged 0 Trying to split cluster 10 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1396.271683 sec): 2 clusters Score: Raw -26113.430892 + Penalty 720.809017 = -25392.621875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1396.283696 sec): 3 clusters Score: Raw -25782.171348 + Penalty 1441.618033 = -24340.553315 nChanged 341 SP:Iteration 1F (1396.295212 sec): 3 clusters Score: Raw -26180.555778 + Penalty 1441.618033 = -24738.937745 nChanged 97 SP:Iteration 2F (1396.306733 sec): 3 clusters Score: Raw -26340.063131 + Penalty 1441.618033 = -24898.445098 nChanged 68 SP:Iteration 3F (1396.318240 sec): 3 clusters Score: Raw -26450.282685 + Penalty 1441.618033 = -25008.664652 nChanged 39 SP:Iteration 4Q (1396.329844 sec): 3 clusters Score: Raw -26496.991560 + Penalty 1441.618033 = -25055.373526 nChanged 28 SP:Iteration 5Q (1396.341407 sec): 3 clusters Score: Raw -26526.602997 + Penalty 1441.618033 = -25084.984964 nChanged 18 SP:Iteration 6Q (1396.353922 sec): 3 clusters Score: Raw -26556.661699 + Penalty 1441.618033 = -25115.043666 nChanged 10 SP:Iteration 7Q (1396.365414 sec): 3 clusters Score: Raw -26574.887364 + Penalty 1441.618033 = -25133.269330 nChanged 14 SP:Iteration 8Q (1396.377039 sec): 3 clusters Score: Raw -26591.853165 + Penalty 1441.618033 = -25150.235132 nChanged 6 SP:Iteration 9Q (1396.388522 sec): 3 clusters Score: Raw -26599.327529 + Penalty 1441.618033 = -25157.709495 nChanged 4 SP:Iteration 10Q (1396.399931 sec): 3 clusters Score: Raw -26602.687230 + Penalty 1441.618033 = -25161.069197 nChanged 3 SP:Iteration 11Q (1396.411298 sec): 3 clusters Score: Raw -26604.426518 + Penalty 1441.618033 = -25162.808484 nChanged 3 SP:Iteration 12Q (1396.422711 sec): 3 clusters Score: Raw -26606.174023 + Penalty 1441.618033 = -25164.555989 nChanged 1 SP:Iteration 13Q (1396.560215 sec): 3 clusters Score: Raw -26607.271591 + Penalty 1441.618033 = -25165.653558 nChanged 0 SP:Iteration 14F (1396.622929 sec): 3 clusters Score: Raw -26607.271591 + Penalty 1441.618033 = -25165.653558 nChanged 0 Trying to split cluster 11 (1020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1396.686012 sec): 2 clusters Score: Raw -40904.903272 + Penalty 727.393580 = -40177.509692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1396.722492 sec): 3 clusters Score: Raw -40501.516983 + Penalty 1454.787160 = -39046.729823 nChanged 358 SP:Iteration 1F (1396.735369 sec): 3 clusters Score: Raw -40747.247889 + Penalty 1454.787160 = -39292.460729 nChanged 76 SP:Iteration 2F (1396.748065 sec): 3 clusters Score: Raw -40809.359600 + Penalty 1454.787160 = -39354.572440 nChanged 50 SP:Iteration 3Q (1396.760900 sec): 3 clusters Score: Raw -40849.901662 + Penalty 1454.787160 = -39395.114502 nChanged 31 SP:Iteration 4Q (1396.773697 sec): 3 clusters Score: Raw -40883.700193 + Penalty 1454.787160 = -39428.913033 nChanged 27 SP:Iteration 5Q (1396.786514 sec): 3 clusters Score: Raw -40907.708774 + Penalty 1454.787160 = -39452.921614 nChanged 22 SP:Iteration 6Q (1396.799116 sec): 3 clusters Score: Raw -40936.033138 + Penalty 1454.787160 = -39481.245977 nChanged 22 SP:Iteration 7Q (1396.811615 sec): 3 clusters Score: Raw -40957.206213 + Penalty 1454.787160 = -39502.419053 nChanged 21 SP:Iteration 8Q (1396.824091 sec): 3 clusters Score: Raw -40977.400539 + Penalty 1454.787160 = -39522.613379 nChanged 19 SP:Iteration 9Q (1396.836439 sec): 3 clusters Score: Raw -40993.294337 + Penalty 1454.787160 = -39538.507177 nChanged 11 SP:Iteration 10Q (1396.848988 sec): 3 clusters Score: Raw -41002.147066 + Penalty 1454.787160 = -39547.359906 nChanged 12 SP:Iteration 11Q (1396.861813 sec): 3 clusters Score: Raw -41010.805737 + Penalty 1454.787160 = -39556.018576 nChanged 11 SP:Iteration 12Q (1396.874149 sec): 3 clusters Score: Raw -41023.303092 + Penalty 1454.787160 = -39568.515932 nChanged 13 SP:Iteration 13Q (1396.886428 sec): 3 clusters Score: Raw -41037.465912 + Penalty 1454.787160 = -39582.678751 nChanged 11 SP:Iteration 14Q (1396.898668 sec): 3 clusters Score: Raw -41047.245884 + Penalty 1454.787160 = -39592.458724 nChanged 10 SP:Iteration 15Q (1396.910880 sec): 3 clusters Score: Raw -41055.870581 + Penalty 1454.787160 = -39601.083421 nChanged 8 SP:Iteration 16Q (1396.923240 sec): 3 clusters Score: Raw -41061.971470 + Penalty 1454.787160 = -39607.184309 nChanged 11 SP:Iteration 17Q (1396.935495 sec): 3 clusters Score: Raw -41071.823895 + Penalty 1454.787160 = -39617.036734 nChanged 6 SP:Iteration 18Q (1396.947706 sec): 3 clusters Score: Raw -41079.011200 + Penalty 1454.787160 = -39624.224040 nChanged 5 SP:Iteration 19Q (1396.959982 sec): 3 clusters Score: Raw -41084.323464 + Penalty 1454.787160 = -39629.536304 nChanged 11 SP:Iteration 20F (1396.971901 sec): 3 clusters Score: Raw -41090.584341 + Penalty 1454.787160 = -39635.797181 nChanged 4 SP:Iteration 21Q (1396.983976 sec): 3 clusters Score: Raw -41091.971140 + Penalty 1454.787160 = -39637.183979 nChanged 2 SP:Iteration 22Q (1396.996030 sec): 3 clusters Score: Raw -41093.497070 + Penalty 1454.787160 = -39638.709910 nChanged 3 SP:Iteration 23Q (1397.008081 sec): 3 clusters Score: Raw -41094.894960 + Penalty 1454.787160 = -39640.107799 nChanged 2 SP:Iteration 24Q (1397.020080 sec): 3 clusters Score: Raw -41096.033388 + Penalty 1454.787160 = -39641.246228 nChanged 1 SP:Iteration 25Q (1397.032014 sec): 3 clusters Score: Raw -41096.097163 + Penalty 1454.787160 = -39641.310003 nChanged 0 SP:Iteration 26F (1397.043899 sec): 3 clusters Score: Raw -41096.097163 + Penalty 1454.787160 = -39641.310003 nChanged 0 Iteration 20F (1397.629396 sec): 13 clusters Score: Raw -1483039.654074 + Penalty 13164.978597 = -1469874.675477 nChanged 1190 Iteration 21Q (1398.544415 sec): 13 clusters Score: Raw -1483694.462651 + Penalty 13164.978597 = -1470529.484054 nChanged 692 Iteration 22Q (1398.876681 sec): 13 clusters Score: Raw -1484194.040594 + Penalty 13164.978597 = -1471029.061997 nChanged 663 Iteration 23Q (1399.275399 sec): 13 clusters Score: Raw -1484824.280670 + Penalty 13164.978597 = -1471659.302073 nChanged 704 Iteration 24Q (1399.602683 sec): 13 clusters Score: Raw -1485596.857642 + Penalty 13164.978597 = -1472431.879045 nChanged 627 Iteration 25Q (1400.279253 sec): 13 clusters Score: Raw -1486209.968985 + Penalty 13164.978597 = -1473044.990388 nChanged 452 Iteration 26Q (1400.603640 sec): 13 clusters Score: Raw -1486476.822348 + Penalty 13164.978597 = -1473311.843751 nChanged 294 Iteration 27Q (1400.942844 sec): 13 clusters Score: Raw -1486587.340659 + Penalty 13164.978597 = -1473422.362062 nChanged 199 Iteration 28Q (1401.291646 sec): 13 clusters Score: Raw -1486646.101517 + Penalty 13164.978597 = -1473481.122921 nChanged 127 Iteration 29Q (1401.607605 sec): 13 clusters Score: Raw -1486687.875093 + Penalty 13164.978597 = -1473522.896496 nChanged 94 Iteration 30Q (1401.990337 sec): 13 clusters Score: Raw -1486722.117995 + Penalty 13164.978597 = -1473557.139399 nChanged 60 Iteration 31Q (1402.326678 sec): 13 clusters Score: Raw -1486740.325720 + Penalty 13164.978597 = -1473575.347123 nChanged 44 Iteration 32Q (1402.675364 sec): 13 clusters Score: Raw -1486753.105160 + Penalty 13164.978597 = -1473588.126564 nChanged 30 Iteration 33Q (1402.988491 sec): 13 clusters Score: Raw -1486765.269109 + Penalty 13164.978597 = -1473600.290513 nChanged 33 Iteration 34Q (1403.381981 sec): 13 clusters Score: Raw -1486776.360830 + Penalty 13164.978597 = -1473611.382233 nChanged 20 Iteration 35Q (1403.696556 sec): 13 clusters Score: Raw -1486783.740652 + Penalty 13164.978597 = -1473618.762056 nChanged 19 Iteration 36Q (1404.082840 sec): 13 clusters Score: Raw -1486789.229799 + Penalty 13164.978597 = -1473624.251203 nChanged 16 Iteration 37Q (1404.398842 sec): 13 clusters Score: Raw -1486792.620151 + Penalty 13164.978597 = -1473627.641554 nChanged 9 Iteration 38Q (1404.784590 sec): 13 clusters Score: Raw -1486795.280746 + Penalty 13164.978597 = -1473630.302149 nChanged 14 Iteration 39Q (1405.105637 sec): 13 clusters Score: Raw -1486798.277514 + Penalty 13164.978597 = -1473633.298917 nChanged 9 Iteration 40F (1405.789407 sec): 13 clusters Score: Raw -1486811.066378 + Penalty 13164.978597 = -1473646.087781 nChanged 25 Iteration 41Q (1406.137803 sec): 13 clusters Score: Raw -1486825.342186 + Penalty 13164.978597 = -1473660.363590 nChanged 26 Iteration 42Q (1406.454673 sec): 13 clusters Score: Raw -1486835.111940 + Penalty 13164.978597 = -1473670.133343 nChanged 28 Iteration 43Q (1406.839732 sec): 13 clusters Score: Raw -1486843.700353 + Penalty 13164.978597 = -1473678.721756 nChanged 27 Iteration 44Q (1407.157702 sec): 13 clusters Score: Raw -1486852.557016 + Penalty 13164.978597 = -1473687.578420 nChanged 24 Iteration 45Q (1407.541525 sec): 13 clusters Score: Raw -1486860.677624 + Penalty 13164.978597 = -1473695.699027 nChanged 17 Iteration 46Q (1407.856839 sec): 13 clusters Score: Raw -1486866.349901 + Penalty 13164.978597 = -1473701.371304 nChanged 9 Iteration 47Q (1408.258144 sec): 13 clusters Score: Raw -1486870.785939 + Penalty 13164.978597 = -1473705.807342 nChanged 9 Iteration 48Q (1408.596401 sec): 13 clusters Score: Raw -1486877.049026 + Penalty 13164.978597 = -1473712.070429 nChanged 12 Iteration 49Q (1408.915677 sec): 13 clusters Score: Raw -1486882.405789 + Penalty 13164.978597 = -1473717.427192 nChanged 11 Iteration 50Q (1409.299796 sec): 13 clusters Score: Raw -1486885.222671 + Penalty 13164.978597 = -1473720.244074 nChanged 9 Iteration 51Q (1409.626926 sec): 13 clusters Score: Raw -1486887.959409 + Penalty 13164.978597 = -1473722.980812 nChanged 10 Iteration 52Q (1410.013455 sec): 13 clusters Score: Raw -1486891.352574 + Penalty 13164.978597 = -1473726.373977 nChanged 7 Iteration 53Q (1410.893486 sec): 13 clusters Score: Raw -1486893.312938 + Penalty 13164.978597 = -1473728.334341 nChanged 4 Iteration 54Q (1411.246864 sec): 13 clusters Score: Raw -1486894.127489 + Penalty 13164.978597 = -1473729.148893 nChanged 0 Iteration 55F (1411.837245 sec): 13 clusters Score: Raw -1486894.127489 + Penalty 13164.978597 = -1473729.148893 nChanged 0 Compute initial score before splitting: Score: Raw -1486894.127489 + Penalty 13164.978597 = -1473729.148893 Trying to split cluster 1 (625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1411.870841 sec): 2 clusters Score: Raw -20043.216371 + Penalty 675.963923 = -19367.252448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1411.879877 sec): 3 clusters Score: Raw -19857.324452 + Penalty 1351.927846 = -18505.396605 nChanged 210 SP:Iteration 1F (1411.889656 sec): 3 clusters Score: Raw -20097.972630 + Penalty 1351.927846 = -18746.044783 nChanged 64 SP:Iteration 2F (1411.899427 sec): 3 clusters Score: Raw -20196.811273 + Penalty 1351.927846 = -18844.883427 nChanged 31 SP:Iteration 3Q (1411.909198 sec): 3 clusters Score: Raw -20265.209587 + Penalty 1351.927846 = -18913.281740 nChanged 38 SP:Iteration 4F (1411.918887 sec): 3 clusters Score: Raw -20325.847857 + Penalty 1351.927846 = -18973.920011 nChanged 29 SP:Iteration 5Q (1411.928545 sec): 3 clusters Score: Raw -20368.280576 + Penalty 1351.927846 = -19016.352729 nChanged 14 SP:Iteration 6Q (1411.938139 sec): 3 clusters Score: Raw -20384.192422 + Penalty 1351.927846 = -19032.264576 nChanged 12 SP:Iteration 7Q (1411.948931 sec): 3 clusters Score: Raw -20407.477509 + Penalty 1351.927846 = -19055.549662 nChanged 11 SP:Iteration 8Q (1411.957588 sec): 3 clusters Score: Raw -20423.432414 + Penalty 1351.927846 = -19071.504567 nChanged 9 SP:Iteration 9Q (1411.966145 sec): 3 clusters Score: Raw -20441.170519 + Penalty 1351.927846 = -19089.242672 nChanged 10 SP:Iteration 10Q (1411.974670 sec): 3 clusters Score: Raw -20453.610552 + Penalty 1351.927846 = -19101.682705 nChanged 8 SP:Iteration 11Q (1411.983177 sec): 3 clusters Score: Raw -20468.087962 + Penalty 1351.927846 = -19116.160116 nChanged 7 SP:Iteration 12Q (1411.991648 sec): 3 clusters Score: Raw -20480.486152 + Penalty 1351.927846 = -19128.558306 nChanged 3 SP:Iteration 13Q (1412.000147 sec): 3 clusters Score: Raw -20482.829788 + Penalty 1351.927846 = -19130.901942 nChanged 4 SP:Iteration 14Q (1412.008751 sec): 3 clusters Score: Raw -20491.091747 + Penalty 1351.927846 = -19139.163900 nChanged 4 SP:Iteration 15Q (1412.017246 sec): 3 clusters Score: Raw -20493.700013 + Penalty 1351.927846 = -19141.772166 nChanged 2 SP:Iteration 16Q (1412.025726 sec): 3 clusters Score: Raw -20495.203595 + Penalty 1351.927846 = -19143.275749 nChanged 0 SP:Iteration 17F (1412.034236 sec): 3 clusters Score: Raw -20495.203595 + Penalty 1351.927846 = -19143.275749 nChanged 0 Trying to split cluster 2 (7479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1412.090228 sec): 2 clusters Score: Raw -340410.664014 + Penalty 936.584709 = -339474.079305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1412.156981 sec): 3 clusters Score: Raw -336125.549000 + Penalty 1873.169418 = -334252.379582 nChanged 3274 SP:Iteration 1F (1412.205917 sec): 3 clusters Score: Raw -338173.389185 + Penalty 1873.169418 = -336300.219767 nChanged 566 SP:Iteration 2F (1412.254895 sec): 3 clusters Score: Raw -338559.322727 + Penalty 1873.169418 = -336686.153308 nChanged 516 SP:Iteration 3F (1412.304038 sec): 3 clusters Score: Raw -338870.705843 + Penalty 1873.169418 = -336997.536424 nChanged 407 SP:Iteration 4F (1412.359757 sec): 3 clusters Score: Raw -339109.988444 + Penalty 1873.169418 = -337236.819026 nChanged 360 SP:Iteration 5Q (1412.416488 sec): 3 clusters Score: Raw -339304.267833 + Penalty 1873.169418 = -337431.098415 nChanged 303 SP:Iteration 6Q (1412.555697 sec): 3 clusters Score: Raw -339442.824597 + Penalty 1873.169418 = -337569.655179 nChanged 223 SP:Iteration 7Q (1412.700098 sec): 3 clusters Score: Raw -339534.956710 + Penalty 1873.169418 = -337661.787292 nChanged 180 SP:Iteration 8Q (1412.824817 sec): 3 clusters Score: Raw -339597.901504 + Penalty 1873.169418 = -337724.732086 nChanged 162 SP:Iteration 9Q (1412.956557 sec): 3 clusters Score: Raw -339658.239475 + Penalty 1873.169418 = -337785.070056 nChanged 152 SP:Iteration 10Q (1413.089156 sec): 3 clusters Score: Raw -339711.068335 + Penalty 1873.169418 = -337837.898917 nChanged 142 SP:Iteration 11Q (1413.215756 sec): 3 clusters Score: Raw -339769.112545 + Penalty 1873.169418 = -337895.943127 nChanged 144 SP:Iteration 12Q (1413.347902 sec): 3 clusters Score: Raw -339835.121574 + Penalty 1873.169418 = -337961.952156 nChanged 153 SP:Iteration 13Q (1413.480811 sec): 3 clusters Score: Raw -339903.826409 + Penalty 1873.169418 = -338030.656991 nChanged 168 SP:Iteration 14Q (1413.531742 sec): 3 clusters Score: Raw -339990.828514 + Penalty 1873.169418 = -338117.659096 nChanged 193 SP:Iteration 15Q (1413.582363 sec): 3 clusters Score: Raw -340110.049624 + Penalty 1873.169418 = -338236.880206 nChanged 230 SP:Iteration 16Q (1413.635203 sec): 3 clusters Score: Raw -340287.990952 + Penalty 1873.169418 = -338414.821534 nChanged 268 SP:Iteration 17Q (1413.688560 sec): 3 clusters Score: Raw -340506.344853 + Penalty 1873.169418 = -338633.175435 nChanged 265 SP:Iteration 18Q (1413.741696 sec): 3 clusters Score: Raw -340720.874601 + Penalty 1873.169418 = -338847.705183 nChanged 263 SP:Iteration 19Q (1413.795375 sec): 3 clusters Score: Raw -340920.330103 + Penalty 1873.169418 = -339047.160685 nChanged 215 SP:Iteration 20F (1413.849184 sec): 3 clusters Score: Raw -341088.064592 + Penalty 1873.169418 = -339214.895174 nChanged 190 SP:Iteration 21Q (1413.902281 sec): 3 clusters Score: Raw -341224.878605 + Penalty 1873.169418 = -339351.709186 nChanged 165 SP:Iteration 22Q (1413.955058 sec): 3 clusters Score: Raw -341340.610255 + Penalty 1873.169418 = -339467.440837 nChanged 135 SP:Iteration 23Q (1414.006391 sec): 3 clusters Score: Raw -341447.014797 + Penalty 1873.169418 = -339573.845379 nChanged 124 SP:Iteration 24Q (1414.132440 sec): 3 clusters Score: Raw -341574.598136 + Penalty 1873.169418 = -339701.428718 nChanged 117 SP:Iteration 25Q (1414.253089 sec): 3 clusters Score: Raw -341719.421328 + Penalty 1873.169418 = -339846.251910 nChanged 96 SP:Iteration 26Q (1414.367690 sec): 3 clusters Score: Raw -341860.044742 + Penalty 1873.169418 = -339986.875324 nChanged 81 SP:Iteration 27Q (1414.419690 sec): 3 clusters Score: Raw -342015.701729 + Penalty 1873.169418 = -340142.532311 nChanged 73 SP:Iteration 28Q (1414.470794 sec): 3 clusters Score: Raw -342190.166186 + Penalty 1873.169418 = -340316.996768 nChanged 82 SP:Iteration 29Q (1414.522218 sec): 3 clusters Score: Raw -342416.399305 + Penalty 1873.169418 = -340543.229886 nChanged 66 SP:Iteration 30Q (1414.571653 sec): 3 clusters Score: Raw -342636.112506 + Penalty 1873.169418 = -340762.943088 nChanged 52 SP:Iteration 31Q (1414.619549 sec): 3 clusters Score: Raw -342811.122359 + Penalty 1873.169418 = -340937.952941 nChanged 17 SP:Iteration 32Q (1414.666789 sec): 3 clusters Score: Raw -342827.084472 + Penalty 1873.169418 = -340953.915054 nChanged 9 SP:Iteration 33Q (1414.714219 sec): 3 clusters Score: Raw -342828.875792 + Penalty 1873.169418 = -340955.706374 nChanged 1 SP:Iteration 34Q (1414.761439 sec): 3 clusters Score: Raw -342829.025248 + Penalty 1873.169418 = -340955.855829 nChanged 0 SP:Iteration 35F (1414.899313 sec): 3 clusters Score: Raw -342829.025248 + Penalty 1873.169418 = -340955.855829 nChanged 0 Score: Raw -1489312.488723 + Penalty 14262.060146 = -1475050.428577 Splitting cluster 2 changes total score from -1473729.148893 to -1475050.428577 So it's getting split into cluster 13. Trying to split cluster 3 (3157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1415.970429 sec): 2 clusters Score: Raw -142534.889749 + Penalty 846.024636 = -141688.865113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1416.112545 sec): 3 clusters Score: Raw -140897.651561 + Penalty 1692.049273 = -139205.602289 nChanged 1264 SP:Iteration 1F (1416.229569 sec): 3 clusters Score: Raw -141654.665801 + Penalty 1692.049273 = -139962.616529 nChanged 265 SP:Iteration 2F (1416.348616 sec): 3 clusters Score: Raw -141830.321138 + Penalty 1692.049273 = -140138.271865 nChanged 201 SP:Iteration 3F (1416.465347 sec): 3 clusters Score: Raw -141989.981158 + Penalty 1692.049273 = -140297.931886 nChanged 199 SP:Iteration 4F (1416.585374 sec): 3 clusters Score: Raw -142152.337942 + Penalty 1692.049273 = -140460.288669 nChanged 154 SP:Iteration 5Q (1416.701166 sec): 3 clusters Score: Raw -142266.286815 + Penalty 1692.049273 = -140574.237542 nChanged 125 SP:Iteration 6Q (1416.811694 sec): 3 clusters Score: Raw -142360.335035 + Penalty 1692.049273 = -140668.285763 nChanged 114 SP:Iteration 7Q (1416.930724 sec): 3 clusters Score: Raw -142453.360375 + Penalty 1692.049273 = -140761.311102 nChanged 107 SP:Iteration 8Q (1417.050910 sec): 3 clusters Score: Raw -142523.344505 + Penalty 1692.049273 = -140831.295233 nChanged 90 SP:Iteration 9Q (1417.174270 sec): 3 clusters Score: Raw -142577.895940 + Penalty 1692.049273 = -140885.846667 nChanged 57 SP:Iteration 10Q (1417.262271 sec): 3 clusters Score: Raw -142602.116035 + Penalty 1692.049273 = -140910.066762 nChanged 36 SP:Iteration 11Q (1417.292249 sec): 3 clusters Score: Raw -142620.763488 + Penalty 1692.049273 = -140928.714215 nChanged 25 SP:Iteration 12Q (1417.322044 sec): 3 clusters Score: Raw -142629.913085 + Penalty 1692.049273 = -140937.863812 nChanged 20 SP:Iteration 13Q (1417.351850 sec): 3 clusters Score: Raw -142639.745149 + Penalty 1692.049273 = -140947.695877 nChanged 20 SP:Iteration 14Q (1417.396739 sec): 3 clusters Score: Raw -142648.328042 + Penalty 1692.049273 = -140956.278769 nChanged 24 SP:Iteration 15Q (1417.426314 sec): 3 clusters Score: Raw -142659.620170 + Penalty 1692.049273 = -140967.570897 nChanged 20 SP:Iteration 16Q (1417.456292 sec): 3 clusters Score: Raw -142668.338109 + Penalty 1692.049273 = -140976.288836 nChanged 19 SP:Iteration 17Q (1417.568112 sec): 3 clusters Score: Raw -142674.553726 + Penalty 1692.049273 = -140982.504453 nChanged 24 SP:Iteration 18Q (1417.683603 sec): 3 clusters Score: Raw -142681.620338 + Penalty 1692.049273 = -140989.571065 nChanged 19 SP:Iteration 19Q (1417.801793 sec): 3 clusters Score: Raw -142686.419557 + Penalty 1692.049273 = -140994.370284 nChanged 13 SP:Iteration 20F (1417.866730 sec): 3 clusters Score: Raw -142690.802905 + Penalty 1692.049273 = -140998.753633 nChanged 12 SP:Iteration 21Q (1417.896355 sec): 3 clusters Score: Raw -142694.094490 + Penalty 1692.049273 = -141002.045217 nChanged 6 SP:Iteration 22Q (1417.926134 sec): 3 clusters Score: Raw -142695.187343 + Penalty 1692.049273 = -141003.138070 nChanged 5 SP:Iteration 23Q (1417.955835 sec): 3 clusters Score: Raw -142696.726402 + Penalty 1692.049273 = -141004.677130 nChanged 10 SP:Iteration 24Q (1417.985460 sec): 3 clusters Score: Raw -142698.637612 + Penalty 1692.049273 = -141006.588339 nChanged 3 SP:Iteration 25Q (1418.015122 sec): 3 clusters Score: Raw -142699.236610 + Penalty 1692.049273 = -141007.187337 nChanged 4 SP:Iteration 26Q (1418.044691 sec): 3 clusters Score: Raw -142699.609136 + Penalty 1692.049273 = -141007.559863 nChanged 1 SP:Iteration 27Q (1418.074357 sec): 3 clusters Score: Raw -142699.686104 + Penalty 1692.049273 = -141007.636831 nChanged 1 SP:Iteration 28Q (1418.103884 sec): 3 clusters Score: Raw -142699.794668 + Penalty 1692.049273 = -141007.745395 nChanged 2 SP:Iteration 29Q (1418.135325 sec): 3 clusters Score: Raw -142700.235958 + Penalty 1692.049273 = -141008.186685 nChanged 2 SP:Iteration 30Q (1418.243889 sec): 3 clusters Score: Raw -142700.580962 + Penalty 1692.049273 = -141008.531689 nChanged 2 SP:Iteration 31Q (1418.360327 sec): 3 clusters Score: Raw -142700.857866 + Penalty 1692.049273 = -141008.808593 nChanged 0 SP:Iteration 32F (1418.479662 sec): 3 clusters Score: Raw -142700.857866 + Penalty 1692.049273 = -141008.808593 nChanged 0 Trying to split cluster 4 (766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1418.572778 sec): 2 clusters Score: Raw -34716.542665 + Penalty 697.324128 = -34019.218537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1418.675681 sec): 3 clusters Score: Raw -34510.839391 + Penalty 1394.648256 = -33116.191135 nChanged 247 SP:Iteration 1F (1418.800103 sec): 3 clusters Score: Raw -34758.620214 + Penalty 1394.648256 = -33363.971958 nChanged 56 SP:Iteration 2F (1418.905385 sec): 3 clusters Score: Raw -34818.469789 + Penalty 1394.648256 = -33423.821533 nChanged 31 SP:Iteration 3Q (1419.024929 sec): 3 clusters Score: Raw -34848.028923 + Penalty 1394.648256 = -33453.380668 nChanged 24 SP:Iteration 4Q (1419.082428 sec): 3 clusters Score: Raw -34871.346994 + Penalty 1394.648256 = -33476.698738 nChanged 14 SP:Iteration 5Q (1419.194544 sec): 3 clusters Score: Raw -34893.423589 + Penalty 1394.648256 = -33498.775334 nChanged 14 SP:Iteration 6Q (1419.289004 sec): 3 clusters Score: Raw -34916.532183 + Penalty 1394.648256 = -33521.883927 nChanged 13 SP:Iteration 7Q (1419.400633 sec): 3 clusters Score: Raw -34931.667558 + Penalty 1394.648256 = -33537.019302 nChanged 14 SP:Iteration 8Q (1419.454440 sec): 3 clusters Score: Raw -34944.357745 + Penalty 1394.648256 = -33549.709489 nChanged 12 SP:Iteration 9Q (1419.464408 sec): 3 clusters Score: Raw -34957.869522 + Penalty 1394.648256 = -33563.221266 nChanged 8 SP:Iteration 10Q (1419.474226 sec): 3 clusters Score: Raw -34963.027516 + Penalty 1394.648256 = -33568.379261 nChanged 9 SP:Iteration 11Q (1419.484102 sec): 3 clusters Score: Raw -34971.542173 + Penalty 1394.648256 = -33576.893918 nChanged 9 SP:Iteration 12Q (1419.493955 sec): 3 clusters Score: Raw -34981.400238 + Penalty 1394.648256 = -33586.751982 nChanged 8 SP:Iteration 13Q (1419.503755 sec): 3 clusters Score: Raw -34988.521493 + Penalty 1394.648256 = -33593.873237 nChanged 6 SP:Iteration 14Q (1419.513588 sec): 3 clusters Score: Raw -34991.996193 + Penalty 1394.648256 = -33597.347937 nChanged 5 SP:Iteration 15Q (1419.523392 sec): 3 clusters Score: Raw -34995.040710 + Penalty 1394.648256 = -33600.392454 nChanged 4 SP:Iteration 16Q (1419.533218 sec): 3 clusters Score: Raw -34997.611657 + Penalty 1394.648256 = -33602.963402 nChanged 1 SP:Iteration 17Q (1419.542980 sec): 3 clusters Score: Raw -34998.473357 + Penalty 1394.648256 = -33603.825102 nChanged 0 SP:Iteration 18F (1419.552675 sec): 3 clusters Score: Raw -34998.473357 + Penalty 1394.648256 = -33603.825102 nChanged 0 Trying to split cluster 5 (3952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1419.594005 sec): 2 clusters Score: Raw -187593.527753 + Penalty 869.607591 = -186723.920162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1419.635442 sec): 3 clusters Score: Raw -185501.845471 + Penalty 1739.215182 = -183762.630288 nChanged 1593 SP:Iteration 1F (1419.675013 sec): 3 clusters Score: Raw -186480.840409 + Penalty 1739.215182 = -184741.625227 nChanged 318 SP:Iteration 2F (1419.714119 sec): 3 clusters Score: Raw -186688.655937 + Penalty 1739.215182 = -184949.440755 nChanged 258 SP:Iteration 3F (1419.751383 sec): 3 clusters Score: Raw -186848.516380 + Penalty 1739.215182 = -185109.301198 nChanged 198 SP:Iteration 4F (1419.788407 sec): 3 clusters Score: Raw -186961.099551 + Penalty 1739.215182 = -185221.884369 nChanged 161 SP:Iteration 5Q (1419.826334 sec): 3 clusters Score: Raw -187039.617455 + Penalty 1739.215182 = -185300.402273 nChanged 129 SP:Iteration 6Q (1419.921593 sec): 3 clusters Score: Raw -187101.718343 + Penalty 1739.215182 = -185362.503161 nChanged 116 SP:Iteration 7Q (1420.070249 sec): 3 clusters Score: Raw -187150.979127 + Penalty 1739.215182 = -185411.763944 nChanged 98 SP:Iteration 8Q (1420.174445 sec): 3 clusters Score: Raw -187192.662112 + Penalty 1739.215182 = -185453.446929 nChanged 88 SP:Iteration 9Q (1420.271532 sec): 3 clusters Score: Raw -187227.076656 + Penalty 1739.215182 = -185487.861473 nChanged 85 SP:Iteration 10Q (1420.384469 sec): 3 clusters Score: Raw -187261.025458 + Penalty 1739.215182 = -185521.810276 nChanged 92 SP:Iteration 11Q (1420.509226 sec): 3 clusters Score: Raw -187297.991957 + Penalty 1739.215182 = -185558.776775 nChanged 80 SP:Iteration 12Q (1420.624863 sec): 3 clusters Score: Raw -187335.466778 + Penalty 1739.215182 = -185596.251596 nChanged 70 SP:Iteration 13Q (1420.735401 sec): 3 clusters Score: Raw -187373.956096 + Penalty 1739.215182 = -185634.740914 nChanged 84 SP:Iteration 14Q (1420.847146 sec): 3 clusters Score: Raw -187418.494980 + Penalty 1739.215182 = -185679.279797 nChanged 61 SP:Iteration 15Q (1420.972994 sec): 3 clusters Score: Raw -187447.837385 + Penalty 1739.215182 = -185708.622202 nChanged 54 SP:Iteration 16Q (1421.019862 sec): 3 clusters Score: Raw -187475.352145 + Penalty 1739.215182 = -185736.136963 nChanged 43 SP:Iteration 17Q (1421.058521 sec): 3 clusters Score: Raw -187492.252583 + Penalty 1739.215182 = -185753.037400 nChanged 39 SP:Iteration 18Q (1421.097033 sec): 3 clusters Score: Raw -187508.524339 + Penalty 1739.215182 = -185769.309156 nChanged 33 SP:Iteration 19Q (1421.135477 sec): 3 clusters Score: Raw -187520.618163 + Penalty 1739.215182 = -185781.402980 nChanged 32 SP:Iteration 20F (1421.173213 sec): 3 clusters Score: Raw -187532.970348 + Penalty 1739.215182 = -185793.755166 nChanged 29 SP:Iteration 21Q (1421.211483 sec): 3 clusters Score: Raw -187542.963635 + Penalty 1739.215182 = -185803.748453 nChanged 26 SP:Iteration 22Q (1421.249347 sec): 3 clusters Score: Raw -187554.163130 + Penalty 1739.215182 = -185814.947948 nChanged 33 SP:Iteration 23Q (1421.286990 sec): 3 clusters Score: Raw -187570.846944 + Penalty 1739.215182 = -185831.631761 nChanged 41 SP:Iteration 24Q (1421.325098 sec): 3 clusters Score: Raw -187590.435614 + Penalty 1739.215182 = -185851.220432 nChanged 40 SP:Iteration 25Q (1421.362220 sec): 3 clusters Score: Raw -187613.878158 + Penalty 1739.215182 = -185874.662975 nChanged 40 SP:Iteration 26Q (1421.399145 sec): 3 clusters Score: Raw -187639.409405 + Penalty 1739.215182 = -185900.194222 nChanged 32 SP:Iteration 27Q (1421.436083 sec): 3 clusters Score: Raw -187658.245480 + Penalty 1739.215182 = -185919.030298 nChanged 24 SP:Iteration 28Q (1421.472966 sec): 3 clusters Score: Raw -187668.166325 + Penalty 1739.215182 = -185928.951143 nChanged 13 SP:Iteration 29Q (1421.509444 sec): 3 clusters Score: Raw -187674.439373 + Penalty 1739.215182 = -185935.224191 nChanged 11 SP:Iteration 30Q (1421.546036 sec): 3 clusters Score: Raw -187678.765934 + Penalty 1739.215182 = -185939.550752 nChanged 10 SP:Iteration 31Q (1421.582356 sec): 3 clusters Score: Raw -187682.627638 + Penalty 1739.215182 = -185943.412456 nChanged 6 SP:Iteration 32Q (1421.618978 sec): 3 clusters Score: Raw -187685.837028 + Penalty 1739.215182 = -185946.621845 nChanged 9 SP:Iteration 33Q (1421.655489 sec): 3 clusters Score: Raw -187690.600966 + Penalty 1739.215182 = -185951.385784 nChanged 12 SP:Iteration 34Q (1421.692129 sec): 3 clusters Score: Raw -187698.045664 + Penalty 1739.215182 = -185958.830481 nChanged 12 SP:Iteration 35Q (1421.728477 sec): 3 clusters Score: Raw -187704.034077 + Penalty 1739.215182 = -185964.818895 nChanged 12 SP:Iteration 36Q (1421.764738 sec): 3 clusters Score: Raw -187709.931710 + Penalty 1739.215182 = -185970.716528 nChanged 12 SP:Iteration 37Q (1421.909605 sec): 3 clusters Score: Raw -187717.508431 + Penalty 1739.215182 = -185978.293249 nChanged 9 SP:Iteration 38Q (1422.011296 sec): 3 clusters Score: Raw -187720.996639 + Penalty 1739.215182 = -185981.781457 nChanged 5 SP:Iteration 39Q (1422.137343 sec): 3 clusters Score: Raw -187722.742171 + Penalty 1739.215182 = -185983.526989 nChanged 5 SP:Iteration 40F (1422.250153 sec): 3 clusters Score: Raw -187724.741086 + Penalty 1739.215182 = -185985.525904 nChanged 6 SP:Iteration 41Q (1422.386583 sec): 3 clusters Score: Raw -187728.353698 + Penalty 1739.215182 = -185989.138515 nChanged 6 SP:Iteration 42Q (1422.482035 sec): 3 clusters Score: Raw -187731.520579 + Penalty 1739.215182 = -185992.305397 nChanged 3 SP:Iteration 43Q (1422.601389 sec): 3 clusters Score: Raw -187732.668257 + Penalty 1739.215182 = -185993.453074 nChanged 5 SP:Iteration 44Q (1422.690999 sec): 3 clusters Score: Raw -187736.615118 + Penalty 1739.215182 = -185997.399935 nChanged 7 SP:Iteration 45Q (1422.727221 sec): 3 clusters Score: Raw -187740.726494 + Penalty 1739.215182 = -186001.511312 nChanged 5 SP:Iteration 46Q (1422.763417 sec): 3 clusters Score: Raw -187745.015123 + Penalty 1739.215182 = -186005.799941 nChanged 7 SP:Iteration 47Q (1422.799511 sec): 3 clusters Score: Raw -187749.250330 + Penalty 1739.215182 = -186010.035148 nChanged 8 SP:Iteration 48Q (1422.835385 sec): 3 clusters Score: Raw -187752.783129 + Penalty 1739.215182 = -186013.567947 nChanged 7 SP:Iteration 49Q (1422.871195 sec): 3 clusters Score: Raw -187756.020877 + Penalty 1739.215182 = -186016.805695 nChanged 5 SP:Iteration 50Q (1422.907275 sec): 3 clusters Score: Raw -187759.033587 + Penalty 1739.215182 = -186019.818405 nChanged 10 SP:Iteration 51Q (1422.943165 sec): 3 clusters Score: Raw -187765.496681 + Penalty 1739.215182 = -186026.281499 nChanged 8 SP:Iteration 52Q (1422.978838 sec): 3 clusters Score: Raw -187771.976940 + Penalty 1739.215182 = -186032.761758 nChanged 11 SP:Iteration 53Q (1423.014412 sec): 3 clusters Score: Raw -187777.538625 + Penalty 1739.215182 = -186038.323443 nChanged 9 SP:Iteration 54Q (1423.049952 sec): 3 clusters Score: Raw -187781.487587 + Penalty 1739.215182 = -186042.272405 nChanged 5 SP:Iteration 55Q (1423.085494 sec): 3 clusters Score: Raw -187784.172014 + Penalty 1739.215182 = -186044.956832 nChanged 3 SP:Iteration 56Q (1423.120812 sec): 3 clusters Score: Raw -187785.298197 + Penalty 1739.215182 = -186046.083014 nChanged 0 SP:Iteration 57F (1423.157269 sec): 3 clusters Score: Raw -187785.298197 + Penalty 1739.215182 = -186046.083014 nChanged 0 Trying to split cluster 6 (6842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1423.204270 sec): 2 clusters Score: Raw -337363.894690 + Penalty 927.237713 = -336436.656977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1423.254471 sec): 3 clusters Score: Raw -333528.786464 + Penalty 1854.475427 = -331674.311038 nChanged 3040 SP:Iteration 1F (1423.321211 sec): 3 clusters Score: Raw -335326.812852 + Penalty 1854.475427 = -333472.337425 nChanged 514 SP:Iteration 2F (1423.384132 sec): 3 clusters Score: Raw -335619.212037 + Penalty 1854.475427 = -333764.736610 nChanged 422 SP:Iteration 3F (1423.431299 sec): 3 clusters Score: Raw -335857.564545 + Penalty 1854.475427 = -334003.089119 nChanged 357 SP:Iteration 4F (1423.478379 sec): 3 clusters Score: Raw -336047.538718 + Penalty 1854.475427 = -334193.063292 nChanged 335 SP:Iteration 5Q (1423.526764 sec): 3 clusters Score: Raw -336207.162834 + Penalty 1854.475427 = -334352.687407 nChanged 304 SP:Iteration 6Q (1423.578076 sec): 3 clusters Score: Raw -336352.519537 + Penalty 1854.475427 = -334498.044110 nChanged 268 SP:Iteration 7Q (1423.631709 sec): 3 clusters Score: Raw -336478.973753 + Penalty 1854.475427 = -334624.498326 nChanged 225 SP:Iteration 8Q (1423.685167 sec): 3 clusters Score: Raw -336585.026407 + Penalty 1854.475427 = -334730.550981 nChanged 222 SP:Iteration 9Q (1423.815407 sec): 3 clusters Score: Raw -336691.703175 + Penalty 1854.475427 = -334837.227748 nChanged 203 SP:Iteration 10Q (1423.950065 sec): 3 clusters Score: Raw -336796.918355 + Penalty 1854.475427 = -334942.442928 nChanged 162 SP:Iteration 11Q (1424.096282 sec): 3 clusters Score: Raw -336890.858984 + Penalty 1854.475427 = -335036.383557 nChanged 154 SP:Iteration 12Q (1424.204817 sec): 3 clusters Score: Raw -336984.164478 + Penalty 1854.475427 = -335129.689051 nChanged 144 SP:Iteration 13Q (1424.330386 sec): 3 clusters Score: Raw -337066.624887 + Penalty 1854.475427 = -335212.149461 nChanged 122 SP:Iteration 14Q (1424.451307 sec): 3 clusters Score: Raw -337151.961097 + Penalty 1854.475427 = -335297.485671 nChanged 143 SP:Iteration 15Q (1424.574028 sec): 3 clusters Score: Raw -337233.675144 + Penalty 1854.475427 = -335379.199717 nChanged 107 SP:Iteration 16Q (1424.696031 sec): 3 clusters Score: Raw -337288.935476 + Penalty 1854.475427 = -335434.460050 nChanged 101 SP:Iteration 17Q (1424.766408 sec): 3 clusters Score: Raw -337339.420911 + Penalty 1854.475427 = -335484.945484 nChanged 80 SP:Iteration 18Q (1424.817426 sec): 3 clusters Score: Raw -337371.388004 + Penalty 1854.475427 = -335516.912578 nChanged 56 SP:Iteration 19Q (1424.868988 sec): 3 clusters Score: Raw -337388.610089 + Penalty 1854.475427 = -335534.134662 nChanged 46 SP:Iteration 20F (1424.921661 sec): 3 clusters Score: Raw -337398.516805 + Penalty 1854.475427 = -335544.041378 nChanged 32 SP:Iteration 21Q (1424.970820 sec): 3 clusters Score: Raw -337406.312905 + Penalty 1854.475427 = -335551.837478 nChanged 27 SP:Iteration 22Q (1425.019120 sec): 3 clusters Score: Raw -337413.788089 + Penalty 1854.475427 = -335559.312663 nChanged 42 SP:Iteration 23Q (1425.067510 sec): 3 clusters Score: Raw -337425.888238 + Penalty 1854.475427 = -335571.412811 nChanged 46 SP:Iteration 24Q (1425.116009 sec): 3 clusters Score: Raw -337441.082348 + Penalty 1854.475427 = -335586.606922 nChanged 47 SP:Iteration 25Q (1425.164728 sec): 3 clusters Score: Raw -337453.613291 + Penalty 1854.475427 = -335599.137864 nChanged 47 SP:Iteration 26Q (1425.215759 sec): 3 clusters Score: Raw -337466.400466 + Penalty 1854.475427 = -335611.925039 nChanged 47 SP:Iteration 27Q (1425.267094 sec): 3 clusters Score: Raw -337481.395358 + Penalty 1854.475427 = -335626.919931 nChanged 49 SP:Iteration 28Q (1425.316471 sec): 3 clusters Score: Raw -337496.477159 + Penalty 1854.475427 = -335642.001733 nChanged 49 SP:Iteration 29Q (1425.365672 sec): 3 clusters Score: Raw -337512.615618 + Penalty 1854.475427 = -335658.140191 nChanged 54 SP:Iteration 30Q (1425.415102 sec): 3 clusters Score: Raw -337530.281062 + Penalty 1854.475427 = -335675.805635 nChanged 54 SP:Iteration 31Q (1425.464770 sec): 3 clusters Score: Raw -337549.711713 + Penalty 1854.475427 = -335695.236286 nChanged 54 SP:Iteration 32Q (1425.514694 sec): 3 clusters Score: Raw -337570.935323 + Penalty 1854.475427 = -335716.459897 nChanged 48 SP:Iteration 33Q (1425.564381 sec): 3 clusters Score: Raw -337590.990838 + Penalty 1854.475427 = -335736.515411 nChanged 46 SP:Iteration 34Q (1425.614050 sec): 3 clusters Score: Raw -337606.443521 + Penalty 1854.475427 = -335751.968094 nChanged 43 SP:Iteration 35Q (1425.664677 sec): 3 clusters Score: Raw -337619.323773 + Penalty 1854.475427 = -335764.848347 nChanged 36 SP:Iteration 36Q (1425.715809 sec): 3 clusters Score: Raw -337629.959059 + Penalty 1854.475427 = -335775.483633 nChanged 41 SP:Iteration 37Q (1425.766316 sec): 3 clusters Score: Raw -337646.501513 + Penalty 1854.475427 = -335792.026086 nChanged 27 SP:Iteration 38Q (1425.815934 sec): 3 clusters Score: Raw -337655.792165 + Penalty 1854.475427 = -335801.316739 nChanged 25 SP:Iteration 39Q (1425.864264 sec): 3 clusters Score: Raw -337665.073917 + Penalty 1854.475427 = -335810.598490 nChanged 23 SP:Iteration 40F (1425.914380 sec): 3 clusters Score: Raw -337672.789774 + Penalty 1854.475427 = -335818.314347 nChanged 20 SP:Iteration 41Q (1426.044760 sec): 3 clusters Score: Raw -337680.076627 + Penalty 1854.475427 = -335825.601201 nChanged 19 SP:Iteration 42Q (1426.179766 sec): 3 clusters Score: Raw -337684.260181 + Penalty 1854.475427 = -335829.784755 nChanged 22 SP:Iteration 43Q (1426.309003 sec): 3 clusters Score: Raw -337690.931851 + Penalty 1854.475427 = -335836.456424 nChanged 28 SP:Iteration 44Q (1426.433878 sec): 3 clusters Score: Raw -337702.337965 + Penalty 1854.475427 = -335847.862538 nChanged 21 SP:Iteration 45Q (1426.562955 sec): 3 clusters Score: Raw -337710.296477 + Penalty 1854.475427 = -335855.821050 nChanged 24 SP:Iteration 46Q (1426.690936 sec): 3 clusters Score: Raw -337722.932067 + Penalty 1854.475427 = -335868.456641 nChanged 27 SP:Iteration 47Q (1426.798366 sec): 3 clusters Score: Raw -337738.090594 + Penalty 1854.475427 = -335883.615167 nChanged 32 SP:Iteration 48Q (1426.896279 sec): 3 clusters Score: Raw -337760.833741 + Penalty 1854.475427 = -335906.358314 nChanged 25 SP:Iteration 49Q (1426.942864 sec): 3 clusters Score: Raw -337774.756500 + Penalty 1854.475427 = -335920.281073 nChanged 33 SP:Iteration 50Q (1426.990038 sec): 3 clusters Score: Raw -337795.999224 + Penalty 1854.475427 = -335941.523798 nChanged 30 SP:Iteration 51Q (1427.036985 sec): 3 clusters Score: Raw -337817.755502 + Penalty 1854.475427 = -335963.280075 nChanged 27 SP:Iteration 52Q (1427.083799 sec): 3 clusters Score: Raw -337844.742708 + Penalty 1854.475427 = -335990.267281 nChanged 30 SP:Iteration 53Q (1427.131340 sec): 3 clusters Score: Raw -337869.852368 + Penalty 1854.475427 = -336015.376941 nChanged 31 SP:Iteration 54Q (1427.179914 sec): 3 clusters Score: Raw -337889.332734 + Penalty 1854.475427 = -336034.857307 nChanged 17 SP:Iteration 55Q (1427.228251 sec): 3 clusters Score: Raw -337900.072126 + Penalty 1854.475427 = -336045.596700 nChanged 13 SP:Iteration 56Q (1427.276959 sec): 3 clusters Score: Raw -337905.074851 + Penalty 1854.475427 = -336050.599424 nChanged 5 SP:Iteration 57Q (1427.325638 sec): 3 clusters Score: Raw -337907.234308 + Penalty 1854.475427 = -336052.758881 nChanged 5 SP:Iteration 58Q (1427.373832 sec): 3 clusters Score: Raw -337909.192496 + Penalty 1854.475427 = -336054.717069 nChanged 4 SP:Iteration 59Q (1427.422227 sec): 3 clusters Score: Raw -337911.400014 + Penalty 1854.475427 = -336056.924587 nChanged 2 SP:Iteration 60F (1427.473219 sec): 3 clusters Score: Raw -337911.797723 + Penalty 1854.475427 = -336057.322296 nChanged 0 Trying to split cluster 7 (2896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1427.511860 sec): 2 clusters Score: Raw -136146.809861 + Penalty 836.964004 = -135309.845857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1427.541307 sec): 3 clusters Score: Raw -134651.962005 + Penalty 1673.928008 = -132978.033996 nChanged 1185 SP:Iteration 1F (1427.663931 sec): 3 clusters Score: Raw -135334.953727 + Penalty 1673.928008 = -133661.025719 nChanged 229 SP:Iteration 2F (1427.695208 sec): 3 clusters Score: Raw -135498.208637 + Penalty 1673.928008 = -133824.280629 nChanged 179 SP:Iteration 3F (1427.725747 sec): 3 clusters Score: Raw -135611.031242 + Penalty 1673.928008 = -133937.103234 nChanged 141 SP:Iteration 4Q (1427.756312 sec): 3 clusters Score: Raw -135686.291855 + Penalty 1673.928008 = -134012.363847 nChanged 120 SP:Iteration 5Q (1427.789037 sec): 3 clusters Score: Raw -135753.673904 + Penalty 1673.928008 = -134079.745896 nChanged 110 SP:Iteration 6Q (1427.821816 sec): 3 clusters Score: Raw -135809.886494 + Penalty 1673.928008 = -134135.958486 nChanged 101 SP:Iteration 7Q (1427.857618 sec): 3 clusters Score: Raw -135869.009413 + Penalty 1673.928008 = -134195.081404 nChanged 97 SP:Iteration 8Q (1427.891003 sec): 3 clusters Score: Raw -135926.768241 + Penalty 1673.928008 = -134252.840233 nChanged 93 SP:Iteration 9Q (1427.991622 sec): 3 clusters Score: Raw -135990.583876 + Penalty 1673.928008 = -134316.655868 nChanged 98 SP:Iteration 10Q (1428.108331 sec): 3 clusters Score: Raw -136061.840800 + Penalty 1673.928008 = -134387.912791 nChanged 92 SP:Iteration 11Q (1428.222964 sec): 3 clusters Score: Raw -136144.498598 + Penalty 1673.928008 = -134470.570590 nChanged 108 SP:Iteration 12Q (1428.313945 sec): 3 clusters Score: Raw -136258.474187 + Penalty 1673.928008 = -134584.546179 nChanged 103 SP:Iteration 13Q (1428.430992 sec): 3 clusters Score: Raw -136365.589882 + Penalty 1673.928008 = -134691.661874 nChanged 109 SP:Iteration 14Q (1428.548693 sec): 3 clusters Score: Raw -136460.118520 + Penalty 1673.928008 = -134786.190512 nChanged 74 SP:Iteration 15Q (1428.577070 sec): 3 clusters Score: Raw -136517.689764 + Penalty 1673.928008 = -134843.761756 nChanged 63 SP:Iteration 16Q (1428.605064 sec): 3 clusters Score: Raw -136562.096048 + Penalty 1673.928008 = -134888.168040 nChanged 47 SP:Iteration 17Q (1428.716771 sec): 3 clusters Score: Raw -136589.609565 + Penalty 1673.928008 = -134915.681557 nChanged 39 SP:Iteration 18Q (1428.808527 sec): 3 clusters Score: Raw -136611.089744 + Penalty 1673.928008 = -134937.161736 nChanged 38 SP:Iteration 19Q (1428.900165 sec): 3 clusters Score: Raw -136635.697434 + Penalty 1673.928008 = -134961.769425 nChanged 34 SP:Iteration 20F (1428.928162 sec): 3 clusters Score: Raw -136664.337883 + Penalty 1673.928008 = -134990.409875 nChanged 36 SP:Iteration 21Q (1428.956042 sec): 3 clusters Score: Raw -136696.832633 + Penalty 1673.928008 = -135022.904625 nChanged 35 SP:Iteration 22Q (1428.984524 sec): 3 clusters Score: Raw -136725.478826 + Penalty 1673.928008 = -135051.550818 nChanged 29 SP:Iteration 23Q (1429.012996 sec): 3 clusters Score: Raw -136744.550556 + Penalty 1673.928008 = -135070.622548 nChanged 31 SP:Iteration 24Q (1429.041363 sec): 3 clusters Score: Raw -136769.846981 + Penalty 1673.928008 = -135095.918973 nChanged 27 SP:Iteration 25Q (1429.069476 sec): 3 clusters Score: Raw -136781.326567 + Penalty 1673.928008 = -135107.398559 nChanged 11 SP:Iteration 26Q (1429.097825 sec): 3 clusters Score: Raw -136784.736729 + Penalty 1673.928008 = -135110.808720 nChanged 1 SP:Iteration 27Q (1429.126152 sec): 3 clusters Score: Raw -136785.012411 + Penalty 1673.928008 = -135111.084402 nChanged 0 SP:Iteration 28F (1429.154393 sec): 3 clusters Score: Raw -136785.012411 + Penalty 1673.928008 = -135111.084402 nChanged 0 Trying to split cluster 8 (1273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1429.186647 sec): 2 clusters Score: Raw -47946.927839 + Penalty 750.658818 = -47196.269021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1429.201696 sec): 3 clusters Score: Raw -47390.589602 + Penalty 1501.317636 = -45889.271967 nChanged 438 SP:Iteration 1F (1429.215755 sec): 3 clusters Score: Raw -47693.715857 + Penalty 1501.317636 = -46192.398222 nChanged 111 SP:Iteration 2F (1429.229808 sec): 3 clusters Score: Raw -47804.617003 + Penalty 1501.317636 = -46303.299367 nChanged 79 SP:Iteration 3F (1429.243747 sec): 3 clusters Score: Raw -47875.051783 + Penalty 1501.317636 = -46373.734148 nChanged 63 SP:Iteration 4Q (1429.258151 sec): 3 clusters Score: Raw -47940.075540 + Penalty 1501.317636 = -46438.757904 nChanged 47 SP:Iteration 5Q (1429.272426 sec): 3 clusters Score: Raw -47985.748988 + Penalty 1501.317636 = -46484.431352 nChanged 36 SP:Iteration 6Q (1429.286646 sec): 3 clusters Score: Raw -48016.203037 + Penalty 1501.317636 = -46514.885401 nChanged 24 SP:Iteration 7Q (1429.300785 sec): 3 clusters Score: Raw -48040.805720 + Penalty 1501.317636 = -46539.488084 nChanged 28 SP:Iteration 8Q (1429.314764 sec): 3 clusters Score: Raw -48063.792049 + Penalty 1501.317636 = -46562.474413 nChanged 20 SP:Iteration 9Q (1429.329230 sec): 3 clusters Score: Raw -48078.035631 + Penalty 1501.317636 = -46576.717995 nChanged 21 SP:Iteration 10Q (1429.466006 sec): 3 clusters Score: Raw -48093.046729 + Penalty 1501.317636 = -46591.729093 nChanged 14 SP:Iteration 11Q (1429.560581 sec): 3 clusters Score: Raw -48102.237601 + Penalty 1501.317636 = -46600.919965 nChanged 15 SP:Iteration 12Q (1429.678961 sec): 3 clusters Score: Raw -48113.309091 + Penalty 1501.317636 = -46611.991456 nChanged 13 SP:Iteration 13Q (1429.786201 sec): 3 clusters Score: Raw -48123.822580 + Penalty 1501.317636 = -46622.504944 nChanged 12 SP:Iteration 14Q (1429.873990 sec): 3 clusters Score: Raw -48132.021876 + Penalty 1501.317636 = -46630.704240 nChanged 13 SP:Iteration 15Q (1429.988341 sec): 3 clusters Score: Raw -48137.725026 + Penalty 1501.317636 = -46636.407390 nChanged 7 SP:Iteration 16Q (1430.103480 sec): 3 clusters Score: Raw -48141.397364 + Penalty 1501.317636 = -46640.079728 nChanged 9 SP:Iteration 17Q (1430.217367 sec): 3 clusters Score: Raw -48146.863156 + Penalty 1501.317636 = -46645.545520 nChanged 9 SP:Iteration 18Q (1430.357635 sec): 3 clusters Score: Raw -48150.512797 + Penalty 1501.317636 = -46649.195162 nChanged 2 SP:Iteration 19Q (1430.385209 sec): 3 clusters Score: Raw -48150.740711 + Penalty 1501.317636 = -46649.423075 nChanged 0 SP:Iteration 20F (1430.399229 sec): 3 clusters Score: Raw -48150.740711 + Penalty 1501.317636 = -46649.423075 nChanged 0 Trying to split cluster 9 (1083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1430.431154 sec): 2 clusters Score: Raw -37688.689142 + Penalty 733.686476 = -36955.002666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1430.444512 sec): 3 clusters Score: Raw -37236.264459 + Penalty 1467.372952 = -35768.891507 nChanged 371 SP:Iteration 1F (1430.456898 sec): 3 clusters Score: Raw -37523.961671 + Penalty 1467.372952 = -36056.588719 nChanged 115 SP:Iteration 2F (1430.469271 sec): 3 clusters Score: Raw -37625.999924 + Penalty 1467.372952 = -36158.626972 nChanged 56 SP:Iteration 3F (1430.481623 sec): 3 clusters Score: Raw -37678.677568 + Penalty 1467.372952 = -36211.304616 nChanged 43 SP:Iteration 4Q (1430.494266 sec): 3 clusters Score: Raw -37718.329444 + Penalty 1467.372952 = -36250.956492 nChanged 21 SP:Iteration 5Q (1430.506973 sec): 3 clusters Score: Raw -37733.991369 + Penalty 1467.372952 = -36266.618417 nChanged 22 SP:Iteration 6Q (1430.519588 sec): 3 clusters Score: Raw -37749.810412 + Penalty 1467.372952 = -36282.437460 nChanged 17 SP:Iteration 7Q (1430.641276 sec): 3 clusters Score: Raw -37760.977734 + Penalty 1467.372952 = -36293.604782 nChanged 17 SP:Iteration 8Q (1430.746129 sec): 3 clusters Score: Raw -37773.363286 + Penalty 1467.372952 = -36305.990334 nChanged 15 SP:Iteration 9Q (1430.887502 sec): 3 clusters Score: Raw -37781.583203 + Penalty 1467.372952 = -36314.210251 nChanged 11 SP:Iteration 10Q (1430.973621 sec): 3 clusters Score: Raw -37789.776695 + Penalty 1467.372952 = -36322.403743 nChanged 9 SP:Iteration 11Q (1431.010123 sec): 3 clusters Score: Raw -37794.837901 + Penalty 1467.372952 = -36327.464949 nChanged 15 SP:Iteration 12Q (1431.022809 sec): 3 clusters Score: Raw -37807.283659 + Penalty 1467.372952 = -36339.910707 nChanged 13 SP:Iteration 13Q (1431.035364 sec): 3 clusters Score: Raw -37818.597670 + Penalty 1467.372952 = -36351.224718 nChanged 17 SP:Iteration 14Q (1431.047891 sec): 3 clusters Score: Raw -37833.970338 + Penalty 1467.372952 = -36366.597386 nChanged 19 SP:Iteration 15Q (1431.060493 sec): 3 clusters Score: Raw -37845.556113 + Penalty 1467.372952 = -36378.183161 nChanged 11 SP:Iteration 16Q (1431.073119 sec): 3 clusters Score: Raw -37854.871503 + Penalty 1467.372952 = -36387.498551 nChanged 12 SP:Iteration 17Q (1431.085725 sec): 3 clusters Score: Raw -37861.562995 + Penalty 1467.372952 = -36394.190043 nChanged 8 SP:Iteration 18Q (1431.098291 sec): 3 clusters Score: Raw -37867.461033 + Penalty 1467.372952 = -36400.088081 nChanged 9 SP:Iteration 19Q (1431.194090 sec): 3 clusters Score: Raw -37873.242275 + Penalty 1467.372952 = -36405.869323 nChanged 10 SP:Iteration 20F (1431.320877 sec): 3 clusters Score: Raw -37882.523795 + Penalty 1467.372952 = -36415.150843 nChanged 9 SP:Iteration 21Q (1431.447781 sec): 3 clusters Score: Raw -37889.149136 + Penalty 1467.372952 = -36421.776184 nChanged 13 SP:Iteration 22Q (1431.561989 sec): 3 clusters Score: Raw -37901.013007 + Penalty 1467.372952 = -36433.640055 nChanged 12 SP:Iteration 23Q (1431.660953 sec): 3 clusters Score: Raw -37911.295906 + Penalty 1467.372952 = -36443.922954 nChanged 13 SP:Iteration 24Q (1431.775282 sec): 3 clusters Score: Raw -37918.657340 + Penalty 1467.372952 = -36451.284388 nChanged 10 SP:Iteration 25Q (1431.889138 sec): 3 clusters Score: Raw -37930.872545 + Penalty 1467.372952 = -36463.499593 nChanged 14 SP:Iteration 26Q (1431.982146 sec): 3 clusters Score: Raw -37941.081290 + Penalty 1467.372952 = -36473.708338 nChanged 7 SP:Iteration 27Q (1432.040614 sec): 3 clusters Score: Raw -37944.415588 + Penalty 1467.372952 = -36477.042636 nChanged 5 SP:Iteration 28Q (1432.053833 sec): 3 clusters Score: Raw -37947.059825 + Penalty 1467.372952 = -36479.686873 nChanged 2 SP:Iteration 29Q (1432.066369 sec): 3 clusters Score: Raw -37947.881110 + Penalty 1467.372952 = -36480.508158 nChanged 1 SP:Iteration 30Q (1432.078863 sec): 3 clusters Score: Raw -37947.984020 + Penalty 1467.372952 = -36480.611068 nChanged 0 SP:Iteration 31F (1432.091157 sec): 3 clusters Score: Raw -37947.984020 + Penalty 1467.372952 = -36480.611068 nChanged 0 Trying to split cluster 10 (875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1432.122444 sec): 2 clusters Score: Raw -23316.893949 + Penalty 711.293508 = -22605.600441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1432.134610 sec): 3 clusters Score: Raw -23013.331531 + Penalty 1422.587016 = -21590.744514 nChanged 299 SP:Iteration 1F (1432.146050 sec): 3 clusters Score: Raw -23361.844164 + Penalty 1422.587016 = -21939.257148 nChanged 87 SP:Iteration 2F (1432.157472 sec): 3 clusters Score: Raw -23500.375115 + Penalty 1422.587016 = -22077.788099 nChanged 50 SP:Iteration 3F (1432.169073 sec): 3 clusters Score: Raw -23547.297357 + Penalty 1422.587016 = -22124.710340 nChanged 31 SP:Iteration 4Q (1432.180660 sec): 3 clusters Score: Raw -23572.938202 + Penalty 1422.587016 = -22150.351186 nChanged 22 SP:Iteration 5Q (1432.192254 sec): 3 clusters Score: Raw -23591.734785 + Penalty 1422.587016 = -22169.147769 nChanged 17 SP:Iteration 6Q (1432.204011 sec): 3 clusters Score: Raw -23609.598054 + Penalty 1422.587016 = -22187.011038 nChanged 13 SP:Iteration 7Q (1432.216162 sec): 3 clusters Score: Raw -23630.349238 + Penalty 1422.587016 = -22207.762222 nChanged 12 SP:Iteration 8Q (1432.230335 sec): 3 clusters Score: Raw -23643.677959 + Penalty 1422.587016 = -22221.090943 nChanged 14 SP:Iteration 9Q (1432.242011 sec): 3 clusters Score: Raw -23658.540974 + Penalty 1422.587016 = -22235.953958 nChanged 17 SP:Iteration 10Q (1432.253506 sec): 3 clusters Score: Raw -23682.049823 + Penalty 1422.587016 = -22259.462807 nChanged 19 SP:Iteration 11Q (1432.265108 sec): 3 clusters Score: Raw -23704.758312 + Penalty 1422.587016 = -22282.171296 nChanged 16 SP:Iteration 12Q (1432.276606 sec): 3 clusters Score: Raw -23730.245401 + Penalty 1422.587016 = -22307.658385 nChanged 9 SP:Iteration 13Q (1432.288037 sec): 3 clusters Score: Raw -23747.603720 + Penalty 1422.587016 = -22325.016704 nChanged 9 SP:Iteration 14Q (1432.299758 sec): 3 clusters Score: Raw -23754.892728 + Penalty 1422.587016 = -22332.305712 nChanged 2 SP:Iteration 15Q (1432.310460 sec): 3 clusters Score: Raw -23756.252273 + Penalty 1422.587016 = -22333.665257 nChanged 0 SP:Iteration 16F (1432.321039 sec): 3 clusters Score: Raw -23756.252273 + Penalty 1422.587016 = -22333.665257 nChanged 0 Trying to split cluster 11 (1257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1432.407915 sec): 2 clusters Score: Raw -51150.421004 + Penalty 749.330737 = -50401.090267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1432.501081 sec): 3 clusters Score: Raw -50640.149597 + Penalty 1498.661474 = -49141.488123 nChanged 446 SP:Iteration 1F (1432.616655 sec): 3 clusters Score: Raw -50907.220998 + Penalty 1498.661474 = -49408.559525 nChanged 85 SP:Iteration 2F (1432.732463 sec): 3 clusters Score: Raw -50981.707295 + Penalty 1498.661474 = -49483.045821 nChanged 67 SP:Iteration 3F (1432.822659 sec): 3 clusters Score: Raw -51061.463565 + Penalty 1498.661474 = -49562.802091 nChanged 57 SP:Iteration 4Q (1432.937585 sec): 3 clusters Score: Raw -51126.023067 + Penalty 1498.661474 = -49627.361593 nChanged 41 SP:Iteration 5Q (1433.052021 sec): 3 clusters Score: Raw -51169.106273 + Penalty 1498.661474 = -49670.444799 nChanged 43 SP:Iteration 6Q (1433.158841 sec): 3 clusters Score: Raw -51210.411541 + Penalty 1498.661474 = -49711.750067 nChanged 52 SP:Iteration 7Q (1433.205909 sec): 3 clusters Score: Raw -51258.936056 + Penalty 1498.661474 = -49760.274582 nChanged 57 SP:Iteration 8Q (1433.220012 sec): 3 clusters Score: Raw -51332.052311 + Penalty 1498.661474 = -49833.390837 nChanged 61 SP:Iteration 9Q (1433.234011 sec): 3 clusters Score: Raw -51379.533119 + Penalty 1498.661474 = -49880.871645 nChanged 29 SP:Iteration 10Q (1433.248075 sec): 3 clusters Score: Raw -51399.835146 + Penalty 1498.661474 = -49901.173673 nChanged 24 SP:Iteration 11Q (1433.262143 sec): 3 clusters Score: Raw -51416.081226 + Penalty 1498.661474 = -49917.419752 nChanged 21 SP:Iteration 12Q (1433.276222 sec): 3 clusters Score: Raw -51427.948846 + Penalty 1498.661474 = -49929.287372 nChanged 16 SP:Iteration 13Q (1433.290245 sec): 3 clusters Score: Raw -51439.496520 + Penalty 1498.661474 = -49940.835046 nChanged 9 SP:Iteration 14Q (1433.304154 sec): 3 clusters Score: Raw -51444.773991 + Penalty 1498.661474 = -49946.112517 nChanged 8 SP:Iteration 15Q (1433.318048 sec): 3 clusters Score: Raw -51451.275697 + Penalty 1498.661474 = -49952.614223 nChanged 8 SP:Iteration 16Q (1433.332102 sec): 3 clusters Score: Raw -51456.080534 + Penalty 1498.661474 = -49957.419060 nChanged 3 SP:Iteration 17Q (1433.346121 sec): 3 clusters Score: Raw -51457.707142 + Penalty 1498.661474 = -49959.045669 nChanged 3 SP:Iteration 18Q (1433.360015 sec): 3 clusters Score: Raw -51459.407568 + Penalty 1498.661474 = -49960.746094 nChanged 3 SP:Iteration 19Q (1433.373884 sec): 3 clusters Score: Raw -51460.420070 + Penalty 1498.661474 = -49961.758596 nChanged 0 SP:Iteration 20F (1433.387642 sec): 3 clusters Score: Raw -51460.420070 + Penalty 1498.661474 = -49961.758596 nChanged 0 Trying to split cluster 12 (4253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1433.429090 sec): 2 clusters Score: Raw -203621.518708 + Penalty 877.314889 = -202744.203819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1433.475344 sec): 3 clusters Score: Raw -201392.933945 + Penalty 1754.629778 = -199638.304167 nChanged 1747 SP:Iteration 1F (1433.519274 sec): 3 clusters Score: Raw -202473.401609 + Penalty 1754.629778 = -200718.771831 nChanged 305 SP:Iteration 2F (1433.563048 sec): 3 clusters Score: Raw -202660.461454 + Penalty 1754.629778 = -200905.831676 nChanged 239 SP:Iteration 3F (1433.606768 sec): 3 clusters Score: Raw -202802.217951 + Penalty 1754.629778 = -201047.588173 nChanged 231 SP:Iteration 4F (1433.645985 sec): 3 clusters Score: Raw -202921.560281 + Penalty 1754.629778 = -201166.930503 nChanged 175 SP:Iteration 5Q (1433.686012 sec): 3 clusters Score: Raw -203020.359528 + Penalty 1754.629778 = -201265.729750 nChanged 173 SP:Iteration 6Q (1433.726202 sec): 3 clusters Score: Raw -203114.227576 + Penalty 1754.629778 = -201359.597798 nChanged 145 SP:Iteration 7Q (1433.847308 sec): 3 clusters Score: Raw -203198.163049 + Penalty 1754.629778 = -201443.533271 nChanged 137 SP:Iteration 8Q (1433.968443 sec): 3 clusters Score: Raw -203263.311108 + Penalty 1754.629778 = -201508.681330 nChanged 124 SP:Iteration 9Q (1434.089301 sec): 3 clusters Score: Raw -203333.521557 + Penalty 1754.629778 = -201578.891779 nChanged 110 SP:Iteration 10Q (1434.212021 sec): 3 clusters Score: Raw -203390.333805 + Penalty 1754.629778 = -201635.704027 nChanged 102 SP:Iteration 11Q (1434.334151 sec): 3 clusters Score: Raw -203451.082924 + Penalty 1754.629778 = -201696.453146 nChanged 110 SP:Iteration 12Q (1434.455063 sec): 3 clusters Score: Raw -203517.987718 + Penalty 1754.629778 = -201763.357940 nChanged 103 SP:Iteration 13Q (1434.564099 sec): 3 clusters Score: Raw -203589.146091 + Penalty 1754.629778 = -201834.516313 nChanged 104 SP:Iteration 14Q (1434.685041 sec): 3 clusters Score: Raw -203660.031705 + Penalty 1754.629778 = -201905.401927 nChanged 94 SP:Iteration 15Q (1434.746304 sec): 3 clusters Score: Raw -203712.321362 + Penalty 1754.629778 = -201957.691584 nChanged 101 SP:Iteration 16Q (1434.795599 sec): 3 clusters Score: Raw -203771.994302 + Penalty 1754.629778 = -202017.364524 nChanged 99 SP:Iteration 17Q (1434.843253 sec): 3 clusters Score: Raw -203839.782654 + Penalty 1754.629778 = -202085.152876 nChanged 100 SP:Iteration 18Q (1434.890936 sec): 3 clusters Score: Raw -203901.169380 + Penalty 1754.629778 = -202146.539602 nChanged 103 SP:Iteration 19Q (1434.938613 sec): 3 clusters Score: Raw -203975.094689 + Penalty 1754.629778 = -202220.464911 nChanged 93 SP:Iteration 20F (1434.985477 sec): 3 clusters Score: Raw -204031.006115 + Penalty 1754.629778 = -202276.376337 nChanged 82 SP:Iteration 21Q (1435.025943 sec): 3 clusters Score: Raw -204071.459174 + Penalty 1754.629778 = -202316.829396 nChanged 61 SP:Iteration 22Q (1435.066436 sec): 3 clusters Score: Raw -204095.973953 + Penalty 1754.629778 = -202341.344175 nChanged 50 SP:Iteration 23Q (1435.106826 sec): 3 clusters Score: Raw -204117.669132 + Penalty 1754.629778 = -202363.039354 nChanged 42 SP:Iteration 24Q (1435.146925 sec): 3 clusters Score: Raw -204134.840401 + Penalty 1754.629778 = -202380.210623 nChanged 31 SP:Iteration 25Q (1435.186802 sec): 3 clusters Score: Raw -204152.206950 + Penalty 1754.629778 = -202397.577172 nChanged 36 SP:Iteration 26Q (1435.226610 sec): 3 clusters Score: Raw -204174.908895 + Penalty 1754.629778 = -202420.279117 nChanged 52 SP:Iteration 27Q (1435.266643 sec): 3 clusters Score: Raw -204209.337993 + Penalty 1754.629778 = -202454.708215 nChanged 51 SP:Iteration 28Q (1435.306304 sec): 3 clusters Score: Raw -204240.279022 + Penalty 1754.629778 = -202485.649244 nChanged 54 SP:Iteration 29Q (1435.345523 sec): 3 clusters Score: Raw -204275.844815 + Penalty 1754.629778 = -202521.215037 nChanged 49 SP:Iteration 30Q (1435.385149 sec): 3 clusters Score: Raw -204323.391970 + Penalty 1754.629778 = -202568.762192 nChanged 55 SP:Iteration 31Q (1435.424332 sec): 3 clusters Score: Raw -204378.201499 + Penalty 1754.629778 = -202623.571721 nChanged 50 SP:Iteration 32Q (1435.463446 sec): 3 clusters Score: Raw -204411.688194 + Penalty 1754.629778 = -202657.058416 nChanged 29 SP:Iteration 33Q (1435.502381 sec): 3 clusters Score: Raw -204432.992988 + Penalty 1754.629778 = -202678.363210 nChanged 27 SP:Iteration 34Q (1435.541224 sec): 3 clusters Score: Raw -204452.713322 + Penalty 1754.629778 = -202698.083544 nChanged 18 SP:Iteration 35Q (1435.580000 sec): 3 clusters Score: Raw -204463.106647 + Penalty 1754.629778 = -202708.476869 nChanged 23 SP:Iteration 36Q (1435.618592 sec): 3 clusters Score: Raw -204476.158104 + Penalty 1754.629778 = -202721.528326 nChanged 22 SP:Iteration 37Q (1435.657084 sec): 3 clusters Score: Raw -204484.163995 + Penalty 1754.629778 = -202729.534217 nChanged 14 SP:Iteration 38Q (1435.695433 sec): 3 clusters Score: Raw -204488.820551 + Penalty 1754.629778 = -202734.190773 nChanged 10 SP:Iteration 39Q (1435.819910 sec): 3 clusters Score: Raw -204491.031046 + Penalty 1754.629778 = -202736.401268 nChanged 7 SP:Iteration 40F (1435.945631 sec): 3 clusters Score: Raw -204492.135163 + Penalty 1754.629778 = -202737.505385 nChanged 4 SP:Iteration 41Q (1436.064819 sec): 3 clusters Score: Raw -204493.027325 + Penalty 1754.629778 = -202738.397547 nChanged 3 SP:Iteration 42Q (1436.185593 sec): 3 clusters Score: Raw -204493.467207 + Penalty 1754.629778 = -202738.837429 nChanged 3 SP:Iteration 43Q (1436.303834 sec): 3 clusters Score: Raw -204493.862086 + Penalty 1754.629778 = -202739.232308 nChanged 1 SP:Iteration 44Q (1436.422538 sec): 3 clusters Score: Raw -204494.030573 + Penalty 1754.629778 = -202739.400795 nChanged 1 SP:Iteration 45Q (1436.542057 sec): 3 clusters Score: Raw -204494.143900 + Penalty 1754.629778 = -202739.514122 nChanged 0 SP:Iteration 46F (1436.663055 sec): 3 clusters Score: Raw -204494.143900 + Penalty 1754.629778 = -202739.514122 nChanged 0 Iteration 56F (1437.270441 sec): 14 clusters Score: Raw -1489549.379022 + Penalty 14262.060146 = -1475287.318876 nChanged 256 Iteration 57Q (1438.261423 sec): 14 clusters Score: Raw -1489713.346967 + Penalty 14262.060146 = -1475451.286820 nChanged 159 Iteration 58Q (1438.658233 sec): 14 clusters Score: Raw -1489800.235237 + Penalty 14262.060146 = -1475538.175090 nChanged 96 Writing temp clu file Because OldScore, -1475451.286820, is greater than current (better) Score,-1475538.175090 Compute initial score before splitting: Score: Raw -1489800.235237 + Penalty 14262.060146 = -1475538.175090 Trying to split cluster 1 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1438.699709 sec): 2 clusters Score: Raw -20006.490995 + Penalty 675.795789 = -19330.695206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1438.709147 sec): 3 clusters Score: Raw -19833.294744 + Penalty 1351.591577 = -18481.703166 nChanged 194 SP:Iteration 1F (1438.718100 sec): 3 clusters Score: Raw -20039.456752 + Penalty 1351.591577 = -18687.865175 nChanged 39 SP:Iteration 2F (1438.727033 sec): 3 clusters Score: Raw -20077.511998 + Penalty 1351.591577 = -18725.920421 nChanged 18 SP:Iteration 3Q (1438.736113 sec): 3 clusters Score: Raw -20101.031001 + Penalty 1351.591577 = -18749.439424 nChanged 17 SP:Iteration 4Q (1438.745589 sec): 3 clusters Score: Raw -20130.475632 + Penalty 1351.591577 = -18778.884054 nChanged 17 SP:Iteration 5Q (1438.756031 sec): 3 clusters Score: Raw -20151.209123 + Penalty 1351.591577 = -18799.617546 nChanged 11 SP:Iteration 6Q (1438.766091 sec): 3 clusters Score: Raw -20161.210127 + Penalty 1351.591577 = -18809.618550 nChanged 7 SP:Iteration 7Q (1438.776083 sec): 3 clusters Score: Raw -20164.596175 + Penalty 1351.591577 = -18813.004598 nChanged 3 SP:Iteration 8Q (1438.785965 sec): 3 clusters Score: Raw -20166.463160 + Penalty 1351.591577 = -18814.871583 nChanged 0 SP:Iteration 9F (1438.795862 sec): 3 clusters Score: Raw -20166.463160 + Penalty 1351.591577 = -18814.871583 nChanged 0 Trying to split cluster 2 (1351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1438.834524 sec): 2 clusters Score: Raw -63744.871274 + Penalty 756.903035 = -62987.968239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1438.852365 sec): 3 clusters Score: Raw -63164.082727 + Penalty 1513.806071 = -61650.276656 nChanged 475 SP:Iteration 1F (1438.869648 sec): 3 clusters Score: Raw -63498.150100 + Penalty 1513.806071 = -61984.344029 nChanged 119 SP:Iteration 2F (1438.886759 sec): 3 clusters Score: Raw -63605.618723 + Penalty 1513.806071 = -62091.812652 nChanged 93 SP:Iteration 3F (1438.903750 sec): 3 clusters Score: Raw -63692.685696 + Penalty 1513.806071 = -62178.879625 nChanged 62 SP:Iteration 4Q (1438.921347 sec): 3 clusters Score: Raw -63742.865393 + Penalty 1513.806071 = -62229.059322 nChanged 37 SP:Iteration 5Q (1439.045085 sec): 3 clusters Score: Raw -63769.267232 + Penalty 1513.806071 = -62255.461161 nChanged 20 SP:Iteration 6Q (1439.140375 sec): 3 clusters Score: Raw -63781.900611 + Penalty 1513.806071 = -62268.094541 nChanged 15 SP:Iteration 7Q (1439.253861 sec): 3 clusters Score: Raw -63793.406877 + Penalty 1513.806071 = -62279.600806 nChanged 17 SP:Iteration 8Q (1439.368887 sec): 3 clusters Score: Raw -63800.457728 + Penalty 1513.806071 = -62286.651657 nChanged 13 SP:Iteration 9Q (1439.483733 sec): 3 clusters Score: Raw -63806.052857 + Penalty 1513.806071 = -62292.246787 nChanged 10 SP:Iteration 10Q (1439.625039 sec): 3 clusters Score: Raw -63810.712365 + Penalty 1513.806071 = -62296.906294 nChanged 8 SP:Iteration 11Q (1439.737596 sec): 3 clusters Score: Raw -63813.357388 + Penalty 1513.806071 = -62299.551317 nChanged 7 SP:Iteration 12Q (1439.825460 sec): 3 clusters Score: Raw -63816.313078 + Penalty 1513.806071 = -62302.507007 nChanged 9 SP:Iteration 13Q (1439.942941 sec): 3 clusters Score: Raw -63820.338591 + Penalty 1513.806071 = -62306.532520 nChanged 9 SP:Iteration 14Q (1440.057105 sec): 3 clusters Score: Raw -63825.023965 + Penalty 1513.806071 = -62311.217894 nChanged 4 SP:Iteration 15Q (1440.171116 sec): 3 clusters Score: Raw -63826.720064 + Penalty 1513.806071 = -62312.913993 nChanged 4 SP:Iteration 16Q (1440.213724 sec): 3 clusters Score: Raw -63828.277962 + Penalty 1513.806071 = -62314.471891 nChanged 4 SP:Iteration 17Q (1440.229526 sec): 3 clusters Score: Raw -63829.721458 + Penalty 1513.806071 = -62315.915387 nChanged 1 SP:Iteration 18Q (1440.244624 sec): 3 clusters Score: Raw -63830.624214 + Penalty 1513.806071 = -62316.818143 nChanged 0 SP:Iteration 19F (1440.259477 sec): 3 clusters Score: Raw -63830.624214 + Penalty 1513.806071 = -62316.818143 nChanged 0 Trying to split cluster 3 (3121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1440.297279 sec): 2 clusters Score: Raw -140964.414720 + Penalty 844.820418 = -140119.594302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1440.329622 sec): 3 clusters Score: Raw -139374.824215 + Penalty 1689.640836 = -137685.183379 nChanged 1269 SP:Iteration 1F (1440.360162 sec): 3 clusters Score: Raw -140103.246959 + Penalty 1689.640836 = -138413.606123 nChanged 246 SP:Iteration 2F (1440.390368 sec): 3 clusters Score: Raw -140252.976239 + Penalty 1689.640836 = -138563.335403 nChanged 177 SP:Iteration 3F (1440.420148 sec): 3 clusters Score: Raw -140352.361083 + Penalty 1689.640836 = -138662.720247 nChanged 134 SP:Iteration 4Q (1440.532139 sec): 3 clusters Score: Raw -140448.072582 + Penalty 1689.640836 = -138758.431746 nChanged 149 SP:Iteration 5Q (1440.621783 sec): 3 clusters Score: Raw -140560.111231 + Penalty 1689.640836 = -138870.470396 nChanged 141 SP:Iteration 6Q (1440.728633 sec): 3 clusters Score: Raw -140661.517505 + Penalty 1689.640836 = -138971.876670 nChanged 120 SP:Iteration 7Q (1440.812437 sec): 3 clusters Score: Raw -140739.772823 + Penalty 1689.640836 = -139050.131987 nChanged 108 SP:Iteration 8Q (1440.844406 sec): 3 clusters Score: Raw -140830.273570 + Penalty 1689.640836 = -139140.632734 nChanged 111 SP:Iteration 9Q (1440.874753 sec): 3 clusters Score: Raw -140948.514512 + Penalty 1689.640836 = -139258.873676 nChanged 130 SP:Iteration 10Q (1440.904866 sec): 3 clusters Score: Raw -141109.270166 + Penalty 1689.640836 = -139419.629330 nChanged 119 SP:Iteration 11Q (1440.934933 sec): 3 clusters Score: Raw -141245.920666 + Penalty 1689.640836 = -139556.279831 nChanged 104 SP:Iteration 12Q (1440.964757 sec): 3 clusters Score: Raw -141351.291584 + Penalty 1689.640836 = -139661.650748 nChanged 88 SP:Iteration 13Q (1440.994464 sec): 3 clusters Score: Raw -141434.939183 + Penalty 1689.640836 = -139745.298347 nChanged 79 SP:Iteration 14Q (1441.024043 sec): 3 clusters Score: Raw -141497.857644 + Penalty 1689.640836 = -139808.216808 nChanged 71 SP:Iteration 15Q (1441.144821 sec): 3 clusters Score: Raw -141555.519333 + Penalty 1689.640836 = -139865.878497 nChanged 53 SP:Iteration 16Q (1441.302154 sec): 3 clusters Score: Raw -141593.301898 + Penalty 1689.640836 = -139903.661062 nChanged 37 SP:Iteration 17Q (1441.377433 sec): 3 clusters Score: Raw -141615.231595 + Penalty 1689.640836 = -139925.590759 nChanged 36 SP:Iteration 18Q (1441.500519 sec): 3 clusters Score: Raw -141635.958851 + Penalty 1689.640836 = -139946.318015 nChanged 30 SP:Iteration 19Q (1441.619013 sec): 3 clusters Score: Raw -141654.723307 + Penalty 1689.640836 = -139965.082471 nChanged 23 SP:Iteration 20F (1441.738251 sec): 3 clusters Score: Raw -141664.529880 + Penalty 1689.640836 = -139974.889044 nChanged 15 SP:Iteration 21Q (1441.853325 sec): 3 clusters Score: Raw -141668.833684 + Penalty 1689.640836 = -139979.192848 nChanged 9 SP:Iteration 22Q (1441.970663 sec): 3 clusters Score: Raw -141671.667157 + Penalty 1689.640836 = -139982.026321 nChanged 5 SP:Iteration 23Q (1442.088842 sec): 3 clusters Score: Raw -141672.996817 + Penalty 1689.640836 = -139983.355982 nChanged 3 SP:Iteration 24Q (1442.206143 sec): 3 clusters Score: Raw -141673.653587 + Penalty 1689.640836 = -139984.012752 nChanged 1 SP:Iteration 25Q (1442.309791 sec): 3 clusters Score: Raw -141673.990158 + Penalty 1689.640836 = -139984.349322 nChanged 1 SP:Iteration 26Q (1442.334494 sec): 3 clusters Score: Raw -141674.336186 + Penalty 1689.640836 = -139984.695350 nChanged 4 SP:Iteration 27Q (1442.363912 sec): 3 clusters Score: Raw -141675.193784 + Penalty 1689.640836 = -139985.552948 nChanged 2 SP:Iteration 28Q (1442.393245 sec): 3 clusters Score: Raw -141675.436838 + Penalty 1689.640836 = -139985.796002 nChanged 1 SP:Iteration 29Q (1442.423205 sec): 3 clusters Score: Raw -141675.536863 + Penalty 1689.640836 = -139985.896027 nChanged 1 SP:Iteration 30Q (1442.453249 sec): 3 clusters Score: Raw -141675.629462 + Penalty 1689.640836 = -139985.988626 nChanged 0 SP:Iteration 31F (1442.484028 sec): 3 clusters Score: Raw -141675.629462 + Penalty 1689.640836 = -139985.988626 nChanged 0 Trying to split cluster 4 (778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1442.571426 sec): 2 clusters Score: Raw -35242.857045 + Penalty 698.956285 = -34543.900760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1442.662351 sec): 3 clusters Score: Raw -34965.258223 + Penalty 1397.912570 = -33567.345653 nChanged 245 SP:Iteration 1F (1442.672504 sec): 3 clusters Score: Raw -35242.006998 + Penalty 1397.912570 = -33844.094428 nChanged 78 SP:Iteration 2F (1442.682588 sec): 3 clusters Score: Raw -35331.735463 + Penalty 1397.912570 = -33933.822893 nChanged 42 SP:Iteration 3F (1442.692547 sec): 3 clusters Score: Raw -35381.271395 + Penalty 1397.912570 = -33983.358825 nChanged 27 SP:Iteration 4Q (1442.702635 sec): 3 clusters Score: Raw -35410.905927 + Penalty 1397.912570 = -34012.993357 nChanged 19 SP:Iteration 5Q (1442.712726 sec): 3 clusters Score: Raw -35424.999760 + Penalty 1397.912570 = -34027.087190 nChanged 15 SP:Iteration 6Q (1442.722796 sec): 3 clusters Score: Raw -35440.418974 + Penalty 1397.912570 = -34042.506404 nChanged 12 SP:Iteration 7Q (1442.733152 sec): 3 clusters Score: Raw -35463.979996 + Penalty 1397.912570 = -34066.067426 nChanged 22 SP:Iteration 8Q (1442.743427 sec): 3 clusters Score: Raw -35493.577822 + Penalty 1397.912570 = -34095.665252 nChanged 12 SP:Iteration 9Q (1442.753617 sec): 3 clusters Score: Raw -35511.752048 + Penalty 1397.912570 = -34113.839478 nChanged 10 SP:Iteration 10Q (1442.763730 sec): 3 clusters Score: Raw -35524.462411 + Penalty 1397.912570 = -34126.549841 nChanged 11 SP:Iteration 11Q (1442.773743 sec): 3 clusters Score: Raw -35541.235523 + Penalty 1397.912570 = -34143.322953 nChanged 9 SP:Iteration 12Q (1442.783911 sec): 3 clusters Score: Raw -35553.576942 + Penalty 1397.912570 = -34155.664372 nChanged 10 SP:Iteration 13Q (1442.897383 sec): 3 clusters Score: Raw -35570.612055 + Penalty 1397.912570 = -34172.699485 nChanged 9 SP:Iteration 14Q (1443.016154 sec): 3 clusters Score: Raw -35586.793196 + Penalty 1397.912570 = -34188.880626 nChanged 6 SP:Iteration 15Q (1443.126048 sec): 3 clusters Score: Raw -35593.145408 + Penalty 1397.912570 = -34195.232838 nChanged 3 SP:Iteration 16Q (1443.248302 sec): 3 clusters Score: Raw -35596.474978 + Penalty 1397.912570 = -34198.562408 nChanged 4 SP:Iteration 17Q (1443.355104 sec): 3 clusters Score: Raw -35606.994191 + Penalty 1397.912570 = -34209.081621 nChanged 6 SP:Iteration 18Q (1443.441621 sec): 3 clusters Score: Raw -35626.322287 + Penalty 1397.912570 = -34228.409717 nChanged 6 SP:Iteration 19Q (1443.556948 sec): 3 clusters Score: Raw -35634.354767 + Penalty 1397.912570 = -34236.442196 nChanged 1 SP:Iteration 20F (1443.707059 sec): 3 clusters Score: Raw -35639.560890 + Penalty 1397.912570 = -34241.648319 nChanged 3 SP:Iteration 21Q (1443.799474 sec): 3 clusters Score: Raw -35645.763845 + Penalty 1397.912570 = -34247.851275 nChanged 0 SP:Iteration 22F (1443.878570 sec): 3 clusters Score: Raw -35645.763845 + Penalty 1397.912570 = -34247.851275 nChanged 0 Trying to split cluster 5 (3846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1443.923520 sec): 2 clusters Score: Raw -183110.808051 + Penalty 866.752837 = -182244.055214 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1443.967579 sec): 3 clusters Score: Raw -181020.455464 + Penalty 1733.505674 = -179286.949790 nChanged 1627 SP:Iteration 1F (1444.009054 sec): 3 clusters Score: Raw -182026.031251 + Penalty 1733.505674 = -180292.525577 nChanged 325 SP:Iteration 2F (1444.054090 sec): 3 clusters Score: Raw -182237.817536 + Penalty 1733.505674 = -180504.311862 nChanged 236 SP:Iteration 3F (1444.095382 sec): 3 clusters Score: Raw -182388.667326 + Penalty 1733.505674 = -180655.161652 nChanged 201 SP:Iteration 4F (1444.131701 sec): 3 clusters Score: Raw -182504.581589 + Penalty 1733.505674 = -180771.075914 nChanged 180 SP:Iteration 5Q (1444.168747 sec): 3 clusters Score: Raw -182600.597136 + Penalty 1733.505674 = -180867.091461 nChanged 140 SP:Iteration 6Q (1444.205611 sec): 3 clusters Score: Raw -182671.323194 + Penalty 1733.505674 = -180937.817519 nChanged 106 SP:Iteration 7Q (1444.242250 sec): 3 clusters Score: Raw -182722.023615 + Penalty 1733.505674 = -180988.517941 nChanged 96 SP:Iteration 8Q (1444.278766 sec): 3 clusters Score: Raw -182766.031667 + Penalty 1733.505674 = -181032.525992 nChanged 84 SP:Iteration 9Q (1444.317012 sec): 3 clusters Score: Raw -182808.294992 + Penalty 1733.505674 = -181074.789317 nChanged 67 SP:Iteration 10Q (1444.353429 sec): 3 clusters Score: Raw -182840.087457 + Penalty 1733.505674 = -181106.581783 nChanged 55 SP:Iteration 11Q (1444.389790 sec): 3 clusters Score: Raw -182867.893477 + Penalty 1733.505674 = -181134.387802 nChanged 57 SP:Iteration 12Q (1444.426011 sec): 3 clusters Score: Raw -182899.216769 + Penalty 1733.505674 = -181165.711095 nChanged 70 SP:Iteration 13Q (1444.462192 sec): 3 clusters Score: Raw -182941.237107 + Penalty 1733.505674 = -181207.731432 nChanged 66 SP:Iteration 14Q (1444.498131 sec): 3 clusters Score: Raw -182975.695343 + Penalty 1733.505674 = -181242.189669 nChanged 60 SP:Iteration 15Q (1444.533971 sec): 3 clusters Score: Raw -183007.931482 + Penalty 1733.505674 = -181274.425807 nChanged 61 SP:Iteration 16Q (1444.569652 sec): 3 clusters Score: Raw -183037.102881 + Penalty 1733.505674 = -181303.597206 nChanged 41 SP:Iteration 17Q (1444.605377 sec): 3 clusters Score: Raw -183057.151542 + Penalty 1733.505674 = -181323.645868 nChanged 42 SP:Iteration 18Q (1444.640992 sec): 3 clusters Score: Raw -183077.166485 + Penalty 1733.505674 = -181343.660810 nChanged 34 SP:Iteration 19Q (1444.676313 sec): 3 clusters Score: Raw -183095.082847 + Penalty 1733.505674 = -181361.577172 nChanged 24 SP:Iteration 20F (1444.794015 sec): 3 clusters Score: Raw -183105.163511 + Penalty 1733.505674 = -181371.657836 nChanged 21 SP:Iteration 21Q (1444.913144 sec): 3 clusters Score: Raw -183111.873282 + Penalty 1733.505674 = -181378.367608 nChanged 19 SP:Iteration 22Q (1445.033226 sec): 3 clusters Score: Raw -183120.178619 + Penalty 1733.505674 = -181386.672944 nChanged 22 SP:Iteration 23Q (1445.150197 sec): 3 clusters Score: Raw -183130.142100 + Penalty 1733.505674 = -181396.636426 nChanged 18 SP:Iteration 24Q (1445.259363 sec): 3 clusters Score: Raw -183138.411071 + Penalty 1733.505674 = -181404.905397 nChanged 18 SP:Iteration 25Q (1445.379620 sec): 3 clusters Score: Raw -183146.776534 + Penalty 1733.505674 = -181413.270859 nChanged 20 SP:Iteration 26Q (1445.500863 sec): 3 clusters Score: Raw -183153.856725 + Penalty 1733.505674 = -181420.351050 nChanged 19 SP:Iteration 27Q (1445.621714 sec): 3 clusters Score: Raw -183161.371477 + Penalty 1733.505674 = -181427.865802 nChanged 16 SP:Iteration 28Q (1445.657189 sec): 3 clusters Score: Raw -183167.052689 + Penalty 1733.505674 = -181433.547015 nChanged 9 SP:Iteration 29Q (1445.692150 sec): 3 clusters Score: Raw -183170.124539 + Penalty 1733.505674 = -181436.618865 nChanged 9 SP:Iteration 30Q (1445.727070 sec): 3 clusters Score: Raw -183174.959817 + Penalty 1733.505674 = -181441.454142 nChanged 11 SP:Iteration 31Q (1445.762032 sec): 3 clusters Score: Raw -183179.574655 + Penalty 1733.505674 = -181446.068980 nChanged 17 SP:Iteration 32Q (1445.796946 sec): 3 clusters Score: Raw -183187.613069 + Penalty 1733.505674 = -181454.107394 nChanged 16 SP:Iteration 33Q (1445.831763 sec): 3 clusters Score: Raw -183196.738352 + Penalty 1733.505674 = -181463.232678 nChanged 13 SP:Iteration 34Q (1445.866721 sec): 3 clusters Score: Raw -183205.068867 + Penalty 1733.505674 = -181471.563192 nChanged 14 SP:Iteration 35Q (1445.901600 sec): 3 clusters Score: Raw -183209.036741 + Penalty 1733.505674 = -181475.531066 nChanged 8 SP:Iteration 36Q (1445.936320 sec): 3 clusters Score: Raw -183211.948875 + Penalty 1733.505674 = -181478.443201 nChanged 7 SP:Iteration 37Q (1445.971077 sec): 3 clusters Score: Raw -183217.133135 + Penalty 1733.505674 = -181483.627461 nChanged 14 SP:Iteration 38Q (1446.005712 sec): 3 clusters Score: Raw -183225.303669 + Penalty 1733.505674 = -181491.797995 nChanged 16 SP:Iteration 39Q (1446.040550 sec): 3 clusters Score: Raw -183234.629706 + Penalty 1733.505674 = -181501.124032 nChanged 13 SP:Iteration 40F (1446.075929 sec): 3 clusters Score: Raw -183240.308195 + Penalty 1733.505674 = -181506.802520 nChanged 14 SP:Iteration 41Q (1446.110473 sec): 3 clusters Score: Raw -183247.999860 + Penalty 1733.505674 = -181514.494185 nChanged 14 SP:Iteration 42Q (1446.144914 sec): 3 clusters Score: Raw -183255.227443 + Penalty 1733.505674 = -181521.721768 nChanged 16 SP:Iteration 43Q (1446.179676 sec): 3 clusters Score: Raw -183264.717810 + Penalty 1733.505674 = -181531.212136 nChanged 10 SP:Iteration 44Q (1446.214308 sec): 3 clusters Score: Raw -183270.549413 + Penalty 1733.505674 = -181537.043739 nChanged 13 SP:Iteration 45Q (1446.248834 sec): 3 clusters Score: Raw -183276.779277 + Penalty 1733.505674 = -181543.273602 nChanged 9 SP:Iteration 46Q (1446.283282 sec): 3 clusters Score: Raw -183281.873877 + Penalty 1733.505674 = -181548.368202 nChanged 4 SP:Iteration 47Q (1446.317617 sec): 3 clusters Score: Raw -183285.312651 + Penalty 1733.505674 = -181551.806976 nChanged 8 SP:Iteration 48Q (1446.352852 sec): 3 clusters Score: Raw -183290.266769 + Penalty 1733.505674 = -181556.761094 nChanged 5 SP:Iteration 49Q (1446.387105 sec): 3 clusters Score: Raw -183292.482413 + Penalty 1733.505674 = -181558.976739 nChanged 6 SP:Iteration 50Q (1446.421489 sec): 3 clusters Score: Raw -183295.855388 + Penalty 1733.505674 = -181562.349714 nChanged 3 SP:Iteration 51Q (1446.538549 sec): 3 clusters Score: Raw -183297.097603 + Penalty 1733.505674 = -181563.591928 nChanged 2 SP:Iteration 52Q (1446.658407 sec): 3 clusters Score: Raw -183297.765791 + Penalty 1733.505674 = -181564.260117 nChanged 1 SP:Iteration 53Q (1446.772926 sec): 3 clusters Score: Raw -183298.527192 + Penalty 1733.505674 = -181565.021517 nChanged 1 SP:Iteration 54Q (1446.893708 sec): 3 clusters Score: Raw -183298.745555 + Penalty 1733.505674 = -181565.239881 nChanged 0 SP:Iteration 55F (1447.014957 sec): 3 clusters Score: Raw -183298.745555 + Penalty 1733.505674 = -181565.239881 nChanged 0 Trying to split cluster 6 (6846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1447.094402 sec): 2 clusters Score: Raw -337534.650715 + Penalty 927.299081 = -336607.351634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1447.166290 sec): 3 clusters Score: Raw -333625.365007 + Penalty 1854.598162 = -331770.766845 nChanged 2960 SP:Iteration 1F (1447.221669 sec): 3 clusters Score: Raw -335247.885483 + Penalty 1854.598162 = -333393.287321 nChanged 453 SP:Iteration 2F (1447.269460 sec): 3 clusters Score: Raw -335490.111944 + Penalty 1854.598162 = -333635.513782 nChanged 406 SP:Iteration 3F (1447.318062 sec): 3 clusters Score: Raw -335695.302356 + Penalty 1854.598162 = -333840.704194 nChanged 358 SP:Iteration 4F (1447.365604 sec): 3 clusters Score: Raw -335897.518002 + Penalty 1854.598162 = -334042.919840 nChanged 372 SP:Iteration 5F (1447.413673 sec): 3 clusters Score: Raw -336116.717870 + Penalty 1854.598162 = -334262.119708 nChanged 351 SP:Iteration 6F (1447.466589 sec): 3 clusters Score: Raw -336320.440661 + Penalty 1854.598162 = -334465.842499 nChanged 336 SP:Iteration 7Q (1447.520217 sec): 3 clusters Score: Raw -336525.000379 + Penalty 1854.598162 = -334670.402217 nChanged 331 SP:Iteration 8Q (1447.570963 sec): 3 clusters Score: Raw -336720.703704 + Penalty 1854.598162 = -334866.105542 nChanged 269 SP:Iteration 9Q (1447.620652 sec): 3 clusters Score: Raw -336848.486881 + Penalty 1854.598162 = -334993.888719 nChanged 217 SP:Iteration 10Q (1447.670355 sec): 3 clusters Score: Raw -336956.848980 + Penalty 1854.598162 = -335102.250818 nChanged 189 SP:Iteration 11Q (1447.721056 sec): 3 clusters Score: Raw -337048.142190 + Penalty 1854.598162 = -335193.544028 nChanged 175 SP:Iteration 12Q (1447.773042 sec): 3 clusters Score: Raw -337122.283243 + Penalty 1854.598162 = -335267.685081 nChanged 134 SP:Iteration 13Q (1447.825156 sec): 3 clusters Score: Raw -337177.040687 + Penalty 1854.598162 = -335322.442525 nChanged 111 SP:Iteration 14Q (1447.876903 sec): 3 clusters Score: Raw -337223.352713 + Penalty 1854.598162 = -335368.754551 nChanged 97 SP:Iteration 15Q (1447.929261 sec): 3 clusters Score: Raw -337262.635736 + Penalty 1854.598162 = -335408.037574 nChanged 94 SP:Iteration 16Q (1447.981074 sec): 3 clusters Score: Raw -337301.585925 + Penalty 1854.598162 = -335446.987763 nChanged 76 SP:Iteration 17Q (1448.033033 sec): 3 clusters Score: Raw -337334.657321 + Penalty 1854.598162 = -335480.059159 nChanged 82 SP:Iteration 18Q (1448.083541 sec): 3 clusters Score: Raw -337372.349958 + Penalty 1854.598162 = -335517.751796 nChanged 89 SP:Iteration 19Q (1448.132931 sec): 3 clusters Score: Raw -337410.008502 + Penalty 1854.598162 = -335555.410340 nChanged 79 SP:Iteration 20F (1448.181289 sec): 3 clusters Score: Raw -337439.451165 + Penalty 1854.598162 = -335584.853003 nChanged 72 SP:Iteration 21Q (1448.231160 sec): 3 clusters Score: Raw -337463.149036 + Penalty 1854.598162 = -335608.550874 nChanged 65 SP:Iteration 22Q (1448.282423 sec): 3 clusters Score: Raw -337486.908485 + Penalty 1854.598162 = -335632.310323 nChanged 50 SP:Iteration 23Q (1448.333891 sec): 3 clusters Score: Raw -337502.623898 + Penalty 1854.598162 = -335648.025736 nChanged 37 SP:Iteration 24Q (1448.385213 sec): 3 clusters Score: Raw -337512.690248 + Penalty 1854.598162 = -335658.092086 nChanged 34 SP:Iteration 25Q (1448.520210 sec): 3 clusters Score: Raw -337525.953856 + Penalty 1854.598162 = -335671.355694 nChanged 31 SP:Iteration 26Q (1448.646551 sec): 3 clusters Score: Raw -337534.880946 + Penalty 1854.598162 = -335680.282784 nChanged 34 SP:Iteration 27Q (1448.773687 sec): 3 clusters Score: Raw -337546.515415 + Penalty 1854.598162 = -335691.917253 nChanged 35 SP:Iteration 28Q (1448.929072 sec): 3 clusters Score: Raw -337556.591986 + Penalty 1854.598162 = -335701.993824 nChanged 38 SP:Iteration 29Q (1449.031846 sec): 3 clusters Score: Raw -337567.491807 + Penalty 1854.598162 = -335712.893645 nChanged 28 SP:Iteration 30Q (1449.152050 sec): 3 clusters Score: Raw -337576.296226 + Penalty 1854.598162 = -335721.698064 nChanged 22 SP:Iteration 31Q (1449.258932 sec): 3 clusters Score: Raw -337581.063408 + Penalty 1854.598162 = -335726.465246 nChanged 12 SP:Iteration 32Q (1449.378814 sec): 3 clusters Score: Raw -337583.439905 + Penalty 1854.598162 = -335728.841743 nChanged 18 SP:Iteration 33Q (1449.434814 sec): 3 clusters Score: Raw -337587.305856 + Penalty 1854.598162 = -335732.707694 nChanged 18 SP:Iteration 34Q (1449.483740 sec): 3 clusters Score: Raw -337590.975222 + Penalty 1854.598162 = -335736.377060 nChanged 17 SP:Iteration 35Q (1449.532499 sec): 3 clusters Score: Raw -337593.998951 + Penalty 1854.598162 = -335739.400789 nChanged 18 SP:Iteration 36Q (1449.581498 sec): 3 clusters Score: Raw -337596.900721 + Penalty 1854.598162 = -335742.302559 nChanged 7 SP:Iteration 37Q (1449.630052 sec): 3 clusters Score: Raw -337598.105645 + Penalty 1854.598162 = -335743.507483 nChanged 7 SP:Iteration 38Q (1449.709298 sec): 3 clusters Score: Raw -337599.629879 + Penalty 1854.598162 = -335745.031717 nChanged 8 SP:Iteration 39Q (1449.845403 sec): 3 clusters Score: Raw -337600.659622 + Penalty 1854.598162 = -335746.061460 nChanged 5 SP:Iteration 40F (1449.963724 sec): 3 clusters Score: Raw -337601.641000 + Penalty 1854.598162 = -335747.042838 nChanged 3 SP:Iteration 41Q (1450.092352 sec): 3 clusters Score: Raw -337602.352738 + Penalty 1854.598162 = -335747.754576 nChanged 3 SP:Iteration 42Q (1450.173364 sec): 3 clusters Score: Raw -337602.748574 + Penalty 1854.598162 = -335748.150412 nChanged 4 SP:Iteration 43Q (1450.228095 sec): 3 clusters Score: Raw -337603.087808 + Penalty 1854.598162 = -335748.489646 nChanged 4 SP:Iteration 44Q (1450.282614 sec): 3 clusters Score: Raw -337603.778132 + Penalty 1854.598162 = -335749.179970 nChanged 4 SP:Iteration 45Q (1450.330634 sec): 3 clusters Score: Raw -337604.330504 + Penalty 1854.598162 = -335749.732342 nChanged 2 SP:Iteration 46Q (1450.378521 sec): 3 clusters Score: Raw -337604.668679 + Penalty 1854.598162 = -335750.070517 nChanged 2 SP:Iteration 47Q (1450.426650 sec): 3 clusters Score: Raw -337605.054342 + Penalty 1854.598162 = -335750.456180 nChanged 3 SP:Iteration 48Q (1450.476777 sec): 3 clusters Score: Raw -337605.237163 + Penalty 1854.598162 = -335750.639001 nChanged 0 SP:Iteration 49F (1450.526847 sec): 3 clusters Score: Raw -337605.237163 + Penalty 1854.598162 = -335750.639001 nChanged 0 Trying to split cluster 7 (2905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1450.567155 sec): 2 clusters Score: Raw -136483.505136 + Penalty 837.289810 = -135646.215325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1450.596964 sec): 3 clusters Score: Raw -134954.522907 + Penalty 1674.579621 = -133279.943287 nChanged 1202 SP:Iteration 1F (1450.626213 sec): 3 clusters Score: Raw -135742.783922 + Penalty 1674.579621 = -134068.204301 nChanged 298 SP:Iteration 2F (1450.655545 sec): 3 clusters Score: Raw -135995.995877 + Penalty 1674.579621 = -134321.416256 nChanged 229 SP:Iteration 3F (1450.684834 sec): 3 clusters Score: Raw -136198.673118 + Penalty 1674.579621 = -134524.093498 nChanged 198 SP:Iteration 4F (1450.713965 sec): 3 clusters Score: Raw -136372.647221 + Penalty 1674.579621 = -134698.067600 nChanged 144 SP:Iteration 5Q (1450.839939 sec): 3 clusters Score: Raw -136493.761920 + Penalty 1674.579621 = -134819.182299 nChanged 102 SP:Iteration 6Q (1450.960350 sec): 3 clusters Score: Raw -136580.097089 + Penalty 1674.579621 = -134905.517468 nChanged 91 SP:Iteration 7Q (1451.082290 sec): 3 clusters Score: Raw -136662.315537 + Penalty 1674.579621 = -134987.735917 nChanged 86 SP:Iteration 8Q (1451.200885 sec): 3 clusters Score: Raw -136758.341203 + Penalty 1674.579621 = -135083.761583 nChanged 77 SP:Iteration 9Q (1451.317545 sec): 3 clusters Score: Raw -136843.197339 + Penalty 1674.579621 = -135168.617718 nChanged 77 SP:Iteration 10Q (1451.436767 sec): 3 clusters Score: Raw -136910.187446 + Penalty 1674.579621 = -135235.607825 nChanged 57 SP:Iteration 11Q (1451.547642 sec): 3 clusters Score: Raw -136949.379635 + Penalty 1674.579621 = -135274.800014 nChanged 36 SP:Iteration 12Q (1451.647837 sec): 3 clusters Score: Raw -136976.113691 + Penalty 1674.579621 = -135301.534070 nChanged 28 SP:Iteration 13Q (1451.760704 sec): 3 clusters Score: Raw -136992.422817 + Penalty 1674.579621 = -135317.843197 nChanged 22 SP:Iteration 14Q (1451.869183 sec): 3 clusters Score: Raw -137001.160150 + Penalty 1674.579621 = -135326.580530 nChanged 21 SP:Iteration 15Q (1451.983498 sec): 3 clusters Score: Raw -137011.439140 + Penalty 1674.579621 = -135336.859519 nChanged 16 SP:Iteration 16Q (1452.101054 sec): 3 clusters Score: Raw -137015.339646 + Penalty 1674.579621 = -135340.760025 nChanged 10 SP:Iteration 17Q (1452.194360 sec): 3 clusters Score: Raw -137018.796937 + Penalty 1674.579621 = -135344.217317 nChanged 9 SP:Iteration 18Q (1452.222269 sec): 3 clusters Score: Raw -137024.215511 + Penalty 1674.579621 = -135349.635890 nChanged 5 SP:Iteration 19Q (1452.249793 sec): 3 clusters Score: Raw -137026.357630 + Penalty 1674.579621 = -135351.778010 nChanged 5 SP:Iteration 20F (1452.279115 sec): 3 clusters Score: Raw -137029.454196 + Penalty 1674.579621 = -135354.874575 nChanged 3 SP:Iteration 21Q (1452.308525 sec): 3 clusters Score: Raw -137029.877817 + Penalty 1674.579621 = -135355.298196 nChanged 2 SP:Iteration 22Q (1452.337704 sec): 3 clusters Score: Raw -137030.158244 + Penalty 1674.579621 = -135355.578623 nChanged 0 SP:Iteration 23F (1452.373823 sec): 3 clusters Score: Raw -137030.158244 + Penalty 1674.579621 = -135355.578623 nChanged 0 Trying to split cluster 8 (1264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1452.406193 sec): 2 clusters Score: Raw -47611.408478 + Penalty 749.913840 = -46861.494637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1452.421507 sec): 3 clusters Score: Raw -47041.894772 + Penalty 1499.827681 = -45542.067091 nChanged 439 SP:Iteration 1F (1452.435947 sec): 3 clusters Score: Raw -47389.559307 + Penalty 1499.827681 = -45889.731627 nChanged 126 SP:Iteration 2F (1452.450433 sec): 3 clusters Score: Raw -47502.283266 + Penalty 1499.827681 = -46002.455585 nChanged 79 SP:Iteration 3F (1452.467234 sec): 3 clusters Score: Raw -47574.252340 + Penalty 1499.827681 = -46074.424659 nChanged 58 SP:Iteration 4Q (1452.484361 sec): 3 clusters Score: Raw -47617.904799 + Penalty 1499.827681 = -46118.077118 nChanged 41 SP:Iteration 5Q (1452.501392 sec): 3 clusters Score: Raw -47648.517961 + Penalty 1499.827681 = -46148.690280 nChanged 36 SP:Iteration 6Q (1452.518436 sec): 3 clusters Score: Raw -47676.107834 + Penalty 1499.827681 = -46176.280153 nChanged 27 SP:Iteration 7Q (1452.533410 sec): 3 clusters Score: Raw -47697.940950 + Penalty 1499.827681 = -46198.113269 nChanged 30 SP:Iteration 8Q (1452.547947 sec): 3 clusters Score: Raw -47723.796471 + Penalty 1499.827681 = -46223.968791 nChanged 22 SP:Iteration 9Q (1452.562317 sec): 3 clusters Score: Raw -47738.204675 + Penalty 1499.827681 = -46238.376994 nChanged 32 SP:Iteration 10Q (1452.658472 sec): 3 clusters Score: Raw -47765.472118 + Penalty 1499.827681 = -46265.644437 nChanged 31 SP:Iteration 11Q (1452.754764 sec): 3 clusters Score: Raw -47788.943050 + Penalty 1499.827681 = -46289.115370 nChanged 22 SP:Iteration 12Q (1452.871787 sec): 3 clusters Score: Raw -47804.582661 + Penalty 1499.827681 = -46304.754981 nChanged 19 SP:Iteration 13Q (1452.969831 sec): 3 clusters Score: Raw -47828.568502 + Penalty 1499.827681 = -46328.740821 nChanged 20 SP:Iteration 14Q (1453.053437 sec): 3 clusters Score: Raw -47846.658123 + Penalty 1499.827681 = -46346.830442 nChanged 17 SP:Iteration 15Q (1453.166951 sec): 3 clusters Score: Raw -47860.196225 + Penalty 1499.827681 = -46360.368544 nChanged 14 SP:Iteration 16Q (1453.261865 sec): 3 clusters Score: Raw -47873.500537 + Penalty 1499.827681 = -46373.672857 nChanged 13 SP:Iteration 17Q (1453.375899 sec): 3 clusters Score: Raw -47883.847071 + Penalty 1499.827681 = -46384.019390 nChanged 15 SP:Iteration 18Q (1453.490454 sec): 3 clusters Score: Raw -47894.299009 + Penalty 1499.827681 = -46394.471328 nChanged 10 SP:Iteration 19Q (1453.543267 sec): 3 clusters Score: Raw -47904.615654 + Penalty 1499.827681 = -46404.787973 nChanged 9 SP:Iteration 20F (1453.557424 sec): 3 clusters Score: Raw -47912.404451 + Penalty 1499.827681 = -46412.576771 nChanged 10 SP:Iteration 21Q (1453.571575 sec): 3 clusters Score: Raw -47924.121395 + Penalty 1499.827681 = -46424.293714 nChanged 5 SP:Iteration 22Q (1453.585759 sec): 3 clusters Score: Raw -47928.593070 + Penalty 1499.827681 = -46428.765390 nChanged 6 SP:Iteration 23Q (1453.600101 sec): 3 clusters Score: Raw -47931.864381 + Penalty 1499.827681 = -46432.036701 nChanged 1 SP:Iteration 24Q (1453.614188 sec): 3 clusters Score: Raw -47932.462160 + Penalty 1499.827681 = -46432.634480 nChanged 0 SP:Iteration 25F (1453.644493 sec): 3 clusters Score: Raw -47932.462160 + Penalty 1499.827681 = -46432.634480 nChanged 0 Trying to split cluster 9 (1106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1453.675500 sec): 2 clusters Score: Raw -38595.657984 + Penalty 735.893044 = -37859.764940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1453.688709 sec): 3 clusters Score: Raw -38237.060503 + Penalty 1471.786088 = -36765.274415 nChanged 393 SP:Iteration 1F (1453.701238 sec): 3 clusters Score: Raw -38550.805630 + Penalty 1471.786088 = -37079.019542 nChanged 83 SP:Iteration 2F (1453.713767 sec): 3 clusters Score: Raw -38625.400441 + Penalty 1471.786088 = -37153.614352 nChanged 49 SP:Iteration 3Q (1453.726665 sec): 3 clusters Score: Raw -38681.316261 + Penalty 1471.786088 = -37209.530173 nChanged 32 SP:Iteration 4Q (1453.739373 sec): 3 clusters Score: Raw -38715.658766 + Penalty 1471.786088 = -37243.872677 nChanged 36 SP:Iteration 5Q (1453.752133 sec): 3 clusters Score: Raw -38749.178918 + Penalty 1471.786088 = -37277.392830 nChanged 34 SP:Iteration 6Q (1453.764846 sec): 3 clusters Score: Raw -38777.836703 + Penalty 1471.786088 = -37306.050614 nChanged 23 SP:Iteration 7Q (1453.777532 sec): 3 clusters Score: Raw -38806.526279 + Penalty 1471.786088 = -37334.740190 nChanged 17 SP:Iteration 8Q (1453.790444 sec): 3 clusters Score: Raw -38829.222878 + Penalty 1471.786088 = -37357.436790 nChanged 17 SP:Iteration 9Q (1453.803082 sec): 3 clusters Score: Raw -38848.951698 + Penalty 1471.786088 = -37377.165610 nChanged 17 SP:Iteration 10Q (1453.815755 sec): 3 clusters Score: Raw -38875.105874 + Penalty 1471.786088 = -37403.319785 nChanged 20 SP:Iteration 11Q (1453.845175 sec): 3 clusters Score: Raw -38890.106894 + Penalty 1471.786088 = -37418.320805 nChanged 13 SP:Iteration 12Q (1453.857894 sec): 3 clusters Score: Raw -38900.359323 + Penalty 1471.786088 = -37428.573235 nChanged 8 SP:Iteration 13Q (1453.870345 sec): 3 clusters Score: Raw -38906.487845 + Penalty 1471.786088 = -37434.701757 nChanged 7 SP:Iteration 14Q (1453.882896 sec): 3 clusters Score: Raw -38909.871647 + Penalty 1471.786088 = -37438.085559 nChanged 5 SP:Iteration 15Q (1453.959185 sec): 3 clusters Score: Raw -38913.504942 + Penalty 1471.786088 = -37441.718854 nChanged 6 SP:Iteration 16Q (1454.076946 sec): 3 clusters Score: Raw -38920.152461 + Penalty 1471.786088 = -37448.366373 nChanged 6 SP:Iteration 17Q (1454.179806 sec): 3 clusters Score: Raw -38924.085649 + Penalty 1471.786088 = -37452.299561 nChanged 5 SP:Iteration 18Q (1454.276507 sec): 3 clusters Score: Raw -38926.631539 + Penalty 1471.786088 = -37454.845451 nChanged 3 SP:Iteration 19Q (1454.384028 sec): 3 clusters Score: Raw -38928.323252 + Penalty 1471.786088 = -37456.537163 nChanged 4 SP:Iteration 20F (1454.490330 sec): 3 clusters Score: Raw -38930.570346 + Penalty 1471.786088 = -37458.784258 nChanged 1 SP:Iteration 21Q (1454.595367 sec): 3 clusters Score: Raw -38930.811087 + Penalty 1471.786088 = -37459.024999 nChanged 0 SP:Iteration 22F (1454.684311 sec): 3 clusters Score: Raw -38930.811087 + Penalty 1471.786088 = -37459.024999 nChanged 0 Trying to split cluster 10 (872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1454.736655 sec): 2 clusters Score: Raw -23224.692383 + Penalty 710.932890 = -22513.759493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1454.839919 sec): 3 clusters Score: Raw -22923.307482 + Penalty 1421.865779 = -21501.441703 nChanged 302 SP:Iteration 1F (1454.952361 sec): 3 clusters Score: Raw -23272.078817 + Penalty 1421.865779 = -21850.213038 nChanged 85 SP:Iteration 2F (1454.993902 sec): 3 clusters Score: Raw -23384.667694 + Penalty 1421.865779 = -21962.801915 nChanged 45 SP:Iteration 3F (1455.005315 sec): 3 clusters Score: Raw -23433.284856 + Penalty 1421.865779 = -22011.419076 nChanged 27 SP:Iteration 4Q (1455.016286 sec): 3 clusters Score: Raw -23461.931537 + Penalty 1421.865779 = -22040.065758 nChanged 26 SP:Iteration 5Q (1455.027177 sec): 3 clusters Score: Raw -23484.831318 + Penalty 1421.865779 = -22062.965539 nChanged 13 SP:Iteration 6Q (1455.037992 sec): 3 clusters Score: Raw -23501.708556 + Penalty 1421.865779 = -22079.842777 nChanged 10 SP:Iteration 7Q (1455.048827 sec): 3 clusters Score: Raw -23513.877179 + Penalty 1421.865779 = -22092.011400 nChanged 6 SP:Iteration 8Q (1455.059875 sec): 3 clusters Score: Raw -23517.644368 + Penalty 1421.865779 = -22095.778589 nChanged 4 SP:Iteration 9Q (1455.072294 sec): 3 clusters Score: Raw -23519.150962 + Penalty 1421.865779 = -22097.285183 nChanged 1 SP:Iteration 10Q (1455.084463 sec): 3 clusters Score: Raw -23519.593959 + Penalty 1421.865779 = -22097.728180 nChanged 0 SP:Iteration 11F (1455.096508 sec): 3 clusters Score: Raw -23519.593959 + Penalty 1421.865779 = -22097.728180 nChanged 0 Trying to split cluster 11 (1286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1455.128611 sec): 2 clusters Score: Raw -52264.532700 + Penalty 751.725650 = -51512.807050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1455.143596 sec): 3 clusters Score: Raw -51693.568138 + Penalty 1503.451300 = -50190.116838 nChanged 476 SP:Iteration 1F (1455.157669 sec): 3 clusters Score: Raw -52095.582882 + Penalty 1503.451300 = -50592.131582 nChanged 155 SP:Iteration 2F (1455.171870 sec): 3 clusters Score: Raw -52280.590340 + Penalty 1503.451300 = -50777.139040 nChanged 110 SP:Iteration 3F (1455.186115 sec): 3 clusters Score: Raw -52393.355555 + Penalty 1503.451300 = -50889.904255 nChanged 68 SP:Iteration 4F (1455.200204 sec): 3 clusters Score: Raw -52466.257850 + Penalty 1503.451300 = -50962.806550 nChanged 43 SP:Iteration 5Q (1455.214525 sec): 3 clusters Score: Raw -52500.350593 + Penalty 1503.451300 = -50996.899293 nChanged 25 SP:Iteration 6Q (1455.228821 sec): 3 clusters Score: Raw -52513.219180 + Penalty 1503.451300 = -51009.767880 nChanged 9 SP:Iteration 7Q (1455.243065 sec): 3 clusters Score: Raw -52519.190542 + Penalty 1503.451300 = -51015.739242 nChanged 13 SP:Iteration 8Q (1455.357309 sec): 3 clusters Score: Raw -52528.434383 + Penalty 1503.451300 = -51024.983083 nChanged 19 SP:Iteration 9Q (1455.472759 sec): 3 clusters Score: Raw -52554.670085 + Penalty 1503.451300 = -51051.218785 nChanged 19 SP:Iteration 10Q (1455.588000 sec): 3 clusters Score: Raw -52576.593378 + Penalty 1503.451300 = -51073.142078 nChanged 21 SP:Iteration 11Q (1455.704089 sec): 3 clusters Score: Raw -52592.935784 + Penalty 1503.451300 = -51089.484484 nChanged 11 SP:Iteration 12Q (1455.791920 sec): 3 clusters Score: Raw -52602.638046 + Penalty 1503.451300 = -51099.186746 nChanged 8 SP:Iteration 13Q (1455.906214 sec): 3 clusters Score: Raw -52610.330101 + Penalty 1503.451300 = -51106.878801 nChanged 8 SP:Iteration 14Q (1456.021491 sec): 3 clusters Score: Raw -52616.332817 + Penalty 1503.451300 = -51112.881517 nChanged 13 SP:Iteration 15Q (1456.129131 sec): 3 clusters Score: Raw -52626.182642 + Penalty 1503.451300 = -51122.731342 nChanged 8 SP:Iteration 16Q (1456.236315 sec): 3 clusters Score: Raw -52632.731076 + Penalty 1503.451300 = -51129.279776 nChanged 3 SP:Iteration 17Q (1456.347822 sec): 3 clusters Score: Raw -52634.967898 + Penalty 1503.451300 = -51131.516598 nChanged 3 SP:Iteration 18Q (1456.465443 sec): 3 clusters Score: Raw -52636.197819 + Penalty 1503.451300 = -51132.746519 nChanged 3 SP:Iteration 19Q (1456.560989 sec): 3 clusters Score: Raw -52637.289637 + Penalty 1503.451300 = -51133.838337 nChanged 1 SP:Iteration 20F (1456.670900 sec): 3 clusters Score: Raw -52637.962146 + Penalty 1503.451300 = -51134.510846 nChanged 1 SP:Iteration 21Q (1456.784927 sec): 3 clusters Score: Raw -52638.237380 + Penalty 1503.451300 = -51134.786080 nChanged 1 SP:Iteration 22Q (1456.877434 sec): 3 clusters Score: Raw -52639.289028 + Penalty 1503.451300 = -51135.837728 nChanged 2 SP:Iteration 23Q (1456.891726 sec): 3 clusters Score: Raw -52641.666544 + Penalty 1503.451300 = -51138.215244 nChanged 3 SP:Iteration 24Q (1456.906144 sec): 3 clusters Score: Raw -52643.493818 + Penalty 1503.451300 = -51140.042518 nChanged 1 SP:Iteration 25Q (1456.920183 sec): 3 clusters Score: Raw -52644.289550 + Penalty 1503.451300 = -51140.838250 nChanged 2 SP:Iteration 26Q (1456.934334 sec): 3 clusters Score: Raw -52644.698688 + Penalty 1503.451300 = -51141.247388 nChanged 2 SP:Iteration 27Q (1456.948518 sec): 3 clusters Score: Raw -52645.371225 + Penalty 1503.451300 = -51141.919925 nChanged 1 SP:Iteration 28Q (1456.962618 sec): 3 clusters Score: Raw -52646.507857 + Penalty 1503.451300 = -51143.056557 nChanged 1 SP:Iteration 29Q (1456.976711 sec): 3 clusters Score: Raw -52646.819815 + Penalty 1503.451300 = -51143.368515 nChanged 2 SP:Iteration 30Q (1456.990718 sec): 3 clusters Score: Raw -52648.090271 + Penalty 1503.451300 = -51144.638971 nChanged 0 SP:Iteration 31F (1457.004660 sec): 3 clusters Score: Raw -52648.090271 + Penalty 1503.451300 = -51144.638971 nChanged 0 Trying to split cluster 12 (4274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1457.046448 sec): 2 clusters Score: Raw -204553.817458 + Penalty 877.832071 = -203675.985388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1457.087382 sec): 3 clusters Score: Raw -202292.529028 + Penalty 1755.664142 = -200536.864886 nChanged 1804 SP:Iteration 1F (1457.130706 sec): 3 clusters Score: Raw -203369.476974 + Penalty 1755.664142 = -201613.812833 nChanged 314 SP:Iteration 2F (1457.174496 sec): 3 clusters Score: Raw -203543.460984 + Penalty 1755.664142 = -201787.796843 nChanged 255 SP:Iteration 3F (1457.217975 sec): 3 clusters Score: Raw -203694.343432 + Penalty 1755.664142 = -201938.679290 nChanged 237 SP:Iteration 4F (1457.261786 sec): 3 clusters Score: Raw -203847.362842 + Penalty 1755.664142 = -202091.698700 nChanged 234 SP:Iteration 5F (1457.305180 sec): 3 clusters Score: Raw -203995.626376 + Penalty 1755.664142 = -202239.962234 nChanged 208 SP:Iteration 6Q (1457.428776 sec): 3 clusters Score: Raw -204131.272306 + Penalty 1755.664142 = -202375.608164 nChanged 192 SP:Iteration 7Q (1457.558828 sec): 3 clusters Score: Raw -204272.961587 + Penalty 1755.664142 = -202517.297446 nChanged 185 SP:Iteration 8Q (1457.676822 sec): 3 clusters Score: Raw -204391.246403 + Penalty 1755.664142 = -202635.582262 nChanged 139 SP:Iteration 9Q (1457.794674 sec): 3 clusters Score: Raw -204483.767221 + Penalty 1755.664142 = -202728.103079 nChanged 117 SP:Iteration 10Q (1457.915119 sec): 3 clusters Score: Raw -204548.218347 + Penalty 1755.664142 = -202792.554205 nChanged 76 SP:Iteration 11Q (1458.035785 sec): 3 clusters Score: Raw -204587.121836 + Penalty 1755.664142 = -202831.457695 nChanged 56 SP:Iteration 12Q (1458.153412 sec): 3 clusters Score: Raw -204614.003992 + Penalty 1755.664142 = -202858.339851 nChanged 43 SP:Iteration 13Q (1458.295466 sec): 3 clusters Score: Raw -204636.461671 + Penalty 1755.664142 = -202880.797529 nChanged 40 SP:Iteration 14Q (1458.402854 sec): 3 clusters Score: Raw -204654.655206 + Penalty 1755.664142 = -202898.991064 nChanged 32 SP:Iteration 15Q (1458.501043 sec): 3 clusters Score: Raw -204670.843497 + Penalty 1755.664142 = -202915.179356 nChanged 29 SP:Iteration 16Q (1458.541182 sec): 3 clusters Score: Raw -204682.562948 + Penalty 1755.664142 = -202926.898807 nChanged 19 SP:Iteration 17Q (1458.580823 sec): 3 clusters Score: Raw -204690.292623 + Penalty 1755.664142 = -202934.628482 nChanged 15 SP:Iteration 18Q (1458.620310 sec): 3 clusters Score: Raw -204696.326662 + Penalty 1755.664142 = -202940.662520 nChanged 18 SP:Iteration 19Q (1458.659746 sec): 3 clusters Score: Raw -204703.215578 + Penalty 1755.664142 = -202947.551436 nChanged 17 SP:Iteration 20F (1458.698350 sec): 3 clusters Score: Raw -204711.159382 + Penalty 1755.664142 = -202955.495240 nChanged 8 SP:Iteration 21Q (1458.737817 sec): 3 clusters Score: Raw -204714.732883 + Penalty 1755.664142 = -202959.068742 nChanged 4 SP:Iteration 22Q (1458.776737 sec): 3 clusters Score: Raw -204716.228129 + Penalty 1755.664142 = -202960.563987 nChanged 3 SP:Iteration 23Q (1458.815832 sec): 3 clusters Score: Raw -204717.218142 + Penalty 1755.664142 = -202961.554001 nChanged 4 SP:Iteration 24Q (1458.855000 sec): 3 clusters Score: Raw -204718.578107 + Penalty 1755.664142 = -202962.913965 nChanged 3 SP:Iteration 25Q (1458.894034 sec): 3 clusters Score: Raw -204719.106544 + Penalty 1755.664142 = -202963.442403 nChanged 3 SP:Iteration 26Q (1458.933248 sec): 3 clusters Score: Raw -204719.767693 + Penalty 1755.664142 = -202964.103551 nChanged 2 SP:Iteration 27Q (1458.972340 sec): 3 clusters Score: Raw -204720.207666 + Penalty 1755.664142 = -202964.543525 nChanged 0 SP:Iteration 28F (1459.010816 sec): 3 clusters Score: Raw -204720.207666 + Penalty 1755.664142 = -202964.543525 nChanged 0 Trying to split cluster 13 (6185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1459.082089 sec): 2 clusters Score: Raw -285689.770148 + Penalty 916.637640 = -284773.132508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1459.282919 sec): 3 clusters Score: Raw -282144.152132 + Penalty 1833.275280 = -280310.876852 nChanged 2658 SP:Iteration 1F (1459.381617 sec): 3 clusters Score: Raw -283687.837656 + Penalty 1833.275280 = -281854.562376 nChanged 459 SP:Iteration 2F (1459.429993 sec): 3 clusters Score: Raw -283974.768385 + Penalty 1833.275280 = -282141.493105 nChanged 443 SP:Iteration 3F (1459.481471 sec): 3 clusters Score: Raw -284294.300601 + Penalty 1833.275280 = -282461.025321 nChanged 481 SP:Iteration 4F (1459.533787 sec): 3 clusters Score: Raw -284678.432136 + Penalty 1833.275280 = -282845.156856 nChanged 489 SP:Iteration 5F (1459.585781 sec): 3 clusters Score: Raw -285058.658002 + Penalty 1833.275280 = -283225.382722 nChanged 351 SP:Iteration 6F (1459.661114 sec): 3 clusters Score: Raw -285313.671510 + Penalty 1833.275280 = -283480.396230 nChanged 256 SP:Iteration 7Q (1459.809429 sec): 3 clusters Score: Raw -285495.049143 + Penalty 1833.275280 = -283661.773863 nChanged 178 SP:Iteration 8Q (1459.934151 sec): 3 clusters Score: Raw -285618.385796 + Penalty 1833.275280 = -283785.110516 nChanged 137 SP:Iteration 9Q (1460.042067 sec): 3 clusters Score: Raw -285701.738058 + Penalty 1833.275280 = -283868.462778 nChanged 105 SP:Iteration 10Q (1460.183045 sec): 3 clusters Score: Raw -285767.620876 + Penalty 1833.275280 = -283934.345596 nChanged 89 SP:Iteration 11Q (1460.297197 sec): 3 clusters Score: Raw -285850.929680 + Penalty 1833.275280 = -284017.654401 nChanged 74 SP:Iteration 12Q (1460.431939 sec): 3 clusters Score: Raw -285922.177805 + Penalty 1833.275280 = -284088.902525 nChanged 84 SP:Iteration 13Q (1460.479336 sec): 3 clusters Score: Raw -285983.213325 + Penalty 1833.275280 = -284149.938045 nChanged 69 SP:Iteration 14Q (1460.541358 sec): 3 clusters Score: Raw -286014.724580 + Penalty 1833.275280 = -284181.449301 nChanged 43 SP:Iteration 15Q (1460.602650 sec): 3 clusters Score: Raw -286033.021340 + Penalty 1833.275280 = -284199.746060 nChanged 24 SP:Iteration 16Q (1460.654062 sec): 3 clusters Score: Raw -286046.386404 + Penalty 1833.275280 = -284213.111124 nChanged 28 SP:Iteration 17Q (1460.699977 sec): 3 clusters Score: Raw -286064.729015 + Penalty 1833.275280 = -284231.453736 nChanged 29 SP:Iteration 18Q (1460.745890 sec): 3 clusters Score: Raw -286076.724230 + Penalty 1833.275280 = -284243.448950 nChanged 15 SP:Iteration 19Q (1460.791865 sec): 3 clusters Score: Raw -286081.543387 + Penalty 1833.275280 = -284248.268108 nChanged 15 SP:Iteration 20F (1460.841058 sec): 3 clusters Score: Raw -286086.426554 + Penalty 1833.275280 = -284253.151274 nChanged 15 SP:Iteration 21Q (1460.889420 sec): 3 clusters Score: Raw -286092.357910 + Penalty 1833.275280 = -284259.082630 nChanged 15 SP:Iteration 22Q (1460.937673 sec): 3 clusters Score: Raw -286098.192122 + Penalty 1833.275280 = -284264.916843 nChanged 19 SP:Iteration 23Q (1460.985096 sec): 3 clusters Score: Raw -286103.928375 + Penalty 1833.275280 = -284270.653095 nChanged 11 SP:Iteration 24Q (1461.030773 sec): 3 clusters Score: Raw -286107.391707 + Penalty 1833.275280 = -284274.116427 nChanged 9 SP:Iteration 25Q (1461.076959 sec): 3 clusters Score: Raw -286110.198649 + Penalty 1833.275280 = -284276.923369 nChanged 6 SP:Iteration 26Q (1461.122851 sec): 3 clusters Score: Raw -286112.229494 + Penalty 1833.275280 = -284278.954214 nChanged 11 SP:Iteration 27Q (1461.170245 sec): 3 clusters Score: Raw -286115.709821 + Penalty 1833.275280 = -284282.434542 nChanged 14 SP:Iteration 28Q (1461.217798 sec): 3 clusters Score: Raw -286121.518915 + Penalty 1833.275280 = -284288.243635 nChanged 13 SP:Iteration 29Q (1461.265173 sec): 3 clusters Score: Raw -286125.976044 + Penalty 1833.275280 = -284292.700764 nChanged 11 SP:Iteration 30Q (1461.312940 sec): 3 clusters Score: Raw -286128.899461 + Penalty 1833.275280 = -284295.624182 nChanged 8 SP:Iteration 31Q (1461.360383 sec): 3 clusters Score: Raw -286131.158217 + Penalty 1833.275280 = -284297.882937 nChanged 6 SP:Iteration 32Q (1461.407931 sec): 3 clusters Score: Raw -286133.267220 + Penalty 1833.275280 = -284299.991940 nChanged 7 SP:Iteration 33Q (1461.455522 sec): 3 clusters Score: Raw -286135.312036 + Penalty 1833.275280 = -284302.036756 nChanged 5 SP:Iteration 34Q (1461.502606 sec): 3 clusters Score: Raw -286136.227686 + Penalty 1833.275280 = -284302.952406 nChanged 3 SP:Iteration 35Q (1461.548040 sec): 3 clusters Score: Raw -286137.767430 + Penalty 1833.275280 = -284304.492150 nChanged 7 SP:Iteration 36Q (1461.593538 sec): 3 clusters Score: Raw -286139.847850 + Penalty 1833.275280 = -284306.572570 nChanged 2 SP:Iteration 37Q (1461.638860 sec): 3 clusters Score: Raw -286140.792866 + Penalty 1833.275280 = -284307.517586 nChanged 2 SP:Iteration 38Q (1461.777260 sec): 3 clusters Score: Raw -286141.011718 + Penalty 1833.275280 = -284307.736438 nChanged 0 SP:Iteration 39F (1461.918513 sec): 3 clusters Score: Raw -286141.011718 + Penalty 1833.275280 = -284307.736438 nChanged 0 Iteration 59Q (1462.596565 sec): 14 clusters Score: Raw -1489842.905056 + Penalty 14262.060146 = -1475580.844910 nChanged 68 Iteration 60F (1463.302897 sec): 14 clusters Score: Raw -1489887.371546 + Penalty 14262.060146 = -1475625.311400 nChanged 64 Iteration 61Q (1463.696899 sec): 14 clusters Score: Raw -1489920.912623 + Penalty 14262.060146 = -1475658.852476 nChanged 68 Iteration 62Q (1464.117585 sec): 14 clusters Score: Raw -1489944.557342 + Penalty 14262.060146 = -1475682.497195 nChanged 41 Iteration 63Q (1464.533194 sec): 14 clusters Score: Raw -1489961.075223 + Penalty 14262.060146 = -1475699.015076 nChanged 44 Iteration 64Q (1464.881693 sec): 14 clusters Score: Raw -1489978.585994 + Penalty 14262.060146 = -1475716.525848 nChanged 32 Iteration 65Q (1465.261171 sec): 14 clusters Score: Raw -1489987.731467 + Penalty 14262.060146 = -1475725.671321 nChanged 21 Iteration 66Q (1465.783352 sec): 14 clusters Score: Raw -1489992.340638 + Penalty 14262.060146 = -1475730.280492 nChanged 15 Iteration 67Q (1466.164121 sec): 14 clusters Score: Raw -1489995.496896 + Penalty 14262.060146 = -1475733.436749 nChanged 14 Iteration 68Q (1466.654391 sec): 14 clusters Score: Raw -1489997.587559 + Penalty 14262.060146 = -1475735.527413 nChanged 4 Iteration 69Q (1467.033044 sec): 14 clusters Score: Raw -1489998.159385 + Penalty 14262.060146 = -1475736.099239 nChanged 2 Iteration 70Q (1467.446673 sec): 14 clusters Score: Raw -1489998.328376 + Penalty 14262.060146 = -1475736.268229 nChanged 1 Iteration 71Q (1467.790825 sec): 14 clusters Score: Raw -1489998.382817 + Penalty 14262.060146 = -1475736.322671 nChanged 0 Iteration 72F (1468.441716 sec): 14 clusters Score: Raw -1489998.382817 + Penalty 14262.060146 = -1475736.322671 nChanged 0 Compute initial score before splitting: Score: Raw -1489998.382817 + Penalty 14262.060146 = -1475736.322671 Trying to split cluster 1 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1468.479062 sec): 2 clusters Score: Raw -19901.166332 + Penalty 675.289764 = -19225.876569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1468.488239 sec): 3 clusters Score: Raw -19723.208075 + Penalty 1350.579527 = -18372.628548 nChanged 195 SP:Iteration 1F (1468.496834 sec): 3 clusters Score: Raw -19905.121632 + Penalty 1350.579527 = -18554.542105 nChanged 51 SP:Iteration 2F (1468.506646 sec): 3 clusters Score: Raw -19977.762145 + Penalty 1350.579527 = -18627.182618 nChanged 39 SP:Iteration 3F (1468.516284 sec): 3 clusters Score: Raw -20032.112222 + Penalty 1350.579527 = -18681.532695 nChanged 36 SP:Iteration 4F (1468.525925 sec): 3 clusters Score: Raw -20081.662532 + Penalty 1350.579527 = -18731.083005 nChanged 27 SP:Iteration 5Q (1468.535761 sec): 3 clusters Score: Raw -20122.791278 + Penalty 1350.579527 = -18772.211751 nChanged 17 SP:Iteration 6Q (1468.545519 sec): 3 clusters Score: Raw -20141.859727 + Penalty 1350.579527 = -18791.280200 nChanged 15 SP:Iteration 7Q (1468.555321 sec): 3 clusters Score: Raw -20165.473998 + Penalty 1350.579527 = -18814.894471 nChanged 11 SP:Iteration 8Q (1468.563988 sec): 3 clusters Score: Raw -20182.288441 + Penalty 1350.579527 = -18831.708914 nChanged 11 SP:Iteration 9Q (1468.572687 sec): 3 clusters Score: Raw -20200.514809 + Penalty 1350.579527 = -18849.935282 nChanged 12 SP:Iteration 10Q (1468.581350 sec): 3 clusters Score: Raw -20232.624970 + Penalty 1350.579527 = -18882.045442 nChanged 16 SP:Iteration 11Q (1468.589997 sec): 3 clusters Score: Raw -20272.413712 + Penalty 1350.579527 = -18921.834185 nChanged 19 SP:Iteration 12Q (1468.598700 sec): 3 clusters Score: Raw -20299.200856 + Penalty 1350.579527 = -18948.621329 nChanged 15 SP:Iteration 13Q (1468.712155 sec): 3 clusters Score: Raw -20317.993080 + Penalty 1350.579527 = -18967.413552 nChanged 7 SP:Iteration 14Q (1468.820358 sec): 3 clusters Score: Raw -20328.021237 + Penalty 1350.579527 = -18977.441710 nChanged 6 SP:Iteration 15Q (1468.933105 sec): 3 clusters Score: Raw -20338.574663 + Penalty 1350.579527 = -18987.995136 nChanged 5 SP:Iteration 16Q (1469.046468 sec): 3 clusters Score: Raw -20345.323064 + Penalty 1350.579527 = -18994.743537 nChanged 5 SP:Iteration 17Q (1469.147106 sec): 3 clusters Score: Raw -20350.729564 + Penalty 1350.579527 = -19000.150036 nChanged 3 SP:Iteration 18Q (1469.259723 sec): 3 clusters Score: Raw -20353.579514 + Penalty 1350.579527 = -19002.999987 nChanged 3 SP:Iteration 19Q (1469.355269 sec): 3 clusters Score: Raw -20356.016084 + Penalty 1350.579527 = -19005.436557 nChanged 1 SP:Iteration 20F (1469.466997 sec): 3 clusters Score: Raw -20356.784280 + Penalty 1350.579527 = -19006.204753 nChanged 1 SP:Iteration 21Q (1469.575205 sec): 3 clusters Score: Raw -20357.265029 + Penalty 1350.579527 = -19006.685502 nChanged 1 SP:Iteration 22Q (1469.584128 sec): 3 clusters Score: Raw -20359.302659 + Penalty 1350.579527 = -19008.723132 nChanged 3 SP:Iteration 23Q (1469.592785 sec): 3 clusters Score: Raw -20366.811242 + Penalty 1350.579527 = -19016.231715 nChanged 4 SP:Iteration 24Q (1469.601339 sec): 3 clusters Score: Raw -20377.744674 + Penalty 1350.579527 = -19027.165147 nChanged 3 SP:Iteration 25Q (1469.609933 sec): 3 clusters Score: Raw -20384.213592 + Penalty 1350.579527 = -19033.634065 nChanged 4 SP:Iteration 26Q (1469.618466 sec): 3 clusters Score: Raw -20387.214831 + Penalty 1350.579527 = -19036.635304 nChanged 3 SP:Iteration 27Q (1469.628018 sec): 3 clusters Score: Raw -20391.788648 + Penalty 1350.579527 = -19041.209121 nChanged 3 SP:Iteration 28Q (1469.636727 sec): 3 clusters Score: Raw -20397.196429 + Penalty 1350.579527 = -19046.616902 nChanged 1 SP:Iteration 29Q (1469.645314 sec): 3 clusters Score: Raw -20397.908241 + Penalty 1350.579527 = -19047.328713 nChanged 1 SP:Iteration 30Q (1469.653875 sec): 3 clusters Score: Raw -20398.392519 + Penalty 1350.579527 = -19047.812992 nChanged 0 SP:Iteration 31F (1469.662395 sec): 3 clusters Score: Raw -20398.392519 + Penalty 1350.579527 = -19047.812992 nChanged 0 Trying to split cluster 2 (1565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1469.695177 sec): 2 clusters Score: Raw -73776.653380 + Penalty 772.342316 = -73004.311064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1469.712495 sec): 3 clusters Score: Raw -73071.705971 + Penalty 1544.684632 = -71527.021339 nChanged 570 SP:Iteration 1F (1469.728951 sec): 3 clusters Score: Raw -73452.536371 + Penalty 1544.684632 = -71907.851739 nChanged 149 SP:Iteration 2F (1469.745395 sec): 3 clusters Score: Raw -73564.515572 + Penalty 1544.684632 = -72019.830940 nChanged 88 SP:Iteration 3F (1469.761893 sec): 3 clusters Score: Raw -73635.355211 + Penalty 1544.684632 = -72090.670579 nChanged 69 SP:Iteration 4Q (1469.778632 sec): 3 clusters Score: Raw -73685.170558 + Penalty 1544.684632 = -72140.485927 nChanged 56 SP:Iteration 5Q (1469.795370 sec): 3 clusters Score: Raw -73724.896051 + Penalty 1544.684632 = -72180.211420 nChanged 38 SP:Iteration 6Q (1469.812155 sec): 3 clusters Score: Raw -73755.043652 + Penalty 1544.684632 = -72210.359021 nChanged 44 SP:Iteration 7Q (1469.829143 sec): 3 clusters Score: Raw -73786.543663 + Penalty 1544.684632 = -72241.859031 nChanged 34 SP:Iteration 8Q (1469.845941 sec): 3 clusters Score: Raw -73810.629433 + Penalty 1544.684632 = -72265.944801 nChanged 33 SP:Iteration 9Q (1469.862662 sec): 3 clusters Score: Raw -73827.098688 + Penalty 1544.684632 = -72282.414056 nChanged 20 SP:Iteration 10Q (1469.879474 sec): 3 clusters Score: Raw -73839.040071 + Penalty 1544.684632 = -72294.355439 nChanged 24 SP:Iteration 11Q (1469.896038 sec): 3 clusters Score: Raw -73851.869182 + Penalty 1544.684632 = -72307.184550 nChanged 15 SP:Iteration 12Q (1470.009305 sec): 3 clusters Score: Raw -73861.002489 + Penalty 1544.684632 = -72316.317857 nChanged 13 SP:Iteration 13Q (1470.127990 sec): 3 clusters Score: Raw -73870.970228 + Penalty 1544.684632 = -72326.285596 nChanged 21 SP:Iteration 14Q (1470.244352 sec): 3 clusters Score: Raw -73882.572153 + Penalty 1544.684632 = -72337.887522 nChanged 15 SP:Iteration 15Q (1470.360629 sec): 3 clusters Score: Raw -73893.056763 + Penalty 1544.684632 = -72348.372132 nChanged 19 SP:Iteration 16Q (1470.467240 sec): 3 clusters Score: Raw -73908.032376 + Penalty 1544.684632 = -72363.347744 nChanged 21 SP:Iteration 17Q (1470.573946 sec): 3 clusters Score: Raw -73923.538440 + Penalty 1544.684632 = -72378.853808 nChanged 18 SP:Iteration 18Q (1470.681832 sec): 3 clusters Score: Raw -73936.385681 + Penalty 1544.684632 = -72391.701050 nChanged 21 SP:Iteration 19Q (1470.789380 sec): 3 clusters Score: Raw -73951.088688 + Penalty 1544.684632 = -72406.404056 nChanged 19 SP:Iteration 20F (1470.895567 sec): 3 clusters Score: Raw -73967.513996 + Penalty 1544.684632 = -72422.829365 nChanged 21 SP:Iteration 21Q (1470.996067 sec): 3 clusters Score: Raw -73984.653634 + Penalty 1544.684632 = -72439.969003 nChanged 19 SP:Iteration 22Q (1471.054762 sec): 3 clusters Score: Raw -74002.168918 + Penalty 1544.684632 = -72457.484287 nChanged 16 SP:Iteration 23Q (1471.071582 sec): 3 clusters Score: Raw -74013.748798 + Penalty 1544.684632 = -72469.064166 nChanged 13 SP:Iteration 24Q (1471.088286 sec): 3 clusters Score: Raw -74022.121015 + Penalty 1544.684632 = -72477.436383 nChanged 10 SP:Iteration 25Q (1471.104844 sec): 3 clusters Score: Raw -74027.895435 + Penalty 1544.684632 = -72483.210803 nChanged 8 SP:Iteration 26Q (1471.121737 sec): 3 clusters Score: Raw -74031.492276 + Penalty 1544.684632 = -72486.807645 nChanged 3 SP:Iteration 27Q (1471.140640 sec): 3 clusters Score: Raw -74033.484302 + Penalty 1544.684632 = -72488.799670 nChanged 3 SP:Iteration 28Q (1471.159322 sec): 3 clusters Score: Raw -74035.426593 + Penalty 1544.684632 = -72490.741962 nChanged 6 SP:Iteration 29Q (1471.178055 sec): 3 clusters Score: Raw -74038.760355 + Penalty 1544.684632 = -72494.075723 nChanged 7 SP:Iteration 30Q (1471.195614 sec): 3 clusters Score: Raw -74040.850003 + Penalty 1544.684632 = -72496.165371 nChanged 3 SP:Iteration 31Q (1471.212146 sec): 3 clusters Score: Raw -74041.893846 + Penalty 1544.684632 = -72497.209214 nChanged 2 SP:Iteration 32Q (1471.228655 sec): 3 clusters Score: Raw -74042.273248 + Penalty 1544.684632 = -72497.588616 nChanged 2 SP:Iteration 33Q (1471.245244 sec): 3 clusters Score: Raw -74043.524638 + Penalty 1544.684632 = -72498.840006 nChanged 3 SP:Iteration 34Q (1471.261850 sec): 3 clusters Score: Raw -74044.327225 + Penalty 1544.684632 = -72499.642593 nChanged 2 SP:Iteration 35Q (1471.278306 sec): 3 clusters Score: Raw -74044.700644 + Penalty 1544.684632 = -72500.016012 nChanged 0 SP:Iteration 36F (1471.294719 sec): 3 clusters Score: Raw -74044.700644 + Penalty 1544.684632 = -72500.016012 nChanged 0 Trying to split cluster 3 (3106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1471.332165 sec): 2 clusters Score: Raw -140301.202964 + Penalty 844.314555 = -139456.888408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1471.363343 sec): 3 clusters Score: Raw -138709.378522 + Penalty 1688.629111 = -137020.749411 nChanged 1248 SP:Iteration 1F (1471.393472 sec): 3 clusters Score: Raw -139473.179156 + Penalty 1688.629111 = -137784.550045 nChanged 258 SP:Iteration 2F (1471.423604 sec): 3 clusters Score: Raw -139614.797103 + Penalty 1688.629111 = -137926.167992 nChanged 179 SP:Iteration 3F (1471.453986 sec): 3 clusters Score: Raw -139714.958205 + Penalty 1688.629111 = -138026.329095 nChanged 151 SP:Iteration 4Q (1471.484886 sec): 3 clusters Score: Raw -139806.130145 + Penalty 1688.629111 = -138117.501034 nChanged 123 SP:Iteration 5Q (1471.609943 sec): 3 clusters Score: Raw -139878.086094 + Penalty 1688.629111 = -138189.456983 nChanged 98 SP:Iteration 6Q (1471.707715 sec): 3 clusters Score: Raw -139936.364013 + Penalty 1688.629111 = -138247.734902 nChanged 85 SP:Iteration 7Q (1471.858505 sec): 3 clusters Score: Raw -139984.043700 + Penalty 1688.629111 = -138295.414589 nChanged 79 SP:Iteration 8Q (1471.951908 sec): 3 clusters Score: Raw -140022.698400 + Penalty 1688.629111 = -138334.069289 nChanged 62 SP:Iteration 9Q (1472.102104 sec): 3 clusters Score: Raw -140048.947066 + Penalty 1688.629111 = -138360.317955 nChanged 47 SP:Iteration 10Q (1472.202275 sec): 3 clusters Score: Raw -140073.310066 + Penalty 1688.629111 = -138384.680955 nChanged 52 SP:Iteration 11Q (1472.330142 sec): 3 clusters Score: Raw -140096.947965 + Penalty 1688.629111 = -138408.318854 nChanged 41 SP:Iteration 12Q (1472.451186 sec): 3 clusters Score: Raw -140116.053352 + Penalty 1688.629111 = -138427.424241 nChanged 41 SP:Iteration 13Q (1472.557773 sec): 3 clusters Score: Raw -140136.360015 + Penalty 1688.629111 = -138447.730904 nChanged 40 SP:Iteration 14Q (1472.590489 sec): 3 clusters Score: Raw -140153.204552 + Penalty 1688.629111 = -138464.575442 nChanged 35 SP:Iteration 15Q (1472.623944 sec): 3 clusters Score: Raw -140167.224190 + Penalty 1688.629111 = -138478.595079 nChanged 38 SP:Iteration 16Q (1472.750645 sec): 3 clusters Score: Raw -140185.327491 + Penalty 1688.629111 = -138496.698380 nChanged 36 SP:Iteration 17Q (1472.949834 sec): 3 clusters Score: Raw -140209.110572 + Penalty 1688.629111 = -138520.481461 nChanged 35 SP:Iteration 18Q (1473.082016 sec): 3 clusters Score: Raw -140232.878376 + Penalty 1688.629111 = -138544.249265 nChanged 44 SP:Iteration 19Q (1473.194187 sec): 3 clusters Score: Raw -140265.733527 + Penalty 1688.629111 = -138577.104416 nChanged 45 SP:Iteration 20F (1473.224042 sec): 3 clusters Score: Raw -140297.648183 + Penalty 1688.629111 = -138609.019072 nChanged 42 SP:Iteration 21Q (1473.255481 sec): 3 clusters Score: Raw -140329.918389 + Penalty 1688.629111 = -138641.289279 nChanged 37 SP:Iteration 22Q (1473.286803 sec): 3 clusters Score: Raw -140366.248534 + Penalty 1688.629111 = -138677.619423 nChanged 54 SP:Iteration 23Q (1473.317550 sec): 3 clusters Score: Raw -140413.525996 + Penalty 1688.629111 = -138724.896885 nChanged 41 SP:Iteration 24Q (1473.348319 sec): 3 clusters Score: Raw -140458.590660 + Penalty 1688.629111 = -138769.961549 nChanged 40 SP:Iteration 25Q (1473.378841 sec): 3 clusters Score: Raw -140499.304886 + Penalty 1688.629111 = -138810.675775 nChanged 25 SP:Iteration 26Q (1473.409448 sec): 3 clusters Score: Raw -140516.202678 + Penalty 1688.629111 = -138827.573567 nChanged 15 SP:Iteration 27Q (1473.439620 sec): 3 clusters Score: Raw -140524.143554 + Penalty 1688.629111 = -138835.514443 nChanged 17 SP:Iteration 28Q (1473.469685 sec): 3 clusters Score: Raw -140531.998189 + Penalty 1688.629111 = -138843.369078 nChanged 12 SP:Iteration 29Q (1473.499491 sec): 3 clusters Score: Raw -140537.179883 + Penalty 1688.629111 = -138848.550773 nChanged 8 SP:Iteration 30Q (1473.529155 sec): 3 clusters Score: Raw -140540.223086 + Penalty 1688.629111 = -138851.593975 nChanged 5 SP:Iteration 31Q (1473.558771 sec): 3 clusters Score: Raw -140541.730978 + Penalty 1688.629111 = -138853.101867 nChanged 1 SP:Iteration 32Q (1473.588655 sec): 3 clusters Score: Raw -140541.871668 + Penalty 1688.629111 = -138853.242557 nChanged 1 SP:Iteration 33Q (1473.617870 sec): 3 clusters Score: Raw -140542.037710 + Penalty 1688.629111 = -138853.408599 nChanged 0 SP:Iteration 34F (1473.647336 sec): 3 clusters Score: Raw -140542.037710 + Penalty 1688.629111 = -138853.408599 nChanged 0 Trying to split cluster 4 (778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1473.679051 sec): 2 clusters Score: Raw -35242.857045 + Penalty 698.956285 = -34543.900760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1473.800766 sec): 3 clusters Score: Raw -35001.187444 + Penalty 1397.912570 = -33603.274873 nChanged 235 SP:Iteration 1F (1473.918871 sec): 3 clusters Score: Raw -35263.800288 + Penalty 1397.912570 = -33865.887718 nChanged 71 SP:Iteration 2F (1474.033823 sec): 3 clusters Score: Raw -35384.203472 + Penalty 1397.912570 = -33986.290902 nChanged 46 SP:Iteration 3F (1474.146814 sec): 3 clusters Score: Raw -35467.822174 + Penalty 1397.912570 = -34069.909603 nChanged 34 SP:Iteration 4Q (1474.259963 sec): 3 clusters Score: Raw -35498.614647 + Penalty 1397.912570 = -34100.702077 nChanged 18 SP:Iteration 5Q (1474.372709 sec): 3 clusters Score: Raw -35510.494922 + Penalty 1397.912570 = -34112.582352 nChanged 5 SP:Iteration 6Q (1474.484480 sec): 3 clusters Score: Raw -35515.203073 + Penalty 1397.912570 = -34117.290503 nChanged 5 SP:Iteration 7Q (1474.597393 sec): 3 clusters Score: Raw -35518.585461 + Penalty 1397.912570 = -34120.672891 nChanged 1 SP:Iteration 8Q (1474.708573 sec): 3 clusters Score: Raw -35520.017329 + Penalty 1397.912570 = -34122.104758 nChanged 2 SP:Iteration 9Q (1474.821189 sec): 3 clusters Score: Raw -35522.371677 + Penalty 1397.912570 = -34124.459107 nChanged 1 SP:Iteration 10Q (1474.913261 sec): 3 clusters Score: Raw -35523.890325 + Penalty 1397.912570 = -34125.977755 nChanged 1 SP:Iteration 11Q (1475.024073 sec): 3 clusters Score: Raw -35524.175322 + Penalty 1397.912570 = -34126.262752 nChanged 0 SP:Iteration 12F (1475.134657 sec): 3 clusters Score: Raw -35524.175322 + Penalty 1397.912570 = -34126.262752 nChanged 0 Trying to split cluster 5 (3688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1475.221288 sec): 2 clusters Score: Raw -176028.976936 + Penalty 862.348156 = -175166.628779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1475.338337 sec): 3 clusters Score: Raw -174104.122947 + Penalty 1724.696313 = -172379.426634 nChanged 1506 SP:Iteration 1F (1475.375547 sec): 3 clusters Score: Raw -175026.055278 + Penalty 1724.696313 = -173301.358966 nChanged 304 SP:Iteration 2F (1475.411677 sec): 3 clusters Score: Raw -175215.145258 + Penalty 1724.696313 = -173490.448946 nChanged 226 SP:Iteration 3F (1475.446513 sec): 3 clusters Score: Raw -175352.122823 + Penalty 1724.696313 = -173627.426510 nChanged 180 SP:Iteration 4Q (1475.482188 sec): 3 clusters Score: Raw -175447.329424 + Penalty 1724.696313 = -173722.633111 nChanged 161 SP:Iteration 5Q (1475.517532 sec): 3 clusters Score: Raw -175530.588306 + Penalty 1724.696313 = -173805.891993 nChanged 108 SP:Iteration 6Q (1475.552983 sec): 3 clusters Score: Raw -175583.106965 + Penalty 1724.696313 = -173858.410652 nChanged 97 SP:Iteration 7Q (1475.587833 sec): 3 clusters Score: Raw -175635.748148 + Penalty 1724.696313 = -173911.051835 nChanged 87 SP:Iteration 8Q (1475.623131 sec): 3 clusters Score: Raw -175679.548390 + Penalty 1724.696313 = -173954.852077 nChanged 76 SP:Iteration 9Q (1475.658438 sec): 3 clusters Score: Raw -175710.013850 + Penalty 1724.696313 = -173985.317537 nChanged 58 SP:Iteration 10Q (1475.693495 sec): 3 clusters Score: Raw -175732.824873 + Penalty 1724.696313 = -174008.128561 nChanged 53 SP:Iteration 11Q (1475.728653 sec): 3 clusters Score: Raw -175756.054354 + Penalty 1724.696313 = -174031.358041 nChanged 59 SP:Iteration 12Q (1475.763681 sec): 3 clusters Score: Raw -175779.008341 + Penalty 1724.696313 = -174054.312028 nChanged 55 SP:Iteration 13Q (1475.798979 sec): 3 clusters Score: Raw -175802.423629 + Penalty 1724.696313 = -174077.727316 nChanged 58 SP:Iteration 14Q (1475.833860 sec): 3 clusters Score: Raw -175827.645248 + Penalty 1724.696313 = -174102.948935 nChanged 61 SP:Iteration 15Q (1475.868727 sec): 3 clusters Score: Raw -175858.996713 + Penalty 1724.696313 = -174134.300400 nChanged 62 SP:Iteration 16Q (1475.991474 sec): 3 clusters Score: Raw -175889.469424 + Penalty 1724.696313 = -174164.773111 nChanged 50 SP:Iteration 17Q (1476.115337 sec): 3 clusters Score: Raw -175917.224960 + Penalty 1724.696313 = -174192.528647 nChanged 46 SP:Iteration 18Q (1476.237130 sec): 3 clusters Score: Raw -175942.601546 + Penalty 1724.696313 = -174217.905233 nChanged 47 SP:Iteration 19Q (1476.347486 sec): 3 clusters Score: Raw -175975.187265 + Penalty 1724.696313 = -174250.490952 nChanged 40 SP:Iteration 20F (1476.468528 sec): 3 clusters Score: Raw -176001.737208 + Penalty 1724.696313 = -174277.040895 nChanged 33 SP:Iteration 21Q (1476.589107 sec): 3 clusters Score: Raw -176025.708090 + Penalty 1724.696313 = -174301.011777 nChanged 29 SP:Iteration 22Q (1476.710598 sec): 3 clusters Score: Raw -176042.870918 + Penalty 1724.696313 = -174318.174605 nChanged 21 SP:Iteration 23Q (1476.833018 sec): 3 clusters Score: Raw -176059.160797 + Penalty 1724.696313 = -174334.464484 nChanged 15 SP:Iteration 24Q (1476.954150 sec): 3 clusters Score: Raw -176071.792304 + Penalty 1724.696313 = -174347.095991 nChanged 15 SP:Iteration 25Q (1476.988237 sec): 3 clusters Score: Raw -176084.339638 + Penalty 1724.696313 = -174359.643325 nChanged 13 SP:Iteration 26Q (1477.022480 sec): 3 clusters Score: Raw -176097.974565 + Penalty 1724.696313 = -174373.278252 nChanged 13 SP:Iteration 27Q (1477.056845 sec): 3 clusters Score: Raw -176109.868564 + Penalty 1724.696313 = -174385.172251 nChanged 6 SP:Iteration 28Q (1477.091129 sec): 3 clusters Score: Raw -176117.209371 + Penalty 1724.696313 = -174392.513058 nChanged 6 SP:Iteration 29Q (1477.125164 sec): 3 clusters Score: Raw -176126.380589 + Penalty 1724.696313 = -174401.684276 nChanged 10 SP:Iteration 30Q (1477.159382 sec): 3 clusters Score: Raw -176139.139218 + Penalty 1724.696313 = -174414.442905 nChanged 12 SP:Iteration 31Q (1477.193126 sec): 3 clusters Score: Raw -176149.923232 + Penalty 1724.696313 = -174425.226920 nChanged 3 SP:Iteration 32Q (1477.226530 sec): 3 clusters Score: Raw -176152.631687 + Penalty 1724.696313 = -174427.935375 nChanged 4 SP:Iteration 33Q (1477.259850 sec): 3 clusters Score: Raw -176158.734342 + Penalty 1724.696313 = -174434.038029 nChanged 1 SP:Iteration 34Q (1477.292845 sec): 3 clusters Score: Raw -176161.427034 + Penalty 1724.696313 = -174436.730721 nChanged 5 SP:Iteration 35Q (1477.326200 sec): 3 clusters Score: Raw -176166.216590 + Penalty 1724.696313 = -174441.520277 nChanged 3 SP:Iteration 36Q (1477.359674 sec): 3 clusters Score: Raw -176168.095595 + Penalty 1724.696313 = -174443.399283 nChanged 0 SP:Iteration 37F (1477.393663 sec): 3 clusters Score: Raw -176168.095595 + Penalty 1724.696313 = -174443.399283 nChanged 0 Trying to split cluster 6 (6846 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1477.441262 sec): 2 clusters Score: Raw -337518.997393 + Penalty 927.299081 = -336591.698312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1477.498451 sec): 3 clusters Score: Raw -333699.064674 + Penalty 1854.598162 = -331844.466512 nChanged 2924 SP:Iteration 1F (1477.563395 sec): 3 clusters Score: Raw -335446.608433 + Penalty 1854.598162 = -333592.010271 nChanged 500 SP:Iteration 2F (1477.619745 sec): 3 clusters Score: Raw -335779.824647 + Penalty 1854.598162 = -333925.226485 nChanged 455 SP:Iteration 3F (1477.668313 sec): 3 clusters Score: Raw -336110.847964 + Penalty 1854.598162 = -334256.249802 nChanged 446 SP:Iteration 4F (1477.716806 sec): 3 clusters Score: Raw -336424.231928 + Penalty 1854.598162 = -334569.633766 nChanged 385 SP:Iteration 5F (1477.766084 sec): 3 clusters Score: Raw -336675.919546 + Penalty 1854.598162 = -334821.321384 nChanged 298 SP:Iteration 6Q (1477.818983 sec): 3 clusters Score: Raw -336859.701172 + Penalty 1854.598162 = -335005.103010 nChanged 258 SP:Iteration 7Q (1477.872025 sec): 3 clusters Score: Raw -337009.265124 + Penalty 1854.598162 = -335154.666962 nChanged 206 SP:Iteration 8Q (1478.021637 sec): 3 clusters Score: Raw -337097.440865 + Penalty 1854.598162 = -335242.842703 nChanged 152 SP:Iteration 9Q (1478.170166 sec): 3 clusters Score: Raw -337156.297620 + Penalty 1854.598162 = -335301.699458 nChanged 117 SP:Iteration 10Q (1478.306871 sec): 3 clusters Score: Raw -337191.023607 + Penalty 1854.598162 = -335336.425445 nChanged 90 SP:Iteration 11Q (1478.450033 sec): 3 clusters Score: Raw -337214.950481 + Penalty 1854.598162 = -335360.352319 nChanged 70 SP:Iteration 12Q (1478.592965 sec): 3 clusters Score: Raw -337236.119035 + Penalty 1854.598162 = -335381.520873 nChanged 68 SP:Iteration 13Q (1478.694157 sec): 3 clusters Score: Raw -337250.973444 + Penalty 1854.598162 = -335396.375282 nChanged 49 SP:Iteration 14Q (1478.812677 sec): 3 clusters Score: Raw -337263.482212 + Penalty 1854.598162 = -335408.884050 nChanged 56 SP:Iteration 15Q (1478.860823 sec): 3 clusters Score: Raw -337279.327761 + Penalty 1854.598162 = -335424.729599 nChanged 59 SP:Iteration 16Q (1478.909029 sec): 3 clusters Score: Raw -337294.285835 + Penalty 1854.598162 = -335439.687673 nChanged 49 SP:Iteration 17Q (1478.972121 sec): 3 clusters Score: Raw -337306.696186 + Penalty 1854.598162 = -335452.098024 nChanged 41 SP:Iteration 18Q (1479.025308 sec): 3 clusters Score: Raw -337314.906703 + Penalty 1854.598162 = -335460.308541 nChanged 37 SP:Iteration 19Q (1479.077697 sec): 3 clusters Score: Raw -337321.183984 + Penalty 1854.598162 = -335466.585822 nChanged 36 SP:Iteration 20F (1479.131548 sec): 3 clusters Score: Raw -337326.776460 + Penalty 1854.598162 = -335472.178298 nChanged 29 SP:Iteration 21Q (1479.186120 sec): 3 clusters Score: Raw -337331.296051 + Penalty 1854.598162 = -335476.697889 nChanged 25 SP:Iteration 22Q (1479.257157 sec): 3 clusters Score: Raw -337335.162617 + Penalty 1854.598162 = -335480.564455 nChanged 23 SP:Iteration 23Q (1479.306720 sec): 3 clusters Score: Raw -337338.535055 + Penalty 1854.598162 = -335483.936893 nChanged 29 SP:Iteration 24Q (1479.355865 sec): 3 clusters Score: Raw -337342.671775 + Penalty 1854.598162 = -335488.073613 nChanged 27 SP:Iteration 25Q (1479.404482 sec): 3 clusters Score: Raw -337346.705646 + Penalty 1854.598162 = -335492.107484 nChanged 37 SP:Iteration 26Q (1479.454625 sec): 3 clusters Score: Raw -337354.868637 + Penalty 1854.598162 = -335500.270475 nChanged 48 SP:Iteration 27Q (1479.506798 sec): 3 clusters Score: Raw -337366.168456 + Penalty 1854.598162 = -335511.570294 nChanged 41 SP:Iteration 28Q (1479.559001 sec): 3 clusters Score: Raw -337375.375614 + Penalty 1854.598162 = -335520.777452 nChanged 40 SP:Iteration 29Q (1479.611274 sec): 3 clusters Score: Raw -337384.416300 + Penalty 1854.598162 = -335529.818138 nChanged 37 SP:Iteration 30Q (1479.663225 sec): 3 clusters Score: Raw -337392.921984 + Penalty 1854.598162 = -335538.323821 nChanged 36 SP:Iteration 31Q (1479.714870 sec): 3 clusters Score: Raw -337402.821986 + Penalty 1854.598162 = -335548.223824 nChanged 40 SP:Iteration 32Q (1479.766541 sec): 3 clusters Score: Raw -337412.057997 + Penalty 1854.598162 = -335557.459835 nChanged 34 SP:Iteration 33Q (1479.817083 sec): 3 clusters Score: Raw -337421.162575 + Penalty 1854.598162 = -335566.564413 nChanged 44 SP:Iteration 34Q (1479.867246 sec): 3 clusters Score: Raw -337432.823602 + Penalty 1854.598162 = -335578.225440 nChanged 44 SP:Iteration 35Q (1479.917129 sec): 3 clusters Score: Raw -337445.211700 + Penalty 1854.598162 = -335590.613538 nChanged 49 SP:Iteration 36Q (1479.967303 sec): 3 clusters Score: Raw -337457.952519 + Penalty 1854.598162 = -335603.354357 nChanged 41 SP:Iteration 37Q (1480.017618 sec): 3 clusters Score: Raw -337466.962898 + Penalty 1854.598162 = -335612.364736 nChanged 50 SP:Iteration 38Q (1480.068089 sec): 3 clusters Score: Raw -337478.614837 + Penalty 1854.598162 = -335624.016675 nChanged 43 SP:Iteration 39Q (1480.215766 sec): 3 clusters Score: Raw -337488.863590 + Penalty 1854.598162 = -335634.265428 nChanged 34 SP:Iteration 40F (1480.364443 sec): 3 clusters Score: Raw -337496.686699 + Penalty 1854.598162 = -335642.088537 nChanged 37 SP:Iteration 41Q (1480.503713 sec): 3 clusters Score: Raw -337506.581086 + Penalty 1854.598162 = -335651.982924 nChanged 39 SP:Iteration 42Q (1480.648398 sec): 3 clusters Score: Raw -337519.537726 + Penalty 1854.598162 = -335664.939564 nChanged 46 SP:Iteration 43Q (1480.793925 sec): 3 clusters Score: Raw -337533.440685 + Penalty 1854.598162 = -335678.842523 nChanged 46 SP:Iteration 44Q (1480.855036 sec): 3 clusters Score: Raw -337548.637176 + Penalty 1854.598162 = -335694.039014 nChanged 46 SP:Iteration 45Q (1480.909859 sec): 3 clusters Score: Raw -337561.711907 + Penalty 1854.598162 = -335707.113745 nChanged 29 SP:Iteration 46Q (1480.964348 sec): 3 clusters Score: Raw -337569.929831 + Penalty 1854.598162 = -335715.331669 nChanged 23 SP:Iteration 47Q (1481.012715 sec): 3 clusters Score: Raw -337576.761577 + Penalty 1854.598162 = -335722.163415 nChanged 20 SP:Iteration 48Q (1481.060361 sec): 3 clusters Score: Raw -337582.097093 + Penalty 1854.598162 = -335727.498931 nChanged 22 SP:Iteration 49Q (1481.108129 sec): 3 clusters Score: Raw -337589.017963 + Penalty 1854.598162 = -335734.419801 nChanged 22 SP:Iteration 50Q (1481.156739 sec): 3 clusters Score: Raw -337596.014537 + Penalty 1854.598162 = -335741.416375 nChanged 31 SP:Iteration 51Q (1481.299792 sec): 3 clusters Score: Raw -337605.180516 + Penalty 1854.598162 = -335750.582354 nChanged 20 SP:Iteration 52Q (1481.348733 sec): 3 clusters Score: Raw -337611.382691 + Penalty 1854.598162 = -335756.784529 nChanged 25 SP:Iteration 53Q (1481.397187 sec): 3 clusters Score: Raw -337619.098875 + Penalty 1854.598162 = -335764.500713 nChanged 20 SP:Iteration 54Q (1481.445214 sec): 3 clusters Score: Raw -337624.942575 + Penalty 1854.598162 = -335770.344413 nChanged 26 SP:Iteration 55Q (1481.495249 sec): 3 clusters Score: Raw -337635.005637 + Penalty 1854.598162 = -335780.407475 nChanged 31 SP:Iteration 56Q (1481.547012 sec): 3 clusters Score: Raw -337647.492416 + Penalty 1854.598162 = -335792.894254 nChanged 34 SP:Iteration 57Q (1481.598958 sec): 3 clusters Score: Raw -337658.326657 + Penalty 1854.598162 = -335803.728495 nChanged 29 SP:Iteration 58Q (1481.650330 sec): 3 clusters Score: Raw -337668.236721 + Penalty 1854.598162 = -335813.638559 nChanged 20 SP:Iteration 59Q (1481.701622 sec): 3 clusters Score: Raw -337674.661609 + Penalty 1854.598162 = -335820.063447 nChanged 12 SP:Iteration 60F (1481.754057 sec): 3 clusters Score: Raw -337678.710305 + Penalty 1854.598162 = -335824.112143 nChanged 11 SP:Iteration 61Q (1481.811810 sec): 3 clusters Score: Raw -337681.439361 + Penalty 1854.598162 = -335826.841199 nChanged 18 SP:Iteration 62Q (1481.859544 sec): 3 clusters Score: Raw -337687.981318 + Penalty 1854.598162 = -335833.383156 nChanged 15 SP:Iteration 63Q (1481.906741 sec): 3 clusters Score: Raw -337695.194264 + Penalty 1854.598162 = -335840.596102 nChanged 18 SP:Iteration 64Q (1481.954084 sec): 3 clusters Score: Raw -337702.746368 + Penalty 1854.598162 = -335848.148206 nChanged 13 SP:Iteration 65Q (1482.003370 sec): 3 clusters Score: Raw -337707.280140 + Penalty 1854.598162 = -335852.681978 nChanged 14 SP:Iteration 66Q (1482.054063 sec): 3 clusters Score: Raw -337714.106049 + Penalty 1854.598162 = -335859.507887 nChanged 10 SP:Iteration 67Q (1482.104830 sec): 3 clusters Score: Raw -337718.653540 + Penalty 1854.598162 = -335864.055378 nChanged 11 SP:Iteration 68Q (1482.155862 sec): 3 clusters Score: Raw -337722.118959 + Penalty 1854.598162 = -335867.520797 nChanged 13 SP:Iteration 69Q (1482.205504 sec): 3 clusters Score: Raw -337725.241533 + Penalty 1854.598162 = -335870.643371 nChanged 8 SP:Iteration 70Q (1482.254981 sec): 3 clusters Score: Raw -337727.070030 + Penalty 1854.598162 = -335872.471868 nChanged 9 SP:Iteration 71Q (1482.401299 sec): 3 clusters Score: Raw -337729.060268 + Penalty 1854.598162 = -335874.462106 nChanged 6 SP:Iteration 72Q (1482.529862 sec): 3 clusters Score: Raw -337730.911004 + Penalty 1854.598162 = -335876.312842 nChanged 6 SP:Iteration 73Q (1482.688550 sec): 3 clusters Score: Raw -337732.775576 + Penalty 1854.598162 = -335878.177414 nChanged 3 SP:Iteration 74Q (1482.828606 sec): 3 clusters Score: Raw -337733.856581 + Penalty 1854.598162 = -335879.258419 nChanged 3 SP:Iteration 75Q (1482.969392 sec): 3 clusters Score: Raw -337734.667861 + Penalty 1854.598162 = -335880.069699 nChanged 6 SP:Iteration 76Q (1483.049519 sec): 3 clusters Score: Raw -337736.659531 + Penalty 1854.598162 = -335882.061369 nChanged 11 SP:Iteration 77Q (1483.103555 sec): 3 clusters Score: Raw -337740.057983 + Penalty 1854.598162 = -335885.459821 nChanged 12 SP:Iteration 78Q (1483.158426 sec): 3 clusters Score: Raw -337743.096842 + Penalty 1854.598162 = -335888.498680 nChanged 12 SP:Iteration 79Q (1483.205885 sec): 3 clusters Score: Raw -337747.237959 + Penalty 1854.598162 = -335892.639797 nChanged 14 SP:Iteration 80F (1483.255270 sec): 3 clusters Score: Raw -337753.768341 + Penalty 1854.598162 = -335899.170179 nChanged 12 SP:Iteration 81Q (1483.303080 sec): 3 clusters Score: Raw -337759.382809 + Penalty 1854.598162 = -335904.784647 nChanged 12 SP:Iteration 82Q (1483.354485 sec): 3 clusters Score: Raw -337761.878186 + Penalty 1854.598162 = -335907.280024 nChanged 6 SP:Iteration 83Q (1483.407382 sec): 3 clusters Score: Raw -337763.474363 + Penalty 1854.598162 = -335908.876201 nChanged 5 SP:Iteration 84Q (1483.460746 sec): 3 clusters Score: Raw -337765.071534 + Penalty 1854.598162 = -335910.473372 nChanged 3 SP:Iteration 85Q (1483.511353 sec): 3 clusters Score: Raw -337765.891771 + Penalty 1854.598162 = -335911.293609 nChanged 2 SP:Iteration 86Q (1483.558256 sec): 3 clusters Score: Raw -337766.407421 + Penalty 1854.598162 = -335911.809259 nChanged 2 SP:Iteration 87Q (1483.604801 sec): 3 clusters Score: Raw -337766.918976 + Penalty 1854.598162 = -335912.320814 nChanged 4 SP:Iteration 88Q (1483.651547 sec): 3 clusters Score: Raw -337768.122474 + Penalty 1854.598162 = -335913.524312 nChanged 5 SP:Iteration 89Q (1483.703209 sec): 3 clusters Score: Raw -337769.563764 + Penalty 1854.598162 = -335914.965602 nChanged 4 SP:Iteration 90Q (1483.833724 sec): 3 clusters Score: Raw -337771.196177 + Penalty 1854.598162 = -335916.598015 nChanged 3 SP:Iteration 91Q (1483.883310 sec): 3 clusters Score: Raw -337772.063715 + Penalty 1854.598162 = -335917.465553 nChanged 2 SP:Iteration 92Q (1483.932854 sec): 3 clusters Score: Raw -337772.528595 + Penalty 1854.598162 = -335917.930433 nChanged 3 SP:Iteration 93Q (1483.982784 sec): 3 clusters Score: Raw -337773.483679 + Penalty 1854.598162 = -335918.885517 nChanged 1 SP:Iteration 94Q (1484.030515 sec): 3 clusters Score: Raw -337773.592799 + Penalty 1854.598162 = -335918.994637 nChanged 0 SP:Iteration 95F (1484.080072 sec): 3 clusters Score: Raw -337773.592799 + Penalty 1854.598162 = -335918.994637 nChanged 0 Trying to split cluster 7 (2900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1484.119055 sec): 2 clusters Score: Raw -136247.576712 + Penalty 837.108932 = -135410.467781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1484.149372 sec): 3 clusters Score: Raw -134771.454136 + Penalty 1674.217863 = -133097.236272 nChanged 1176 SP:Iteration 1F (1484.179219 sec): 3 clusters Score: Raw -135525.927161 + Penalty 1674.217863 = -133851.709297 nChanged 248 SP:Iteration 2F (1484.208995 sec): 3 clusters Score: Raw -135764.083887 + Penalty 1674.217863 = -134089.866024 nChanged 217 SP:Iteration 3F (1484.239052 sec): 3 clusters Score: Raw -136008.817282 + Penalty 1674.217863 = -134334.599419 nChanged 196 SP:Iteration 4F (1484.268884 sec): 3 clusters Score: Raw -136202.486650 + Penalty 1674.217863 = -134528.268786 nChanged 171 SP:Iteration 5F (1484.379709 sec): 3 clusters Score: Raw -136326.599069 + Penalty 1674.217863 = -134652.381206 nChanged 123 SP:Iteration 6Q (1484.499483 sec): 3 clusters Score: Raw -136414.712753 + Penalty 1674.217863 = -134740.494890 nChanged 98 SP:Iteration 7Q (1484.594607 sec): 3 clusters Score: Raw -136475.721255 + Penalty 1674.217863 = -134801.503392 nChanged 87 SP:Iteration 8Q (1484.716212 sec): 3 clusters Score: Raw -136520.711393 + Penalty 1674.217863 = -134846.493530 nChanged 71 SP:Iteration 9Q (1484.817192 sec): 3 clusters Score: Raw -136556.119801 + Penalty 1674.217863 = -134881.901937 nChanged 62 SP:Iteration 10Q (1484.935190 sec): 3 clusters Score: Raw -136592.939308 + Penalty 1674.217863 = -134918.721445 nChanged 61 SP:Iteration 11Q (1485.053972 sec): 3 clusters Score: Raw -136634.115617 + Penalty 1674.217863 = -134959.897753 nChanged 50 SP:Iteration 12Q (1485.172559 sec): 3 clusters Score: Raw -136662.176553 + Penalty 1674.217863 = -134987.958689 nChanged 40 SP:Iteration 13Q (1485.290617 sec): 3 clusters Score: Raw -136682.295587 + Penalty 1674.217863 = -135008.077724 nChanged 30 SP:Iteration 14Q (1485.407824 sec): 3 clusters Score: Raw -136695.052597 + Penalty 1674.217863 = -135020.834733 nChanged 26 SP:Iteration 15Q (1485.524729 sec): 3 clusters Score: Raw -136706.380621 + Penalty 1674.217863 = -135032.162758 nChanged 21 SP:Iteration 16Q (1485.642691 sec): 3 clusters Score: Raw -136714.580215 + Penalty 1674.217863 = -135040.362351 nChanged 23 SP:Iteration 17Q (1485.760100 sec): 3 clusters Score: Raw -136723.044825 + Penalty 1674.217863 = -135048.826962 nChanged 19 SP:Iteration 18Q (1485.870951 sec): 3 clusters Score: Raw -136731.385343 + Penalty 1674.217863 = -135057.167480 nChanged 18 SP:Iteration 19Q (1485.951858 sec): 3 clusters Score: Raw -136736.277574 + Penalty 1674.217863 = -135062.059710 nChanged 8 SP:Iteration 20F (1485.986299 sec): 3 clusters Score: Raw -136738.538756 + Penalty 1674.217863 = -135064.320893 nChanged 6 SP:Iteration 21Q (1486.020566 sec): 3 clusters Score: Raw -136739.981969 + Penalty 1674.217863 = -135065.764105 nChanged 4 SP:Iteration 22Q (1486.050961 sec): 3 clusters Score: Raw -136740.625039 + Penalty 1674.217863 = -135066.407175 nChanged 5 SP:Iteration 23Q (1486.080673 sec): 3 clusters Score: Raw -136741.782040 + Penalty 1674.217863 = -135067.564177 nChanged 5 SP:Iteration 24Q (1486.110320 sec): 3 clusters Score: Raw -136742.719925 + Penalty 1674.217863 = -135068.502062 nChanged 6 SP:Iteration 25Q (1486.139774 sec): 3 clusters Score: Raw -136743.526306 + Penalty 1674.217863 = -135069.308443 nChanged 2 SP:Iteration 26Q (1486.168881 sec): 3 clusters Score: Raw -136744.334737 + Penalty 1674.217863 = -135070.116874 nChanged 1 SP:Iteration 27Q (1486.197881 sec): 3 clusters Score: Raw -136745.480923 + Penalty 1674.217863 = -135071.263060 nChanged 1 SP:Iteration 28Q (1486.226874 sec): 3 clusters Score: Raw -136745.789704 + Penalty 1674.217863 = -135071.571840 nChanged 1 SP:Iteration 29Q (1486.255956 sec): 3 clusters Score: Raw -136746.265382 + Penalty 1674.217863 = -135072.047518 nChanged 0 SP:Iteration 30F (1486.284868 sec): 3 clusters Score: Raw -136746.265382 + Penalty 1674.217863 = -135072.047518 nChanged 0 Trying to split cluster 8 (1250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1486.317782 sec): 2 clusters Score: Raw -47113.896134 + Penalty 748.744377 = -46365.151757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1486.332949 sec): 3 clusters Score: Raw -46579.112788 + Penalty 1497.488754 = -45081.624034 nChanged 448 SP:Iteration 1F (1486.346946 sec): 3 clusters Score: Raw -46878.513372 + Penalty 1497.488754 = -45381.024618 nChanged 125 SP:Iteration 2F (1486.361121 sec): 3 clusters Score: Raw -47003.955792 + Penalty 1497.488754 = -45506.467038 nChanged 84 SP:Iteration 3F (1486.507466 sec): 3 clusters Score: Raw -47083.796865 + Penalty 1497.488754 = -45586.308110 nChanged 64 SP:Iteration 4F (1486.603474 sec): 3 clusters Score: Raw -47138.800313 + Penalty 1497.488754 = -45641.311558 nChanged 40 SP:Iteration 5Q (1486.698792 sec): 3 clusters Score: Raw -47175.160220 + Penalty 1497.488754 = -45677.671465 nChanged 31 SP:Iteration 6Q (1486.807823 sec): 3 clusters Score: Raw -47200.877966 + Penalty 1497.488754 = -45703.389212 nChanged 25 SP:Iteration 7Q (1486.923987 sec): 3 clusters Score: Raw -47221.795404 + Penalty 1497.488754 = -45724.306650 nChanged 22 SP:Iteration 8Q (1487.038103 sec): 3 clusters Score: Raw -47238.804611 + Penalty 1497.488754 = -45741.315857 nChanged 21 SP:Iteration 9Q (1487.132543 sec): 3 clusters Score: Raw -47254.212554 + Penalty 1497.488754 = -45756.723799 nChanged 20 SP:Iteration 10Q (1487.247559 sec): 3 clusters Score: Raw -47268.527492 + Penalty 1497.488754 = -45771.038737 nChanged 15 SP:Iteration 11Q (1487.343874 sec): 3 clusters Score: Raw -47280.335825 + Penalty 1497.488754 = -45782.847070 nChanged 11 SP:Iteration 12Q (1487.456976 sec): 3 clusters Score: Raw -47292.437451 + Penalty 1497.488754 = -45794.948697 nChanged 16 SP:Iteration 13Q (1487.571136 sec): 3 clusters Score: Raw -47303.314108 + Penalty 1497.488754 = -45805.825354 nChanged 8 SP:Iteration 14Q (1487.685065 sec): 3 clusters Score: Raw -47313.140940 + Penalty 1497.488754 = -45815.652186 nChanged 11 SP:Iteration 15Q (1487.790457 sec): 3 clusters Score: Raw -47324.014124 + Penalty 1497.488754 = -45826.525369 nChanged 13 SP:Iteration 16Q (1487.843648 sec): 3 clusters Score: Raw -47334.079946 + Penalty 1497.488754 = -45836.591192 nChanged 6 SP:Iteration 17Q (1487.860462 sec): 3 clusters Score: Raw -47336.405527 + Penalty 1497.488754 = -45838.916773 nChanged 1 SP:Iteration 18Q (1487.875847 sec): 3 clusters Score: Raw -47336.916519 + Penalty 1497.488754 = -45839.427765 nChanged 2 SP:Iteration 19Q (1487.891178 sec): 3 clusters Score: Raw -47337.701498 + Penalty 1497.488754 = -45840.212744 nChanged 2 SP:Iteration 20F (1487.906321 sec): 3 clusters Score: Raw -47338.398683 + Penalty 1497.488754 = -45840.909928 nChanged 1 SP:Iteration 21Q (1487.922020 sec): 3 clusters Score: Raw -47338.975118 + Penalty 1497.488754 = -45841.486363 nChanged 1 SP:Iteration 22Q (1487.936710 sec): 3 clusters Score: Raw -47339.063767 + Penalty 1497.488754 = -45841.575012 nChanged 0 SP:Iteration 23F (1487.951082 sec): 3 clusters Score: Raw -47339.063767 + Penalty 1497.488754 = -45841.575012 nChanged 0 Trying to split cluster 9 (1116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1487.983031 sec): 2 clusters Score: Raw -38939.206976 + Penalty 736.838145 = -38202.368831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1488.090499 sec): 3 clusters Score: Raw -38521.762147 + Penalty 1473.676290 = -37048.085857 nChanged 409 SP:Iteration 1F (1488.185827 sec): 3 clusters Score: Raw -38937.053133 + Penalty 1473.676290 = -37463.376843 nChanged 105 SP:Iteration 2F (1488.268339 sec): 3 clusters Score: Raw -39057.220922 + Penalty 1473.676290 = -37583.544632 nChanged 67 SP:Iteration 3F (1488.380993 sec): 3 clusters Score: Raw -39127.453163 + Penalty 1473.676290 = -37653.776873 nChanged 45 SP:Iteration 4Q (1488.473783 sec): 3 clusters Score: Raw -39179.528248 + Penalty 1473.676290 = -37705.851958 nChanged 27 SP:Iteration 5Q (1488.587145 sec): 3 clusters Score: Raw -39213.448714 + Penalty 1473.676290 = -37739.772424 nChanged 23 SP:Iteration 6Q (1488.623016 sec): 3 clusters Score: Raw -39247.120966 + Penalty 1473.676290 = -37773.444676 nChanged 20 SP:Iteration 7Q (1488.635938 sec): 3 clusters Score: Raw -39266.944521 + Penalty 1473.676290 = -37793.268231 nChanged 17 SP:Iteration 8Q (1488.648666 sec): 3 clusters Score: Raw -39281.199481 + Penalty 1473.676290 = -37807.523191 nChanged 16 SP:Iteration 9Q (1488.763148 sec): 3 clusters Score: Raw -39292.786104 + Penalty 1473.676290 = -37819.109814 nChanged 14 SP:Iteration 10Q (1488.875690 sec): 3 clusters Score: Raw -39305.440774 + Penalty 1473.676290 = -37831.764484 nChanged 14 SP:Iteration 11Q (1488.991185 sec): 3 clusters Score: Raw -39317.635260 + Penalty 1473.676290 = -37843.958970 nChanged 7 SP:Iteration 12Q (1489.105022 sec): 3 clusters Score: Raw -39321.928738 + Penalty 1473.676290 = -37848.252448 nChanged 7 SP:Iteration 13Q (1489.200874 sec): 3 clusters Score: Raw -39325.590941 + Penalty 1473.676290 = -37851.914651 nChanged 4 SP:Iteration 14Q (1489.315217 sec): 3 clusters Score: Raw -39327.862463 + Penalty 1473.676290 = -37854.186173 nChanged 5 SP:Iteration 15Q (1489.411273 sec): 3 clusters Score: Raw -39331.510236 + Penalty 1473.676290 = -37857.833946 nChanged 5 SP:Iteration 16Q (1489.524569 sec): 3 clusters Score: Raw -39333.848484 + Penalty 1473.676290 = -37860.172194 nChanged 4 SP:Iteration 17Q (1489.638209 sec): 3 clusters Score: Raw -39336.043430 + Penalty 1473.676290 = -37862.367140 nChanged 3 SP:Iteration 18Q (1489.750730 sec): 3 clusters Score: Raw -39338.591041 + Penalty 1473.676290 = -37864.914751 nChanged 2 SP:Iteration 19Q (1489.857026 sec): 3 clusters Score: Raw -39339.129836 + Penalty 1473.676290 = -37865.453546 nChanged 1 SP:Iteration 20F (1489.970517 sec): 3 clusters Score: Raw -39339.658030 + Penalty 1473.676290 = -37865.981740 nChanged 1 SP:Iteration 21Q (1490.063481 sec): 3 clusters Score: Raw -39339.918975 + Penalty 1473.676290 = -37866.242685 nChanged 2 SP:Iteration 22Q (1490.177221 sec): 3 clusters Score: Raw -39340.428675 + Penalty 1473.676290 = -37866.752385 nChanged 1 SP:Iteration 23Q (1490.290596 sec): 3 clusters Score: Raw -39340.760643 + Penalty 1473.676290 = -37867.084353 nChanged 0 SP:Iteration 24F (1490.404056 sec): 3 clusters Score: Raw -39340.760643 + Penalty 1473.676290 = -37867.084353 nChanged 0 Trying to split cluster 10 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1490.447826 sec): 2 clusters Score: Raw -23104.953492 + Penalty 710.450130 = -22394.503362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1490.460465 sec): 3 clusters Score: Raw -22814.411118 + Penalty 1420.900260 = -21393.510858 nChanged 309 SP:Iteration 1F (1490.472547 sec): 3 clusters Score: Raw -23170.651247 + Penalty 1420.900260 = -21749.750987 nChanged 90 SP:Iteration 2F (1490.484571 sec): 3 clusters Score: Raw -23298.543295 + Penalty 1420.900260 = -21877.643035 nChanged 65 SP:Iteration 3F (1490.496620 sec): 3 clusters Score: Raw -23390.478064 + Penalty 1420.900260 = -21969.577804 nChanged 47 SP:Iteration 4F (1490.508563 sec): 3 clusters Score: Raw -23456.293974 + Penalty 1420.900260 = -22035.393714 nChanged 30 SP:Iteration 5Q (1490.520807 sec): 3 clusters Score: Raw -23497.795103 + Penalty 1420.900260 = -22076.894843 nChanged 24 SP:Iteration 6Q (1490.532880 sec): 3 clusters Score: Raw -23517.735215 + Penalty 1420.900260 = -22096.834954 nChanged 12 SP:Iteration 7Q (1490.544925 sec): 3 clusters Score: Raw -23526.982204 + Penalty 1420.900260 = -22106.081944 nChanged 14 SP:Iteration 8Q (1490.556973 sec): 3 clusters Score: Raw -23541.534095 + Penalty 1420.900260 = -22120.633835 nChanged 6 SP:Iteration 9Q (1490.569013 sec): 3 clusters Score: Raw -23548.313639 + Penalty 1420.900260 = -22127.413379 nChanged 6 SP:Iteration 10Q (1490.581325 sec): 3 clusters Score: Raw -23557.104872 + Penalty 1420.900260 = -22136.204612 nChanged 5 SP:Iteration 11Q (1490.594489 sec): 3 clusters Score: Raw -23561.371199 + Penalty 1420.900260 = -22140.470938 nChanged 4 SP:Iteration 12Q (1490.605291 sec): 3 clusters Score: Raw -23563.983102 + Penalty 1420.900260 = -22143.082842 nChanged 1 SP:Iteration 13Q (1490.615885 sec): 3 clusters Score: Raw -23564.449802 + Penalty 1420.900260 = -22143.549542 nChanged 2 SP:Iteration 14Q (1490.626649 sec): 3 clusters Score: Raw -23565.304580 + Penalty 1420.900260 = -22144.404320 nChanged 0 SP:Iteration 15F (1490.769600 sec): 3 clusters Score: Raw -23565.304580 + Penalty 1420.900260 = -22144.404320 nChanged 0 Trying to split cluster 11 (1305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1490.831616 sec): 2 clusters Score: Raw -52985.943607 + Penalty 753.265624 = -52232.677983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1490.940018 sec): 3 clusters Score: Raw -52423.755012 + Penalty 1506.531247 = -50917.223765 nChanged 489 SP:Iteration 1F (1491.049031 sec): 3 clusters Score: Raw -52815.346741 + Penalty 1506.531247 = -51308.815494 nChanged 101 SP:Iteration 2F (1491.158827 sec): 3 clusters Score: Raw -52913.033675 + Penalty 1506.531247 = -51406.502428 nChanged 63 SP:Iteration 3Q (1491.276876 sec): 3 clusters Score: Raw -52966.312713 + Penalty 1506.531247 = -51459.781466 nChanged 57 SP:Iteration 4Q (1491.400741 sec): 3 clusters Score: Raw -53038.031384 + Penalty 1506.531247 = -51531.500137 nChanged 58 SP:Iteration 5Q (1491.516657 sec): 3 clusters Score: Raw -53112.578498 + Penalty 1506.531247 = -51606.047251 nChanged 57 SP:Iteration 6Q (1491.630983 sec): 3 clusters Score: Raw -53179.799478 + Penalty 1506.531247 = -51673.268231 nChanged 37 SP:Iteration 7Q (1491.752611 sec): 3 clusters Score: Raw -53216.702460 + Penalty 1506.531247 = -51710.171213 nChanged 36 SP:Iteration 8Q (1491.865622 sec): 3 clusters Score: Raw -53251.678599 + Penalty 1506.531247 = -51745.147352 nChanged 30 SP:Iteration 9Q (1491.970709 sec): 3 clusters Score: Raw -53274.123117 + Penalty 1506.531247 = -51767.591870 nChanged 20 SP:Iteration 10Q (1492.088493 sec): 3 clusters Score: Raw -53286.572976 + Penalty 1506.531247 = -51780.041729 nChanged 15 SP:Iteration 11Q (1492.155867 sec): 3 clusters Score: Raw -53294.512880 + Penalty 1506.531247 = -51787.981632 nChanged 7 SP:Iteration 12Q (1492.170574 sec): 3 clusters Score: Raw -53297.179255 + Penalty 1506.531247 = -51790.648008 nChanged 5 SP:Iteration 13Q (1492.185084 sec): 3 clusters Score: Raw -53300.785299 + Penalty 1506.531247 = -51794.254052 nChanged 2 SP:Iteration 14Q (1492.199519 sec): 3 clusters Score: Raw -53301.751006 + Penalty 1506.531247 = -51795.219758 nChanged 2 SP:Iteration 15Q (1492.214234 sec): 3 clusters Score: Raw -53302.969672 + Penalty 1506.531247 = -51796.438425 nChanged 2 SP:Iteration 16Q (1492.228807 sec): 3 clusters Score: Raw -53304.016066 + Penalty 1506.531247 = -51797.484818 nChanged 1 SP:Iteration 17Q (1492.243285 sec): 3 clusters Score: Raw -53304.291727 + Penalty 1506.531247 = -51797.760480 nChanged 1 SP:Iteration 18Q (1492.257805 sec): 3 clusters Score: Raw -53305.447587 + Penalty 1506.531247 = -51798.916340 nChanged 1 SP:Iteration 19Q (1492.272430 sec): 3 clusters Score: Raw -53306.124877 + Penalty 1506.531247 = -51799.593630 nChanged 0 SP:Iteration 20F (1492.286714 sec): 3 clusters Score: Raw -53306.124877 + Penalty 1506.531247 = -51799.593630 nChanged 0 Trying to split cluster 12 (4261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.329968 sec): 2 clusters Score: Raw -203895.549155 + Penalty 877.512211 = -203018.036944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1492.371601 sec): 3 clusters Score: Raw -201572.233717 + Penalty 1755.024422 = -199817.209295 nChanged 1758 SP:Iteration 1F (1492.412691 sec): 3 clusters Score: Raw -202615.790503 + Penalty 1755.024422 = -200860.766081 nChanged 355 SP:Iteration 2F (1492.459787 sec): 3 clusters Score: Raw -202833.939097 + Penalty 1755.024422 = -201078.914674 nChanged 257 SP:Iteration 3F (1492.500554 sec): 3 clusters Score: Raw -202988.183347 + Penalty 1755.024422 = -201233.158924 nChanged 241 SP:Iteration 4F (1492.539483 sec): 3 clusters Score: Raw -203148.665432 + Penalty 1755.024422 = -201393.641010 nChanged 256 SP:Iteration 5F (1492.578451 sec): 3 clusters Score: Raw -203367.893052 + Penalty 1755.024422 = -201612.868630 nChanged 252 SP:Iteration 6F (1492.688108 sec): 3 clusters Score: Raw -203635.040434 + Penalty 1755.024422 = -201880.016012 nChanged 214 SP:Iteration 7F (1492.822459 sec): 3 clusters Score: Raw -203860.031874 + Penalty 1755.024422 = -202105.007452 nChanged 235 SP:Iteration 8F (1492.944196 sec): 3 clusters Score: Raw -204059.317095 + Penalty 1755.024422 = -202304.292672 nChanged 178 SP:Iteration 9Q (1493.061868 sec): 3 clusters Score: Raw -204182.130858 + Penalty 1755.024422 = -202427.106435 nChanged 147 SP:Iteration 10Q (1493.180851 sec): 3 clusters Score: Raw -204284.748591 + Penalty 1755.024422 = -202529.724168 nChanged 117 SP:Iteration 11Q (1493.301486 sec): 3 clusters Score: Raw -204342.990083 + Penalty 1755.024422 = -202587.965661 nChanged 92 SP:Iteration 12Q (1493.422941 sec): 3 clusters Score: Raw -204385.152486 + Penalty 1755.024422 = -202630.128064 nChanged 71 SP:Iteration 13Q (1493.569399 sec): 3 clusters Score: Raw -204415.587225 + Penalty 1755.024422 = -202660.562803 nChanged 57 SP:Iteration 14Q (1493.584412 sec): 3 clusters Score: Raw -204436.025554 + Penalty 1755.024422 = -202681.001132 nChanged 38 SP:Iteration 15Q (1493.623509 sec): 3 clusters Score: Raw -204451.708373 + Penalty 1755.024422 = -202696.683950 nChanged 43 SP:Iteration 16Q (1493.662804 sec): 3 clusters Score: Raw -204468.878637 + Penalty 1755.024422 = -202713.854215 nChanged 38 SP:Iteration 17Q (1493.701755 sec): 3 clusters Score: Raw -204480.703128 + Penalty 1755.024422 = -202725.678706 nChanged 21 SP:Iteration 18Q (1493.741094 sec): 3 clusters Score: Raw -204488.122164 + Penalty 1755.024422 = -202733.097742 nChanged 21 SP:Iteration 19Q (1493.780451 sec): 3 clusters Score: Raw -204494.941960 + Penalty 1755.024422 = -202739.917538 nChanged 17 SP:Iteration 20F (1493.819467 sec): 3 clusters Score: Raw -204501.279798 + Penalty 1755.024422 = -202746.255376 nChanged 15 SP:Iteration 21Q (1493.858843 sec): 3 clusters Score: Raw -204504.521153 + Penalty 1755.024422 = -202749.496730 nChanged 9 SP:Iteration 22Q (1493.898040 sec): 3 clusters Score: Raw -204506.425897 + Penalty 1755.024422 = -202751.401474 nChanged 5 SP:Iteration 23Q (1493.937805 sec): 3 clusters Score: Raw -204507.360601 + Penalty 1755.024422 = -202752.336179 nChanged 1 SP:Iteration 24Q (1493.976771 sec): 3 clusters Score: Raw -204507.503983 + Penalty 1755.024422 = -202752.479560 nChanged 1 SP:Iteration 25Q (1494.015690 sec): 3 clusters Score: Raw -204507.593893 + Penalty 1755.024422 = -202752.569470 nChanged 1 SP:Iteration 26Q (1494.054674 sec): 3 clusters Score: Raw -204507.680210 + Penalty 1755.024422 = -202752.655788 nChanged 1 SP:Iteration 27Q (1494.093590 sec): 3 clusters Score: Raw -204507.784692 + Penalty 1755.024422 = -202752.760269 nChanged 0 SP:Iteration 28F (1494.132260 sec): 3 clusters Score: Raw -204507.784692 + Penalty 1755.024422 = -202752.760269 nChanged 0 Trying to split cluster 13 (6154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1494.176558 sec): 2 clusters Score: Raw -284364.403077 + Penalty 916.110043 = -283448.293034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1494.239999 sec): 3 clusters Score: Raw -280888.524413 + Penalty 1832.220087 = -279056.304326 nChanged 2650 SP:Iteration 1F (1494.301142 sec): 3 clusters Score: Raw -282518.641489 + Penalty 1832.220087 = -280686.421402 nChanged 478 SP:Iteration 2F (1494.361994 sec): 3 clusters Score: Raw -282825.267540 + Penalty 1832.220087 = -280993.047454 nChanged 412 SP:Iteration 3F (1494.410551 sec): 3 clusters Score: Raw -283087.060565 + Penalty 1832.220087 = -281254.840478 nChanged 351 SP:Iteration 4F (1494.455673 sec): 3 clusters Score: Raw -283305.602103 + Penalty 1832.220087 = -281473.382016 nChanged 289 SP:Iteration 5Q (1494.502045 sec): 3 clusters Score: Raw -283482.981379 + Penalty 1832.220087 = -281650.761293 nChanged 251 SP:Iteration 6Q (1494.651145 sec): 3 clusters Score: Raw -283626.709224 + Penalty 1832.220087 = -281794.489137 nChanged 223 SP:Iteration 7Q (1494.796289 sec): 3 clusters Score: Raw -283741.541957 + Penalty 1832.220087 = -281909.321870 nChanged 215 SP:Iteration 8Q (1494.936431 sec): 3 clusters Score: Raw -283854.427182 + Penalty 1832.220087 = -282022.207096 nChanged 222 SP:Iteration 9Q (1495.087722 sec): 3 clusters Score: Raw -283955.099215 + Penalty 1832.220087 = -282122.879128 nChanged 186 SP:Iteration 10Q (1495.226172 sec): 3 clusters Score: Raw -284036.178352 + Penalty 1832.220087 = -282203.958265 nChanged 154 SP:Iteration 11Q (1495.347118 sec): 3 clusters Score: Raw -284104.767418 + Penalty 1832.220087 = -282272.547331 nChanged 155 SP:Iteration 12Q (1495.399273 sec): 3 clusters Score: Raw -284170.320156 + Penalty 1832.220087 = -282338.100069 nChanged 150 SP:Iteration 13Q (1495.447828 sec): 3 clusters Score: Raw -284235.604682 + Penalty 1832.220087 = -282403.384595 nChanged 125 SP:Iteration 14Q (1495.494650 sec): 3 clusters Score: Raw -284284.720776 + Penalty 1832.220087 = -282452.500690 nChanged 124 SP:Iteration 15Q (1495.541392 sec): 3 clusters Score: Raw -284325.308219 + Penalty 1832.220087 = -282493.088132 nChanged 116 SP:Iteration 16Q (1495.589102 sec): 3 clusters Score: Raw -284366.955836 + Penalty 1832.220087 = -282534.735750 nChanged 108 SP:Iteration 17Q (1495.640871 sec): 3 clusters Score: Raw -284408.838834 + Penalty 1832.220087 = -282576.618747 nChanged 103 SP:Iteration 18Q (1495.692750 sec): 3 clusters Score: Raw -284445.682177 + Penalty 1832.220087 = -282613.462091 nChanged 97 SP:Iteration 19Q (1495.744591 sec): 3 clusters Score: Raw -284476.189172 + Penalty 1832.220087 = -282643.969085 nChanged 76 SP:Iteration 20F (1495.790828 sec): 3 clusters Score: Raw -284498.752113 + Penalty 1832.220087 = -282666.532026 nChanged 61 SP:Iteration 21Q (1495.857883 sec): 3 clusters Score: Raw -284516.348921 + Penalty 1832.220087 = -282684.128834 nChanged 71 SP:Iteration 22Q (1495.904832 sec): 3 clusters Score: Raw -284536.855956 + Penalty 1832.220087 = -282704.635869 nChanged 67 SP:Iteration 23Q (1495.953155 sec): 3 clusters Score: Raw -284558.017882 + Penalty 1832.220087 = -282725.797795 nChanged 73 SP:Iteration 24Q (1496.002017 sec): 3 clusters Score: Raw -284586.447971 + Penalty 1832.220087 = -282754.227884 nChanged 74 SP:Iteration 25Q (1496.050952 sec): 3 clusters Score: Raw -284614.728945 + Penalty 1832.220087 = -282782.508858 nChanged 66 SP:Iteration 26Q (1496.099792 sec): 3 clusters Score: Raw -284637.941309 + Penalty 1832.220087 = -282805.721222 nChanged 64 SP:Iteration 27Q (1496.148892 sec): 3 clusters Score: Raw -284663.552502 + Penalty 1832.220087 = -282831.332415 nChanged 64 SP:Iteration 28Q (1496.197736 sec): 3 clusters Score: Raw -284685.704891 + Penalty 1832.220087 = -282853.484804 nChanged 56 SP:Iteration 29Q (1496.246820 sec): 3 clusters Score: Raw -284701.979975 + Penalty 1832.220087 = -282869.759888 nChanged 44 SP:Iteration 30Q (1496.294905 sec): 3 clusters Score: Raw -284712.984050 + Penalty 1832.220087 = -282880.763963 nChanged 28 SP:Iteration 31Q (1496.342522 sec): 3 clusters Score: Raw -284721.047911 + Penalty 1832.220087 = -282888.827825 nChanged 28 SP:Iteration 32Q (1496.389325 sec): 3 clusters Score: Raw -284727.646210 + Penalty 1832.220087 = -282895.426123 nChanged 18 SP:Iteration 33Q (1496.436156 sec): 3 clusters Score: Raw -284732.815487 + Penalty 1832.220087 = -282900.595400 nChanged 21 SP:Iteration 34Q (1496.485798 sec): 3 clusters Score: Raw -284737.940015 + Penalty 1832.220087 = -282905.719929 nChanged 17 SP:Iteration 35Q (1496.535338 sec): 3 clusters Score: Raw -284741.831295 + Penalty 1832.220087 = -282909.611208 nChanged 13 SP:Iteration 36Q (1496.585326 sec): 3 clusters Score: Raw -284744.342040 + Penalty 1832.220087 = -282912.121953 nChanged 7 SP:Iteration 37Q (1496.634499 sec): 3 clusters Score: Raw -284745.681222 + Penalty 1832.220087 = -282913.461136 nChanged 9 SP:Iteration 38Q (1496.777290 sec): 3 clusters Score: Raw -284747.944368 + Penalty 1832.220087 = -282915.724282 nChanged 15 SP:Iteration 39Q (1496.919885 sec): 3 clusters Score: Raw -284752.456125 + Penalty 1832.220087 = -282920.236038 nChanged 18 SP:Iteration 40F (1497.035294 sec): 3 clusters Score: Raw -284756.459668 + Penalty 1832.220087 = -282924.239581 nChanged 11 SP:Iteration 41Q (1497.200536 sec): 3 clusters Score: Raw -284759.324556 + Penalty 1832.220087 = -282927.104469 nChanged 12 SP:Iteration 42Q (1497.320423 sec): 3 clusters Score: Raw -284762.755462 + Penalty 1832.220087 = -282930.535375 nChanged 12 SP:Iteration 43Q (1497.446130 sec): 3 clusters Score: Raw -284765.594281 + Penalty 1832.220087 = -282933.374194 nChanged 11 SP:Iteration 44Q (1497.568843 sec): 3 clusters Score: Raw -284768.439526 + Penalty 1832.220087 = -282936.219440 nChanged 11 SP:Iteration 45Q (1497.617008 sec): 3 clusters Score: Raw -284770.235047 + Penalty 1832.220087 = -282938.014960 nChanged 7 SP:Iteration 46Q (1497.665636 sec): 3 clusters Score: Raw -284772.221912 + Penalty 1832.220087 = -282940.001826 nChanged 6 SP:Iteration 47Q (1497.713885 sec): 3 clusters Score: Raw -284773.903744 + Penalty 1832.220087 = -282941.683657 nChanged 7 SP:Iteration 48Q (1497.759928 sec): 3 clusters Score: Raw -284775.069061 + Penalty 1832.220087 = -282942.848974 nChanged 5 SP:Iteration 49Q (1497.806159 sec): 3 clusters Score: Raw -284776.580979 + Penalty 1832.220087 = -282944.360892 nChanged 7 SP:Iteration 50Q (1497.852234 sec): 3 clusters Score: Raw -284777.577385 + Penalty 1832.220087 = -282945.357298 nChanged 3 SP:Iteration 51Q (1497.900321 sec): 3 clusters Score: Raw -284777.928062 + Penalty 1832.220087 = -282945.707975 nChanged 1 SP:Iteration 52Q (1497.948880 sec): 3 clusters Score: Raw -284777.986780 + Penalty 1832.220087 = -282945.766694 nChanged 2 SP:Iteration 53Q (1497.997492 sec): 3 clusters Score: Raw -284778.255702 + Penalty 1832.220087 = -282946.035615 nChanged 4 SP:Iteration 54Q (1498.044489 sec): 3 clusters Score: Raw -284778.961128 + Penalty 1832.220087 = -282946.741041 nChanged 2 SP:Iteration 55Q (1498.092131 sec): 3 clusters Score: Raw -284779.681200 + Penalty 1832.220087 = -282947.461113 nChanged 3 SP:Iteration 56Q (1498.154530 sec): 3 clusters Score: Raw -284780.408748 + Penalty 1832.220087 = -282948.188661 nChanged 6 SP:Iteration 57Q (1498.201959 sec): 3 clusters Score: Raw -284781.268409 + Penalty 1832.220087 = -282949.048322 nChanged 4 SP:Iteration 58Q (1498.249203 sec): 3 clusters Score: Raw -284781.766838 + Penalty 1832.220087 = -282949.546751 nChanged 2 SP:Iteration 59Q (1498.295881 sec): 3 clusters Score: Raw -284781.867348 + Penalty 1832.220087 = -282949.647262 nChanged 1 SP:Iteration 60F (1498.342958 sec): 3 clusters Score: Raw -284781.974694 + Penalty 1832.220087 = -282949.754607 nChanged 1 SP:Iteration 61Q (1498.389545 sec): 3 clusters Score: Raw -284782.094627 + Penalty 1832.220087 = -282949.874541 nChanged 1 SP:Iteration 62Q (1498.438433 sec): 3 clusters Score: Raw -284782.280101 + Penalty 1832.220087 = -282950.060014 nChanged 0 SP:Iteration 63F (1498.519187 sec): 3 clusters Score: Raw -284782.280101 + Penalty 1832.220087 = -282950.060014 nChanged 0 Time taken for this iteration:131.003945 seconds. 12->14 Clusters: Score -1475736.322671, best is -1476509.221545 Main iterations: 1364 (time per iteration =90.816621 ms) Total iterations: 19370 (time per iteration =6.395141 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 43106624452.000000 (time per metric unit =2.873662ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 819025864588.000000 (time per metric unit=151.245372ps) That took 123.873872 seconds.