FileBase 20160505--2--12.13.2016-16.03 ElecNo 4 UseFeatures 11111111111111111111111100001 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 1.51 and 2.27 GB. - 8 bytes per element (scalar), 101381000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.04 and 0.06 GB. - 8 bytes per element (scalar), 2534525 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.01 and 0.01 GB. - 2 bytes per element (data_int), 2534525 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), 625000 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Array Masks will use between 0.00 and 0.01 GB. - 1 bytes per element (char), 2534525 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.00 and 0.01 GB. - 1 bytes per element (char), 2534525 elements when full. - Memory usage scales as nPoints*nDims. Note that nPoints=101381, nDims=25, MaxPossibleClusters=1000 Total memory usage will be between 1.58 and 2.36 GB. RAM limit is set at 62.82 GB. ---------------------------------------------------------- Loaded 101381 data points of dimension 25. MEMO: A lower score indicates a better clustering Starting from 2 clusters... ------ Clustering full data set of 101381 points ------ SP: Assigned 2 initial classes randomly. Iteration 0F (0.962710 sec): 2 clusters Score: Raw -6607890.381018 + Penalty 2022.925491 = -6605867.455527 nChanged 417 Iteration 1Q (1.202371 sec): 2 clusters Score: Raw -6645205.884172 + Penalty 2022.925491 = -6643182.958680 nChanged 299 Iteration 2Q (1.437546 sec): 2 clusters Score: Raw -6646056.769828 + Penalty 2022.925491 = -6644033.844337 nChanged 80 Iteration 3Q (1.704571 sec): 2 clusters Score: Raw -6646122.132024 + Penalty 2022.925491 = -6644099.206533 nChanged 21 Iteration 4Q (1.946699 sec): 2 clusters Score: Raw -6646125.949422 + Penalty 2022.925491 = -6644103.023931 nChanged 4 Iteration 5Q (2.137244 sec): 2 clusters Score: Raw -6646126.301577 + Penalty 2022.925491 = -6644103.376086 nChanged 0 Iteration 6F (2.341596 sec): 2 clusters Score: Raw -6646126.301577 + Penalty 2022.925491 = -6644103.376086 nChanged 0 Compute initial score before splitting: Score: Raw -6646126.301577 + Penalty 2022.925491 = -6644103.376086 Trying to split cluster 1 (100560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2.710592 sec): 2 clusters Score: Raw -6650897.001621 + Penalty 2021.498477 = -6648875.503143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3.011149 sec): 3 clusters Score: Raw -6587594.789995 + Penalty 4042.996955 = -6583551.793040 nChanged 48389 SP:Iteration 1F (3.356787 sec): 3 clusters Score: Raw -6635020.645276 + Penalty 4042.996955 = -6630977.648321 nChanged 13952 SP:Iteration 2F (3.643841 sec): 3 clusters Score: Raw -6661738.259054 + Penalty 4042.996955 = -6657695.262099 nChanged 15814 SP:Iteration 3F (3.988678 sec): 3 clusters Score: Raw -6711739.874739 + Penalty 4042.996955 = -6707696.877784 nChanged 14568 SP:Iteration 4F (4.279002 sec): 3 clusters Score: Raw -6783228.423814 + Penalty 4042.996955 = -6779185.426859 nChanged 10040 SP:Iteration 5F (4.625313 sec): 3 clusters Score: Raw -6825891.665800 + Penalty 4042.996955 = -6821848.668845 nChanged 5925 SP:Iteration 6F (4.915181 sec): 3 clusters Score: Raw -6837433.971798 + Penalty 4042.996955 = -6833390.974843 nChanged 3128 SP:Iteration 7Q (5.244801 sec): 3 clusters Score: Raw -6841170.930147 + Penalty 4042.996955 = -6837127.933192 nChanged 1630 SP:Iteration 8Q (5.541616 sec): 3 clusters Score: Raw -6842461.024074 + Penalty 4042.996955 = -6838418.027119 nChanged 828 SP:Iteration 9Q (5.864119 sec): 3 clusters Score: Raw -6842856.285460 + Penalty 4042.996955 = -6838813.288505 nChanged 455 SP:Iteration 10Q (6.159853 sec): 3 clusters Score: Raw -6842968.660332 + Penalty 4042.996955 = -6838925.663377 nChanged 263 SP:Iteration 11Q (6.428418 sec): 3 clusters Score: Raw -6843017.275984 + Penalty 4042.996955 = -6838974.279029 nChanged 173 SP:Iteration 12Q (6.742515 sec): 3 clusters Score: Raw -6843041.472735 + Penalty 4042.996955 = -6838998.475780 nChanged 115 SP:Iteration 13Q (7.009895 sec): 3 clusters Score: Raw -6843051.709814 + Penalty 4042.996955 = -6839008.712859 nChanged 82 SP:Iteration 14Q (7.358503 sec): 3 clusters Score: Raw -6843056.117995 + Penalty 4042.996955 = -6839013.121040 nChanged 51 SP:Iteration 15Q (7.654336 sec): 3 clusters Score: Raw -6843058.046173 + Penalty 4042.996955 = -6839015.049219 nChanged 38 SP:Iteration 16Q (7.979188 sec): 3 clusters Score: Raw -6843059.094012 + Penalty 4042.996955 = -6839016.097057 nChanged 26 SP:Iteration 17Q (8.246976 sec): 3 clusters Score: Raw -6843059.647420 + Penalty 4042.996955 = -6839016.650465 nChanged 33 SP:Iteration 18Q (8.560003 sec): 3 clusters Score: Raw -6843060.323857 + Penalty 4042.996955 = -6839017.326902 nChanged 16 SP:Iteration 19Q (8.853862 sec): 3 clusters Score: Raw -6843060.645467 + Penalty 4042.996955 = -6839017.648512 nChanged 17 SP:Iteration 20F (9.148748 sec): 3 clusters Score: Raw -6843063.930966 + Penalty 4042.996955 = -6839020.934011 nChanged 15 SP:Iteration 21Q (9.476329 sec): 3 clusters Score: Raw -6843064.469736 + Penalty 4042.996955 = -6839021.472781 nChanged 7 SP:Iteration 22Q (9.743533 sec): 3 clusters Score: Raw -6843064.590036 + Penalty 4042.996955 = -6839021.593081 nChanged 2 SP:Iteration 23Q (10.014719 sec): 3 clusters Score: Raw -6843064.629220 + Penalty 4042.996955 = -6839021.632265 nChanged 5 SP:Iteration 24Q (10.340081 sec): 3 clusters Score: Raw -6843064.680508 + Penalty 4042.996955 = -6839021.683553 nChanged 3 SP:Iteration 25Q (10.609096 sec): 3 clusters Score: Raw -6843064.719138 + Penalty 4042.996955 = -6839021.722183 nChanged 3 SP:Iteration 26Q (10.915310 sec): 3 clusters Score: Raw -6843064.763966 + Penalty 4042.996955 = -6839021.767011 nChanged 3 SP:Iteration 27Q (11.212538 sec): 3 clusters Score: Raw -6843064.801608 + Penalty 4042.996955 = -6839021.804653 nChanged 3 SP:Iteration 28Q (11.483205 sec): 3 clusters Score: Raw -6843064.825456 + Penalty 4042.996955 = -6839021.828501 nChanged 0 SP:Iteration 29F (11.827838 sec): 3 clusters Score: Raw -6843064.825456 + Penalty 4042.996955 = -6839021.828501 nChanged 0 Score: Raw -6838294.125413 + Penalty 4045.850983 = -6834248.274430 Splitting cluster 1 changes total score from -6644103.376086 to -6834248.274430 So it's getting split into cluster 2. Iteration 7F (12.480378 sec): 3 clusters Score: Raw -6854502.524042 + Penalty 4045.850983 = -6850456.673060 nChanged 657 Iteration 8Q (12.755139 sec): 3 clusters Score: Raw -6856891.291210 + Penalty 4045.850983 = -6852845.440227 nChanged 842 Iteration 9Q (13.087865 sec): 3 clusters Score: Raw -6857176.357008 + Penalty 4045.850983 = -6853130.506026 nChanged 645 Iteration 10Q (13.390767 sec): 3 clusters Score: Raw -6857332.836390 + Penalty 4045.850983 = -6853286.985407 nChanged 485 Iteration 11Q (13.718810 sec): 3 clusters Score: Raw -6857418.503431 + Penalty 4045.850983 = -6853372.652449 nChanged 308 Iteration 12Q (13.993325 sec): 3 clusters Score: Raw -6857456.582542 + Penalty 4045.850983 = -6853410.731559 nChanged 214 Iteration 13Q (14.324142 sec): 3 clusters Score: Raw -6857476.446076 + Penalty 4045.850983 = -6853430.595093 nChanged 151 Iteration 14Q (14.599083 sec): 3 clusters Score: Raw -6857486.773421 + Penalty 4045.850983 = -6853440.922438 nChanged 111 Iteration 15Q (14.929818 sec): 3 clusters Score: Raw -6857493.507006 + Penalty 4045.850983 = -6853447.656023 nChanged 79 Iteration 16Q (15.199576 sec): 3 clusters Score: Raw -6857496.750383 + Penalty 4045.850983 = -6853450.899400 nChanged 58 Iteration 17Q (15.530468 sec): 3 clusters Score: Raw -6857498.663793 + Penalty 4045.850983 = -6853452.812811 nChanged 43 Iteration 18Q (15.801914 sec): 3 clusters Score: Raw -6857499.868791 + Penalty 4045.850983 = -6853454.017809 nChanged 21 Iteration 19Q (16.145286 sec): 3 clusters Score: Raw -6857500.291671 + Penalty 4045.850983 = -6853454.440689 nChanged 19 Writing temp clu file Because OldScore, -6853454.017809, is greater than current (better) Score,-6853454.440689 Compute initial score before splitting: Score: Raw -6857500.291671 + Penalty 4045.850983 = -6853454.440689 Trying to split cluster 1 (26069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (16.333257 sec): 2 clusters Score: Raw -1489789.240764 + Penalty 1784.572127 = -1488004.668637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (16.477096 sec): 3 clusters Score: Raw -1474825.828226 + Penalty 3569.144254 = -1471256.683972 nChanged 12128 SP:Iteration 1F (16.600990 sec): 3 clusters Score: Raw -1492938.593070 + Penalty 3569.144254 = -1489369.448816 nChanged 4138 SP:Iteration 2F (16.712325 sec): 3 clusters Score: Raw -1499859.966970 + Penalty 3569.144254 = -1496290.822716 nChanged 2346 SP:Iteration 3F (16.837982 sec): 3 clusters Score: Raw -1502359.322238 + Penalty 3569.144254 = -1498790.177985 nChanged 1314 SP:Iteration 4F (16.963107 sec): 3 clusters Score: Raw -1503578.085902 + Penalty 3569.144254 = -1500008.941648 nChanged 914 SP:Iteration 5Q (17.072529 sec): 3 clusters Score: Raw -1504326.701140 + Penalty 3569.144254 = -1500757.556886 nChanged 677 SP:Iteration 6Q (17.188450 sec): 3 clusters Score: Raw -1504792.473097 + Penalty 3569.144254 = -1501223.328843 nChanged 499 SP:Iteration 7Q (17.300371 sec): 3 clusters Score: Raw -1505111.971416 + Penalty 3569.144254 = -1501542.827162 nChanged 446 SP:Iteration 8Q (17.415101 sec): 3 clusters Score: Raw -1505385.323031 + Penalty 3569.144254 = -1501816.178777 nChanged 414 SP:Iteration 9Q (17.527596 sec): 3 clusters Score: Raw -1505664.146217 + Penalty 3569.144254 = -1502095.001963 nChanged 404 SP:Iteration 10Q (17.639065 sec): 3 clusters Score: Raw -1505985.291560 + Penalty 3569.144254 = -1502416.147306 nChanged 424 SP:Iteration 11Q (17.756846 sec): 3 clusters Score: Raw -1506308.444514 + Penalty 3569.144254 = -1502739.300260 nChanged 381 SP:Iteration 12Q (17.881611 sec): 3 clusters Score: Raw -1506586.440524 + Penalty 3569.144254 = -1503017.296270 nChanged 318 SP:Iteration 13Q (17.989504 sec): 3 clusters Score: Raw -1506800.898337 + Penalty 3569.144254 = -1503231.754083 nChanged 293 SP:Iteration 14Q (18.113213 sec): 3 clusters Score: Raw -1506924.377837 + Penalty 3569.144254 = -1503355.233583 nChanged 221 SP:Iteration 15Q (18.234696 sec): 3 clusters Score: Raw -1507007.245709 + Penalty 3569.144254 = -1503438.101455 nChanged 150 SP:Iteration 16Q (18.337986 sec): 3 clusters Score: Raw -1507050.930675 + Penalty 3569.144254 = -1503481.786421 nChanged 110 SP:Iteration 17Q (18.451593 sec): 3 clusters Score: Raw -1507100.385387 + Penalty 3569.144254 = -1503531.241133 nChanged 87 SP:Iteration 18Q (18.561843 sec): 3 clusters Score: Raw -1507130.876670 + Penalty 3569.144254 = -1503561.732416 nChanged 72 SP:Iteration 19Q (18.672260 sec): 3 clusters Score: Raw -1507142.519704 + Penalty 3569.144254 = -1503573.375450 nChanged 45 SP:Iteration 20F (18.785387 sec): 3 clusters Score: Raw -1507324.431043 + Penalty 3569.144254 = -1503755.286789 nChanged 78 SP:Iteration 21Q (18.912572 sec): 3 clusters Score: Raw -1507475.649088 + Penalty 3569.144254 = -1503906.504834 nChanged 165 SP:Iteration 22Q (19.034221 sec): 3 clusters Score: Raw -1507564.441217 + Penalty 3569.144254 = -1503995.296963 nChanged 143 SP:Iteration 23Q (19.144322 sec): 3 clusters Score: Raw -1507626.550799 + Penalty 3569.144254 = -1504057.406545 nChanged 125 SP:Iteration 24Q (19.297894 sec): 3 clusters Score: Raw -1507685.005287 + Penalty 3569.144254 = -1504115.861033 nChanged 121 SP:Iteration 25Q (19.411563 sec): 3 clusters Score: Raw -1507763.478510 + Penalty 3569.144254 = -1504194.334256 nChanged 147 SP:Iteration 26Q (19.512184 sec): 3 clusters Score: Raw -1507883.331113 + Penalty 3569.144254 = -1504314.186859 nChanged 153 SP:Iteration 27Q (19.640269 sec): 3 clusters Score: Raw -1508058.948939 + Penalty 3569.144254 = -1504489.804686 nChanged 190 SP:Iteration 28Q (19.742330 sec): 3 clusters Score: Raw -1508238.563689 + Penalty 3569.144254 = -1504669.419435 nChanged 194 SP:Iteration 29Q (19.862851 sec): 3 clusters Score: Raw -1508460.281545 + Penalty 3569.144254 = -1504891.137291 nChanged 211 SP:Iteration 30Q (19.985439 sec): 3 clusters Score: Raw -1508635.949246 + Penalty 3569.144254 = -1505066.804992 nChanged 198 SP:Iteration 31Q (20.085682 sec): 3 clusters Score: Raw -1508785.235124 + Penalty 3569.144254 = -1505216.090870 nChanged 153 SP:Iteration 32Q (20.198557 sec): 3 clusters Score: Raw -1508876.199765 + Penalty 3569.144254 = -1505307.055511 nChanged 129 SP:Iteration 33Q (20.308445 sec): 3 clusters Score: Raw -1508965.875249 + Penalty 3569.144254 = -1505396.730995 nChanged 118 SP:Iteration 34Q (20.418164 sec): 3 clusters Score: Raw -1509044.627310 + Penalty 3569.144254 = -1505475.483056 nChanged 123 SP:Iteration 35Q (20.537048 sec): 3 clusters Score: Raw -1509100.223402 + Penalty 3569.144254 = -1505531.079148 nChanged 121 SP:Iteration 36Q (20.744399 sec): 3 clusters Score: Raw -1509150.213278 + Penalty 3569.144254 = -1505581.069024 nChanged 114 SP:Iteration 37Q (20.893406 sec): 3 clusters Score: Raw -1509244.042823 + Penalty 3569.144254 = -1505674.898570 nChanged 125 SP:Iteration 38Q (21.023925 sec): 3 clusters Score: Raw -1509334.772321 + Penalty 3569.144254 = -1505765.628067 nChanged 133 SP:Iteration 39Q (21.140335 sec): 3 clusters Score: Raw -1509382.297309 + Penalty 3569.144254 = -1505813.153055 nChanged 83 SP:Iteration 40F (21.266141 sec): 3 clusters Score: Raw -1509414.539586 + Penalty 3569.144254 = -1505845.395332 nChanged 58 SP:Iteration 41Q (21.372603 sec): 3 clusters Score: Raw -1509427.722113 + Penalty 3569.144254 = -1505858.577859 nChanged 52 SP:Iteration 42Q (21.492929 sec): 3 clusters Score: Raw -1509433.247501 + Penalty 3569.144254 = -1505864.103248 nChanged 25 SP:Iteration 43Q (21.616499 sec): 3 clusters Score: Raw -1509435.221920 + Penalty 3569.144254 = -1505866.077666 nChanged 16 SP:Iteration 44Q (21.719731 sec): 3 clusters Score: Raw -1509436.152022 + Penalty 3569.144254 = -1505867.007768 nChanged 7 SP:Iteration 45Q (21.832841 sec): 3 clusters Score: Raw -1509436.404709 + Penalty 3569.144254 = -1505867.260455 nChanged 3 SP:Iteration 46Q (21.942829 sec): 3 clusters Score: Raw -1509436.548726 + Penalty 3569.144254 = -1505867.404472 nChanged 2 SP:Iteration 47Q (22.051987 sec): 3 clusters Score: Raw -1509436.642643 + Penalty 3569.144254 = -1505867.498389 nChanged 0 SP:Iteration 48F (22.173335 sec): 3 clusters Score: Raw -1509436.642643 + Penalty 3569.144254 = -1505867.498389 nChanged 0 Score: Raw -6877147.957882 + Penalty 6068.776474 = -6871079.181408 Splitting cluster 1 changes total score from -6853454.440689 to -6871079.181408 So it's getting split into cluster 3. Trying to split cluster 2 (75183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (22.895012 sec): 2 clusters Score: Raw -5426451.412521 + Penalty 1970.457914 = -5424480.954607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (23.238007 sec): 3 clusters Score: Raw -5378460.955156 + Penalty 3940.915828 = -5374520.039328 nChanged 35438 SP:Iteration 1F (23.523617 sec): 3 clusters Score: Raw -5407546.181615 + Penalty 3940.915828 = -5403605.265787 nChanged 9801 SP:Iteration 2F (23.755212 sec): 3 clusters Score: Raw -5423985.958193 + Penalty 3940.915828 = -5420045.042365 nChanged 10131 SP:Iteration 3F (24.013004 sec): 3 clusters Score: Raw -5436651.866317 + Penalty 3940.915828 = -5432710.950489 nChanged 6225 SP:Iteration 4F (24.304546 sec): 3 clusters Score: Raw -5441689.793323 + Penalty 3940.915828 = -5437748.877495 nChanged 3446 SP:Iteration 5Q (24.596151 sec): 3 clusters Score: Raw -5443732.091303 + Penalty 3940.915828 = -5439791.175475 nChanged 2153 SP:Iteration 6Q (24.843775 sec): 3 clusters Score: Raw -5444907.248477 + Penalty 3940.915828 = -5440966.332650 nChanged 1691 SP:Iteration 7Q (25.107067 sec): 3 clusters Score: Raw -5446289.237033 + Penalty 3940.915828 = -5442348.321205 nChanged 1799 SP:Iteration 8Q (25.401881 sec): 3 clusters Score: Raw -5449199.688029 + Penalty 3940.915828 = -5445258.772202 nChanged 2288 SP:Iteration 9Q (25.637349 sec): 3 clusters Score: Raw -5455963.276095 + Penalty 3940.915828 = -5452022.360267 nChanged 2663 SP:Iteration 10Q (25.900168 sec): 3 clusters Score: Raw -5462138.630726 + Penalty 3940.915828 = -5458197.714898 nChanged 1923 SP:Iteration 11Q (26.178146 sec): 3 clusters Score: Raw -5463168.478048 + Penalty 3940.915828 = -5459227.562220 nChanged 1080 SP:Iteration 12Q (26.408051 sec): 3 clusters Score: Raw -5463609.348419 + Penalty 3940.915828 = -5459668.432591 nChanged 814 SP:Iteration 13Q (26.665973 sec): 3 clusters Score: Raw -5463915.116209 + Penalty 3940.915828 = -5459974.200381 nChanged 692 SP:Iteration 14Q (26.951445 sec): 3 clusters Score: Raw -5464124.390789 + Penalty 3940.915828 = -5460183.474962 nChanged 565 SP:Iteration 15Q (27.187442 sec): 3 clusters Score: Raw -5464275.913078 + Penalty 3940.915828 = -5460334.997250 nChanged 459 SP:Iteration 16Q (27.477486 sec): 3 clusters Score: Raw -5464389.130280 + Penalty 3940.915828 = -5460448.214452 nChanged 386 SP:Iteration 17Q (27.751896 sec): 3 clusters Score: Raw -5464479.889197 + Penalty 3940.915828 = -5460538.973369 nChanged 339 SP:Iteration 18Q (27.988021 sec): 3 clusters Score: Raw -5464564.849371 + Penalty 3940.915828 = -5460623.933543 nChanged 304 SP:Iteration 19Q (28.270475 sec): 3 clusters Score: Raw -5464635.802611 + Penalty 3940.915828 = -5460694.886783 nChanged 279 SP:Iteration 20F (28.555679 sec): 3 clusters Score: Raw -5464703.866843 + Penalty 3940.915828 = -5460762.951015 nChanged 270 SP:Iteration 21Q (28.782272 sec): 3 clusters Score: Raw -5464774.058380 + Penalty 3940.915828 = -5460833.142553 nChanged 271 SP:Iteration 22Q (29.035771 sec): 3 clusters Score: Raw -5464843.798786 + Penalty 3940.915828 = -5460902.882959 nChanged 268 SP:Iteration 23Q (29.307611 sec): 3 clusters Score: Raw -5464914.559434 + Penalty 3940.915828 = -5460973.643606 nChanged 241 SP:Iteration 24Q (29.579459 sec): 3 clusters Score: Raw -5464981.561152 + Penalty 3940.915828 = -5461040.645325 nChanged 234 SP:Iteration 25Q (29.822649 sec): 3 clusters Score: Raw -5465042.614201 + Penalty 3940.915828 = -5461101.698373 nChanged 216 SP:Iteration 26Q (30.108656 sec): 3 clusters Score: Raw -5465097.752197 + Penalty 3940.915828 = -5461156.836369 nChanged 187 SP:Iteration 27Q (30.392150 sec): 3 clusters Score: Raw -5465140.473292 + Penalty 3940.915828 = -5461199.557465 nChanged 189 SP:Iteration 28Q (30.616268 sec): 3 clusters Score: Raw -5465190.838583 + Penalty 3940.915828 = -5461249.922755 nChanged 199 SP:Iteration 29Q (30.862580 sec): 3 clusters Score: Raw -5465250.643851 + Penalty 3940.915828 = -5461309.728023 nChanged 205 SP:Iteration 30Q (31.116417 sec): 3 clusters Score: Raw -5465317.659817 + Penalty 3940.915828 = -5461376.743990 nChanged 190 SP:Iteration 31Q (31.358968 sec): 3 clusters Score: Raw -5465379.570729 + Penalty 3940.915828 = -5461438.654902 nChanged 203 SP:Iteration 32Q (31.610152 sec): 3 clusters Score: Raw -5465472.326417 + Penalty 3940.915828 = -5461531.410590 nChanged 253 SP:Iteration 33Q (31.886518 sec): 3 clusters Score: Raw -5465611.261019 + Penalty 3940.915828 = -5461670.345191 nChanged 288 SP:Iteration 34Q (32.114602 sec): 3 clusters Score: Raw -5465808.285282 + Penalty 3940.915828 = -5461867.369454 nChanged 319 SP:Iteration 35Q (32.418200 sec): 3 clusters Score: Raw -5466066.335438 + Penalty 3940.915828 = -5462125.419610 nChanged 320 SP:Iteration 36Q (32.669726 sec): 3 clusters Score: Raw -5466286.874602 + Penalty 3940.915828 = -5462345.958774 nChanged 276 SP:Iteration 37Q (32.938670 sec): 3 clusters Score: Raw -5466390.828568 + Penalty 3940.915828 = -5462449.912741 nChanged 174 SP:Iteration 38Q (33.173931 sec): 3 clusters Score: Raw -5466439.104079 + Penalty 3940.915828 = -5462498.188251 nChanged 103 SP:Iteration 39Q (33.453127 sec): 3 clusters Score: Raw -5466453.561286 + Penalty 3940.915828 = -5462512.645458 nChanged 66 SP:Iteration 40F (33.720518 sec): 3 clusters Score: Raw -5466472.418328 + Penalty 3940.915828 = -5462531.502501 nChanged 47 SP:Iteration 41Q (33.943980 sec): 3 clusters Score: Raw -5466476.819701 + Penalty 3940.915828 = -5462535.903874 nChanged 27 SP:Iteration 42Q (34.223535 sec): 3 clusters Score: Raw -5466477.910743 + Penalty 3940.915828 = -5462536.994915 nChanged 11 SP:Iteration 43Q (34.452408 sec): 3 clusters Score: Raw -5466478.174624 + Penalty 3940.915828 = -5462537.258796 nChanged 1 SP:Iteration 44Q (34.710069 sec): 3 clusters Score: Raw -5466478.189739 + Penalty 3940.915828 = -5462537.273912 nChanged 0 SP:Iteration 45F (34.939973 sec): 3 clusters Score: Raw -5466478.189739 + Penalty 3940.915828 = -5462537.273912 nChanged 0 Score: Raw -6917174.735101 + Penalty 8091.701965 = -6909083.033136 Splitting cluster 2 changes total score from -6853454.440689 to -6909083.033136 So it's getting split into cluster 4. Iteration 20F (36.020953 sec): 5 clusters Score: Raw -6921940.974078 + Penalty 8091.701965 = -6913849.272113 nChanged 3205 Iteration 21Q (36.473507 sec): 5 clusters Score: Raw -6924170.798353 + Penalty 8091.701965 = -6916079.096388 nChanged 1648 Iteration 22Q (36.888595 sec): 5 clusters Score: Raw -6925339.846510 + Penalty 8091.701965 = -6917248.144545 nChanged 1275 Iteration 23Q (37.303230 sec): 5 clusters Score: Raw -6925996.208295 + Penalty 8091.701965 = -6917904.506330 nChanged 1020 Iteration 24Q (37.818307 sec): 5 clusters Score: Raw -6926501.690598 + Penalty 8091.701965 = -6918409.988633 nChanged 866 Iteration 25Q (38.277913 sec): 5 clusters Score: Raw -6926947.817218 + Penalty 8091.701965 = -6918856.115253 nChanged 740 Iteration 26Q (38.772060 sec): 5 clusters Score: Raw -6927285.151159 + Penalty 8091.701965 = -6919193.449194 nChanged 617 Iteration 27Q (39.310349 sec): 5 clusters Score: Raw -6927623.904389 + Penalty 8091.701965 = -6919532.202424 nChanged 575 Iteration 28Q (39.814278 sec): 5 clusters Score: Raw -6927906.847416 + Penalty 8091.701965 = -6919815.145451 nChanged 494 Iteration 29Q (40.302463 sec): 5 clusters Score: Raw -6928157.879217 + Penalty 8091.701965 = -6920066.177252 nChanged 419 Iteration 30Q (40.713882 sec): 5 clusters Score: Raw -6928438.266355 + Penalty 8091.701965 = -6920346.564390 nChanged 396 Iteration 31Q (41.151075 sec): 5 clusters Score: Raw -6928669.797129 + Penalty 8091.701965 = -6920578.095164 nChanged 390 Iteration 32Q (41.614414 sec): 5 clusters Score: Raw -6928792.075937 + Penalty 8091.701965 = -6920700.373972 nChanged 331 Iteration 33Q (42.020890 sec): 5 clusters Score: Raw -6928874.450878 + Penalty 8091.701965 = -6920782.748913 nChanged 294 Iteration 34Q (42.427641 sec): 5 clusters Score: Raw -6928917.904125 + Penalty 8091.701965 = -6920826.202160 nChanged 274 Iteration 35Q (42.836672 sec): 5 clusters Score: Raw -6928984.449304 + Penalty 8091.701965 = -6920892.747339 nChanged 239 Iteration 36Q (43.322542 sec): 5 clusters Score: Raw -6929021.449666 + Penalty 8091.701965 = -6920929.747701 nChanged 214 Iteration 37Q (43.790768 sec): 5 clusters Score: Raw -6929055.155898 + Penalty 8091.701965 = -6920963.453933 nChanged 206 Iteration 38Q (44.248266 sec): 5 clusters Score: Raw -6929089.064151 + Penalty 8091.701965 = -6920997.362186 nChanged 217 Iteration 39Q (44.716903 sec): 5 clusters Score: Raw -6929145.516906 + Penalty 8091.701965 = -6921053.814941 nChanged 204 Iteration 40F (45.250997 sec): 5 clusters Score: Raw -6929490.197639 + Penalty 8091.701965 = -6921398.495674 nChanged 249 Iteration 41Q (45.773131 sec): 5 clusters Score: Raw -6929799.259070 + Penalty 8091.701965 = -6921707.557105 nChanged 367 Iteration 42Q (46.293112 sec): 5 clusters Score: Raw -6930030.586055 + Penalty 8091.701965 = -6921938.884090 nChanged 381 Iteration 43Q (46.733416 sec): 5 clusters Score: Raw -6930302.214493 + Penalty 8091.701965 = -6922210.512528 nChanged 371 Iteration 44Q (47.176486 sec): 5 clusters Score: Raw -6930618.459640 + Penalty 8091.701965 = -6922526.757674 nChanged 424 Iteration 45Q (47.678958 sec): 5 clusters Score: Raw -6931022.146120 + Penalty 8091.701965 = -6922930.444155 nChanged 465 Iteration 46Q (48.128064 sec): 5 clusters Score: Raw -6931328.006534 + Penalty 8091.701965 = -6923236.304569 nChanged 464 Iteration 47Q (48.581281 sec): 5 clusters Score: Raw -6931459.760215 + Penalty 8091.701965 = -6923368.058250 nChanged 385 Iteration 48Q (49.035308 sec): 5 clusters Score: Raw -6931521.859926 + Penalty 8091.701965 = -6923430.157961 nChanged 307 Iteration 49Q (49.502585 sec): 5 clusters Score: Raw -6931565.342720 + Penalty 8091.701965 = -6923473.640755 nChanged 249 Iteration 50Q (49.913522 sec): 5 clusters Score: Raw -6931597.226317 + Penalty 8091.701965 = -6923505.524351 nChanged 191 Iteration 51Q (50.324065 sec): 5 clusters Score: Raw -6931617.548028 + Penalty 8091.701965 = -6923525.846063 nChanged 166 Iteration 52Q (50.735020 sec): 5 clusters Score: Raw -6931636.056215 + Penalty 8091.701965 = -6923544.354250 nChanged 159 Iteration 53Q (51.207484 sec): 5 clusters Score: Raw -6931655.562814 + Penalty 8091.701965 = -6923563.860849 nChanged 140 Iteration 54Q (51.688217 sec): 5 clusters Score: Raw -6931672.059442 + Penalty 8091.701965 = -6923580.357477 nChanged 145 Iteration 55Q (52.156248 sec): 5 clusters Score: Raw -6931689.211533 + Penalty 8091.701965 = -6923597.509568 nChanged 145 Iteration 56Q (52.597408 sec): 5 clusters Score: Raw -6931703.319571 + Penalty 8091.701965 = -6923611.617606 nChanged 122 Iteration 57Q (53.120427 sec): 5 clusters Score: Raw -6931716.605636 + Penalty 8091.701965 = -6923624.903671 nChanged 122 Iteration 58Q (53.573231 sec): 5 clusters Score: Raw -6931728.063962 + Penalty 8091.701965 = -6923636.361997 nChanged 120 Writing temp clu file Because OldScore, -6923624.903671, is greater than current (better) Score,-6923636.361997 Compute initial score before splitting: Score: Raw -6931728.063962 + Penalty 8091.701965 = -6923636.361997 Trying to split cluster 1 (14672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (53.756939 sec): 2 clusters Score: Raw -799298.595750 + Penalty 1683.693682 = -797614.902068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (53.851878 sec): 3 clusters Score: Raw -791412.004265 + Penalty 3367.387364 = -788044.616901 nChanged 6625 SP:Iteration 1F (53.981361 sec): 3 clusters Score: Raw -802073.983754 + Penalty 3367.387364 = -798706.596389 nChanged 2327 SP:Iteration 2F (54.050940 sec): 3 clusters Score: Raw -806389.717206 + Penalty 3367.387364 = -803022.329842 nChanged 1450 SP:Iteration 3F (54.120021 sec): 3 clusters Score: Raw -808745.240834 + Penalty 3367.387364 = -805377.853470 nChanged 955 SP:Iteration 4F (54.208242 sec): 3 clusters Score: Raw -810126.226031 + Penalty 3367.387364 = -806758.838666 nChanged 681 SP:Iteration 5Q (54.406236 sec): 3 clusters Score: Raw -811102.225336 + Penalty 3367.387364 = -807734.837972 nChanged 548 SP:Iteration 6Q (54.519928 sec): 3 clusters Score: Raw -811940.497611 + Penalty 3367.387364 = -808573.110247 nChanged 417 SP:Iteration 7Q (54.606644 sec): 3 clusters Score: Raw -812444.055726 + Penalty 3367.387364 = -809076.668362 nChanged 329 SP:Iteration 8Q (54.685344 sec): 3 clusters Score: Raw -812769.426475 + Penalty 3367.387364 = -809402.039111 nChanged 259 SP:Iteration 9Q (54.766697 sec): 3 clusters Score: Raw -812945.123487 + Penalty 3367.387364 = -809577.736123 nChanged 206 SP:Iteration 10Q (54.867768 sec): 3 clusters Score: Raw -813047.903854 + Penalty 3367.387364 = -809680.516490 nChanged 170 SP:Iteration 11Q (54.949648 sec): 3 clusters Score: Raw -813123.009447 + Penalty 3367.387364 = -809755.622083 nChanged 166 SP:Iteration 12Q (55.023141 sec): 3 clusters Score: Raw -813191.325380 + Penalty 3367.387364 = -809823.938016 nChanged 140 SP:Iteration 13Q (55.117152 sec): 3 clusters Score: Raw -813242.748873 + Penalty 3367.387364 = -809875.361508 nChanged 124 SP:Iteration 14Q (55.203272 sec): 3 clusters Score: Raw -813280.527083 + Penalty 3367.387364 = -809913.139719 nChanged 91 SP:Iteration 15Q (55.271512 sec): 3 clusters Score: Raw -813306.568995 + Penalty 3367.387364 = -809939.181631 nChanged 87 SP:Iteration 16Q (55.342939 sec): 3 clusters Score: Raw -813329.452039 + Penalty 3367.387364 = -809962.064675 nChanged 73 SP:Iteration 17Q (55.422611 sec): 3 clusters Score: Raw -813350.758141 + Penalty 3367.387364 = -809983.370777 nChanged 50 SP:Iteration 18Q (55.501919 sec): 3 clusters Score: Raw -813359.567125 + Penalty 3367.387364 = -809992.179761 nChanged 35 SP:Iteration 19Q (55.575767 sec): 3 clusters Score: Raw -813362.838383 + Penalty 3367.387364 = -809995.451019 nChanged 22 SP:Iteration 20F (55.647756 sec): 3 clusters Score: Raw -813378.612796 + Penalty 3367.387364 = -810011.225432 nChanged 29 SP:Iteration 21Q (55.722731 sec): 3 clusters Score: Raw -813388.578412 + Penalty 3367.387364 = -810021.191047 nChanged 49 SP:Iteration 22Q (55.799454 sec): 3 clusters Score: Raw -813399.240249 + Penalty 3367.387364 = -810031.852884 nChanged 50 SP:Iteration 23Q (55.872532 sec): 3 clusters Score: Raw -813409.460329 + Penalty 3367.387364 = -810042.072965 nChanged 37 SP:Iteration 24Q (55.945292 sec): 3 clusters Score: Raw -813414.260405 + Penalty 3367.387364 = -810046.873041 nChanged 26 SP:Iteration 25Q (56.019905 sec): 3 clusters Score: Raw -813419.149213 + Penalty 3367.387364 = -810051.761849 nChanged 25 SP:Iteration 26Q (56.093165 sec): 3 clusters Score: Raw -813423.579945 + Penalty 3367.387364 = -810056.192581 nChanged 20 SP:Iteration 27Q (56.164657 sec): 3 clusters Score: Raw -813426.690082 + Penalty 3367.387364 = -810059.302718 nChanged 14 SP:Iteration 28Q (56.237899 sec): 3 clusters Score: Raw -813428.615955 + Penalty 3367.387364 = -810061.228591 nChanged 7 SP:Iteration 29Q (56.313689 sec): 3 clusters Score: Raw -813431.525716 + Penalty 3367.387364 = -810064.138351 nChanged 9 SP:Iteration 30Q (56.389671 sec): 3 clusters Score: Raw -813432.240150 + Penalty 3367.387364 = -810064.852786 nChanged 5 SP:Iteration 31Q (56.466175 sec): 3 clusters Score: Raw -813432.878157 + Penalty 3367.387364 = -810065.490793 nChanged 5 SP:Iteration 32Q (56.540330 sec): 3 clusters Score: Raw -813433.227796 + Penalty 3367.387364 = -810065.840432 nChanged 4 SP:Iteration 33Q (56.613099 sec): 3 clusters Score: Raw -813433.629124 + Penalty 3367.387364 = -810066.241759 nChanged 6 SP:Iteration 34Q (56.687903 sec): 3 clusters Score: Raw -813434.967378 + Penalty 3367.387364 = -810067.580014 nChanged 8 SP:Iteration 35Q (56.765394 sec): 3 clusters Score: Raw -813435.775862 + Penalty 3367.387364 = -810068.388497 nChanged 7 SP:Iteration 36Q (56.839961 sec): 3 clusters Score: Raw -813436.498467 + Penalty 3367.387364 = -810069.111103 nChanged 8 SP:Iteration 37Q (56.913793 sec): 3 clusters Score: Raw -813436.950454 + Penalty 3367.387364 = -810069.563090 nChanged 5 SP:Iteration 38Q (56.987582 sec): 3 clusters Score: Raw -813437.182368 + Penalty 3367.387364 = -810069.795003 nChanged 5 SP:Iteration 39Q (57.061969 sec): 3 clusters Score: Raw -813437.437739 + Penalty 3367.387364 = -810070.050375 nChanged 1 SP:Iteration 40F (57.141806 sec): 3 clusters Score: Raw -813437.478573 + Penalty 3367.387364 = -810070.091208 nChanged 0 Score: Raw -6945873.095293 + Penalty 10114.627456 = -6935758.467837 Splitting cluster 1 changes total score from -6923636.361997 to -6935758.467837 So it's getting split into cluster 5. Trying to split cluster 2 (22057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (57.945029 sec): 2 clusters Score: Raw -1555505.897710 + Penalty 1755.243119 = -1553750.654591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (58.139085 sec): 3 clusters Score: Raw -1542366.049451 + Penalty 3510.486237 = -1538855.563214 nChanged 10010 SP:Iteration 1F (58.302978 sec): 3 clusters Score: Raw -1551547.878296 + Penalty 3510.486237 = -1548037.392059 nChanged 3121 SP:Iteration 2F (58.530844 sec): 3 clusters Score: Raw -1558760.210815 + Penalty 3510.486237 = -1555249.724577 nChanged 2866 SP:Iteration 3F (58.622154 sec): 3 clusters Score: Raw -1563807.515004 + Penalty 3510.486237 = -1560297.028767 nChanged 1735 SP:Iteration 4F (58.733976 sec): 3 clusters Score: Raw -1567283.522987 + Penalty 3510.486237 = -1563773.036750 nChanged 1313 SP:Iteration 5F (58.855099 sec): 3 clusters Score: Raw -1571302.027166 + Penalty 3510.486237 = -1567791.540929 nChanged 916 SP:Iteration 6Q (58.961865 sec): 3 clusters Score: Raw -1573105.149930 + Penalty 3510.486237 = -1569594.663693 nChanged 605 SP:Iteration 7Q (59.063008 sec): 3 clusters Score: Raw -1573912.591406 + Penalty 3510.486237 = -1570402.105169 nChanged 376 SP:Iteration 8Q (59.178877 sec): 3 clusters Score: Raw -1574321.479312 + Penalty 3510.486237 = -1570810.993075 nChanged 248 SP:Iteration 9Q (59.296610 sec): 3 clusters Score: Raw -1574500.810534 + Penalty 3510.486237 = -1570990.324297 nChanged 140 SP:Iteration 10Q (59.393457 sec): 3 clusters Score: Raw -1574550.046684 + Penalty 3510.486237 = -1571039.560447 nChanged 59 SP:Iteration 11Q (59.503093 sec): 3 clusters Score: Raw -1574559.278769 + Penalty 3510.486237 = -1571048.792532 nChanged 25 SP:Iteration 12Q (59.707785 sec): 3 clusters Score: Raw -1574562.926420 + Penalty 3510.486237 = -1571052.440183 nChanged 11 SP:Iteration 13Q (59.811241 sec): 3 clusters Score: Raw -1574564.660325 + Penalty 3510.486237 = -1571054.174088 nChanged 12 SP:Iteration 14Q (59.921689 sec): 3 clusters Score: Raw -1574566.484032 + Penalty 3510.486237 = -1571055.997795 nChanged 5 SP:Iteration 15Q (60.042549 sec): 3 clusters Score: Raw -1574566.847714 + Penalty 3510.486237 = -1571056.361477 nChanged 5 SP:Iteration 16Q (60.123214 sec): 3 clusters Score: Raw -1574567.123755 + Penalty 3510.486237 = -1571056.637518 nChanged 5 SP:Iteration 17Q (60.232822 sec): 3 clusters Score: Raw -1574567.535047 + Penalty 3510.486237 = -1571057.048810 nChanged 4 SP:Iteration 18Q (60.429808 sec): 3 clusters Score: Raw -1574567.904075 + Penalty 3510.486237 = -1571057.417838 nChanged 1 SP:Iteration 19Q (60.567062 sec): 3 clusters Score: Raw -1574567.967228 + Penalty 3510.486237 = -1571057.480991 nChanged 0 SP:Iteration 20F (60.670011 sec): 3 clusters Score: Raw -1574568.202683 + Penalty 3510.486237 = -1571057.716446 nChanged 1 SP:Iteration 21Q (60.773771 sec): 3 clusters Score: Raw -1574568.377265 + Penalty 3510.486237 = -1571057.891028 nChanged 1 SP:Iteration 22Q (60.902415 sec): 3 clusters Score: Raw -1574568.425100 + Penalty 3510.486237 = -1571057.938863 nChanged 0 SP:Iteration 23F (61.000003 sec): 3 clusters Score: Raw -1574568.425100 + Penalty 3510.486237 = -1571057.938863 nChanged 0 Score: Raw -6964935.622683 + Penalty 12137.552948 = -6952798.069736 Splitting cluster 2 changes total score from -6923636.361997 to -6952798.069736 So it's getting split into cluster 6. Trying to split cluster 3 (15759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.868447 sec): 2 clusters Score: Raw -1044749.908719 + Penalty 1696.236793 = -1043053.671926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.005229 sec): 3 clusters Score: Raw -1035520.041586 + Penalty 3392.473585 = -1032127.568000 nChanged 7132 SP:Iteration 1F (62.092492 sec): 3 clusters Score: Raw -1041996.512738 + Penalty 3392.473585 = -1038604.039153 nChanged 2030 SP:Iteration 2F (62.169591 sec): 3 clusters Score: Raw -1045505.065404 + Penalty 3392.473585 = -1042112.591818 nChanged 1778 SP:Iteration 3F (62.278510 sec): 3 clusters Score: Raw -1047989.696346 + Penalty 3392.473585 = -1044597.222761 nChanged 1246 SP:Iteration 4F (62.362839 sec): 3 clusters Score: Raw -1049170.417918 + Penalty 3392.473585 = -1045777.944333 nChanged 784 SP:Iteration 5Q (62.450046 sec): 3 clusters Score: Raw -1049717.185200 + Penalty 3392.473585 = -1046324.711614 nChanged 525 SP:Iteration 6Q (62.559905 sec): 3 clusters Score: Raw -1050056.634530 + Penalty 3392.473585 = -1046664.160945 nChanged 406 SP:Iteration 7Q (62.638916 sec): 3 clusters Score: Raw -1050312.063273 + Penalty 3392.473585 = -1046919.589687 nChanged 352 SP:Iteration 8Q (62.715663 sec): 3 clusters Score: Raw -1050547.001831 + Penalty 3392.473585 = -1047154.528245 nChanged 347 SP:Iteration 9Q (62.806251 sec): 3 clusters Score: Raw -1050817.014687 + Penalty 3392.473585 = -1047424.541101 nChanged 370 SP:Iteration 10Q (62.898077 sec): 3 clusters Score: Raw -1051200.674219 + Penalty 3392.473585 = -1047808.200634 nChanged 427 SP:Iteration 11Q (62.990221 sec): 3 clusters Score: Raw -1051774.589810 + Penalty 3392.473585 = -1048382.116224 nChanged 477 SP:Iteration 12Q (63.083403 sec): 3 clusters Score: Raw -1052501.230580 + Penalty 3392.473585 = -1049108.756994 nChanged 465 SP:Iteration 13Q (63.175329 sec): 3 clusters Score: Raw -1053184.665719 + Penalty 3392.473585 = -1049792.192133 nChanged 368 SP:Iteration 14Q (63.277975 sec): 3 clusters Score: Raw -1053668.430214 + Penalty 3392.473585 = -1050275.956629 nChanged 342 SP:Iteration 15Q (63.394003 sec): 3 clusters Score: Raw -1054007.088873 + Penalty 3392.473585 = -1050614.615288 nChanged 264 SP:Iteration 16Q (63.484894 sec): 3 clusters Score: Raw -1054224.296992 + Penalty 3392.473585 = -1050831.823406 nChanged 183 SP:Iteration 17Q (63.576640 sec): 3 clusters Score: Raw -1054331.992927 + Penalty 3392.473585 = -1050939.519342 nChanged 125 SP:Iteration 18Q (63.659441 sec): 3 clusters Score: Raw -1054384.894812 + Penalty 3392.473585 = -1050992.421227 nChanged 72 SP:Iteration 19Q (63.753027 sec): 3 clusters Score: Raw -1054413.026967 + Penalty 3392.473585 = -1051020.553382 nChanged 53 SP:Iteration 20F (63.844771 sec): 3 clusters Score: Raw -1054433.714516 + Penalty 3392.473585 = -1051041.240931 nChanged 49 SP:Iteration 21Q (63.928744 sec): 3 clusters Score: Raw -1054443.875389 + Penalty 3392.473585 = -1051051.401804 nChanged 45 SP:Iteration 22Q (64.021029 sec): 3 clusters Score: Raw -1054450.949796 + Penalty 3392.473585 = -1051058.476211 nChanged 31 SP:Iteration 23Q (64.132489 sec): 3 clusters Score: Raw -1054454.690458 + Penalty 3392.473585 = -1051062.216873 nChanged 25 SP:Iteration 24Q (64.211087 sec): 3 clusters Score: Raw -1054457.942058 + Penalty 3392.473585 = -1051065.468472 nChanged 17 SP:Iteration 25Q (64.287211 sec): 3 clusters Score: Raw -1054459.375579 + Penalty 3392.473585 = -1051066.901994 nChanged 9 SP:Iteration 26Q (64.382254 sec): 3 clusters Score: Raw -1054460.106608 + Penalty 3392.473585 = -1051067.633022 nChanged 5 SP:Iteration 27Q (64.473625 sec): 3 clusters Score: Raw -1054460.637365 + Penalty 3392.473585 = -1051068.163780 nChanged 4 SP:Iteration 28Q (64.564893 sec): 3 clusters Score: Raw -1054460.835941 + Penalty 3392.473585 = -1051068.362356 nChanged 2 SP:Iteration 29Q (64.693508 sec): 3 clusters Score: Raw -1054461.035301 + Penalty 3392.473585 = -1051068.561716 nChanged 4 SP:Iteration 30Q (64.776248 sec): 3 clusters Score: Raw -1054461.366740 + Penalty 3392.473585 = -1051068.893154 nChanged 5 SP:Iteration 31Q (64.852798 sec): 3 clusters Score: Raw -1054461.964148 + Penalty 3392.473585 = -1051069.490563 nChanged 4 SP:Iteration 32Q (64.925847 sec): 3 clusters Score: Raw -1054462.463280 + Penalty 3392.473585 = -1051069.989695 nChanged 6 SP:Iteration 33Q (65.012252 sec): 3 clusters Score: Raw -1054463.020610 + Penalty 3392.473585 = -1051070.547025 nChanged 2 SP:Iteration 34Q (65.095731 sec): 3 clusters Score: Raw -1054463.526594 + Penalty 3392.473585 = -1051071.053009 nChanged 9 SP:Iteration 35Q (65.170994 sec): 3 clusters Score: Raw -1054464.573403 + Penalty 3392.473585 = -1051072.099818 nChanged 5 SP:Iteration 36Q (65.246197 sec): 3 clusters Score: Raw -1054464.987294 + Penalty 3392.473585 = -1051072.513709 nChanged 4 SP:Iteration 37Q (65.321558 sec): 3 clusters Score: Raw -1054465.396193 + Penalty 3392.473585 = -1051072.922608 nChanged 3 SP:Iteration 38Q (65.395925 sec): 3 clusters Score: Raw -1054465.706332 + Penalty 3392.473585 = -1051073.232746 nChanged 3 SP:Iteration 39Q (65.476857 sec): 3 clusters Score: Raw -1054465.960356 + Penalty 3392.473585 = -1051073.486770 nChanged 4 SP:Iteration 40F (65.556536 sec): 3 clusters Score: Raw -1054466.623999 + Penalty 3392.473585 = -1051074.150414 nChanged 7 SP:Iteration 41Q (65.630164 sec): 3 clusters Score: Raw -1054467.585989 + Penalty 3392.473585 = -1051075.112403 nChanged 9 SP:Iteration 42Q (65.710725 sec): 3 clusters Score: Raw -1054468.438412 + Penalty 3392.473585 = -1051075.964827 nChanged 4 SP:Iteration 43Q (65.791199 sec): 3 clusters Score: Raw -1054468.969785 + Penalty 3392.473585 = -1051076.496200 nChanged 4 SP:Iteration 44Q (65.869447 sec): 3 clusters Score: Raw -1054469.274340 + Penalty 3392.473585 = -1051076.800755 nChanged 4 SP:Iteration 45Q (65.947550 sec): 3 clusters Score: Raw -1054469.779935 + Penalty 3392.473585 = -1051077.306349 nChanged 4 SP:Iteration 46Q (66.023034 sec): 3 clusters Score: Raw -1054470.538250 + Penalty 3392.473585 = -1051078.064664 nChanged 3 SP:Iteration 47Q (66.096896 sec): 3 clusters Score: Raw -1054470.793418 + Penalty 3392.473585 = -1051078.319833 nChanged 3 SP:Iteration 48Q (66.175485 sec): 3 clusters Score: Raw -1054471.065073 + Penalty 3392.473585 = -1051078.591488 nChanged 3 SP:Iteration 49Q (66.252825 sec): 3 clusters Score: Raw -1054471.573159 + Penalty 3392.473585 = -1051079.099574 nChanged 5 SP:Iteration 50Q (66.325446 sec): 3 clusters Score: Raw -1054472.211469 + Penalty 3392.473585 = -1051079.737883 nChanged 6 SP:Iteration 51Q (66.401553 sec): 3 clusters Score: Raw -1054472.744016 + Penalty 3392.473585 = -1051080.270431 nChanged 4 SP:Iteration 52Q (66.479814 sec): 3 clusters Score: Raw -1054473.135957 + Penalty 3392.473585 = -1051080.662372 nChanged 3 SP:Iteration 53Q (66.559113 sec): 3 clusters Score: Raw -1054473.423721 + Penalty 3392.473585 = -1051080.950136 nChanged 5 SP:Iteration 54Q (66.638918 sec): 3 clusters Score: Raw -1054473.857233 + Penalty 3392.473585 = -1051081.383648 nChanged 4 SP:Iteration 55Q (66.716491 sec): 3 clusters Score: Raw -1054474.196792 + Penalty 3392.473585 = -1051081.723206 nChanged 2 SP:Iteration 56Q (66.794516 sec): 3 clusters Score: Raw -1054474.287348 + Penalty 3392.473585 = -1051081.813763 nChanged 4 SP:Iteration 57Q (66.873155 sec): 3 clusters Score: Raw -1054474.572282 + Penalty 3392.473585 = -1051082.098697 nChanged 1 SP:Iteration 58Q (66.951922 sec): 3 clusters Score: Raw -1054474.843963 + Penalty 3392.473585 = -1051082.370378 nChanged 1 SP:Iteration 59Q (67.027261 sec): 3 clusters Score: Raw -1054474.956188 + Penalty 3392.473585 = -1051082.482603 nChanged 0 SP:Iteration 60F (67.103854 sec): 3 clusters Score: Raw -1054474.956188 + Penalty 3392.473585 = -1051082.482603 nChanged 0 Score: Raw -6974660.670152 + Penalty 14160.478439 = -6960500.191714 Splitting cluster 3 changes total score from -6923636.361997 to -6960500.191714 So it's getting split into cluster 7. Trying to split cluster 4 (48814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (68.107767 sec): 2 clusters Score: Raw -3659755.552115 + Penalty 1894.658063 = -3657860.894052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (68.341684 sec): 3 clusters Score: Raw -3629044.880322 + Penalty 3789.316125 = -3625255.564197 nChanged 23107 SP:Iteration 1F (68.549634 sec): 3 clusters Score: Raw -3644401.386565 + Penalty 3789.316125 = -3640612.070440 nChanged 3404 SP:Iteration 2F (68.768815 sec): 3 clusters Score: Raw -3646961.435739 + Penalty 3789.316125 = -3643172.119614 nChanged 3650 SP:Iteration 3F (68.961748 sec): 3 clusters Score: Raw -3649752.029999 + Penalty 3789.316125 = -3645962.713874 nChanged 3471 SP:Iteration 4F (69.183863 sec): 3 clusters Score: Raw -3652383.231821 + Penalty 3789.316125 = -3648593.915696 nChanged 3230 SP:Iteration 5F (69.399012 sec): 3 clusters Score: Raw -3654862.328795 + Penalty 3789.316125 = -3651073.012670 nChanged 2920 SP:Iteration 6F (69.598452 sec): 3 clusters Score: Raw -3657084.241834 + Penalty 3789.316125 = -3653294.925709 nChanged 2629 SP:Iteration 7F (69.819806 sec): 3 clusters Score: Raw -3659036.725201 + Penalty 3789.316125 = -3655247.409076 nChanged 2281 SP:Iteration 8Q (69.997708 sec): 3 clusters Score: Raw -3660833.871055 + Penalty 3789.316125 = -3657044.554930 nChanged 2057 SP:Iteration 9Q (70.213165 sec): 3 clusters Score: Raw -3662775.849265 + Penalty 3789.316125 = -3658986.533140 nChanged 1929 SP:Iteration 10Q (70.420016 sec): 3 clusters Score: Raw -3665257.539191 + Penalty 3789.316125 = -3661468.223065 nChanged 1777 SP:Iteration 11Q (70.637554 sec): 3 clusters Score: Raw -3667619.792556 + Penalty 3789.316125 = -3663830.476431 nChanged 1440 SP:Iteration 12Q (70.807698 sec): 3 clusters Score: Raw -3668848.414991 + Penalty 3789.316125 = -3665059.098866 nChanged 1105 SP:Iteration 13Q (70.973318 sec): 3 clusters Score: Raw -3669445.745441 + Penalty 3789.316125 = -3665656.429316 nChanged 877 SP:Iteration 14Q (71.138569 sec): 3 clusters Score: Raw -3669962.738438 + Penalty 3789.316125 = -3666173.422313 nChanged 896 SP:Iteration 15Q (71.338170 sec): 3 clusters Score: Raw -3670607.617645 + Penalty 3789.316125 = -3666818.301520 nChanged 974 SP:Iteration 16Q (71.532149 sec): 3 clusters Score: Raw -3671481.929205 + Penalty 3789.316125 = -3667692.613080 nChanged 1035 SP:Iteration 17Q (71.697201 sec): 3 clusters Score: Raw -3672933.627373 + Penalty 3789.316125 = -3669144.311248 nChanged 1192 SP:Iteration 18Q (71.894167 sec): 3 clusters Score: Raw -3675710.406824 + Penalty 3789.316125 = -3671921.090699 nChanged 728 SP:Iteration 19Q (72.057516 sec): 3 clusters Score: Raw -3677202.341105 + Penalty 3789.316125 = -3673413.024980 nChanged 455 SP:Iteration 20F (72.265231 sec): 3 clusters Score: Raw -3677642.626676 + Penalty 3789.316125 = -3673853.310551 nChanged 356 SP:Iteration 21Q (72.426876 sec): 3 clusters Score: Raw -3677926.235208 + Penalty 3789.316125 = -3674136.919083 nChanged 288 SP:Iteration 22Q (72.572029 sec): 3 clusters Score: Raw -3678137.766181 + Penalty 3789.316125 = -3674348.450056 nChanged 205 SP:Iteration 23Q (72.781347 sec): 3 clusters Score: Raw -3678252.214008 + Penalty 3789.316125 = -3674462.897883 nChanged 155 SP:Iteration 24Q (72.982856 sec): 3 clusters Score: Raw -3678328.954085 + Penalty 3789.316125 = -3674539.637960 nChanged 148 SP:Iteration 25Q (73.127042 sec): 3 clusters Score: Raw -3678423.378273 + Penalty 3789.316125 = -3674634.062148 nChanged 147 SP:Iteration 26Q (73.303004 sec): 3 clusters Score: Raw -3678503.576620 + Penalty 3789.316125 = -3674714.260494 nChanged 130 SP:Iteration 27Q (73.489896 sec): 3 clusters Score: Raw -3678573.450513 + Penalty 3789.316125 = -3674784.134388 nChanged 114 SP:Iteration 28Q (73.658794 sec): 3 clusters Score: Raw -3678622.968126 + Penalty 3789.316125 = -3674833.652001 nChanged 95 SP:Iteration 29Q (73.880233 sec): 3 clusters Score: Raw -3678662.611071 + Penalty 3789.316125 = -3674873.294946 nChanged 89 SP:Iteration 30Q (74.079744 sec): 3 clusters Score: Raw -3678692.817593 + Penalty 3789.316125 = -3674903.501468 nChanged 73 SP:Iteration 31Q (74.273277 sec): 3 clusters Score: Raw -3678713.257206 + Penalty 3789.316125 = -3674923.941081 nChanged 57 SP:Iteration 32Q (74.465421 sec): 3 clusters Score: Raw -3678722.438278 + Penalty 3789.316125 = -3674933.122153 nChanged 28 SP:Iteration 33Q (74.713228 sec): 3 clusters Score: Raw -3678726.288706 + Penalty 3789.316125 = -3674936.972581 nChanged 19 SP:Iteration 34Q (74.896614 sec): 3 clusters Score: Raw -3678727.708018 + Penalty 3789.316125 = -3674938.391893 nChanged 10 SP:Iteration 35Q (75.097174 sec): 3 clusters Score: Raw -3678728.425510 + Penalty 3789.316125 = -3674939.109385 nChanged 8 SP:Iteration 36Q (75.290000 sec): 3 clusters Score: Raw -3678728.885776 + Penalty 3789.316125 = -3674939.569651 nChanged 7 SP:Iteration 37Q (75.487128 sec): 3 clusters Score: Raw -3678729.205108 + Penalty 3789.316125 = -3674939.888983 nChanged 8 SP:Iteration 38Q (75.759408 sec): 3 clusters Score: Raw -3678729.612207 + Penalty 3789.316125 = -3674940.296082 nChanged 8 SP:Iteration 39Q (76.046657 sec): 3 clusters Score: Raw -3678730.026082 + Penalty 3789.316125 = -3674940.709957 nChanged 9 SP:Iteration 40F (76.229763 sec): 3 clusters Score: Raw -3678731.885706 + Penalty 3789.316125 = -3674942.569581 nChanged 7 SP:Iteration 41Q (76.394722 sec): 3 clusters Score: Raw -3678732.450486 + Penalty 3789.316125 = -3674943.134361 nChanged 6 SP:Iteration 42Q (76.562537 sec): 3 clusters Score: Raw -3678732.707608 + Penalty 3789.316125 = -3674943.391483 nChanged 5 SP:Iteration 43Q (76.726852 sec): 3 clusters Score: Raw -3678733.041676 + Penalty 3789.316125 = -3674943.725551 nChanged 7 SP:Iteration 44Q (76.936162 sec): 3 clusters Score: Raw -3678733.377449 + Penalty 3789.316125 = -3674944.061324 nChanged 7 SP:Iteration 45Q (77.173696 sec): 3 clusters Score: Raw -3678733.702039 + Penalty 3789.316125 = -3674944.385914 nChanged 7 SP:Iteration 46Q (77.409700 sec): 3 clusters Score: Raw -3678733.986486 + Penalty 3789.316125 = -3674944.670361 nChanged 5 SP:Iteration 47Q (77.589385 sec): 3 clusters Score: Raw -3678734.144530 + Penalty 3789.316125 = -3674944.828405 nChanged 2 SP:Iteration 48Q (77.812754 sec): 3 clusters Score: Raw -3678734.239935 + Penalty 3789.316125 = -3674944.923810 nChanged 2 SP:Iteration 49Q (78.097731 sec): 3 clusters Score: Raw -3678734.296607 + Penalty 3789.316125 = -3674944.980482 nChanged 1 SP:Iteration 50Q (78.297599 sec): 3 clusters Score: Raw -3678734.303946 + Penalty 3789.316125 = -3674944.987821 nChanged 0 SP:Iteration 51F (78.505441 sec): 3 clusters Score: Raw -3678734.303946 + Penalty 3789.316125 = -3674944.987821 nChanged 0 Score: Raw -6993639.421984 + Penalty 16183.403930 = -6977456.018053 Splitting cluster 4 changes total score from -6923636.361997 to -6977456.018053 So it's getting split into cluster 8. Iteration 59Q (80.793311 sec): 9 clusters Score: Raw -6999444.301555 + Penalty 16183.403930 = -6983260.897625 nChanged 4386 Iteration 60F (81.899115 sec): 9 clusters Score: Raw -7004415.242221 + Penalty 16183.403930 = -6988231.838291 nChanged 3221 Iteration 61Q (82.845077 sec): 9 clusters Score: Raw -7005851.426012 + Penalty 16183.403930 = -6989668.022082 nChanged 1539 Iteration 62Q (83.498968 sec): 9 clusters Score: Raw -7006449.687412 + Penalty 16183.403930 = -6990266.283482 nChanged 1070 Iteration 63Q (84.335818 sec): 9 clusters Score: Raw -7006789.009096 + Penalty 16183.403930 = -6990605.605166 nChanged 743 Iteration 64Q (85.063424 sec): 9 clusters Score: Raw -7006987.317477 + Penalty 16183.403930 = -6990803.913547 nChanged 621 Iteration 65Q (85.794086 sec): 9 clusters Score: Raw -7007130.852990 + Penalty 16183.403930 = -6990947.449060 nChanged 490 Iteration 66Q (86.543999 sec): 9 clusters Score: Raw -7007229.344519 + Penalty 16183.403930 = -6991045.940589 nChanged 374 Iteration 67Q (87.268308 sec): 9 clusters Score: Raw -7007310.926893 + Penalty 16183.403930 = -6991127.522963 nChanged 329 Iteration 68Q (88.146575 sec): 9 clusters Score: Raw -7007366.822253 + Penalty 16183.403930 = -6991183.418323 nChanged 297 Iteration 69Q (88.827816 sec): 9 clusters Score: Raw -7007414.084769 + Penalty 16183.403930 = -6991230.680839 nChanged 242 Iteration 70Q (89.682203 sec): 9 clusters Score: Raw -7007449.968862 + Penalty 16183.403930 = -6991266.564932 nChanged 204 Iteration 71Q (90.343896 sec): 9 clusters Score: Raw -7007477.448038 + Penalty 16183.403930 = -6991294.044108 nChanged 169 Iteration 72Q (91.290698 sec): 9 clusters Score: Raw -7007502.065354 + Penalty 16183.403930 = -6991318.661424 nChanged 150 Iteration 73Q (92.073074 sec): 9 clusters Score: Raw -7007522.350522 + Penalty 16183.403930 = -6991338.946592 nChanged 149 Iteration 74Q (92.743669 sec): 9 clusters Score: Raw -7007548.537720 + Penalty 16183.403930 = -6991365.133790 nChanged 134 Iteration 75Q (93.384743 sec): 9 clusters Score: Raw -7007567.080123 + Penalty 16183.403930 = -6991383.676192 nChanged 125 Iteration 76Q (94.123447 sec): 9 clusters Score: Raw -7007581.390707 + Penalty 16183.403930 = -6991397.986777 nChanged 126 Iteration 77Q (94.773054 sec): 9 clusters Score: Raw -7007595.343345 + Penalty 16183.403930 = -6991411.939415 nChanged 114 Iteration 78Q (95.470694 sec): 9 clusters Score: Raw -7007607.859602 + Penalty 16183.403930 = -6991424.455672 nChanged 93 Iteration 79Q (96.178522 sec): 9 clusters Score: Raw -7007618.340391 + Penalty 16183.403930 = -6991434.936460 nChanged 75 Iteration 80F (97.220245 sec): 9 clusters Score: Raw -7007667.940015 + Penalty 16183.403930 = -6991484.536085 nChanged 88 Iteration 81Q (97.909512 sec): 9 clusters Score: Raw -7007696.011262 + Penalty 16183.403930 = -6991512.607332 nChanged 117 Iteration 82Q (98.588668 sec): 9 clusters Score: Raw -7007715.075665 + Penalty 16183.403930 = -6991531.671735 nChanged 97 Iteration 83Q (99.289905 sec): 9 clusters Score: Raw -7007726.761358 + Penalty 16183.403930 = -6991543.357428 nChanged 98 Iteration 84Q (99.911222 sec): 9 clusters Score: Raw -7007737.156249 + Penalty 16183.403930 = -6991553.752319 nChanged 98 Iteration 85Q (100.562256 sec): 9 clusters Score: Raw -7007747.648136 + Penalty 16183.403930 = -6991564.244206 nChanged 74 Iteration 86Q (101.181503 sec): 9 clusters Score: Raw -7007754.913577 + Penalty 16183.403930 = -6991571.509647 nChanged 63 Iteration 87Q (101.876336 sec): 9 clusters Score: Raw -7007760.060014 + Penalty 16183.403930 = -6991576.656084 nChanged 57 Iteration 88Q (102.527139 sec): 9 clusters Score: Raw -7007764.866044 + Penalty 16183.403930 = -6991581.462114 nChanged 49 Iteration 89Q (103.244428 sec): 9 clusters Score: Raw -7007768.580620 + Penalty 16183.403930 = -6991585.176690 nChanged 39 Iteration 90Q (103.925673 sec): 9 clusters Score: Raw -7007771.449234 + Penalty 16183.403930 = -6991588.045304 nChanged 39 Iteration 91Q (104.544901 sec): 9 clusters Score: Raw -7007773.791883 + Penalty 16183.403930 = -6991590.387953 nChanged 25 Iteration 92Q (105.195791 sec): 9 clusters Score: Raw -7007775.100456 + Penalty 16183.403930 = -6991591.696526 nChanged 16 Iteration 93Q (105.848557 sec): 9 clusters Score: Raw -7007775.987912 + Penalty 16183.403930 = -6991592.583982 nChanged 17 Iteration 94Q (106.527025 sec): 9 clusters Score: Raw -7007776.999435 + Penalty 16183.403930 = -6991593.595505 nChanged 13 Iteration 95Q (107.151226 sec): 9 clusters Score: Raw -7007777.574609 + Penalty 16183.403930 = -6991594.170679 nChanged 10 Iteration 96Q (107.802279 sec): 9 clusters Score: Raw -7007778.130024 + Penalty 16183.403930 = -6991594.726094 nChanged 12 Iteration 97Q (108.486178 sec): 9 clusters Score: Raw -7007778.980904 + Penalty 16183.403930 = -6991595.576974 nChanged 16 Iteration 98Q (109.138697 sec): 9 clusters Score: Raw -7007780.254343 + Penalty 16183.403930 = -6991596.850413 nChanged 17 Writing temp clu file Because OldScore, -6991595.576974, is greater than current (better) Score,-6991596.850413 Compute initial score before splitting: Score: Raw -7007780.254343 + Penalty 16183.403930 = -6991596.850413 Trying to split cluster 1 (5714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.323363 sec): 2 clusters Score: Raw -288015.021370 + Penalty 1518.193389 = -286496.827980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (109.474212 sec): 3 clusters Score: Raw -285249.576540 + Penalty 3036.386779 = -282213.189762 nChanged 2434 SP:Iteration 1F (109.580997 sec): 3 clusters Score: Raw -288987.033745 + Penalty 3036.386779 = -285950.646966 nChanged 854 SP:Iteration 2F (109.704847 sec): 3 clusters Score: Raw -290531.063542 + Penalty 3036.386779 = -287494.676763 nChanged 453 SP:Iteration 3F (109.753547 sec): 3 clusters Score: Raw -291177.990271 + Penalty 3036.386779 = -288141.603492 nChanged 278 SP:Iteration 4Q (109.803097 sec): 3 clusters Score: Raw -291540.078303 + Penalty 3036.386779 = -288503.691525 nChanged 210 SP:Iteration 5Q (109.853063 sec): 3 clusters Score: Raw -291754.394946 + Penalty 3036.386779 = -288718.008167 nChanged 131 SP:Iteration 6Q (109.902316 sec): 3 clusters Score: Raw -291872.051578 + Penalty 3036.386779 = -288835.664799 nChanged 95 SP:Iteration 7Q (109.951170 sec): 3 clusters Score: Raw -291941.071829 + Penalty 3036.386779 = -288904.685050 nChanged 75 SP:Iteration 8Q (109.998922 sec): 3 clusters Score: Raw -291980.276386 + Penalty 3036.386779 = -288943.889608 nChanged 57 SP:Iteration 9Q (110.047108 sec): 3 clusters Score: Raw -292008.017527 + Penalty 3036.386779 = -288971.630749 nChanged 44 SP:Iteration 10Q (110.096684 sec): 3 clusters Score: Raw -292031.721368 + Penalty 3036.386779 = -288995.334590 nChanged 41 SP:Iteration 11Q (110.221001 sec): 3 clusters Score: Raw -292054.167693 + Penalty 3036.386779 = -289017.780915 nChanged 40 SP:Iteration 12Q (110.377794 sec): 3 clusters Score: Raw -292071.936579 + Penalty 3036.386779 = -289035.549800 nChanged 39 SP:Iteration 13Q (110.446058 sec): 3 clusters Score: Raw -292086.641546 + Penalty 3036.386779 = -289050.254767 nChanged 37 SP:Iteration 14Q (110.513326 sec): 3 clusters Score: Raw -292099.536385 + Penalty 3036.386779 = -289063.149606 nChanged 19 SP:Iteration 15Q (110.559383 sec): 3 clusters Score: Raw -292107.029661 + Penalty 3036.386779 = -289070.642882 nChanged 22 SP:Iteration 16Q (110.605543 sec): 3 clusters Score: Raw -292112.722588 + Penalty 3036.386779 = -289076.335810 nChanged 20 SP:Iteration 17Q (110.652807 sec): 3 clusters Score: Raw -292119.725608 + Penalty 3036.386779 = -289083.338829 nChanged 23 SP:Iteration 18Q (110.709532 sec): 3 clusters Score: Raw -292128.855209 + Penalty 3036.386779 = -289092.468430 nChanged 23 SP:Iteration 19Q (110.766413 sec): 3 clusters Score: Raw -292134.303032 + Penalty 3036.386779 = -289097.916254 nChanged 15 SP:Iteration 20F (110.823514 sec): 3 clusters Score: Raw -292137.780161 + Penalty 3036.386779 = -289101.393382 nChanged 14 SP:Iteration 21Q (110.869062 sec): 3 clusters Score: Raw -292142.227263 + Penalty 3036.386779 = -289105.840485 nChanged 11 SP:Iteration 22Q (110.914104 sec): 3 clusters Score: Raw -292144.816994 + Penalty 3036.386779 = -289108.430215 nChanged 7 SP:Iteration 23Q (110.959299 sec): 3 clusters Score: Raw -292147.722501 + Penalty 3036.386779 = -289111.335723 nChanged 6 SP:Iteration 24Q (111.008009 sec): 3 clusters Score: Raw -292151.974974 + Penalty 3036.386779 = -289115.588195 nChanged 6 SP:Iteration 25Q (111.060140 sec): 3 clusters Score: Raw -292153.710491 + Penalty 3036.386779 = -289117.323712 nChanged 11 SP:Iteration 26Q (111.111443 sec): 3 clusters Score: Raw -292156.800760 + Penalty 3036.386779 = -289120.413982 nChanged 6 SP:Iteration 27Q (111.163669 sec): 3 clusters Score: Raw -292158.249650 + Penalty 3036.386779 = -289121.862871 nChanged 5 SP:Iteration 28Q (111.215658 sec): 3 clusters Score: Raw -292159.221660 + Penalty 3036.386779 = -289122.834882 nChanged 8 SP:Iteration 29Q (111.267523 sec): 3 clusters Score: Raw -292160.375487 + Penalty 3036.386779 = -289123.988709 nChanged 5 SP:Iteration 30Q (111.317730 sec): 3 clusters Score: Raw -292160.905276 + Penalty 3036.386779 = -289124.518497 nChanged 2 SP:Iteration 31Q (111.363481 sec): 3 clusters Score: Raw -292161.127465 + Penalty 3036.386779 = -289124.740687 nChanged 1 SP:Iteration 32Q (111.410536 sec): 3 clusters Score: Raw -292161.257077 + Penalty 3036.386779 = -289124.870298 nChanged 1 SP:Iteration 33Q (111.455721 sec): 3 clusters Score: Raw -292161.395614 + Penalty 3036.386779 = -289125.008835 nChanged 0 SP:Iteration 34F (111.507814 sec): 3 clusters Score: Raw -292161.395614 + Penalty 3036.386779 = -289125.008835 nChanged 0 Score: Raw -7011927.444517 + Penalty 18206.329421 = -6993721.115096 Splitting cluster 1 changes total score from -6991596.850413 to -6993721.115096 So it's getting split into cluster 9. Trying to split cluster 2 (8628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.690579 sec): 2 clusters Score: Raw -618780.755302 + Penalty 1590.515785 = -617190.239517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.741119 sec): 3 clusters Score: Raw -614088.442444 + Penalty 3181.031571 = -610907.410874 nChanged 3690 SP:Iteration 1F (112.790400 sec): 3 clusters Score: Raw -616922.898777 + Penalty 3181.031571 = -613741.867206 nChanged 1002 SP:Iteration 2F (112.928521 sec): 3 clusters Score: Raw -618097.269300 + Penalty 3181.031571 = -614916.237729 nChanged 869 SP:Iteration 3F (113.062046 sec): 3 clusters Score: Raw -619117.392661 + Penalty 3181.031571 = -615936.361090 nChanged 643 SP:Iteration 4F (113.114711 sec): 3 clusters Score: Raw -619788.681832 + Penalty 3181.031571 = -616607.650261 nChanged 460 SP:Iteration 5F (113.169483 sec): 3 clusters Score: Raw -620176.386026 + Penalty 3181.031571 = -616995.354455 nChanged 331 SP:Iteration 6Q (113.232249 sec): 3 clusters Score: Raw -620412.030724 + Penalty 3181.031571 = -617230.999153 nChanged 243 SP:Iteration 7Q (113.294839 sec): 3 clusters Score: Raw -620576.673439 + Penalty 3181.031571 = -617395.641868 nChanged 195 SP:Iteration 8Q (113.355416 sec): 3 clusters Score: Raw -620701.477757 + Penalty 3181.031571 = -617520.446187 nChanged 178 SP:Iteration 9Q (113.433401 sec): 3 clusters Score: Raw -620831.404731 + Penalty 3181.031571 = -617650.373161 nChanged 200 SP:Iteration 10Q (113.491334 sec): 3 clusters Score: Raw -620992.309647 + Penalty 3181.031571 = -617811.278076 nChanged 202 SP:Iteration 11Q (113.550074 sec): 3 clusters Score: Raw -621215.314509 + Penalty 3181.031571 = -618034.282939 nChanged 236 SP:Iteration 12Q (113.667305 sec): 3 clusters Score: Raw -621483.658298 + Penalty 3181.031571 = -618302.626728 nChanged 233 SP:Iteration 13Q (113.730791 sec): 3 clusters Score: Raw -621710.894183 + Penalty 3181.031571 = -618529.862613 nChanged 199 SP:Iteration 14Q (113.794761 sec): 3 clusters Score: Raw -621845.285171 + Penalty 3181.031571 = -618664.253600 nChanged 153 SP:Iteration 15Q (113.855405 sec): 3 clusters Score: Raw -621955.017733 + Penalty 3181.031571 = -618773.986162 nChanged 132 SP:Iteration 16Q (113.910534 sec): 3 clusters Score: Raw -622076.571080 + Penalty 3181.031571 = -618895.539509 nChanged 129 SP:Iteration 17Q (113.978179 sec): 3 clusters Score: Raw -622214.245388 + Penalty 3181.031571 = -619033.213818 nChanged 154 SP:Iteration 18Q (114.045036 sec): 3 clusters Score: Raw -622397.006546 + Penalty 3181.031571 = -619215.974976 nChanged 168 SP:Iteration 19Q (114.188902 sec): 3 clusters Score: Raw -622664.371170 + Penalty 3181.031571 = -619483.339600 nChanged 146 SP:Iteration 20F (114.269674 sec): 3 clusters Score: Raw -622958.889794 + Penalty 3181.031571 = -619777.858223 nChanged 130 SP:Iteration 21Q (114.328937 sec): 3 clusters Score: Raw -623176.299731 + Penalty 3181.031571 = -619995.268161 nChanged 76 SP:Iteration 22Q (114.385689 sec): 3 clusters Score: Raw -623245.406911 + Penalty 3181.031571 = -620064.375341 nChanged 57 SP:Iteration 23Q (114.438745 sec): 3 clusters Score: Raw -623271.759254 + Penalty 3181.031571 = -620090.727684 nChanged 20 SP:Iteration 24Q (114.491131 sec): 3 clusters Score: Raw -623277.189551 + Penalty 3181.031571 = -620096.157981 nChanged 14 SP:Iteration 25Q (114.551296 sec): 3 clusters Score: Raw -623279.812204 + Penalty 3181.031571 = -620098.780633 nChanged 11 SP:Iteration 26Q (114.614843 sec): 3 clusters Score: Raw -623281.763812 + Penalty 3181.031571 = -620100.732241 nChanged 3 SP:Iteration 27Q (114.677930 sec): 3 clusters Score: Raw -623282.246756 + Penalty 3181.031571 = -620101.215186 nChanged 4 SP:Iteration 28Q (114.739529 sec): 3 clusters Score: Raw -623282.610426 + Penalty 3181.031571 = -620101.578855 nChanged 1 SP:Iteration 29Q (114.795081 sec): 3 clusters Score: Raw -623282.654192 + Penalty 3181.031571 = -620101.622621 nChanged 1 SP:Iteration 30Q (114.853003 sec): 3 clusters Score: Raw -623282.821827 + Penalty 3181.031571 = -620101.790257 nChanged 0 SP:Iteration 31F (114.915497 sec): 3 clusters Score: Raw -623282.821827 + Penalty 3181.031571 = -620101.790257 nChanged 0 Score: Raw -7016429.511043 + Penalty 20229.254913 = -6996200.256130 Splitting cluster 2 changes total score from -6991596.850413 to -6996200.256130 So it's getting split into cluster 10. Trying to split cluster 3 (9959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.416507 sec): 2 clusters Score: Raw -648873.635163 + Penalty 1615.693706 = -647257.941456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.474847 sec): 3 clusters Score: Raw -643245.896883 + Penalty 3231.387412 = -640014.509471 nChanged 4379 SP:Iteration 1F (116.545835 sec): 3 clusters Score: Raw -646417.929761 + Penalty 3231.387412 = -643186.542349 nChanged 1070 SP:Iteration 2F (116.707294 sec): 3 clusters Score: Raw -647484.785720 + Penalty 3231.387412 = -644253.398308 nChanged 957 SP:Iteration 3F (116.785497 sec): 3 clusters Score: Raw -648505.722650 + Penalty 3231.387412 = -645274.335238 nChanged 872 SP:Iteration 4F (116.844399 sec): 3 clusters Score: Raw -649551.027950 + Penalty 3231.387412 = -646319.640538 nChanged 751 SP:Iteration 5F (116.918611 sec): 3 clusters Score: Raw -650478.804261 + Penalty 3231.387412 = -647247.416848 nChanged 668 SP:Iteration 6F (116.992420 sec): 3 clusters Score: Raw -651219.351000 + Penalty 3231.387412 = -647987.963588 nChanged 511 SP:Iteration 7F (117.117947 sec): 3 clusters Score: Raw -651715.556839 + Penalty 3231.387412 = -648484.169426 nChanged 413 SP:Iteration 8Q (117.174535 sec): 3 clusters Score: Raw -652016.507216 + Penalty 3231.387412 = -648785.119804 nChanged 292 SP:Iteration 9Q (117.235095 sec): 3 clusters Score: Raw -652174.326015 + Penalty 3231.387412 = -648942.938603 nChanged 204 SP:Iteration 10Q (117.295853 sec): 3 clusters Score: Raw -652267.941184 + Penalty 3231.387412 = -649036.553772 nChanged 145 SP:Iteration 11Q (117.355612 sec): 3 clusters Score: Raw -652325.077548 + Penalty 3231.387412 = -649093.690136 nChanged 118 SP:Iteration 12Q (117.414105 sec): 3 clusters Score: Raw -652368.932765 + Penalty 3231.387412 = -649137.545353 nChanged 92 SP:Iteration 13Q (117.472341 sec): 3 clusters Score: Raw -652400.285599 + Penalty 3231.387412 = -649168.898187 nChanged 73 SP:Iteration 14Q (117.585903 sec): 3 clusters Score: Raw -652420.154708 + Penalty 3231.387412 = -649188.767296 nChanged 67 SP:Iteration 15Q (117.647789 sec): 3 clusters Score: Raw -652438.154814 + Penalty 3231.387412 = -649206.767402 nChanged 64 SP:Iteration 16Q (117.704803 sec): 3 clusters Score: Raw -652454.674229 + Penalty 3231.387412 = -649223.286817 nChanged 50 SP:Iteration 17Q (117.761861 sec): 3 clusters Score: Raw -652466.519907 + Penalty 3231.387412 = -649235.132495 nChanged 43 SP:Iteration 18Q (117.821381 sec): 3 clusters Score: Raw -652475.754343 + Penalty 3231.387412 = -649244.366931 nChanged 43 SP:Iteration 19Q (117.883182 sec): 3 clusters Score: Raw -652482.763549 + Penalty 3231.387412 = -649251.376137 nChanged 25 SP:Iteration 20F (117.945744 sec): 3 clusters Score: Raw -652487.275481 + Penalty 3231.387412 = -649255.888068 nChanged 28 SP:Iteration 21Q (118.005262 sec): 3 clusters Score: Raw -652495.838936 + Penalty 3231.387412 = -649264.451524 nChanged 25 SP:Iteration 22Q (118.064417 sec): 3 clusters Score: Raw -652500.829201 + Penalty 3231.387412 = -649269.441789 nChanged 26 SP:Iteration 23Q (118.123596 sec): 3 clusters Score: Raw -652506.483009 + Penalty 3231.387412 = -649275.095597 nChanged 32 SP:Iteration 24Q (118.183226 sec): 3 clusters Score: Raw -652514.761390 + Penalty 3231.387412 = -649283.373978 nChanged 28 SP:Iteration 25Q (118.243127 sec): 3 clusters Score: Raw -652522.078018 + Penalty 3231.387412 = -649290.690606 nChanged 36 SP:Iteration 26Q (118.301831 sec): 3 clusters Score: Raw -652529.946328 + Penalty 3231.387412 = -649298.558915 nChanged 32 SP:Iteration 27Q (118.357719 sec): 3 clusters Score: Raw -652536.959525 + Penalty 3231.387412 = -649305.572112 nChanged 28 SP:Iteration 28Q (118.413704 sec): 3 clusters Score: Raw -652541.004274 + Penalty 3231.387412 = -649309.616861 nChanged 21 SP:Iteration 29Q (118.473362 sec): 3 clusters Score: Raw -652544.386836 + Penalty 3231.387412 = -649312.999424 nChanged 20 SP:Iteration 30Q (118.534319 sec): 3 clusters Score: Raw -652547.820009 + Penalty 3231.387412 = -649316.432597 nChanged 17 SP:Iteration 31Q (118.595387 sec): 3 clusters Score: Raw -652551.083322 + Penalty 3231.387412 = -649319.695909 nChanged 14 SP:Iteration 32Q (118.654470 sec): 3 clusters Score: Raw -652553.630904 + Penalty 3231.387412 = -649322.243491 nChanged 17 SP:Iteration 33Q (118.713442 sec): 3 clusters Score: Raw -652556.174810 + Penalty 3231.387412 = -649324.787398 nChanged 9 SP:Iteration 34Q (118.774303 sec): 3 clusters Score: Raw -652558.094071 + Penalty 3231.387412 = -649326.706659 nChanged 10 SP:Iteration 35Q (118.832836 sec): 3 clusters Score: Raw -652559.475572 + Penalty 3231.387412 = -649328.088160 nChanged 11 SP:Iteration 36Q (118.890591 sec): 3 clusters Score: Raw -652560.960549 + Penalty 3231.387412 = -649329.573137 nChanged 8 SP:Iteration 37Q (118.949273 sec): 3 clusters Score: Raw -652562.223954 + Penalty 3231.387412 = -649330.836542 nChanged 8 SP:Iteration 38Q (119.008071 sec): 3 clusters Score: Raw -652563.155407 + Penalty 3231.387412 = -649331.767995 nChanged 13 SP:Iteration 39Q (119.067585 sec): 3 clusters Score: Raw -652565.235700 + Penalty 3231.387412 = -649333.848287 nChanged 12 SP:Iteration 40F (119.127432 sec): 3 clusters Score: Raw -652566.469731 + Penalty 3231.387412 = -649335.082318 nChanged 10 SP:Iteration 41Q (119.186324 sec): 3 clusters Score: Raw -652567.731983 + Penalty 3231.387412 = -649336.344570 nChanged 14 SP:Iteration 42Q (119.245203 sec): 3 clusters Score: Raw -652569.004228 + Penalty 3231.387412 = -649337.616816 nChanged 7 SP:Iteration 43Q (119.303918 sec): 3 clusters Score: Raw -652570.155328 + Penalty 3231.387412 = -649338.767916 nChanged 11 SP:Iteration 44Q (119.361488 sec): 3 clusters Score: Raw -652571.993904 + Penalty 3231.387412 = -649340.606492 nChanged 7 SP:Iteration 45Q (119.420125 sec): 3 clusters Score: Raw -652572.503141 + Penalty 3231.387412 = -649341.115729 nChanged 8 SP:Iteration 46Q (119.500599 sec): 3 clusters Score: Raw -652573.328842 + Penalty 3231.387412 = -649341.941430 nChanged 7 SP:Iteration 47Q (119.612327 sec): 3 clusters Score: Raw -652574.363074 + Penalty 3231.387412 = -649342.975662 nChanged 9 SP:Iteration 48Q (119.683350 sec): 3 clusters Score: Raw -652575.363145 + Penalty 3231.387412 = -649343.975732 nChanged 6 SP:Iteration 49Q (119.749062 sec): 3 clusters Score: Raw -652576.820376 + Penalty 3231.387412 = -649345.432964 nChanged 15 SP:Iteration 50Q (119.811160 sec): 3 clusters Score: Raw -652579.676626 + Penalty 3231.387412 = -649348.289214 nChanged 16 SP:Iteration 51Q (119.884683 sec): 3 clusters Score: Raw -652582.808523 + Penalty 3231.387412 = -649351.421110 nChanged 23 SP:Iteration 52Q (119.957842 sec): 3 clusters Score: Raw -652587.658548 + Penalty 3231.387412 = -649356.271135 nChanged 28 SP:Iteration 53Q (120.018202 sec): 3 clusters Score: Raw -652593.742011 + Penalty 3231.387412 = -649362.354598 nChanged 29 SP:Iteration 54Q (120.078041 sec): 3 clusters Score: Raw -652601.880488 + Penalty 3231.387412 = -649370.493075 nChanged 38 SP:Iteration 55Q (120.142451 sec): 3 clusters Score: Raw -652610.023077 + Penalty 3231.387412 = -649378.635664 nChanged 29 SP:Iteration 56Q (120.211287 sec): 3 clusters Score: Raw -652616.777389 + Penalty 3231.387412 = -649385.389977 nChanged 28 SP:Iteration 57Q (120.277112 sec): 3 clusters Score: Raw -652623.772408 + Penalty 3231.387412 = -649392.384995 nChanged 34 SP:Iteration 58Q (120.340933 sec): 3 clusters Score: Raw -652631.827383 + Penalty 3231.387412 = -649400.439971 nChanged 33 SP:Iteration 59Q (120.403766 sec): 3 clusters Score: Raw -652641.362556 + Penalty 3231.387412 = -649409.975143 nChanged 50 SP:Iteration 60F (120.470760 sec): 3 clusters Score: Raw -652658.279881 + Penalty 3231.387412 = -649426.892469 nChanged 47 SP:Iteration 61Q (120.540181 sec): 3 clusters Score: Raw -652672.332251 + Penalty 3231.387412 = -649440.944839 nChanged 44 SP:Iteration 62Q (120.684146 sec): 3 clusters Score: Raw -652685.034614 + Penalty 3231.387412 = -649453.647202 nChanged 49 SP:Iteration 63Q (120.762005 sec): 3 clusters Score: Raw -652699.052670 + Penalty 3231.387412 = -649467.665258 nChanged 56 SP:Iteration 64Q (120.819557 sec): 3 clusters Score: Raw -652721.877357 + Penalty 3231.387412 = -649490.489944 nChanged 60 SP:Iteration 65Q (120.893872 sec): 3 clusters Score: Raw -652748.992424 + Penalty 3231.387412 = -649517.605011 nChanged 66 SP:Iteration 66Q (120.968422 sec): 3 clusters Score: Raw -652777.217706 + Penalty 3231.387412 = -649545.830293 nChanged 66 SP:Iteration 67Q (121.032895 sec): 3 clusters Score: Raw -652804.552514 + Penalty 3231.387412 = -649573.165101 nChanged 64 SP:Iteration 68Q (121.203768 sec): 3 clusters Score: Raw -652829.975422 + Penalty 3231.387412 = -649598.588010 nChanged 56 SP:Iteration 69Q (121.253002 sec): 3 clusters Score: Raw -652845.714835 + Penalty 3231.387412 = -649614.327422 nChanged 51 SP:Iteration 70Q (121.318255 sec): 3 clusters Score: Raw -652857.492613 + Penalty 3231.387412 = -649626.105201 nChanged 37 SP:Iteration 71Q (121.385353 sec): 3 clusters Score: Raw -652865.449070 + Penalty 3231.387412 = -649634.061657 nChanged 35 SP:Iteration 72Q (121.454114 sec): 3 clusters Score: Raw -652874.259421 + Penalty 3231.387412 = -649642.872008 nChanged 32 SP:Iteration 73Q (121.522685 sec): 3 clusters Score: Raw -652883.262887 + Penalty 3231.387412 = -649651.875475 nChanged 34 SP:Iteration 74Q (121.684203 sec): 3 clusters Score: Raw -652893.039806 + Penalty 3231.387412 = -649661.652393 nChanged 47 SP:Iteration 75Q (121.770249 sec): 3 clusters Score: Raw -652914.107432 + Penalty 3231.387412 = -649682.720020 nChanged 55 SP:Iteration 76Q (121.832651 sec): 3 clusters Score: Raw -652937.445253 + Penalty 3231.387412 = -649706.057841 nChanged 60 SP:Iteration 77Q (121.902551 sec): 3 clusters Score: Raw -652966.836054 + Penalty 3231.387412 = -649735.448642 nChanged 77 SP:Iteration 78Q (122.006382 sec): 3 clusters Score: Raw -652999.477178 + Penalty 3231.387412 = -649768.089766 nChanged 77 SP:Iteration 79Q (122.244806 sec): 3 clusters Score: Raw -653025.848923 + Penalty 3231.387412 = -649794.461510 nChanged 64 SP:Iteration 80F (122.424699 sec): 3 clusters Score: Raw -653052.036169 + Penalty 3231.387412 = -649820.648757 nChanged 78 SP:Iteration 81Q (122.586174 sec): 3 clusters Score: Raw -653089.229897 + Penalty 3231.387412 = -649857.842484 nChanged 82 SP:Iteration 82Q (122.715713 sec): 3 clusters Score: Raw -653128.295453 + Penalty 3231.387412 = -649896.908040 nChanged 83 SP:Iteration 83Q (122.780276 sec): 3 clusters Score: Raw -653167.927959 + Penalty 3231.387412 = -649936.540546 nChanged 77 SP:Iteration 84Q (122.846572 sec): 3 clusters Score: Raw -653202.297354 + Penalty 3231.387412 = -649970.909941 nChanged 72 SP:Iteration 85Q (122.912901 sec): 3 clusters Score: Raw -653233.545864 + Penalty 3231.387412 = -650002.158452 nChanged 72 SP:Iteration 86Q (122.992253 sec): 3 clusters Score: Raw -653263.095918 + Penalty 3231.387412 = -650031.708506 nChanged 72 SP:Iteration 87Q (123.061031 sec): 3 clusters Score: Raw -653289.217393 + Penalty 3231.387412 = -650057.829981 nChanged 64 SP:Iteration 88Q (123.153308 sec): 3 clusters Score: Raw -653316.483448 + Penalty 3231.387412 = -650085.096036 nChanged 69 SP:Iteration 89Q (123.245272 sec): 3 clusters Score: Raw -653349.053027 + Penalty 3231.387412 = -650117.665615 nChanged 82 SP:Iteration 90Q (123.384825 sec): 3 clusters Score: Raw -653407.947968 + Penalty 3231.387412 = -650176.560556 nChanged 108 SP:Iteration 91Q (123.446069 sec): 3 clusters Score: Raw -653491.432291 + Penalty 3231.387412 = -650260.044879 nChanged 119 SP:Iteration 92Q (123.550918 sec): 3 clusters Score: Raw -653611.942141 + Penalty 3231.387412 = -650380.554728 nChanged 159 SP:Iteration 93Q (123.614552 sec): 3 clusters Score: Raw -653810.008199 + Penalty 3231.387412 = -650578.620786 nChanged 187 SP:Iteration 94Q (123.704638 sec): 3 clusters Score: Raw -654061.745519 + Penalty 3231.387412 = -650830.358106 nChanged 180 SP:Iteration 95Q (123.833460 sec): 3 clusters Score: Raw -654316.216104 + Penalty 3231.387412 = -651084.828692 nChanged 176 SP:Iteration 96Q (123.971609 sec): 3 clusters Score: Raw -654560.280475 + Penalty 3231.387412 = -651328.893063 nChanged 167 SP:Iteration 97Q (124.119112 sec): 3 clusters Score: Raw -654768.103325 + Penalty 3231.387412 = -651536.715912 nChanged 151 SP:Iteration 98Q (124.151628 sec): 3 clusters Score: Raw -654971.654093 + Penalty 3231.387412 = -651740.266680 nChanged 116 SP:Iteration 99Q (124.210712 sec): 3 clusters Score: Raw -655107.151181 + Penalty 3231.387412 = -651875.763769 nChanged 80 SP:Iteration 100F (124.294011 sec): 3 clusters Score: Raw -655193.130301 + Penalty 3231.387412 = -651961.742889 nChanged 75 SP:Iteration 101Q (124.359288 sec): 3 clusters Score: Raw -655288.405733 + Penalty 3231.387412 = -652057.018321 nChanged 85 SP:Iteration 102Q (124.419616 sec): 3 clusters Score: Raw -655423.364648 + Penalty 3231.387412 = -652191.977236 nChanged 78 SP:Iteration 103Q (124.479830 sec): 3 clusters Score: Raw -655564.052455 + Penalty 3231.387412 = -652332.665043 nChanged 71 SP:Iteration 104Q (124.606995 sec): 3 clusters Score: Raw -655698.676489 + Penalty 3231.387412 = -652467.289077 nChanged 53 SP:Iteration 105Q (124.687843 sec): 3 clusters Score: Raw -655773.556738 + Penalty 3231.387412 = -652542.169326 nChanged 30 SP:Iteration 106Q (124.810158 sec): 3 clusters Score: Raw -655800.194810 + Penalty 3231.387412 = -652568.807397 nChanged 17 SP:Iteration 107Q (124.941184 sec): 3 clusters Score: Raw -655807.522503 + Penalty 3231.387412 = -652576.135091 nChanged 6 SP:Iteration 108Q (125.063284 sec): 3 clusters Score: Raw -655809.443652 + Penalty 3231.387412 = -652578.056240 nChanged 1 SP:Iteration 109Q (125.206038 sec): 3 clusters Score: Raw -655809.545368 + Penalty 3231.387412 = -652578.157955 nChanged 0 SP:Iteration 110F (125.294694 sec): 3 clusters Score: Raw -655809.545368 + Penalty 3231.387412 = -652578.157955 nChanged 0 Score: Raw -7023365.421248 + Penalty 22252.180404 = -7001113.240844 Splitting cluster 3 changes total score from -6991596.850413 to -7001113.240844 So it's getting split into cluster 11. Trying to split cluster 4 (15874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.836385 sec): 2 clusters Score: Raw -1208691.850846 + Penalty 1697.512839 = -1206994.338007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.946971 sec): 3 clusters Score: Raw -1199388.710981 + Penalty 3395.025678 = -1195993.685302 nChanged 7108 SP:Iteration 1F (127.042371 sec): 3 clusters Score: Raw -1203910.576217 + Penalty 3395.025678 = -1200515.550539 nChanged 1321 SP:Iteration 2F (127.136816 sec): 3 clusters Score: Raw -1205034.723333 + Penalty 3395.025678 = -1201639.697655 nChanged 1348 SP:Iteration 3F (127.230954 sec): 3 clusters Score: Raw -1206271.550513 + Penalty 3395.025678 = -1202876.524834 nChanged 1292 SP:Iteration 4F (127.326080 sec): 3 clusters Score: Raw -1207308.375201 + Penalty 3395.025678 = -1203913.349523 nChanged 1042 SP:Iteration 5F (127.413860 sec): 3 clusters Score: Raw -1207967.273130 + Penalty 3395.025678 = -1204572.247452 nChanged 770 SP:Iteration 6Q (127.555543 sec): 3 clusters Score: Raw -1208353.444828 + Penalty 3395.025678 = -1204958.419150 nChanged 551 SP:Iteration 7Q (127.658088 sec): 3 clusters Score: Raw -1208567.246089 + Penalty 3395.025678 = -1205172.220411 nChanged 364 SP:Iteration 8Q (127.742297 sec): 3 clusters Score: Raw -1208682.132654 + Penalty 3395.025678 = -1205287.106976 nChanged 266 SP:Iteration 9Q (127.841698 sec): 3 clusters Score: Raw -1208759.764387 + Penalty 3395.025678 = -1205364.738709 nChanged 227 SP:Iteration 10Q (127.933377 sec): 3 clusters Score: Raw -1208818.137357 + Penalty 3395.025678 = -1205423.111679 nChanged 190 SP:Iteration 11Q (128.031554 sec): 3 clusters Score: Raw -1208862.160101 + Penalty 3395.025678 = -1205467.134423 nChanged 139 SP:Iteration 12Q (128.140837 sec): 3 clusters Score: Raw -1208891.164883 + Penalty 3395.025678 = -1205496.139205 nChanged 134 SP:Iteration 13Q (128.235016 sec): 3 clusters Score: Raw -1208916.971929 + Penalty 3395.025678 = -1205521.946251 nChanged 112 SP:Iteration 14Q (128.323764 sec): 3 clusters Score: Raw -1208938.330848 + Penalty 3395.025678 = -1205543.305170 nChanged 108 SP:Iteration 15Q (128.408471 sec): 3 clusters Score: Raw -1208961.089913 + Penalty 3395.025678 = -1205566.064235 nChanged 117 SP:Iteration 16Q (128.500568 sec): 3 clusters Score: Raw -1208987.137451 + Penalty 3395.025678 = -1205592.111773 nChanged 125 SP:Iteration 17Q (128.595886 sec): 3 clusters Score: Raw -1209014.924482 + Penalty 3395.025678 = -1205619.898804 nChanged 122 SP:Iteration 18Q (128.712437 sec): 3 clusters Score: Raw -1209045.410891 + Penalty 3395.025678 = -1205650.385213 nChanged 111 SP:Iteration 19Q (128.822266 sec): 3 clusters Score: Raw -1209074.554637 + Penalty 3395.025678 = -1205679.528959 nChanged 135 SP:Iteration 20F (128.906719 sec): 3 clusters Score: Raw -1209112.252531 + Penalty 3395.025678 = -1205717.226853 nChanged 158 SP:Iteration 21Q (129.101673 sec): 3 clusters Score: Raw -1209156.442607 + Penalty 3395.025678 = -1205761.416929 nChanged 153 SP:Iteration 22Q (129.176056 sec): 3 clusters Score: Raw -1209199.875123 + Penalty 3395.025678 = -1205804.849445 nChanged 153 SP:Iteration 23Q (129.334538 sec): 3 clusters Score: Raw -1209237.203926 + Penalty 3395.025678 = -1205842.178248 nChanged 143 SP:Iteration 24Q (129.430927 sec): 3 clusters Score: Raw -1209279.681051 + Penalty 3395.025678 = -1205884.655373 nChanged 172 SP:Iteration 25Q (129.515592 sec): 3 clusters Score: Raw -1209329.725468 + Penalty 3395.025678 = -1205934.699790 nChanged 160 SP:Iteration 26Q (129.602716 sec): 3 clusters Score: Raw -1209376.568179 + Penalty 3395.025678 = -1205981.542501 nChanged 179 SP:Iteration 27Q (129.760509 sec): 3 clusters Score: Raw -1209426.762843 + Penalty 3395.025678 = -1206031.737164 nChanged 161 SP:Iteration 28Q (129.856139 sec): 3 clusters Score: Raw -1209468.758971 + Penalty 3395.025678 = -1206073.733293 nChanged 172 SP:Iteration 29Q (129.957389 sec): 3 clusters Score: Raw -1209519.449172 + Penalty 3395.025678 = -1206124.423494 nChanged 181 SP:Iteration 30Q (130.073276 sec): 3 clusters Score: Raw -1209571.443644 + Penalty 3395.025678 = -1206176.417965 nChanged 207 SP:Iteration 31Q (130.156805 sec): 3 clusters Score: Raw -1209632.888701 + Penalty 3395.025678 = -1206237.863022 nChanged 202 SP:Iteration 32Q (130.242747 sec): 3 clusters Score: Raw -1209700.726976 + Penalty 3395.025678 = -1206305.701298 nChanged 207 SP:Iteration 33Q (130.341391 sec): 3 clusters Score: Raw -1209784.894921 + Penalty 3395.025678 = -1206389.869242 nChanged 235 SP:Iteration 34Q (130.432507 sec): 3 clusters Score: Raw -1209901.719559 + Penalty 3395.025678 = -1206506.693880 nChanged 306 SP:Iteration 35Q (130.519191 sec): 3 clusters Score: Raw -1210092.968583 + Penalty 3395.025678 = -1206697.942905 nChanged 360 SP:Iteration 36Q (130.625655 sec): 3 clusters Score: Raw -1210356.674597 + Penalty 3395.025678 = -1206961.648919 nChanged 441 SP:Iteration 37Q (130.737871 sec): 3 clusters Score: Raw -1210691.563723 + Penalty 3395.025678 = -1207296.538044 nChanged 483 SP:Iteration 38Q (130.832383 sec): 3 clusters Score: Raw -1211161.231194 + Penalty 3395.025678 = -1207766.205516 nChanged 522 SP:Iteration 39Q (130.918098 sec): 3 clusters Score: Raw -1211768.606035 + Penalty 3395.025678 = -1208373.580356 nChanged 543 SP:Iteration 40F (131.001733 sec): 3 clusters Score: Raw -1212640.662272 + Penalty 3395.025678 = -1209245.636594 nChanged 526 SP:Iteration 41Q (131.091104 sec): 3 clusters Score: Raw -1213725.252509 + Penalty 3395.025678 = -1210330.226831 nChanged 416 SP:Iteration 42Q (131.240392 sec): 3 clusters Score: Raw -1214430.104297 + Penalty 3395.025678 = -1211035.078618 nChanged 225 SP:Iteration 43Q (131.327586 sec): 3 clusters Score: Raw -1214573.015426 + Penalty 3395.025678 = -1211177.989748 nChanged 74 SP:Iteration 44Q (131.407887 sec): 3 clusters Score: Raw -1214594.537592 + Penalty 3395.025678 = -1211199.511914 nChanged 37 SP:Iteration 45Q (131.514867 sec): 3 clusters Score: Raw -1214601.951579 + Penalty 3395.025678 = -1211206.925901 nChanged 21 SP:Iteration 46Q (131.602345 sec): 3 clusters Score: Raw -1214605.663375 + Penalty 3395.025678 = -1211210.637696 nChanged 15 SP:Iteration 47Q (131.683727 sec): 3 clusters Score: Raw -1214607.592225 + Penalty 3395.025678 = -1211212.566547 nChanged 4 SP:Iteration 48Q (131.769642 sec): 3 clusters Score: Raw -1214607.909198 + Penalty 3395.025678 = -1211212.883520 nChanged 0 SP:Iteration 49F (131.879984 sec): 3 clusters Score: Raw -1214607.909198 + Penalty 3395.025678 = -1211212.883520 nChanged 0 Score: Raw -7029281.479600 + Penalty 24275.105895 = -7005006.373705 Splitting cluster 4 changes total score from -6991596.850413 to -7005006.373705 So it's getting split into cluster 12. Trying to split cluster 5 (9625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (133.568363 sec): 2 clusters Score: Raw -592617.869789 + Penalty 1609.706912 = -591008.162877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.653762 sec): 3 clusters Score: Raw -587360.097119 + Penalty 3219.413825 = -584140.683294 nChanged 4142 SP:Iteration 1F (133.717099 sec): 3 clusters Score: Raw -591133.109257 + Penalty 3219.413825 = -587913.695432 nChanged 1191 SP:Iteration 2F (133.780254 sec): 3 clusters Score: Raw -592645.691730 + Penalty 3219.413825 = -589426.277906 nChanged 861 SP:Iteration 3F (133.861121 sec): 3 clusters Score: Raw -593731.722363 + Penalty 3219.413825 = -590512.308539 nChanged 666 SP:Iteration 4F (133.926789 sec): 3 clusters Score: Raw -594340.426182 + Penalty 3219.413825 = -591121.012357 nChanged 478 SP:Iteration 5Q (133.992634 sec): 3 clusters Score: Raw -594744.130904 + Penalty 3219.413825 = -591524.717079 nChanged 405 SP:Iteration 6Q (134.059510 sec): 3 clusters Score: Raw -595075.685398 + Penalty 3219.413825 = -591856.271573 nChanged 350 SP:Iteration 7Q (134.152082 sec): 3 clusters Score: Raw -595362.242866 + Penalty 3219.413825 = -592142.829041 nChanged 302 SP:Iteration 8Q (134.225115 sec): 3 clusters Score: Raw -595598.980935 + Penalty 3219.413825 = -592379.567110 nChanged 312 SP:Iteration 9Q (134.288541 sec): 3 clusters Score: Raw -595893.294716 + Penalty 3219.413825 = -592673.880891 nChanged 315 SP:Iteration 10Q (134.351832 sec): 3 clusters Score: Raw -596218.798325 + Penalty 3219.413825 = -592999.384500 nChanged 305 SP:Iteration 11Q (134.418660 sec): 3 clusters Score: Raw -596464.334028 + Penalty 3219.413825 = -593244.920204 nChanged 231 SP:Iteration 12Q (134.486064 sec): 3 clusters Score: Raw -596603.256659 + Penalty 3219.413825 = -593383.842834 nChanged 163 SP:Iteration 13Q (134.551746 sec): 3 clusters Score: Raw -596701.470829 + Penalty 3219.413825 = -593482.057005 nChanged 127 SP:Iteration 14Q (134.616077 sec): 3 clusters Score: Raw -596814.910360 + Penalty 3219.413825 = -593595.496535 nChanged 110 SP:Iteration 15Q (134.680747 sec): 3 clusters Score: Raw -596885.763610 + Penalty 3219.413825 = -593666.349785 nChanged 77 SP:Iteration 16Q (134.745156 sec): 3 clusters Score: Raw -596920.797370 + Penalty 3219.413825 = -593701.383545 nChanged 52 SP:Iteration 17Q (134.809317 sec): 3 clusters Score: Raw -596933.292208 + Penalty 3219.413825 = -593713.878383 nChanged 29 SP:Iteration 18Q (134.875306 sec): 3 clusters Score: Raw -596939.267497 + Penalty 3219.413825 = -593719.853672 nChanged 27 SP:Iteration 19Q (134.944941 sec): 3 clusters Score: Raw -596946.483088 + Penalty 3219.413825 = -593727.069263 nChanged 31 SP:Iteration 20F (135.117266 sec): 3 clusters Score: Raw -596954.789863 + Penalty 3219.413825 = -593735.376038 nChanged 26 SP:Iteration 21Q (135.225733 sec): 3 clusters Score: Raw -596960.321315 + Penalty 3219.413825 = -593740.907490 nChanged 24 SP:Iteration 22Q (135.346003 sec): 3 clusters Score: Raw -596964.476983 + Penalty 3219.413825 = -593745.063158 nChanged 20 SP:Iteration 23Q (135.409952 sec): 3 clusters Score: Raw -596967.622424 + Penalty 3219.413825 = -593748.208599 nChanged 16 SP:Iteration 24Q (135.473392 sec): 3 clusters Score: Raw -596969.521818 + Penalty 3219.413825 = -593750.107993 nChanged 14 SP:Iteration 25Q (135.538503 sec): 3 clusters Score: Raw -596971.906958 + Penalty 3219.413825 = -593752.493133 nChanged 16 SP:Iteration 26Q (135.608197 sec): 3 clusters Score: Raw -596975.680022 + Penalty 3219.413825 = -593756.266197 nChanged 31 SP:Iteration 27Q (135.676787 sec): 3 clusters Score: Raw -596984.053317 + Penalty 3219.413825 = -593764.639492 nChanged 22 SP:Iteration 28Q (135.742834 sec): 3 clusters Score: Raw -596993.591494 + Penalty 3219.413825 = -593774.177669 nChanged 26 SP:Iteration 29Q (135.823821 sec): 3 clusters Score: Raw -597002.065059 + Penalty 3219.413825 = -593782.651234 nChanged 32 SP:Iteration 30Q (135.895737 sec): 3 clusters Score: Raw -597011.421002 + Penalty 3219.413825 = -593792.007177 nChanged 27 SP:Iteration 31Q (135.966878 sec): 3 clusters Score: Raw -597022.668965 + Penalty 3219.413825 = -593803.255140 nChanged 26 SP:Iteration 32Q (136.034716 sec): 3 clusters Score: Raw -597029.649221 + Penalty 3219.413825 = -593810.235396 nChanged 21 SP:Iteration 33Q (136.117658 sec): 3 clusters Score: Raw -597034.160218 + Penalty 3219.413825 = -593814.746393 nChanged 21 SP:Iteration 34Q (136.272903 sec): 3 clusters Score: Raw -597037.408229 + Penalty 3219.413825 = -593817.994404 nChanged 14 SP:Iteration 35Q (136.334668 sec): 3 clusters Score: Raw -597039.561618 + Penalty 3219.413825 = -593820.147793 nChanged 15 SP:Iteration 36Q (136.397421 sec): 3 clusters Score: Raw -597043.079455 + Penalty 3219.413825 = -593823.665630 nChanged 15 SP:Iteration 37Q (136.459684 sec): 3 clusters Score: Raw -597045.392061 + Penalty 3219.413825 = -593825.978236 nChanged 13 SP:Iteration 38Q (136.522935 sec): 3 clusters Score: Raw -597047.587258 + Penalty 3219.413825 = -593828.173433 nChanged 16 SP:Iteration 39Q (136.590600 sec): 3 clusters Score: Raw -597050.223296 + Penalty 3219.413825 = -593830.809471 nChanged 15 SP:Iteration 40F (136.751495 sec): 3 clusters Score: Raw -597052.320465 + Penalty 3219.413825 = -593832.906640 nChanged 11 SP:Iteration 41Q (136.816142 sec): 3 clusters Score: Raw -597053.755062 + Penalty 3219.413825 = -593834.341237 nChanged 10 SP:Iteration 42Q (136.883282 sec): 3 clusters Score: Raw -597054.948637 + Penalty 3219.413825 = -593835.534812 nChanged 4 SP:Iteration 43Q (136.948796 sec): 3 clusters Score: Raw -597055.299956 + Penalty 3219.413825 = -593835.886131 nChanged 5 SP:Iteration 44Q (137.123766 sec): 3 clusters Score: Raw -597056.162688 + Penalty 3219.413825 = -593836.748863 nChanged 4 SP:Iteration 45Q (137.245288 sec): 3 clusters Score: Raw -597056.714758 + Penalty 3219.413825 = -593837.300933 nChanged 0 SP:Iteration 46F (137.390654 sec): 3 clusters Score: Raw -597056.714758 + Penalty 3219.413825 = -593837.300933 nChanged 0 Score: Raw -7033720.324569 + Penalty 26298.031386 = -7007422.293182 Splitting cluster 5 changes total score from -6991596.850413 to -7007422.293182 So it's getting split into cluster 13. Trying to split cluster 6 (12967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.786176 sec): 2 clusters Score: Raw -949208.608498 + Penalty 1662.013597 = -947546.594900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.954945 sec): 3 clusters Score: Raw -941794.534073 + Penalty 3324.027195 = -938470.506879 nChanged 5650 SP:Iteration 1F (140.107010 sec): 3 clusters Score: Raw -945333.602546 + Penalty 3324.027195 = -942009.575351 nChanged 1158 SP:Iteration 2F (140.263584 sec): 3 clusters Score: Raw -946380.218674 + Penalty 3324.027195 = -943056.191480 nChanged 1158 SP:Iteration 3F (140.413533 sec): 3 clusters Score: Raw -947559.522912 + Penalty 3324.027195 = -944235.495717 nChanged 1115 SP:Iteration 4F (140.566581 sec): 3 clusters Score: Raw -948667.742065 + Penalty 3324.027195 = -945343.714871 nChanged 965 SP:Iteration 5F (140.711682 sec): 3 clusters Score: Raw -949490.786201 + Penalty 3324.027195 = -946166.759006 nChanged 755 SP:Iteration 6F (140.856341 sec): 3 clusters Score: Raw -950100.538913 + Penalty 3324.027195 = -946776.511718 nChanged 575 SP:Iteration 7Q (140.991622 sec): 3 clusters Score: Raw -950554.488304 + Penalty 3324.027195 = -947230.461110 nChanged 494 SP:Iteration 8Q (141.129683 sec): 3 clusters Score: Raw -950992.427967 + Penalty 3324.027195 = -947668.400773 nChanged 476 SP:Iteration 9Q (141.275292 sec): 3 clusters Score: Raw -951505.109351 + Penalty 3324.027195 = -948181.082157 nChanged 479 SP:Iteration 10Q (141.417841 sec): 3 clusters Score: Raw -952162.703331 + Penalty 3324.027195 = -948838.676137 nChanged 548 SP:Iteration 11Q (141.563493 sec): 3 clusters Score: Raw -953297.209175 + Penalty 3324.027195 = -949973.181981 nChanged 615 SP:Iteration 12Q (141.725540 sec): 3 clusters Score: Raw -955325.423593 + Penalty 3324.027195 = -952001.396399 nChanged 559 SP:Iteration 13Q (141.887855 sec): 3 clusters Score: Raw -957246.190445 + Penalty 3324.027195 = -953922.163250 nChanged 173 SP:Iteration 14Q (142.044398 sec): 3 clusters Score: Raw -957580.925000 + Penalty 3324.027195 = -954256.897805 nChanged 30 SP:Iteration 15Q (142.167317 sec): 3 clusters Score: Raw -957609.125845 + Penalty 3324.027195 = -954285.098650 nChanged 5 SP:Iteration 16Q (142.308056 sec): 3 clusters Score: Raw -957619.916898 + Penalty 3324.027195 = -954295.889703 nChanged 5 SP:Iteration 17Q (142.457769 sec): 3 clusters Score: Raw -957620.914630 + Penalty 3324.027195 = -954296.887435 nChanged 1 SP:Iteration 18Q (142.611331 sec): 3 clusters Score: Raw -957630.789631 + Penalty 3324.027195 = -954306.762436 nChanged 1 SP:Iteration 19Q (142.767695 sec): 3 clusters Score: Raw -957631.138165 + Penalty 3324.027195 = -954307.110970 nChanged 0 SP:Iteration 20F (142.925258 sec): 3 clusters Score: Raw -957634.642080 + Penalty 3324.027195 = -954310.614885 nChanged 1 SP:Iteration 21Q (143.074347 sec): 3 clusters Score: Raw -957634.923370 + Penalty 3324.027195 = -954310.896176 nChanged 0 SP:Iteration 22F (143.229743 sec): 3 clusters Score: Raw -957634.923370 + Penalty 3324.027195 = -954310.896176 nChanged 0 Score: Raw -7042146.639441 + Penalty 28320.956878 = -7013825.682563 Splitting cluster 6 changes total score from -6991596.850413 to -7013825.682563 So it's getting split into cluster 14. Trying to split cluster 7 (7615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.825900 sec): 2 clusters Score: Raw -532852.853373 + Penalty 1568.597109 = -531284.256264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.997918 sec): 3 clusters Score: Raw -528773.768774 + Penalty 3137.194218 = -525636.574556 nChanged 3241 SP:Iteration 1F (146.126695 sec): 3 clusters Score: Raw -531143.164532 + Penalty 3137.194218 = -528005.970314 nChanged 791 SP:Iteration 2F (146.265621 sec): 3 clusters Score: Raw -532190.743181 + Penalty 3137.194218 = -529053.548963 nChanged 716 SP:Iteration 3F (146.405538 sec): 3 clusters Score: Raw -532995.044257 + Penalty 3137.194218 = -529857.850039 nChanged 552 SP:Iteration 4F (146.542966 sec): 3 clusters Score: Raw -533539.337067 + Penalty 3137.194218 = -530402.142849 nChanged 473 SP:Iteration 5F (146.681963 sec): 3 clusters Score: Raw -533971.915517 + Penalty 3137.194218 = -530834.721299 nChanged 378 SP:Iteration 6Q (146.811032 sec): 3 clusters Score: Raw -534279.120567 + Penalty 3137.194218 = -531141.926349 nChanged 303 SP:Iteration 7Q (146.866199 sec): 3 clusters Score: Raw -534507.899119 + Penalty 3137.194218 = -531370.704901 nChanged 253 SP:Iteration 8Q (146.921747 sec): 3 clusters Score: Raw -534744.182644 + Penalty 3137.194218 = -531606.988426 nChanged 244 SP:Iteration 9Q (146.976714 sec): 3 clusters Score: Raw -535003.699839 + Penalty 3137.194218 = -531866.505621 nChanged 220 SP:Iteration 10Q (147.123640 sec): 3 clusters Score: Raw -535244.155568 + Penalty 3137.194218 = -532106.961350 nChanged 202 SP:Iteration 11Q (147.192701 sec): 3 clusters Score: Raw -535417.157264 + Penalty 3137.194218 = -532279.963046 nChanged 159 SP:Iteration 12Q (147.328250 sec): 3 clusters Score: Raw -535513.833475 + Penalty 3137.194218 = -532376.639257 nChanged 91 SP:Iteration 13Q (147.382470 sec): 3 clusters Score: Raw -535560.606085 + Penalty 3137.194218 = -532423.411867 nChanged 64 SP:Iteration 14Q (147.436945 sec): 3 clusters Score: Raw -535591.419159 + Penalty 3137.194218 = -532454.224941 nChanged 61 SP:Iteration 15Q (147.493340 sec): 3 clusters Score: Raw -535619.393783 + Penalty 3137.194218 = -532482.199564 nChanged 52 SP:Iteration 16Q (147.549025 sec): 3 clusters Score: Raw -535645.383315 + Penalty 3137.194218 = -532508.189097 nChanged 47 SP:Iteration 17Q (147.603065 sec): 3 clusters Score: Raw -535665.732776 + Penalty 3137.194218 = -532528.538558 nChanged 41 SP:Iteration 18Q (147.657068 sec): 3 clusters Score: Raw -535683.260279 + Penalty 3137.194218 = -532546.066061 nChanged 41 SP:Iteration 19Q (147.711997 sec): 3 clusters Score: Raw -535702.316293 + Penalty 3137.194218 = -532565.122075 nChanged 43 SP:Iteration 20F (147.771233 sec): 3 clusters Score: Raw -535731.913868 + Penalty 3137.194218 = -532594.719650 nChanged 60 SP:Iteration 21Q (147.828259 sec): 3 clusters Score: Raw -535776.905894 + Penalty 3137.194218 = -532639.711676 nChanged 56 SP:Iteration 22Q (147.995953 sec): 3 clusters Score: Raw -535822.394015 + Penalty 3137.194218 = -532685.199797 nChanged 57 SP:Iteration 23Q (148.089796 sec): 3 clusters Score: Raw -535866.939950 + Penalty 3137.194218 = -532729.745732 nChanged 59 SP:Iteration 24Q (148.142285 sec): 3 clusters Score: Raw -535937.676400 + Penalty 3137.194218 = -532800.482182 nChanged 82 SP:Iteration 25Q (148.196745 sec): 3 clusters Score: Raw -536078.574899 + Penalty 3137.194218 = -532941.380681 nChanged 69 SP:Iteration 26Q (148.257852 sec): 3 clusters Score: Raw -536186.738754 + Penalty 3137.194218 = -533049.544536 nChanged 35 SP:Iteration 27Q (148.314191 sec): 3 clusters Score: Raw -536219.632432 + Penalty 3137.194218 = -533082.438214 nChanged 17 SP:Iteration 28Q (148.368578 sec): 3 clusters Score: Raw -536226.185151 + Penalty 3137.194218 = -533088.990933 nChanged 9 SP:Iteration 29Q (148.422594 sec): 3 clusters Score: Raw -536228.050974 + Penalty 3137.194218 = -533090.856756 nChanged 3 SP:Iteration 30Q (148.478263 sec): 3 clusters Score: Raw -536228.521405 + Penalty 3137.194218 = -533091.327187 nChanged 6 SP:Iteration 31Q (148.533323 sec): 3 clusters Score: Raw -536230.040669 + Penalty 3137.194218 = -533092.846451 nChanged 6 SP:Iteration 32Q (148.588607 sec): 3 clusters Score: Raw -536231.119964 + Penalty 3137.194218 = -533093.925746 nChanged 4 SP:Iteration 33Q (148.643767 sec): 3 clusters Score: Raw -536231.793523 + Penalty 3137.194218 = -533094.599305 nChanged 5 SP:Iteration 34Q (148.698338 sec): 3 clusters Score: Raw -536233.284244 + Penalty 3137.194218 = -533096.090026 nChanged 4 SP:Iteration 35Q (148.753133 sec): 3 clusters Score: Raw -536234.026485 + Penalty 3137.194218 = -533096.832267 nChanged 4 SP:Iteration 36Q (148.808093 sec): 3 clusters Score: Raw -536234.539038 + Penalty 3137.194218 = -533097.344820 nChanged 3 SP:Iteration 37Q (148.862903 sec): 3 clusters Score: Raw -536234.891139 + Penalty 3137.194218 = -533097.696921 nChanged 3 SP:Iteration 38Q (148.917766 sec): 3 clusters Score: Raw -536235.414671 + Penalty 3137.194218 = -533098.220453 nChanged 3 SP:Iteration 39Q (148.971368 sec): 3 clusters Score: Raw -536235.681556 + Penalty 3137.194218 = -533098.487338 nChanged 2 SP:Iteration 40F (149.028553 sec): 3 clusters Score: Raw -536235.903146 + Penalty 3137.194218 = -533098.708928 nChanged 2 SP:Iteration 41Q (149.083071 sec): 3 clusters Score: Raw -536236.122225 + Penalty 3137.194218 = -533098.928007 nChanged 1 SP:Iteration 42Q (149.138377 sec): 3 clusters Score: Raw -536236.246361 + Penalty 3137.194218 = -533099.052143 nChanged 1 SP:Iteration 43Q (149.193555 sec): 3 clusters Score: Raw -536236.429763 + Penalty 3137.194218 = -533099.235545 nChanged 0 SP:Iteration 44F (149.252578 sec): 3 clusters Score: Raw -536236.429763 + Penalty 3137.194218 = -533099.235545 nChanged 0 Score: Raw -7045530.215831 + Penalty 30343.882369 = -7015186.333462 Splitting cluster 7 changes total score from -6991596.850413 to -7015186.333462 So it's getting split into cluster 15. Trying to split cluster 8 (30942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (151.319661 sec): 2 clusters Score: Raw -2365156.340677 + Penalty 1814.647143 = -2363341.693534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.521152 sec): 3 clusters Score: Raw -2346253.771037 + Penalty 3629.294287 = -2342624.476750 nChanged 14198 SP:Iteration 1F (151.648405 sec): 3 clusters Score: Raw -2354864.294475 + Penalty 3629.294287 = -2351235.000188 nChanged 2289 SP:Iteration 2F (151.808850 sec): 3 clusters Score: Raw -2356935.575167 + Penalty 3629.294287 = -2353306.280880 nChanged 2718 SP:Iteration 3F (151.944581 sec): 3 clusters Score: Raw -2360069.271197 + Penalty 3629.294287 = -2356439.976910 nChanged 2859 SP:Iteration 4F (152.084596 sec): 3 clusters Score: Raw -2363498.720420 + Penalty 3629.294287 = -2359869.426134 nChanged 2646 SP:Iteration 5F (152.272850 sec): 3 clusters Score: Raw -2367190.541586 + Penalty 3629.294287 = -2363561.247299 nChanged 2332 SP:Iteration 6F (152.451350 sec): 3 clusters Score: Raw -2371700.414509 + Penalty 3629.294287 = -2368071.120223 nChanged 2085 SP:Iteration 7F (152.731553 sec): 3 clusters Score: Raw -2376215.973307 + Penalty 3629.294287 = -2372586.679020 nChanged 1440 SP:Iteration 8Q (152.860757 sec): 3 clusters Score: Raw -2378607.611500 + Penalty 3629.294287 = -2374978.317213 nChanged 687 SP:Iteration 9Q (153.001699 sec): 3 clusters Score: Raw -2379265.659902 + Penalty 3629.294287 = -2375636.365615 nChanged 270 SP:Iteration 10Q (153.109139 sec): 3 clusters Score: Raw -2379390.867794 + Penalty 3629.294287 = -2375761.573507 nChanged 128 SP:Iteration 11Q (153.269376 sec): 3 clusters Score: Raw -2379431.417981 + Penalty 3629.294287 = -2375802.123695 nChanged 90 SP:Iteration 12Q (153.426250 sec): 3 clusters Score: Raw -2379449.049063 + Penalty 3629.294287 = -2375819.754776 nChanged 52 SP:Iteration 13Q (153.618976 sec): 3 clusters Score: Raw -2379456.695205 + Penalty 3629.294287 = -2375827.400918 nChanged 32 SP:Iteration 14Q (153.832803 sec): 3 clusters Score: Raw -2379460.218386 + Penalty 3629.294287 = -2375830.924099 nChanged 23 SP:Iteration 15Q (153.980019 sec): 3 clusters Score: Raw -2379462.206409 + Penalty 3629.294287 = -2375832.912122 nChanged 16 SP:Iteration 16Q (154.082645 sec): 3 clusters Score: Raw -2379463.309951 + Penalty 3629.294287 = -2375834.015664 nChanged 8 SP:Iteration 17Q (154.244106 sec): 3 clusters Score: Raw -2379463.853840 + Penalty 3629.294287 = -2375834.559553 nChanged 2 SP:Iteration 18Q (154.379045 sec): 3 clusters Score: Raw -2379463.950184 + Penalty 3629.294287 = -2375834.655897 nChanged 0 SP:Iteration 19F (154.522278 sec): 3 clusters Score: Raw -2379463.950184 + Penalty 3629.294287 = -2375834.655897 nChanged 0 Score: Raw -7059837.825338 + Penalty 32366.807860 = -7027471.017478 Splitting cluster 8 changes total score from -6991596.850413 to -7027471.017478 So it's getting split into cluster 16. Iteration 99Q (158.006173 sec): 17 clusters Score: Raw -7063374.867790 + Penalty 32366.807860 = -7031008.059930 nChanged 3652 Iteration 100F (159.878116 sec): 17 clusters Score: Raw -7066175.641797 + Penalty 32366.807860 = -7033808.833937 nChanged 2436 Iteration 101Q (161.013779 sec): 17 clusters Score: Raw -7067232.224374 + Penalty 32366.807860 = -7034865.416514 nChanged 1342 Iteration 102Q (162.266895 sec): 17 clusters Score: Raw -7067835.414645 + Penalty 32366.807860 = -7035468.606785 nChanged 979 Iteration 103Q (163.609203 sec): 17 clusters Score: Raw -7068229.906374 + Penalty 32366.807860 = -7035863.098514 nChanged 845 Iteration 104Q (164.862030 sec): 17 clusters Score: Raw -7068537.921420 + Penalty 32366.807860 = -7036171.113560 nChanged 690 Iteration 105Q (165.901022 sec): 17 clusters Score: Raw -7068773.226890 + Penalty 32366.807860 = -7036406.419030 nChanged 599 Iteration 106Q (167.213276 sec): 17 clusters Score: Raw -7068954.514533 + Penalty 32366.807860 = -7036587.706673 nChanged 527 Iteration 107Q (168.679134 sec): 17 clusters Score: Raw -7069105.582586 + Penalty 32366.807860 = -7036738.774726 nChanged 459 Iteration 108Q (169.867212 sec): 17 clusters Score: Raw -7069226.343138 + Penalty 32366.807860 = -7036859.535277 nChanged 412 Iteration 109Q (171.214900 sec): 17 clusters Score: Raw -7069340.903731 + Penalty 32366.807860 = -7036974.095871 nChanged 356 Iteration 110Q (172.353700 sec): 17 clusters Score: Raw -7069435.312050 + Penalty 32366.807860 = -7037068.504190 nChanged 319 Iteration 111Q (173.353339 sec): 17 clusters Score: Raw -7069522.288122 + Penalty 32366.807860 = -7037155.480261 nChanged 311 Iteration 112Q (174.449215 sec): 17 clusters Score: Raw -7069608.363507 + Penalty 32366.807860 = -7037241.555646 nChanged 316 Iteration 113Q (175.509407 sec): 17 clusters Score: Raw -7069692.054579 + Penalty 32366.807860 = -7037325.246719 nChanged 291 Iteration 114Q (176.568013 sec): 17 clusters Score: Raw -7069751.975666 + Penalty 32366.807860 = -7037385.167806 nChanged 233 Iteration 115Q (177.667245 sec): 17 clusters Score: Raw -7069799.779248 + Penalty 32366.807860 = -7037432.971388 nChanged 204 Iteration 116Q (178.829233 sec): 17 clusters Score: Raw -7069842.047486 + Penalty 32366.807860 = -7037475.239626 nChanged 171 Iteration 117Q (180.274364 sec): 17 clusters Score: Raw -7069876.915300 + Penalty 32366.807860 = -7037510.107440 nChanged 168 Iteration 118Q (181.327386 sec): 17 clusters Score: Raw -7069909.503602 + Penalty 32366.807860 = -7037542.695742 nChanged 161 Iteration 119Q (182.444564 sec): 17 clusters Score: Raw -7069940.328086 + Penalty 32366.807860 = -7037573.520226 nChanged 135 Iteration 120F (184.648308 sec): 17 clusters Score: Raw -7069976.830260 + Penalty 32366.807860 = -7037610.022399 nChanged 146 Iteration 121Q (186.242947 sec): 17 clusters Score: Raw -7070007.931313 + Penalty 32366.807860 = -7037641.123453 nChanged 127 Iteration 122Q (187.801007 sec): 17 clusters Score: Raw -7070031.490810 + Penalty 32366.807860 = -7037664.682950 nChanged 107 Iteration 123Q (189.371642 sec): 17 clusters Score: Raw -7070049.763234 + Penalty 32366.807860 = -7037682.955374 nChanged 98 Iteration 124Q (191.009024 sec): 17 clusters Score: Raw -7070067.986319 + Penalty 32366.807860 = -7037701.178459 nChanged 97 Iteration 125Q (192.559005 sec): 17 clusters Score: Raw -7070083.594101 + Penalty 32366.807860 = -7037716.786241 nChanged 80 Iteration 126Q (194.154889 sec): 17 clusters Score: Raw -7070094.826762 + Penalty 32366.807860 = -7037728.018902 nChanged 80 Iteration 127Q (195.729822 sec): 17 clusters Score: Raw -7070106.255287 + Penalty 32366.807860 = -7037739.447426 nChanged 72 Iteration 128Q (197.310488 sec): 17 clusters Score: Raw -7070121.460628 + Penalty 32366.807860 = -7037754.652768 nChanged 61 Iteration 129Q (198.861209 sec): 17 clusters Score: Raw -7070134.528958 + Penalty 32366.807860 = -7037767.721098 nChanged 59 Iteration 130Q (200.408840 sec): 17 clusters Score: Raw -7070144.137024 + Penalty 32366.807860 = -7037777.329164 nChanged 55 Iteration 131Q (201.963231 sec): 17 clusters Score: Raw -7070151.644149 + Penalty 32366.807860 = -7037784.836289 nChanged 49 Iteration 132Q (203.516863 sec): 17 clusters Score: Raw -7070159.205975 + Penalty 32366.807860 = -7037792.398115 nChanged 58 Iteration 133Q (205.152240 sec): 17 clusters Score: Raw -7070167.798931 + Penalty 32366.807860 = -7037800.991071 nChanged 52 Iteration 134Q (206.701802 sec): 17 clusters Score: Raw -7070175.159672 + Penalty 32366.807860 = -7037808.351812 nChanged 55 Iteration 135Q (208.266900 sec): 17 clusters Score: Raw -7070183.144634 + Penalty 32366.807860 = -7037816.336774 nChanged 53 Iteration 136Q (209.900305 sec): 17 clusters Score: Raw -7070192.703653 + Penalty 32366.807860 = -7037825.895793 nChanged 47 Iteration 137Q (211.473326 sec): 17 clusters Score: Raw -7070202.119826 + Penalty 32366.807860 = -7037835.311966 nChanged 46 Iteration 138Q (213.017354 sec): 17 clusters Score: Raw -7070211.157181 + Penalty 32366.807860 = -7037844.349320 nChanged 46 Writing temp clu file Because OldScore, -7037835.311966, is greater than current (better) Score,-7037844.349320 Compute initial score before splitting: Score: Raw -7070211.157181 + Penalty 32366.807860 = -7037844.349320 Trying to split cluster 1 (3113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (213.166173 sec): 2 clusters Score: Raw -176449.372369 + Penalty 1411.606551 = -175037.765818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (213.244157 sec): 3 clusters Score: Raw -175068.185508 + Penalty 2823.213102 = -172244.972406 nChanged 1251 SP:Iteration 1F (213.339390 sec): 3 clusters Score: Raw -176488.094824 + Penalty 2823.213102 = -173664.881722 nChanged 410 SP:Iteration 2F (213.442418 sec): 3 clusters Score: Raw -177272.824941 + Penalty 2823.213102 = -174449.611839 nChanged 290 SP:Iteration 3F (213.555386 sec): 3 clusters Score: Raw -177691.093334 + Penalty 2823.213102 = -174867.880232 nChanged 165 SP:Iteration 4F (213.632432 sec): 3 clusters Score: Raw -177846.129285 + Penalty 2823.213102 = -175022.916184 nChanged 110 SP:Iteration 5Q (213.740503 sec): 3 clusters Score: Raw -177960.292907 + Penalty 2823.213102 = -175137.079805 nChanged 102 SP:Iteration 6Q (213.836111 sec): 3 clusters Score: Raw -178071.990183 + Penalty 2823.213102 = -175248.777081 nChanged 94 SP:Iteration 7Q (213.920844 sec): 3 clusters Score: Raw -178202.917162 + Penalty 2823.213102 = -175379.704061 nChanged 101 SP:Iteration 8Q (214.011850 sec): 3 clusters Score: Raw -178373.536530 + Penalty 2823.213102 = -175550.323428 nChanged 99 SP:Iteration 9Q (214.097267 sec): 3 clusters Score: Raw -178480.836001 + Penalty 2823.213102 = -175657.622899 nChanged 82 SP:Iteration 10Q (214.188862 sec): 3 clusters Score: Raw -178560.561369 + Penalty 2823.213102 = -175737.348267 nChanged 68 SP:Iteration 11Q (214.275724 sec): 3 clusters Score: Raw -178614.235607 + Penalty 2823.213102 = -175791.022506 nChanged 55 SP:Iteration 12Q (214.366886 sec): 3 clusters Score: Raw -178660.463279 + Penalty 2823.213102 = -175837.250177 nChanged 68 SP:Iteration 13Q (214.454464 sec): 3 clusters Score: Raw -178725.792173 + Penalty 2823.213102 = -175902.579071 nChanged 65 SP:Iteration 14Q (214.545706 sec): 3 clusters Score: Raw -178788.645148 + Penalty 2823.213102 = -175965.432046 nChanged 63 SP:Iteration 15Q (214.633010 sec): 3 clusters Score: Raw -178841.938083 + Penalty 2823.213102 = -176018.724981 nChanged 52 SP:Iteration 16Q (214.724114 sec): 3 clusters Score: Raw -178882.604159 + Penalty 2823.213102 = -176059.391057 nChanged 49 SP:Iteration 17Q (214.811066 sec): 3 clusters Score: Raw -178919.981336 + Penalty 2823.213102 = -176096.768234 nChanged 41 SP:Iteration 18Q (214.902089 sec): 3 clusters Score: Raw -178952.753825 + Penalty 2823.213102 = -176129.540723 nChanged 30 SP:Iteration 19Q (215.001457 sec): 3 clusters Score: Raw -178970.331615 + Penalty 2823.213102 = -176147.118513 nChanged 18 SP:Iteration 20F (215.110738 sec): 3 clusters Score: Raw -178989.384673 + Penalty 2823.213102 = -176166.171572 nChanged 25 SP:Iteration 21Q (215.204329 sec): 3 clusters Score: Raw -179021.792564 + Penalty 2823.213102 = -176198.579463 nChanged 25 SP:Iteration 22Q (215.302299 sec): 3 clusters Score: Raw -179049.898456 + Penalty 2823.213102 = -176226.685354 nChanged 24 SP:Iteration 23Q (215.394964 sec): 3 clusters Score: Raw -179066.884506 + Penalty 2823.213102 = -176243.671405 nChanged 26 SP:Iteration 24Q (215.494422 sec): 3 clusters Score: Raw -179084.597814 + Penalty 2823.213102 = -176261.384712 nChanged 13 SP:Iteration 25Q (215.613171 sec): 3 clusters Score: Raw -179093.010175 + Penalty 2823.213102 = -176269.797073 nChanged 10 SP:Iteration 26Q (215.691459 sec): 3 clusters Score: Raw -179102.253834 + Penalty 2823.213102 = -176279.040732 nChanged 8 SP:Iteration 27Q (215.783953 sec): 3 clusters Score: Raw -179113.694429 + Penalty 2823.213102 = -176290.481328 nChanged 4 SP:Iteration 28Q (215.876015 sec): 3 clusters Score: Raw -179122.448633 + Penalty 2823.213102 = -176299.235531 nChanged 9 SP:Iteration 29Q (215.968304 sec): 3 clusters Score: Raw -179128.976880 + Penalty 2823.213102 = -176305.763778 nChanged 10 SP:Iteration 30Q (216.057319 sec): 3 clusters Score: Raw -179135.308869 + Penalty 2823.213102 = -176312.095767 nChanged 10 SP:Iteration 31Q (216.139671 sec): 3 clusters Score: Raw -179139.777347 + Penalty 2823.213102 = -176316.564245 nChanged 5 SP:Iteration 32Q (216.232935 sec): 3 clusters Score: Raw -179141.682231 + Penalty 2823.213102 = -176318.469130 nChanged 3 SP:Iteration 33Q (216.327144 sec): 3 clusters Score: Raw -179142.669558 + Penalty 2823.213102 = -176319.456456 nChanged 1 SP:Iteration 34Q (216.467026 sec): 3 clusters Score: Raw -179143.130266 + Penalty 2823.213102 = -176319.917164 nChanged 1 SP:Iteration 35Q (216.539876 sec): 3 clusters Score: Raw -179143.292599 + Penalty 2823.213102 = -176320.079497 nChanged 1 SP:Iteration 36Q (216.613689 sec): 3 clusters Score: Raw -179143.467416 + Penalty 2823.213102 = -176320.254314 nChanged 0 SP:Iteration 37F (216.713056 sec): 3 clusters Score: Raw -179143.467416 + Penalty 2823.213102 = -176320.254314 nChanged 0 Score: Raw -7072911.718331 + Penalty 34389.733351 = -7038521.984980 Splitting cluster 1 changes total score from -7037844.349320 to -7038521.984980 So it's getting split into cluster 17. Trying to split cluster 2 (5138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (219.094218 sec): 2 clusters Score: Raw -376721.914506 + Penalty 1499.545566 = -375222.368941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (219.215507 sec): 3 clusters Score: Raw -374129.381523 + Penalty 2999.091131 = -371130.290392 nChanged 2067 SP:Iteration 1F (219.311592 sec): 3 clusters Score: Raw -375417.930316 + Penalty 2999.091131 = -372418.839184 nChanged 486 SP:Iteration 2F (219.407029 sec): 3 clusters Score: Raw -375828.939108 + Penalty 2999.091131 = -372829.847977 nChanged 399 SP:Iteration 3F (219.516792 sec): 3 clusters Score: Raw -376148.059589 + Penalty 2999.091131 = -373148.968457 nChanged 373 SP:Iteration 4F (219.618101 sec): 3 clusters Score: Raw -376473.435415 + Penalty 2999.091131 = -373474.344283 nChanged 344 SP:Iteration 5F (219.739238 sec): 3 clusters Score: Raw -376804.972818 + Penalty 2999.091131 = -373805.881686 nChanged 301 SP:Iteration 6F (219.823616 sec): 3 clusters Score: Raw -377070.217280 + Penalty 2999.091131 = -374071.126149 nChanged 221 SP:Iteration 7Q (219.929186 sec): 3 clusters Score: Raw -377235.058364 + Penalty 2999.091131 = -374235.967233 nChanged 167 SP:Iteration 8Q (220.041803 sec): 3 clusters Score: Raw -377353.929236 + Penalty 2999.091131 = -374354.838105 nChanged 125 SP:Iteration 9Q (220.121213 sec): 3 clusters Score: Raw -377436.803720 + Penalty 2999.091131 = -374437.712589 nChanged 106 SP:Iteration 10Q (220.240112 sec): 3 clusters Score: Raw -377502.872977 + Penalty 2999.091131 = -374503.781846 nChanged 95 SP:Iteration 11Q (220.323627 sec): 3 clusters Score: Raw -377560.825465 + Penalty 2999.091131 = -374561.734334 nChanged 90 SP:Iteration 12Q (220.444016 sec): 3 clusters Score: Raw -377615.971851 + Penalty 2999.091131 = -374616.880719 nChanged 85 SP:Iteration 13Q (220.551634 sec): 3 clusters Score: Raw -377668.520358 + Penalty 2999.091131 = -374669.429226 nChanged 89 SP:Iteration 14Q (220.657797 sec): 3 clusters Score: Raw -377734.121699 + Penalty 2999.091131 = -374735.030568 nChanged 108 SP:Iteration 15Q (220.756303 sec): 3 clusters Score: Raw -377858.807884 + Penalty 2999.091131 = -374859.716753 nChanged 164 SP:Iteration 16Q (220.856232 sec): 3 clusters Score: Raw -378197.890873 + Penalty 2999.091131 = -375198.799742 nChanged 221 SP:Iteration 17Q (220.973490 sec): 3 clusters Score: Raw -378933.325676 + Penalty 2999.091131 = -375934.234545 nChanged 196 SP:Iteration 18Q (221.074830 sec): 3 clusters Score: Raw -379336.910726 + Penalty 2999.091131 = -376337.819595 nChanged 93 SP:Iteration 19Q (221.201554 sec): 3 clusters Score: Raw -379407.183327 + Penalty 2999.091131 = -376408.092195 nChanged 64 SP:Iteration 20F (221.290105 sec): 3 clusters Score: Raw -379448.967508 + Penalty 2999.091131 = -376449.876376 nChanged 49 SP:Iteration 21Q (221.437996 sec): 3 clusters Score: Raw -379471.579160 + Penalty 2999.091131 = -376472.488029 nChanged 36 SP:Iteration 22Q (221.543507 sec): 3 clusters Score: Raw -379483.177202 + Penalty 2999.091131 = -376484.086071 nChanged 19 SP:Iteration 23Q (221.663424 sec): 3 clusters Score: Raw -379488.925120 + Penalty 2999.091131 = -376489.833989 nChanged 10 SP:Iteration 24Q (221.781188 sec): 3 clusters Score: Raw -379491.599777 + Penalty 2999.091131 = -376492.508646 nChanged 11 SP:Iteration 25Q (221.855448 sec): 3 clusters Score: Raw -379493.142257 + Penalty 2999.091131 = -376494.051125 nChanged 5 SP:Iteration 26Q (221.978468 sec): 3 clusters Score: Raw -379493.952231 + Penalty 2999.091131 = -376494.861099 nChanged 9 SP:Iteration 27Q (222.083305 sec): 3 clusters Score: Raw -379496.505552 + Penalty 2999.091131 = -376497.414420 nChanged 10 SP:Iteration 28Q (222.212250 sec): 3 clusters Score: Raw -379498.262176 + Penalty 2999.091131 = -376499.171045 nChanged 7 SP:Iteration 29Q (222.311655 sec): 3 clusters Score: Raw -379500.012552 + Penalty 2999.091131 = -376500.921421 nChanged 6 SP:Iteration 30Q (222.423682 sec): 3 clusters Score: Raw -379501.646494 + Penalty 2999.091131 = -376502.555363 nChanged 6 SP:Iteration 31Q (222.529506 sec): 3 clusters Score: Raw -379502.574960 + Penalty 2999.091131 = -376503.483829 nChanged 4 SP:Iteration 32Q (222.633984 sec): 3 clusters Score: Raw -379503.241352 + Penalty 2999.091131 = -376504.150220 nChanged 3 SP:Iteration 33Q (222.727609 sec): 3 clusters Score: Raw -379503.734405 + Penalty 2999.091131 = -376504.643273 nChanged 2 SP:Iteration 34Q (222.873211 sec): 3 clusters Score: Raw -379504.062336 + Penalty 2999.091131 = -376504.971205 nChanged 3 SP:Iteration 35Q (222.949743 sec): 3 clusters Score: Raw -379504.485610 + Penalty 2999.091131 = -376505.394479 nChanged 0 SP:Iteration 36F (223.047862 sec): 3 clusters Score: Raw -379504.485610 + Penalty 2999.091131 = -376505.394479 nChanged 0 Score: Raw -7075694.289435 + Penalty 36412.658843 = -7039281.630593 Splitting cluster 2 changes total score from -7037844.349320 to -7039281.630593 So it's getting split into cluster 18. Trying to split cluster 3 (5983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (225.653100 sec): 2 clusters Score: Raw -386511.944154 + Penalty 1526.266883 = -384985.677272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (225.791536 sec): 3 clusters Score: Raw -383444.184376 + Penalty 3052.533765 = -380391.650611 nChanged 2410 SP:Iteration 1F (225.909488 sec): 3 clusters Score: Raw -385220.245876 + Penalty 3052.533765 = -382167.712110 nChanged 653 SP:Iteration 2F (226.022816 sec): 3 clusters Score: Raw -386131.473565 + Penalty 3052.533765 = -383078.939800 nChanged 608 SP:Iteration 3F (226.167963 sec): 3 clusters Score: Raw -386983.236306 + Penalty 3052.533765 = -383930.702541 nChanged 498 SP:Iteration 4F (226.268844 sec): 3 clusters Score: Raw -387644.187071 + Penalty 3052.533765 = -384591.653306 nChanged 390 SP:Iteration 5F (226.376023 sec): 3 clusters Score: Raw -388028.551762 + Penalty 3052.533765 = -384976.017997 nChanged 243 SP:Iteration 6Q (226.499529 sec): 3 clusters Score: Raw -388191.459381 + Penalty 3052.533765 = -385138.925616 nChanged 153 SP:Iteration 7Q (226.605982 sec): 3 clusters Score: Raw -388273.672020 + Penalty 3052.533765 = -385221.138255 nChanged 99 SP:Iteration 8Q (226.711720 sec): 3 clusters Score: Raw -388310.484837 + Penalty 3052.533765 = -385257.951072 nChanged 58 SP:Iteration 9Q (226.824702 sec): 3 clusters Score: Raw -388332.524276 + Penalty 3052.533765 = -385279.990511 nChanged 46 SP:Iteration 10Q (226.955317 sec): 3 clusters Score: Raw -388354.469295 + Penalty 3052.533765 = -385301.935529 nChanged 45 SP:Iteration 11Q (227.061330 sec): 3 clusters Score: Raw -388372.822747 + Penalty 3052.533765 = -385320.288982 nChanged 40 SP:Iteration 12Q (227.189700 sec): 3 clusters Score: Raw -388386.170352 + Penalty 3052.533765 = -385333.636587 nChanged 26 SP:Iteration 13Q (227.348960 sec): 3 clusters Score: Raw -388394.176142 + Penalty 3052.533765 = -385341.642376 nChanged 27 SP:Iteration 14Q (227.472326 sec): 3 clusters Score: Raw -388402.428344 + Penalty 3052.533765 = -385349.894579 nChanged 19 SP:Iteration 15Q (227.603298 sec): 3 clusters Score: Raw -388407.255625 + Penalty 3052.533765 = -385354.721860 nChanged 8 SP:Iteration 16Q (227.708432 sec): 3 clusters Score: Raw -388409.008748 + Penalty 3052.533765 = -385356.474983 nChanged 4 SP:Iteration 17Q (227.842255 sec): 3 clusters Score: Raw -388409.722784 + Penalty 3052.533765 = -385357.189019 nChanged 5 SP:Iteration 18Q (227.921518 sec): 3 clusters Score: Raw -388410.530780 + Penalty 3052.533765 = -385357.997015 nChanged 4 SP:Iteration 19Q (228.021728 sec): 3 clusters Score: Raw -388410.901756 + Penalty 3052.533765 = -385358.367991 nChanged 1 SP:Iteration 20F (228.136000 sec): 3 clusters Score: Raw -388410.984150 + Penalty 3052.533765 = -385358.450385 nChanged 0 Score: Raw -7077593.329431 + Penalty 38435.584334 = -7039157.745097 Splitting cluster 3 changes total score from -7037844.349320 to -7039157.745097 So it's getting split into cluster 19. Trying to split cluster 4 (7207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (230.980088 sec): 2 clusters Score: Raw -561240.155186 + Penalty 1558.932814 = -559681.222372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (231.110264 sec): 3 clusters Score: Raw -557401.060496 + Penalty 3117.865627 = -554283.194869 nChanged 3024 SP:Iteration 1F (231.235557 sec): 3 clusters Score: Raw -559143.151123 + Penalty 3117.865627 = -556025.285496 nChanged 523 SP:Iteration 2F (231.351041 sec): 3 clusters Score: Raw -559465.468312 + Penalty 3117.865627 = -556347.602685 nChanged 462 SP:Iteration 3F (231.464222 sec): 3 clusters Score: Raw -559798.369899 + Penalty 3117.865627 = -556680.504272 nChanged 422 SP:Iteration 4F (231.576398 sec): 3 clusters Score: Raw -560114.843080 + Penalty 3117.865627 = -556996.977453 nChanged 382 SP:Iteration 5F (231.700088 sec): 3 clusters Score: Raw -560414.428727 + Penalty 3117.865627 = -557296.563099 nChanged 374 SP:Iteration 6F (231.807096 sec): 3 clusters Score: Raw -560700.750525 + Penalty 3117.865627 = -557582.884897 nChanged 354 SP:Iteration 7Q (231.903815 sec): 3 clusters Score: Raw -560954.809511 + Penalty 3117.865627 = -557836.943883 nChanged 314 SP:Iteration 8Q (232.009220 sec): 3 clusters Score: Raw -561210.689827 + Penalty 3117.865627 = -558092.824200 nChanged 306 SP:Iteration 9Q (232.124369 sec): 3 clusters Score: Raw -561496.503187 + Penalty 3117.865627 = -558378.637560 nChanged 289 SP:Iteration 10Q (232.248656 sec): 3 clusters Score: Raw -561820.942471 + Penalty 3117.865627 = -558703.076844 nChanged 264 SP:Iteration 11Q (232.378917 sec): 3 clusters Score: Raw -562147.890267 + Penalty 3117.865627 = -559030.024640 nChanged 262 SP:Iteration 12Q (232.493153 sec): 3 clusters Score: Raw -562481.808355 + Penalty 3117.865627 = -559363.942728 nChanged 255 SP:Iteration 13Q (232.591476 sec): 3 clusters Score: Raw -562785.345559 + Penalty 3117.865627 = -559667.479932 nChanged 236 SP:Iteration 14Q (232.702994 sec): 3 clusters Score: Raw -563084.915389 + Penalty 3117.865627 = -559967.049762 nChanged 219 SP:Iteration 15Q (232.815724 sec): 3 clusters Score: Raw -563400.590509 + Penalty 3117.865627 = -560282.724882 nChanged 173 SP:Iteration 16Q (232.910671 sec): 3 clusters Score: Raw -563658.121439 + Penalty 3117.865627 = -560540.255812 nChanged 117 SP:Iteration 17Q (233.039353 sec): 3 clusters Score: Raw -563798.557470 + Penalty 3117.865627 = -560680.691843 nChanged 91 SP:Iteration 18Q (233.162828 sec): 3 clusters Score: Raw -563869.556753 + Penalty 3117.865627 = -560751.691126 nChanged 63 SP:Iteration 19Q (233.257971 sec): 3 clusters Score: Raw -563918.503932 + Penalty 3117.865627 = -560800.638304 nChanged 43 SP:Iteration 20F (233.369827 sec): 3 clusters Score: Raw -563940.749882 + Penalty 3117.865627 = -560822.884255 nChanged 23 SP:Iteration 21Q (233.477483 sec): 3 clusters Score: Raw -563950.997309 + Penalty 3117.865627 = -560833.131682 nChanged 17 SP:Iteration 22Q (233.587240 sec): 3 clusters Score: Raw -563956.286494 + Penalty 3117.865627 = -560838.420867 nChanged 11 SP:Iteration 23Q (233.718819 sec): 3 clusters Score: Raw -563958.884425 + Penalty 3117.865627 = -560841.018798 nChanged 7 SP:Iteration 24Q (233.827538 sec): 3 clusters Score: Raw -563959.860381 + Penalty 3117.865627 = -560841.994754 nChanged 2 SP:Iteration 25Q (233.936521 sec): 3 clusters Score: Raw -563960.093675 + Penalty 3117.865627 = -560842.228047 nChanged 1 SP:Iteration 26Q (234.035784 sec): 3 clusters Score: Raw -563960.226424 + Penalty 3117.865627 = -560842.360796 nChanged 0 SP:Iteration 27F (234.161332 sec): 3 clusters Score: Raw -563960.226424 + Penalty 3117.865627 = -560842.360796 nChanged 0 Score: Raw -7080313.400669 + Penalty 40458.509825 = -7039854.890844 Splitting cluster 4 changes total score from -7037844.349320 to -7039854.890844 So it's getting split into cluster 20. Trying to split cluster 5 (7124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (237.212409 sec): 2 clusters Score: Raw -457917.045833 + Penalty 1556.899925 = -456360.145908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (237.377988 sec): 3 clusters Score: Raw -454138.881872 + Penalty 3113.799850 = -451025.082022 nChanged 2951 SP:Iteration 1F (237.479564 sec): 3 clusters Score: Raw -455990.581533 + Penalty 3113.799850 = -452876.781683 nChanged 630 SP:Iteration 2F (237.594221 sec): 3 clusters Score: Raw -456574.707825 + Penalty 3113.799850 = -453460.907975 nChanged 597 SP:Iteration 3F (237.726249 sec): 3 clusters Score: Raw -457108.418210 + Penalty 3113.799850 = -453994.618360 nChanged 492 SP:Iteration 4F (237.862137 sec): 3 clusters Score: Raw -457507.016587 + Penalty 3113.799850 = -454393.216737 nChanged 396 SP:Iteration 5F (237.985656 sec): 3 clusters Score: Raw -457798.298784 + Penalty 3113.799850 = -454684.498934 nChanged 332 SP:Iteration 6Q (238.116919 sec): 3 clusters Score: Raw -457987.804178 + Penalty 3113.799850 = -454874.004328 nChanged 239 SP:Iteration 7Q (238.213338 sec): 3 clusters Score: Raw -458090.178629 + Penalty 3113.799850 = -454976.378779 nChanged 176 SP:Iteration 8Q (238.323014 sec): 3 clusters Score: Raw -458156.395846 + Penalty 3113.799850 = -455042.595996 nChanged 131 SP:Iteration 9Q (238.431723 sec): 3 clusters Score: Raw -458209.437335 + Penalty 3113.799850 = -455095.637485 nChanged 114 SP:Iteration 10Q (238.587891 sec): 3 clusters Score: Raw -458248.097604 + Penalty 3113.799850 = -455134.297754 nChanged 92 SP:Iteration 11Q (238.681892 sec): 3 clusters Score: Raw -458273.144347 + Penalty 3113.799850 = -455159.344497 nChanged 62 SP:Iteration 12Q (238.807009 sec): 3 clusters Score: Raw -458287.418776 + Penalty 3113.799850 = -455173.618926 nChanged 57 SP:Iteration 13Q (238.924429 sec): 3 clusters Score: Raw -458301.377136 + Penalty 3113.799850 = -455187.577286 nChanged 52 SP:Iteration 14Q (239.037395 sec): 3 clusters Score: Raw -458312.306472 + Penalty 3113.799850 = -455198.506622 nChanged 40 SP:Iteration 15Q (239.149307 sec): 3 clusters Score: Raw -458323.185242 + Penalty 3113.799850 = -455209.385392 nChanged 44 SP:Iteration 16Q (239.261988 sec): 3 clusters Score: Raw -458332.641521 + Penalty 3113.799850 = -455218.841670 nChanged 26 SP:Iteration 17Q (239.370592 sec): 3 clusters Score: Raw -458338.498661 + Penalty 3113.799850 = -455224.698811 nChanged 29 SP:Iteration 18Q (239.482843 sec): 3 clusters Score: Raw -458344.416366 + Penalty 3113.799850 = -455230.616516 nChanged 29 SP:Iteration 19Q (239.597948 sec): 3 clusters Score: Raw -458349.721322 + Penalty 3113.799850 = -455235.921471 nChanged 22 SP:Iteration 20F (239.753649 sec): 3 clusters Score: Raw -458353.529244 + Penalty 3113.799850 = -455239.729394 nChanged 22 SP:Iteration 21Q (239.867716 sec): 3 clusters Score: Raw -458357.507824 + Penalty 3113.799850 = -455243.707974 nChanged 18 SP:Iteration 22Q (239.983903 sec): 3 clusters Score: Raw -458360.111861 + Penalty 3113.799850 = -455246.312011 nChanged 9 SP:Iteration 23Q (240.108822 sec): 3 clusters Score: Raw -458361.579728 + Penalty 3113.799850 = -455247.779877 nChanged 8 SP:Iteration 24Q (240.262080 sec): 3 clusters Score: Raw -458363.067805 + Penalty 3113.799850 = -455249.267955 nChanged 6 SP:Iteration 25Q (240.350976 sec): 3 clusters Score: Raw -458364.786436 + Penalty 3113.799850 = -455250.986586 nChanged 12 SP:Iteration 26Q (240.486557 sec): 3 clusters Score: Raw -458367.334824 + Penalty 3113.799850 = -455253.534973 nChanged 13 SP:Iteration 27Q (240.614139 sec): 3 clusters Score: Raw -458369.461702 + Penalty 3113.799850 = -455255.661852 nChanged 8 SP:Iteration 28Q (240.757867 sec): 3 clusters Score: Raw -458371.456009 + Penalty 3113.799850 = -455257.656159 nChanged 8 SP:Iteration 29Q (240.859378 sec): 3 clusters Score: Raw -458373.399317 + Penalty 3113.799850 = -455259.599467 nChanged 6 SP:Iteration 30Q (240.983755 sec): 3 clusters Score: Raw -458374.648258 + Penalty 3113.799850 = -455260.848407 nChanged 5 SP:Iteration 31Q (241.131860 sec): 3 clusters Score: Raw -458375.674955 + Penalty 3113.799850 = -455261.875105 nChanged 7 SP:Iteration 32Q (241.232980 sec): 3 clusters Score: Raw -458376.780920 + Penalty 3113.799850 = -455262.981070 nChanged 4 SP:Iteration 33Q (241.397519 sec): 3 clusters Score: Raw -458377.223359 + Penalty 3113.799850 = -455263.423509 nChanged 3 SP:Iteration 34Q (241.511135 sec): 3 clusters Score: Raw -458378.168056 + Penalty 3113.799850 = -455264.368206 nChanged 5 SP:Iteration 35Q (241.620633 sec): 3 clusters Score: Raw -458379.439489 + Penalty 3113.799850 = -455265.639639 nChanged 5 SP:Iteration 36Q (241.764364 sec): 3 clusters Score: Raw -458380.180879 + Penalty 3113.799850 = -455266.381029 nChanged 1 SP:Iteration 37Q (241.885612 sec): 3 clusters Score: Raw -458380.480436 + Penalty 3113.799850 = -455266.680586 nChanged 3 SP:Iteration 38Q (242.011760 sec): 3 clusters Score: Raw -458380.815304 + Penalty 3113.799850 = -455267.015454 nChanged 2 SP:Iteration 39Q (242.155988 sec): 3 clusters Score: Raw -458381.399822 + Penalty 3113.799850 = -455267.599972 nChanged 4 SP:Iteration 40F (242.255932 sec): 3 clusters Score: Raw -458382.004239 + Penalty 3113.799850 = -455268.204389 nChanged 4 SP:Iteration 41Q (242.397150 sec): 3 clusters Score: Raw -458382.673383 + Penalty 3113.799850 = -455268.873532 nChanged 3 SP:Iteration 42Q (242.509982 sec): 3 clusters Score: Raw -458382.985843 + Penalty 3113.799850 = -455269.185993 nChanged 5 SP:Iteration 43Q (242.633091 sec): 3 clusters Score: Raw -458383.360214 + Penalty 3113.799850 = -455269.560364 nChanged 3 SP:Iteration 44Q (242.776446 sec): 3 clusters Score: Raw -458383.580158 + Penalty 3113.799850 = -455269.780307 nChanged 1 SP:Iteration 45Q (242.877224 sec): 3 clusters Score: Raw -458383.731769 + Penalty 3113.799850 = -455269.931919 nChanged 2 SP:Iteration 46Q (243.024685 sec): 3 clusters Score: Raw -458383.939223 + Penalty 3113.799850 = -455270.139373 nChanged 2 SP:Iteration 47Q (243.126541 sec): 3 clusters Score: Raw -458384.366732 + Penalty 3113.799850 = -455270.566882 nChanged 2 SP:Iteration 48Q (243.288480 sec): 3 clusters Score: Raw -458384.600675 + Penalty 3113.799850 = -455270.800825 nChanged 1 SP:Iteration 49Q (243.389561 sec): 3 clusters Score: Raw -458384.726864 + Penalty 3113.799850 = -455270.927014 nChanged 1 SP:Iteration 50Q (243.526788 sec): 3 clusters Score: Raw -458384.825208 + Penalty 3113.799850 = -455271.025358 nChanged 0 SP:Iteration 51F (243.684503 sec): 3 clusters Score: Raw -458384.825208 + Penalty 3113.799850 = -455271.025358 nChanged 0 Trying to split cluster 6 (6214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (243.718633 sec): 2 clusters Score: Raw -463937.069652 + Penalty 1532.915296 = -462404.154357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (243.872178 sec): 3 clusters Score: Raw -460664.092878 + Penalty 3065.830592 = -457598.262286 nChanged 2579 SP:Iteration 1F (243.963603 sec): 3 clusters Score: Raw -462244.612655 + Penalty 3065.830592 = -459178.782064 nChanged 597 SP:Iteration 2F (244.102894 sec): 3 clusters Score: Raw -462737.934061 + Penalty 3065.830592 = -459672.103469 nChanged 497 SP:Iteration 3F (244.216591 sec): 3 clusters Score: Raw -463198.214103 + Penalty 3065.830592 = -460132.383511 nChanged 430 SP:Iteration 4F (244.317321 sec): 3 clusters Score: Raw -463571.235816 + Penalty 3065.830592 = -460505.405224 nChanged 363 SP:Iteration 5F (244.441175 sec): 3 clusters Score: Raw -463859.768457 + Penalty 3065.830592 = -460793.937865 nChanged 294 SP:Iteration 6Q (244.551199 sec): 3 clusters Score: Raw -464038.288820 + Penalty 3065.830592 = -460972.458229 nChanged 219 SP:Iteration 7Q (244.663543 sec): 3 clusters Score: Raw -464152.982436 + Penalty 3065.830592 = -461087.151845 nChanged 144 SP:Iteration 8Q (244.775407 sec): 3 clusters Score: Raw -464210.846506 + Penalty 3065.830592 = -461145.015914 nChanged 104 SP:Iteration 9Q (244.889715 sec): 3 clusters Score: Raw -464247.260797 + Penalty 3065.830592 = -461181.430206 nChanged 80 SP:Iteration 10Q (245.022212 sec): 3 clusters Score: Raw -464271.870285 + Penalty 3065.830592 = -461206.039693 nChanged 54 SP:Iteration 11Q (245.132943 sec): 3 clusters Score: Raw -464288.598157 + Penalty 3065.830592 = -461222.767565 nChanged 44 SP:Iteration 12Q (245.239814 sec): 3 clusters Score: Raw -464302.288787 + Penalty 3065.830592 = -461236.458196 nChanged 35 SP:Iteration 13Q (245.351534 sec): 3 clusters Score: Raw -464309.759320 + Penalty 3065.830592 = -461243.928729 nChanged 21 SP:Iteration 14Q (245.461740 sec): 3 clusters Score: Raw -464315.489766 + Penalty 3065.830592 = -461249.659174 nChanged 23 SP:Iteration 15Q (245.569336 sec): 3 clusters Score: Raw -464320.901670 + Penalty 3065.830592 = -461255.071078 nChanged 26 SP:Iteration 16Q (245.678024 sec): 3 clusters Score: Raw -464328.089340 + Penalty 3065.830592 = -461262.258748 nChanged 22 SP:Iteration 17Q (245.789759 sec): 3 clusters Score: Raw -464335.248115 + Penalty 3065.830592 = -461269.417523 nChanged 25 SP:Iteration 18Q (245.895166 sec): 3 clusters Score: Raw -464343.194409 + Penalty 3065.830592 = -461277.363818 nChanged 28 SP:Iteration 19Q (246.032468 sec): 3 clusters Score: Raw -464351.497251 + Penalty 3065.830592 = -461285.666660 nChanged 25 SP:Iteration 20F (246.116770 sec): 3 clusters Score: Raw -464361.654852 + Penalty 3065.830592 = -461295.824260 nChanged 27 SP:Iteration 21Q (246.256622 sec): 3 clusters Score: Raw -464368.453516 + Penalty 3065.830592 = -461302.622925 nChanged 22 SP:Iteration 22Q (246.380367 sec): 3 clusters Score: Raw -464374.902103 + Penalty 3065.830592 = -461309.071511 nChanged 30 SP:Iteration 23Q (246.497249 sec): 3 clusters Score: Raw -464382.749129 + Penalty 3065.830592 = -461316.918537 nChanged 28 SP:Iteration 24Q (246.615060 sec): 3 clusters Score: Raw -464390.568463 + Penalty 3065.830592 = -461324.737871 nChanged 27 SP:Iteration 25Q (246.733099 sec): 3 clusters Score: Raw -464396.767057 + Penalty 3065.830592 = -461330.936465 nChanged 23 SP:Iteration 26Q (246.847685 sec): 3 clusters Score: Raw -464401.951218 + Penalty 3065.830592 = -461336.120626 nChanged 24 SP:Iteration 27Q (246.972684 sec): 3 clusters Score: Raw -464406.820497 + Penalty 3065.830592 = -461340.989906 nChanged 24 SP:Iteration 28Q (247.096077 sec): 3 clusters Score: Raw -464412.076106 + Penalty 3065.830592 = -461346.245515 nChanged 25 SP:Iteration 29Q (247.227780 sec): 3 clusters Score: Raw -464418.814164 + Penalty 3065.830592 = -461352.983573 nChanged 30 SP:Iteration 30Q (247.341591 sec): 3 clusters Score: Raw -464428.139721 + Penalty 3065.830592 = -461362.309130 nChanged 26 SP:Iteration 31Q (247.460798 sec): 3 clusters Score: Raw -464434.392576 + Penalty 3065.830592 = -461368.561984 nChanged 23 SP:Iteration 32Q (247.607702 sec): 3 clusters Score: Raw -464438.473403 + Penalty 3065.830592 = -461372.642812 nChanged 17 SP:Iteration 33Q (247.705046 sec): 3 clusters Score: Raw -464441.481597 + Penalty 3065.830592 = -461375.651005 nChanged 12 SP:Iteration 34Q (247.832908 sec): 3 clusters Score: Raw -464444.015074 + Penalty 3065.830592 = -461378.184483 nChanged 10 SP:Iteration 35Q (247.954378 sec): 3 clusters Score: Raw -464445.738079 + Penalty 3065.830592 = -461379.907487 nChanged 8 SP:Iteration 36Q (248.077206 sec): 3 clusters Score: Raw -464446.851873 + Penalty 3065.830592 = -461381.021281 nChanged 5 SP:Iteration 37Q (248.211433 sec): 3 clusters Score: Raw -464448.123426 + Penalty 3065.830592 = -461382.292834 nChanged 8 SP:Iteration 38Q (248.310842 sec): 3 clusters Score: Raw -464450.020712 + Penalty 3065.830592 = -461384.190121 nChanged 11 SP:Iteration 39Q (248.434613 sec): 3 clusters Score: Raw -464452.536843 + Penalty 3065.830592 = -461386.706251 nChanged 13 SP:Iteration 40F (248.553005 sec): 3 clusters Score: Raw -464454.684865 + Penalty 3065.830592 = -461388.854273 nChanged 6 SP:Iteration 41Q (248.664964 sec): 3 clusters Score: Raw -464455.307450 + Penalty 3065.830592 = -461389.476858 nChanged 1 SP:Iteration 42Q (248.809298 sec): 3 clusters Score: Raw -464455.441706 + Penalty 3065.830592 = -461389.611115 nChanged 0 SP:Iteration 43F (248.939299 sec): 3 clusters Score: Raw -464455.441706 + Penalty 3065.830592 = -461389.611115 nChanged 0 Trying to split cluster 7 (2919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (248.960717 sec): 2 clusters Score: Raw -210954.160201 + Penalty 1400.313863 = -209553.846338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (249.147116 sec): 3 clusters Score: Raw -209591.686216 + Penalty 2800.627726 = -206791.058490 nChanged 1092 SP:Iteration 1F (249.256288 sec): 3 clusters Score: Raw -210320.048052 + Penalty 2800.627726 = -207519.420326 nChanged 241 SP:Iteration 2F (249.364722 sec): 3 clusters Score: Raw -210536.168316 + Penalty 2800.627726 = -207735.540589 nChanged 201 SP:Iteration 3F (249.472248 sec): 3 clusters Score: Raw -210714.490062 + Penalty 2800.627726 = -207913.862336 nChanged 139 SP:Iteration 4Q (249.581392 sec): 3 clusters Score: Raw -210861.667066 + Penalty 2800.627726 = -208061.039340 nChanged 151 SP:Iteration 5F (249.689970 sec): 3 clusters Score: Raw -211026.094785 + Penalty 2800.627726 = -208225.467059 nChanged 139 SP:Iteration 6Q (249.799316 sec): 3 clusters Score: Raw -211181.802444 + Penalty 2800.627726 = -208381.174717 nChanged 134 SP:Iteration 7Q (249.908139 sec): 3 clusters Score: Raw -211312.985100 + Penalty 2800.627726 = -208512.357373 nChanged 109 SP:Iteration 8Q (250.017015 sec): 3 clusters Score: Raw -211436.461674 + Penalty 2800.627726 = -208635.833948 nChanged 120 SP:Iteration 9Q (250.125705 sec): 3 clusters Score: Raw -211568.950933 + Penalty 2800.627726 = -208768.323207 nChanged 110 SP:Iteration 10Q (250.233848 sec): 3 clusters Score: Raw -211661.069383 + Penalty 2800.627726 = -208860.441657 nChanged 89 SP:Iteration 11Q (250.365900 sec): 3 clusters Score: Raw -211754.489603 + Penalty 2800.627726 = -208953.861877 nChanged 82 SP:Iteration 12Q (250.435377 sec): 3 clusters Score: Raw -211815.516907 + Penalty 2800.627726 = -209014.889181 nChanged 38 SP:Iteration 13Q (250.558373 sec): 3 clusters Score: Raw -211835.625849 + Penalty 2800.627726 = -209034.998123 nChanged 22 SP:Iteration 14Q (250.667538 sec): 3 clusters Score: Raw -211847.769517 + Penalty 2800.627726 = -209047.141791 nChanged 23 SP:Iteration 15Q (250.775834 sec): 3 clusters Score: Raw -211861.418969 + Penalty 2800.627726 = -209060.791243 nChanged 30 SP:Iteration 16Q (250.886160 sec): 3 clusters Score: Raw -211878.704976 + Penalty 2800.627726 = -209078.077250 nChanged 31 SP:Iteration 17Q (251.002727 sec): 3 clusters Score: Raw -211898.271015 + Penalty 2800.627726 = -209097.643289 nChanged 39 SP:Iteration 18Q (251.119365 sec): 3 clusters Score: Raw -211916.529201 + Penalty 2800.627726 = -209115.901475 nChanged 29 SP:Iteration 19Q (251.223035 sec): 3 clusters Score: Raw -211935.078777 + Penalty 2800.627726 = -209134.451051 nChanged 30 SP:Iteration 20F (251.324050 sec): 3 clusters Score: Raw -211950.762352 + Penalty 2800.627726 = -209150.134626 nChanged 30 SP:Iteration 21Q (251.410083 sec): 3 clusters Score: Raw -211972.972606 + Penalty 2800.627726 = -209172.344880 nChanged 31 SP:Iteration 22Q (251.508827 sec): 3 clusters Score: Raw -211997.794300 + Penalty 2800.627726 = -209197.166574 nChanged 32 SP:Iteration 23Q (251.611734 sec): 3 clusters Score: Raw -212024.339082 + Penalty 2800.627726 = -209223.711355 nChanged 40 SP:Iteration 24Q (251.725857 sec): 3 clusters Score: Raw -212058.873854 + Penalty 2800.627726 = -209258.246128 nChanged 29 SP:Iteration 25Q (251.843249 sec): 3 clusters Score: Raw -212082.734859 + Penalty 2800.627726 = -209282.107133 nChanged 31 SP:Iteration 26Q (251.941164 sec): 3 clusters Score: Raw -212119.803990 + Penalty 2800.627726 = -209319.176264 nChanged 41 SP:Iteration 27Q (252.068766 sec): 3 clusters Score: Raw -212193.704704 + Penalty 2800.627726 = -209393.076978 nChanged 37 SP:Iteration 28Q (252.157171 sec): 3 clusters Score: Raw -212244.162071 + Penalty 2800.627726 = -209443.534345 nChanged 28 SP:Iteration 29Q (252.260479 sec): 3 clusters Score: Raw -212270.693481 + Penalty 2800.627726 = -209470.065755 nChanged 28 SP:Iteration 30Q (252.376468 sec): 3 clusters Score: Raw -212299.480829 + Penalty 2800.627726 = -209498.853103 nChanged 24 SP:Iteration 31Q (252.476546 sec): 3 clusters Score: Raw -212321.077977 + Penalty 2800.627726 = -209520.450250 nChanged 15 SP:Iteration 32Q (252.592969 sec): 3 clusters Score: Raw -212330.726918 + Penalty 2800.627726 = -209530.099192 nChanged 9 SP:Iteration 33Q (252.679457 sec): 3 clusters Score: Raw -212336.456598 + Penalty 2800.627726 = -209535.828871 nChanged 9 SP:Iteration 34Q (252.781003 sec): 3 clusters Score: Raw -212340.153184 + Penalty 2800.627726 = -209539.525458 nChanged 4 SP:Iteration 35Q (252.894153 sec): 3 clusters Score: Raw -212341.538582 + Penalty 2800.627726 = -209540.910856 nChanged 2 SP:Iteration 36Q (253.007321 sec): 3 clusters Score: Raw -212342.011468 + Penalty 2800.627726 = -209541.383742 nChanged 1 SP:Iteration 37Q (253.101242 sec): 3 clusters Score: Raw -212342.245105 + Penalty 2800.627726 = -209541.617379 nChanged 0 SP:Iteration 38F (253.217800 sec): 3 clusters Score: Raw -212342.245105 + Penalty 2800.627726 = -209541.617379 nChanged 0 Trying to split cluster 8 (19262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (253.324294 sec): 2 clusters Score: Raw -1491200.970795 + Penalty 1731.463611 = -1489469.507184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (253.483341 sec): 3 clusters Score: Raw -1479663.464948 + Penalty 3462.927222 = -1476200.537725 nChanged 8729 SP:Iteration 1F (253.626342 sec): 3 clusters Score: Raw -1484655.631285 + Penalty 3462.927222 = -1481192.704063 nChanged 1240 SP:Iteration 2F (253.786662 sec): 3 clusters Score: Raw -1485327.414148 + Penalty 3462.927222 = -1481864.486926 nChanged 1339 SP:Iteration 3F (253.945991 sec): 3 clusters Score: Raw -1486228.171668 + Penalty 3462.927222 = -1482765.244446 nChanged 1427 SP:Iteration 4F (254.099046 sec): 3 clusters Score: Raw -1487300.984226 + Penalty 3462.927222 = -1483838.057004 nChanged 1473 SP:Iteration 5F (254.251923 sec): 3 clusters Score: Raw -1488413.524404 + Penalty 3462.927222 = -1484950.597182 nChanged 1327 SP:Iteration 6F (254.387718 sec): 3 clusters Score: Raw -1489306.069721 + Penalty 3462.927222 = -1485843.142499 nChanged 1065 SP:Iteration 7F (254.546075 sec): 3 clusters Score: Raw -1489866.793386 + Penalty 3462.927222 = -1486403.866163 nChanged 724 SP:Iteration 8Q (254.704150 sec): 3 clusters Score: Raw -1490160.902872 + Penalty 3462.927222 = -1486697.975650 nChanged 551 SP:Iteration 9Q (254.865959 sec): 3 clusters Score: Raw -1490365.786802 + Penalty 3462.927222 = -1486902.859579 nChanged 435 SP:Iteration 10Q (255.009218 sec): 3 clusters Score: Raw -1490497.329284 + Penalty 3462.927222 = -1487034.402061 nChanged 305 SP:Iteration 11Q (255.165497 sec): 3 clusters Score: Raw -1490582.673705 + Penalty 3462.927222 = -1487119.746483 nChanged 256 SP:Iteration 12Q (255.319559 sec): 3 clusters Score: Raw -1490644.182610 + Penalty 3462.927222 = -1487181.255388 nChanged 197 SP:Iteration 13Q (255.480016 sec): 3 clusters Score: Raw -1490686.941118 + Penalty 3462.927222 = -1487224.013896 nChanged 164 SP:Iteration 14Q (255.633308 sec): 3 clusters Score: Raw -1490719.867678 + Penalty 3462.927222 = -1487256.940455 nChanged 123 SP:Iteration 15Q (255.805245 sec): 3 clusters Score: Raw -1490741.054970 + Penalty 3462.927222 = -1487278.127748 nChanged 94 SP:Iteration 16Q (255.933657 sec): 3 clusters Score: Raw -1490756.781137 + Penalty 3462.927222 = -1487293.853914 nChanged 86 SP:Iteration 17Q (256.105315 sec): 3 clusters Score: Raw -1490774.907757 + Penalty 3462.927222 = -1487311.980535 nChanged 94 SP:Iteration 18Q (256.262447 sec): 3 clusters Score: Raw -1490789.968643 + Penalty 3462.927222 = -1487327.041421 nChanged 87 SP:Iteration 19Q (256.426229 sec): 3 clusters Score: Raw -1490806.042410 + Penalty 3462.927222 = -1487343.115188 nChanged 99 SP:Iteration 20F (256.567845 sec): 3 clusters Score: Raw -1490823.361414 + Penalty 3462.927222 = -1487360.434191 nChanged 95 SP:Iteration 21Q (256.725899 sec): 3 clusters Score: Raw -1490839.985343 + Penalty 3462.927222 = -1487377.058121 nChanged 81 SP:Iteration 22Q (256.871520 sec): 3 clusters Score: Raw -1490856.999771 + Penalty 3462.927222 = -1487394.072548 nChanged 86 SP:Iteration 23Q (257.033388 sec): 3 clusters Score: Raw -1490873.422541 + Penalty 3462.927222 = -1487410.495319 nChanged 90 SP:Iteration 24Q (257.212730 sec): 3 clusters Score: Raw -1490891.806042 + Penalty 3462.927222 = -1487428.878820 nChanged 90 SP:Iteration 25Q (257.374112 sec): 3 clusters Score: Raw -1490908.975452 + Penalty 3462.927222 = -1487446.048230 nChanged 67 SP:Iteration 26Q (257.515591 sec): 3 clusters Score: Raw -1490921.884306 + Penalty 3462.927222 = -1487458.957084 nChanged 69 SP:Iteration 27Q (257.680147 sec): 3 clusters Score: Raw -1490935.748005 + Penalty 3462.927222 = -1487472.820783 nChanged 78 SP:Iteration 28Q (257.834837 sec): 3 clusters Score: Raw -1490952.378363 + Penalty 3462.927222 = -1487489.451141 nChanged 91 SP:Iteration 29Q (258.003870 sec): 3 clusters Score: Raw -1490974.163341 + Penalty 3462.927222 = -1487511.236119 nChanged 97 SP:Iteration 30Q (258.164058 sec): 3 clusters Score: Raw -1490998.541254 + Penalty 3462.927222 = -1487535.614032 nChanged 101 SP:Iteration 31Q (258.311322 sec): 3 clusters Score: Raw -1491022.148157 + Penalty 3462.927222 = -1487559.220935 nChanged 99 SP:Iteration 32Q (258.474842 sec): 3 clusters Score: Raw -1491045.103833 + Penalty 3462.927222 = -1487582.176611 nChanged 86 SP:Iteration 33Q (258.630310 sec): 3 clusters Score: Raw -1491065.507614 + Penalty 3462.927222 = -1487602.580391 nChanged 81 SP:Iteration 34Q (258.792523 sec): 3 clusters Score: Raw -1491085.041338 + Penalty 3462.927222 = -1487622.114116 nChanged 86 SP:Iteration 35Q (258.951850 sec): 3 clusters Score: Raw -1491108.905010 + Penalty 3462.927222 = -1487645.977788 nChanged 108 SP:Iteration 36Q (259.105666 sec): 3 clusters Score: Raw -1491141.745752 + Penalty 3462.927222 = -1487678.818529 nChanged 112 SP:Iteration 37Q (259.249706 sec): 3 clusters Score: Raw -1491175.983380 + Penalty 3462.927222 = -1487713.056158 nChanged 99 SP:Iteration 38Q (259.430737 sec): 3 clusters Score: Raw -1491206.368382 + Penalty 3462.927222 = -1487743.441160 nChanged 99 SP:Iteration 39Q (259.591018 sec): 3 clusters Score: Raw -1491236.430303 + Penalty 3462.927222 = -1487773.503081 nChanged 100 SP:Iteration 40F (259.736163 sec): 3 clusters Score: Raw -1491265.964602 + Penalty 3462.927222 = -1487803.037380 nChanged 100 SP:Iteration 41Q (259.896425 sec): 3 clusters Score: Raw -1491302.646325 + Penalty 3462.927222 = -1487839.719103 nChanged 117 SP:Iteration 42Q (260.063238 sec): 3 clusters Score: Raw -1491346.861898 + Penalty 3462.927222 = -1487883.934675 nChanged 120 SP:Iteration 43Q (260.241119 sec): 3 clusters Score: Raw -1491398.622102 + Penalty 3462.927222 = -1487935.694880 nChanged 103 SP:Iteration 44Q (260.383379 sec): 3 clusters Score: Raw -1491446.814885 + Penalty 3462.927222 = -1487983.887663 nChanged 115 SP:Iteration 45Q (260.573602 sec): 3 clusters Score: Raw -1491504.112296 + Penalty 3462.927222 = -1488041.185074 nChanged 117 SP:Iteration 46Q (260.729587 sec): 3 clusters Score: Raw -1491564.993355 + Penalty 3462.927222 = -1488102.066133 nChanged 111 SP:Iteration 47Q (260.864699 sec): 3 clusters Score: Raw -1491616.630201 + Penalty 3462.927222 = -1488153.702979 nChanged 112 SP:Iteration 48Q (260.999459 sec): 3 clusters Score: Raw -1491677.606121 + Penalty 3462.927222 = -1488214.678899 nChanged 118 SP:Iteration 49Q (261.160139 sec): 3 clusters Score: Raw -1491755.316236 + Penalty 3462.927222 = -1488292.389014 nChanged 118 SP:Iteration 50Q (261.313297 sec): 3 clusters Score: Raw -1491840.369581 + Penalty 3462.927222 = -1488377.442359 nChanged 108 SP:Iteration 51Q (261.472669 sec): 3 clusters Score: Raw -1491928.553516 + Penalty 3462.927222 = -1488465.626294 nChanged 126 SP:Iteration 52Q (261.617565 sec): 3 clusters Score: Raw -1492043.281670 + Penalty 3462.927222 = -1488580.354447 nChanged 139 SP:Iteration 53Q (261.768791 sec): 3 clusters Score: Raw -1492164.806458 + Penalty 3462.927222 = -1488701.879236 nChanged 124 SP:Iteration 54Q (261.913121 sec): 3 clusters Score: Raw -1492272.789846 + Penalty 3462.927222 = -1488809.862624 nChanged 111 SP:Iteration 55Q (262.067163 sec): 3 clusters Score: Raw -1492333.135732 + Penalty 3462.927222 = -1488870.208510 nChanged 81 SP:Iteration 56Q (262.222225 sec): 3 clusters Score: Raw -1492366.734193 + Penalty 3462.927222 = -1488903.806970 nChanged 63 SP:Iteration 57Q (262.391295 sec): 3 clusters Score: Raw -1492390.920806 + Penalty 3462.927222 = -1488927.993584 nChanged 48 SP:Iteration 58Q (262.545829 sec): 3 clusters Score: Raw -1492406.053726 + Penalty 3462.927222 = -1488943.126504 nChanged 36 SP:Iteration 59Q (262.691989 sec): 3 clusters Score: Raw -1492416.841267 + Penalty 3462.927222 = -1488953.914045 nChanged 29 SP:Iteration 60F (262.833594 sec): 3 clusters Score: Raw -1492424.868337 + Penalty 3462.927222 = -1488961.941115 nChanged 26 SP:Iteration 61Q (262.988703 sec): 3 clusters Score: Raw -1492431.023645 + Penalty 3462.927222 = -1488968.096423 nChanged 18 SP:Iteration 62Q (263.076764 sec): 3 clusters Score: Raw -1492435.160053 + Penalty 3462.927222 = -1488972.232831 nChanged 24 SP:Iteration 63Q (263.250480 sec): 3 clusters Score: Raw -1492442.290338 + Penalty 3462.927222 = -1488979.363115 nChanged 19 SP:Iteration 64Q (263.404260 sec): 3 clusters Score: Raw -1492447.702568 + Penalty 3462.927222 = -1488984.775346 nChanged 22 SP:Iteration 65Q (263.551518 sec): 3 clusters Score: Raw -1492453.856035 + Penalty 3462.927222 = -1488990.928813 nChanged 19 SP:Iteration 66Q (263.688203 sec): 3 clusters Score: Raw -1492459.233108 + Penalty 3462.927222 = -1488996.305885 nChanged 24 SP:Iteration 67Q (263.889678 sec): 3 clusters Score: Raw -1492465.437984 + Penalty 3462.927222 = -1489002.510762 nChanged 25 SP:Iteration 68Q (264.055331 sec): 3 clusters Score: Raw -1492471.266262 + Penalty 3462.927222 = -1489008.339040 nChanged 19 SP:Iteration 69Q (264.190994 sec): 3 clusters Score: Raw -1492475.140351 + Penalty 3462.927222 = -1489012.213129 nChanged 12 SP:Iteration 70Q (264.350054 sec): 3 clusters Score: Raw -1492477.617669 + Penalty 3462.927222 = -1489014.690447 nChanged 11 SP:Iteration 71Q (264.500071 sec): 3 clusters Score: Raw -1492480.275461 + Penalty 3462.927222 = -1489017.348238 nChanged 14 SP:Iteration 72Q (264.668328 sec): 3 clusters Score: Raw -1492482.586681 + Penalty 3462.927222 = -1489019.659458 nChanged 13 SP:Iteration 73Q (264.818072 sec): 3 clusters Score: Raw -1492484.856640 + Penalty 3462.927222 = -1489021.929418 nChanged 7 SP:Iteration 74Q (264.985829 sec): 3 clusters Score: Raw -1492485.801518 + Penalty 3462.927222 = -1489022.874295 nChanged 8 SP:Iteration 75Q (265.137472 sec): 3 clusters Score: Raw -1492487.723688 + Penalty 3462.927222 = -1489024.796465 nChanged 11 SP:Iteration 76Q (265.318935 sec): 3 clusters Score: Raw -1492489.602273 + Penalty 3462.927222 = -1489026.675050 nChanged 8 SP:Iteration 77Q (265.464239 sec): 3 clusters Score: Raw -1492491.040017 + Penalty 3462.927222 = -1489028.112794 nChanged 6 SP:Iteration 78Q (265.643186 sec): 3 clusters Score: Raw -1492491.672990 + Penalty 3462.927222 = -1489028.745768 nChanged 2 SP:Iteration 79Q (265.795724 sec): 3 clusters Score: Raw -1492491.943020 + Penalty 3462.927222 = -1489029.015798 nChanged 4 SP:Iteration 80F (265.951833 sec): 3 clusters Score: Raw -1492492.410962 + Penalty 3462.927222 = -1489029.483739 nChanged 2 SP:Iteration 81Q (266.097765 sec): 3 clusters Score: Raw -1492492.814827 + Penalty 3462.927222 = -1489029.887605 nChanged 2 SP:Iteration 82Q (266.225477 sec): 3 clusters Score: Raw -1492493.214162 + Penalty 3462.927222 = -1489030.286939 nChanged 3 SP:Iteration 83Q (266.381085 sec): 3 clusters Score: Raw -1492493.592120 + Penalty 3462.927222 = -1489030.664897 nChanged 1 SP:Iteration 84Q (266.533981 sec): 3 clusters Score: Raw -1492493.733408 + Penalty 3462.927222 = -1489030.806186 nChanged 0 SP:Iteration 85F (266.694822 sec): 3 clusters Score: Raw -1492493.733408 + Penalty 3462.927222 = -1489030.806186 nChanged 0 Trying to split cluster 9 (3013 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (266.771079 sec): 2 clusters Score: Raw -147609.923222 + Penalty 1405.876365 = -146204.046856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (266.875901 sec): 3 clusters Score: Raw -146367.358988 + Penalty 2811.752730 = -143555.606258 nChanged 1185 SP:Iteration 1F (266.976656 sec): 3 clusters Score: Raw -147773.877325 + Penalty 2811.752730 = -144962.124594 nChanged 376 SP:Iteration 2F (267.104388 sec): 3 clusters Score: Raw -148496.931878 + Penalty 2811.752730 = -145685.179148 nChanged 276 SP:Iteration 3F (267.201289 sec): 3 clusters Score: Raw -148885.577372 + Penalty 2811.752730 = -146073.824642 nChanged 146 SP:Iteration 4Q (267.307281 sec): 3 clusters Score: Raw -149016.809779 + Penalty 2811.752730 = -146205.057049 nChanged 93 SP:Iteration 5Q (267.413345 sec): 3 clusters Score: Raw -149103.120179 + Penalty 2811.752730 = -146291.367449 nChanged 61 SP:Iteration 6Q (267.533522 sec): 3 clusters Score: Raw -149158.064657 + Penalty 2811.752730 = -146346.311927 nChanged 61 SP:Iteration 7Q (267.649419 sec): 3 clusters Score: Raw -149197.330302 + Penalty 2811.752730 = -146385.577572 nChanged 41 SP:Iteration 8Q (267.766087 sec): 3 clusters Score: Raw -149217.780015 + Penalty 2811.752730 = -146406.027285 nChanged 25 SP:Iteration 9Q (267.882376 sec): 3 clusters Score: Raw -149226.638617 + Penalty 2811.752730 = -146414.885886 nChanged 16 SP:Iteration 10Q (267.983202 sec): 3 clusters Score: Raw -149233.540897 + Penalty 2811.752730 = -146421.788167 nChanged 12 SP:Iteration 11Q (268.095626 sec): 3 clusters Score: Raw -149238.068309 + Penalty 2811.752730 = -146426.315579 nChanged 14 SP:Iteration 12Q (268.211804 sec): 3 clusters Score: Raw -149243.935155 + Penalty 2811.752730 = -146432.182425 nChanged 19 SP:Iteration 13Q (268.323125 sec): 3 clusters Score: Raw -149251.854823 + Penalty 2811.752730 = -146440.102093 nChanged 17 SP:Iteration 14Q (268.419547 sec): 3 clusters Score: Raw -149257.639896 + Penalty 2811.752730 = -146445.887166 nChanged 8 SP:Iteration 15Q (268.530412 sec): 3 clusters Score: Raw -149260.133667 + Penalty 2811.752730 = -146448.380937 nChanged 10 SP:Iteration 16Q (268.647325 sec): 3 clusters Score: Raw -149264.092049 + Penalty 2811.752730 = -146452.339319 nChanged 11 SP:Iteration 17Q (268.764181 sec): 3 clusters Score: Raw -149268.511556 + Penalty 2811.752730 = -146456.758826 nChanged 11 SP:Iteration 18Q (268.876972 sec): 3 clusters Score: Raw -149272.404209 + Penalty 2811.752730 = -146460.651479 nChanged 14 SP:Iteration 19Q (268.973323 sec): 3 clusters Score: Raw -149276.856237 + Penalty 2811.752730 = -146465.103507 nChanged 11 SP:Iteration 20F (269.102974 sec): 3 clusters Score: Raw -149284.591279 + Penalty 2811.752730 = -146472.838549 nChanged 16 SP:Iteration 21Q (269.198194 sec): 3 clusters Score: Raw -149292.576547 + Penalty 2811.752730 = -146480.823816 nChanged 14 SP:Iteration 22Q (269.310773 sec): 3 clusters Score: Raw -149297.440450 + Penalty 2811.752730 = -146485.687720 nChanged 12 SP:Iteration 23Q (269.407588 sec): 3 clusters Score: Raw -149302.275821 + Penalty 2811.752730 = -146490.523091 nChanged 14 SP:Iteration 24Q (269.524457 sec): 3 clusters Score: Raw -149308.384868 + Penalty 2811.752730 = -146496.632137 nChanged 12 SP:Iteration 25Q (269.645023 sec): 3 clusters Score: Raw -149312.420455 + Penalty 2811.752730 = -146500.667725 nChanged 5 SP:Iteration 26Q (269.761882 sec): 3 clusters Score: Raw -149313.522497 + Penalty 2811.752730 = -146501.769766 nChanged 3 SP:Iteration 27Q (269.858663 sec): 3 clusters Score: Raw -149314.335941 + Penalty 2811.752730 = -146502.583210 nChanged 4 SP:Iteration 28Q (269.966671 sec): 3 clusters Score: Raw -149315.566444 + Penalty 2811.752730 = -146503.813714 nChanged 1 SP:Iteration 29Q (270.063632 sec): 3 clusters Score: Raw -149315.754466 + Penalty 2811.752730 = -146504.001735 nChanged 0 SP:Iteration 30F (270.179479 sec): 3 clusters Score: Raw -149315.754466 + Penalty 2811.752730 = -146504.001735 nChanged 0 Score: Raw -7082019.231913 + Penalty 42481.435317 = -7039537.796597 Splitting cluster 9 changes total score from -7037844.349320 to -7039537.796597 So it's getting split into cluster 21. Trying to split cluster 10 (2896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (273.451293 sec): 2 clusters Score: Raw -207949.329267 + Penalty 1398.925550 = -206550.403717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (273.535897 sec): 3 clusters Score: Raw -206663.025923 + Penalty 2797.851099 = -203865.174824 nChanged 1063 SP:Iteration 1F (273.676485 sec): 3 clusters Score: Raw -207470.914057 + Penalty 2797.851099 = -204673.062958 nChanged 315 SP:Iteration 2F (273.759079 sec): 3 clusters Score: Raw -207933.296668 + Penalty 2797.851099 = -205135.445569 nChanged 289 SP:Iteration 3F (273.876783 sec): 3 clusters Score: Raw -208388.853538 + Penalty 2797.851099 = -205591.002439 nChanged 250 SP:Iteration 4F (273.988559 sec): 3 clusters Score: Raw -208811.506928 + Penalty 2797.851099 = -206013.655828 nChanged 184 SP:Iteration 5F (274.071622 sec): 3 clusters Score: Raw -209250.303928 + Penalty 2797.851099 = -206452.452828 nChanged 159 SP:Iteration 6F (274.183006 sec): 3 clusters Score: Raw -209807.084577 + Penalty 2797.851099 = -207009.233478 nChanged 99 SP:Iteration 7Q (274.303369 sec): 3 clusters Score: Raw -210075.426393 + Penalty 2797.851099 = -207277.575293 nChanged 67 SP:Iteration 8Q (274.419706 sec): 3 clusters Score: Raw -210165.450851 + Penalty 2797.851099 = -207367.599752 nChanged 47 SP:Iteration 9Q (274.536024 sec): 3 clusters Score: Raw -210202.562100 + Penalty 2797.851099 = -207404.711000 nChanged 27 SP:Iteration 10Q (274.651650 sec): 3 clusters Score: Raw -210217.790992 + Penalty 2797.851099 = -207419.939892 nChanged 19 SP:Iteration 11Q (274.784651 sec): 3 clusters Score: Raw -210228.385122 + Penalty 2797.851099 = -207430.534023 nChanged 11 SP:Iteration 12Q (274.879806 sec): 3 clusters Score: Raw -210233.953706 + Penalty 2797.851099 = -207436.102607 nChanged 4 SP:Iteration 13Q (274.998153 sec): 3 clusters Score: Raw -210235.399719 + Penalty 2797.851099 = -207437.548620 nChanged 2 SP:Iteration 14Q (275.115966 sec): 3 clusters Score: Raw -210235.888155 + Penalty 2797.851099 = -207438.037055 nChanged 2 SP:Iteration 15Q (275.227740 sec): 3 clusters Score: Raw -210236.231388 + Penalty 2797.851099 = -207438.380289 nChanged 0 SP:Iteration 16F (275.347761 sec): 3 clusters Score: Raw -210236.231388 + Penalty 2797.851099 = -207438.380289 nChanged 0 Score: Raw -7084306.134035 + Penalty 44504.360808 = -7039801.773227 Splitting cluster 10 changes total score from -7037844.349320 to -7039801.773227 So it's getting split into cluster 22. Trying to split cluster 11 (1822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.672201 sec): 2 clusters Score: Raw -132123.260231 + Penalty 1317.599609 = -130805.660622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.762748 sec): 3 clusters Score: Raw -131455.324952 + Penalty 2635.199217 = -128820.125734 nChanged 623 SP:Iteration 1F (278.854800 sec): 3 clusters Score: Raw -131962.857138 + Penalty 2635.199217 = -129327.657921 nChanged 170 SP:Iteration 2F (278.947518 sec): 3 clusters Score: Raw -132129.507774 + Penalty 2635.199217 = -129494.308557 nChanged 116 SP:Iteration 3F (279.037041 sec): 3 clusters Score: Raw -132282.395888 + Penalty 2635.199217 = -129647.196671 nChanged 95 SP:Iteration 4F (279.129417 sec): 3 clusters Score: Raw -132378.369666 + Penalty 2635.199217 = -129743.170448 nChanged 83 SP:Iteration 5Q (279.216631 sec): 3 clusters Score: Raw -132481.038347 + Penalty 2635.199217 = -129845.839130 nChanged 60 SP:Iteration 6Q (279.309653 sec): 3 clusters Score: Raw -132562.631007 + Penalty 2635.199217 = -129927.431789 nChanged 57 SP:Iteration 7Q (279.396269 sec): 3 clusters Score: Raw -132615.579012 + Penalty 2635.199217 = -129980.379795 nChanged 50 SP:Iteration 8Q (279.519441 sec): 3 clusters Score: Raw -132668.408288 + Penalty 2635.199217 = -130033.209071 nChanged 34 SP:Iteration 9Q (279.607388 sec): 3 clusters Score: Raw -132708.497583 + Penalty 2635.199217 = -130073.298366 nChanged 20 SP:Iteration 10Q (279.723502 sec): 3 clusters Score: Raw -132723.429989 + Penalty 2635.199217 = -130088.230772 nChanged 21 SP:Iteration 11Q (279.837558 sec): 3 clusters Score: Raw -132737.828957 + Penalty 2635.199217 = -130102.629739 nChanged 18 SP:Iteration 12Q (279.957197 sec): 3 clusters Score: Raw -132754.037539 + Penalty 2635.199217 = -130118.838322 nChanged 12 SP:Iteration 13Q (280.042815 sec): 3 clusters Score: Raw -132762.735867 + Penalty 2635.199217 = -130127.536649 nChanged 11 SP:Iteration 14Q (280.150241 sec): 3 clusters Score: Raw -132773.309400 + Penalty 2635.199217 = -130138.110183 nChanged 6 SP:Iteration 15Q (280.250710 sec): 3 clusters Score: Raw -132779.866495 + Penalty 2635.199217 = -130144.667278 nChanged 3 SP:Iteration 16Q (280.350537 sec): 3 clusters Score: Raw -132783.526634 + Penalty 2635.199217 = -130148.327416 nChanged 3 SP:Iteration 17Q (280.438156 sec): 3 clusters Score: Raw -132787.556491 + Penalty 2635.199217 = -130152.357274 nChanged 8 SP:Iteration 18Q (280.555833 sec): 3 clusters Score: Raw -132793.305611 + Penalty 2635.199217 = -130158.106394 nChanged 7 SP:Iteration 19Q (280.669897 sec): 3 clusters Score: Raw -132796.086337 + Penalty 2635.199217 = -130160.887120 nChanged 3 SP:Iteration 20F (280.762817 sec): 3 clusters Score: Raw -132797.959326 + Penalty 2635.199217 = -130162.760109 nChanged 1 SP:Iteration 21Q (280.876168 sec): 3 clusters Score: Raw -132798.196022 + Penalty 2635.199217 = -130162.996805 nChanged 1 SP:Iteration 22Q (280.989477 sec): 3 clusters Score: Raw -132798.431662 + Penalty 2635.199217 = -130163.232444 nChanged 0 SP:Iteration 23F (281.102901 sec): 3 clusters Score: Raw -132798.431662 + Penalty 2635.199217 = -130163.232444 nChanged 0 Trying to split cluster 12 (8349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (281.184021 sec): 2 clusters Score: Raw -641384.962511 + Penalty 1584.746932 = -639800.215579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (281.325434 sec): 3 clusters Score: Raw -636826.924900 + Penalty 3169.493865 = -633657.431035 nChanged 3496 SP:Iteration 1F (281.432353 sec): 3 clusters Score: Raw -638858.601958 + Penalty 3169.493865 = -635689.108093 nChanged 695 SP:Iteration 2F (281.578282 sec): 3 clusters Score: Raw -639343.619347 + Penalty 3169.493865 = -636174.125482 nChanged 618 SP:Iteration 3F (281.696056 sec): 3 clusters Score: Raw -639782.884929 + Penalty 3169.493865 = -636613.391064 nChanged 563 SP:Iteration 4F (281.814145 sec): 3 clusters Score: Raw -640158.823481 + Penalty 3169.493865 = -636989.329616 nChanged 511 SP:Iteration 5F (281.932167 sec): 3 clusters Score: Raw -640496.611602 + Penalty 3169.493865 = -637327.117737 nChanged 427 SP:Iteration 6F (282.045608 sec): 3 clusters Score: Raw -640748.072491 + Penalty 3169.493865 = -637578.578627 nChanged 368 SP:Iteration 7Q (282.173535 sec): 3 clusters Score: Raw -640953.025170 + Penalty 3169.493865 = -637783.531305 nChanged 296 SP:Iteration 8Q (282.289568 sec): 3 clusters Score: Raw -641098.120235 + Penalty 3169.493865 = -637928.626370 nChanged 239 SP:Iteration 9Q (282.425250 sec): 3 clusters Score: Raw -641195.705541 + Penalty 3169.493865 = -638026.211676 nChanged 184 SP:Iteration 10Q (282.581207 sec): 3 clusters Score: Raw -641268.738950 + Penalty 3169.493865 = -638099.245085 nChanged 150 SP:Iteration 11Q (282.693848 sec): 3 clusters Score: Raw -641322.025009 + Penalty 3169.493865 = -638152.531144 nChanged 125 SP:Iteration 12Q (282.841709 sec): 3 clusters Score: Raw -641360.320342 + Penalty 3169.493865 = -638190.826477 nChanged 96 SP:Iteration 13Q (282.961314 sec): 3 clusters Score: Raw -641391.377624 + Penalty 3169.493865 = -638221.883759 nChanged 96 SP:Iteration 14Q (283.081330 sec): 3 clusters Score: Raw -641425.408288 + Penalty 3169.493865 = -638255.914424 nChanged 96 SP:Iteration 15Q (283.192483 sec): 3 clusters Score: Raw -641460.139144 + Penalty 3169.493865 = -638290.645279 nChanged 83 SP:Iteration 16Q (283.309528 sec): 3 clusters Score: Raw -641492.964958 + Penalty 3169.493865 = -638323.471093 nChanged 98 SP:Iteration 17Q (283.476001 sec): 3 clusters Score: Raw -641534.850997 + Penalty 3169.493865 = -638365.357133 nChanged 92 SP:Iteration 18Q (283.594344 sec): 3 clusters Score: Raw -641574.679012 + Penalty 3169.493865 = -638405.185148 nChanged 93 SP:Iteration 19Q (283.731682 sec): 3 clusters Score: Raw -641610.312691 + Penalty 3169.493865 = -638440.818826 nChanged 85 SP:Iteration 20F (283.849930 sec): 3 clusters Score: Raw -641638.063486 + Penalty 3169.493865 = -638468.569622 nChanged 72 SP:Iteration 21Q (283.968675 sec): 3 clusters Score: Raw -641658.498239 + Penalty 3169.493865 = -638489.004374 nChanged 59 SP:Iteration 22Q (284.090724 sec): 3 clusters Score: Raw -641678.435416 + Penalty 3169.493865 = -638508.941551 nChanged 65 SP:Iteration 23Q (284.225468 sec): 3 clusters Score: Raw -641697.427461 + Penalty 3169.493865 = -638527.933596 nChanged 60 SP:Iteration 24Q (284.343321 sec): 3 clusters Score: Raw -641713.454462 + Penalty 3169.493865 = -638543.960597 nChanged 51 SP:Iteration 25Q (284.480855 sec): 3 clusters Score: Raw -641726.740757 + Penalty 3169.493865 = -638557.246893 nChanged 52 SP:Iteration 26Q (284.598422 sec): 3 clusters Score: Raw -641738.332329 + Penalty 3169.493865 = -638568.838464 nChanged 47 SP:Iteration 27Q (284.704293 sec): 3 clusters Score: Raw -641750.464679 + Penalty 3169.493865 = -638580.970815 nChanged 45 SP:Iteration 28Q (284.827697 sec): 3 clusters Score: Raw -641760.556162 + Penalty 3169.493865 = -638591.062298 nChanged 40 SP:Iteration 29Q (284.960907 sec): 3 clusters Score: Raw -641769.142477 + Penalty 3169.493865 = -638599.648612 nChanged 42 SP:Iteration 30Q (285.088233 sec): 3 clusters Score: Raw -641778.122247 + Penalty 3169.493865 = -638608.628382 nChanged 38 SP:Iteration 31Q (285.208969 sec): 3 clusters Score: Raw -641784.641012 + Penalty 3169.493865 = -638615.147147 nChanged 24 SP:Iteration 32Q (285.343670 sec): 3 clusters Score: Raw -641787.882991 + Penalty 3169.493865 = -638618.389126 nChanged 28 SP:Iteration 33Q (285.465316 sec): 3 clusters Score: Raw -641792.722774 + Penalty 3169.493865 = -638623.228909 nChanged 23 SP:Iteration 34Q (285.589847 sec): 3 clusters Score: Raw -641795.870840 + Penalty 3169.493865 = -638626.376975 nChanged 13 SP:Iteration 35Q (285.698416 sec): 3 clusters Score: Raw -641797.178307 + Penalty 3169.493865 = -638627.684442 nChanged 10 SP:Iteration 36Q (285.833477 sec): 3 clusters Score: Raw -641798.389886 + Penalty 3169.493865 = -638628.896021 nChanged 13 SP:Iteration 37Q (285.950717 sec): 3 clusters Score: Raw -641800.203383 + Penalty 3169.493865 = -638630.709518 nChanged 15 SP:Iteration 38Q (286.059661 sec): 3 clusters Score: Raw -641802.693686 + Penalty 3169.493865 = -638633.199821 nChanged 16 SP:Iteration 39Q (286.182299 sec): 3 clusters Score: Raw -641804.784311 + Penalty 3169.493865 = -638635.290447 nChanged 14 SP:Iteration 40F (286.298371 sec): 3 clusters Score: Raw -641807.043649 + Penalty 3169.493865 = -638637.549784 nChanged 9 SP:Iteration 41Q (286.415088 sec): 3 clusters Score: Raw -641808.363288 + Penalty 3169.493865 = -638638.869423 nChanged 8 SP:Iteration 42Q (286.524662 sec): 3 clusters Score: Raw -641809.583520 + Penalty 3169.493865 = -638640.089656 nChanged 5 SP:Iteration 43Q (286.628993 sec): 3 clusters Score: Raw -641810.057283 + Penalty 3169.493865 = -638640.563418 nChanged 4 SP:Iteration 44Q (286.745196 sec): 3 clusters Score: Raw -641810.568131 + Penalty 3169.493865 = -638641.074267 nChanged 9 SP:Iteration 45Q (286.904593 sec): 3 clusters Score: Raw -641811.426238 + Penalty 3169.493865 = -638641.932373 nChanged 5 SP:Iteration 46Q (286.999315 sec): 3 clusters Score: Raw -641812.042957 + Penalty 3169.493865 = -638642.549092 nChanged 2 SP:Iteration 47Q (287.121827 sec): 3 clusters Score: Raw -641812.298113 + Penalty 3169.493865 = -638642.804248 nChanged 1 SP:Iteration 48Q (287.267096 sec): 3 clusters Score: Raw -641812.403233 + Penalty 3169.493865 = -638642.909368 nChanged 1 SP:Iteration 49Q (287.378938 sec): 3 clusters Score: Raw -641812.785639 + Penalty 3169.493865 = -638643.291774 nChanged 4 SP:Iteration 50Q (287.501621 sec): 3 clusters Score: Raw -641813.260629 + Penalty 3169.493865 = -638643.766765 nChanged 4 SP:Iteration 51Q (287.622454 sec): 3 clusters Score: Raw -641813.582215 + Penalty 3169.493865 = -638644.088350 nChanged 4 SP:Iteration 52Q (287.740439 sec): 3 clusters Score: Raw -641814.066620 + Penalty 3169.493865 = -638644.572756 nChanged 1 SP:Iteration 53Q (287.859096 sec): 3 clusters Score: Raw -641814.199492 + Penalty 3169.493865 = -638644.705628 nChanged 2 SP:Iteration 54Q (287.976537 sec): 3 clusters Score: Raw -641814.402883 + Penalty 3169.493865 = -638644.909019 nChanged 2 SP:Iteration 55Q (288.086226 sec): 3 clusters Score: Raw -641814.730468 + Penalty 3169.493865 = -638645.236603 nChanged 2 SP:Iteration 56Q (288.218184 sec): 3 clusters Score: Raw -641815.232740 + Penalty 3169.493865 = -638645.738875 nChanged 6 SP:Iteration 57Q (288.341157 sec): 3 clusters Score: Raw -641815.999670 + Penalty 3169.493865 = -638646.505805 nChanged 4 SP:Iteration 58Q (288.474832 sec): 3 clusters Score: Raw -641816.690964 + Penalty 3169.493865 = -638647.197099 nChanged 7 SP:Iteration 59Q (288.579802 sec): 3 clusters Score: Raw -641817.917872 + Penalty 3169.493865 = -638648.424007 nChanged 11 SP:Iteration 60F (288.695751 sec): 3 clusters Score: Raw -641819.445623 + Penalty 3169.493865 = -638649.951758 nChanged 8 SP:Iteration 61Q (288.863452 sec): 3 clusters Score: Raw -641820.198321 + Penalty 3169.493865 = -638650.704457 nChanged 8 SP:Iteration 62Q (288.996113 sec): 3 clusters Score: Raw -641820.929193 + Penalty 3169.493865 = -638651.435329 nChanged 3 SP:Iteration 63Q (289.113720 sec): 3 clusters Score: Raw -641821.202878 + Penalty 3169.493865 = -638651.709013 nChanged 6 SP:Iteration 64Q (289.243767 sec): 3 clusters Score: Raw -641821.747246 + Penalty 3169.493865 = -638652.253381 nChanged 3 SP:Iteration 65Q (289.386066 sec): 3 clusters Score: Raw -641821.996056 + Penalty 3169.493865 = -638652.502191 nChanged 1 SP:Iteration 66Q (289.528836 sec): 3 clusters Score: Raw -641822.073122 + Penalty 3169.493865 = -638652.579258 nChanged 0 SP:Iteration 67F (289.629909 sec): 3 clusters Score: Raw -641822.073122 + Penalty 3169.493865 = -638652.579258 nChanged 0 Trying to split cluster 13 (4219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (289.693969 sec): 2 clusters Score: Raw -261866.143050 + Penalty 1464.960524 = -260401.182526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (289.810362 sec): 3 clusters Score: Raw -259805.558633 + Penalty 2929.921048 = -256875.637585 nChanged 1665 SP:Iteration 1F (289.921417 sec): 3 clusters Score: Raw -261073.588470 + Penalty 2929.921048 = -258143.667422 nChanged 484 SP:Iteration 2F (290.029886 sec): 3 clusters Score: Raw -261841.362779 + Penalty 2929.921048 = -258911.441731 nChanged 429 SP:Iteration 3F (290.149964 sec): 3 clusters Score: Raw -262529.425333 + Penalty 2929.921048 = -259599.504285 nChanged 361 SP:Iteration 4F (290.260803 sec): 3 clusters Score: Raw -263002.044977 + Penalty 2929.921048 = -260072.123929 nChanged 239 SP:Iteration 5F (290.372669 sec): 3 clusters Score: Raw -263284.030793 + Penalty 2929.921048 = -260354.109745 nChanged 198 SP:Iteration 6Q (290.494591 sec): 3 clusters Score: Raw -263469.391093 + Penalty 2929.921048 = -260539.470045 nChanged 142 SP:Iteration 7Q (290.603507 sec): 3 clusters Score: Raw -263588.197713 + Penalty 2929.921048 = -260658.276665 nChanged 113 SP:Iteration 8Q (290.714356 sec): 3 clusters Score: Raw -263688.230309 + Penalty 2929.921048 = -260758.309261 nChanged 102 SP:Iteration 9Q (290.826067 sec): 3 clusters Score: Raw -263784.561392 + Penalty 2929.921048 = -260854.640344 nChanged 96 SP:Iteration 10Q (290.948636 sec): 3 clusters Score: Raw -263868.945179 + Penalty 2929.921048 = -260939.024132 nChanged 89 SP:Iteration 11Q (291.068447 sec): 3 clusters Score: Raw -263939.272862 + Penalty 2929.921048 = -261009.351814 nChanged 81 SP:Iteration 12Q (291.173743 sec): 3 clusters Score: Raw -263988.073995 + Penalty 2929.921048 = -261058.152948 nChanged 55 SP:Iteration 13Q (291.296526 sec): 3 clusters Score: Raw -264012.553414 + Penalty 2929.921048 = -261082.632366 nChanged 43 SP:Iteration 14Q (291.421697 sec): 3 clusters Score: Raw -264029.085112 + Penalty 2929.921048 = -261099.164064 nChanged 30 SP:Iteration 15Q (291.541461 sec): 3 clusters Score: Raw -264045.141362 + Penalty 2929.921048 = -261115.220314 nChanged 32 SP:Iteration 16Q (291.651021 sec): 3 clusters Score: Raw -264059.492913 + Penalty 2929.921048 = -261129.571865 nChanged 33 SP:Iteration 17Q (291.771597 sec): 3 clusters Score: Raw -264079.602496 + Penalty 2929.921048 = -261149.681448 nChanged 34 SP:Iteration 18Q (291.881040 sec): 3 clusters Score: Raw -264097.268089 + Penalty 2929.921048 = -261167.347041 nChanged 37 SP:Iteration 19Q (291.990628 sec): 3 clusters Score: Raw -264114.765826 + Penalty 2929.921048 = -261184.844779 nChanged 37 SP:Iteration 20F (292.111814 sec): 3 clusters Score: Raw -264139.463623 + Penalty 2929.921048 = -261209.542575 nChanged 34 SP:Iteration 21Q (292.234715 sec): 3 clusters Score: Raw -264161.705031 + Penalty 2929.921048 = -261231.783984 nChanged 31 SP:Iteration 22Q (292.344156 sec): 3 clusters Score: Raw -264189.182643 + Penalty 2929.921048 = -261259.261595 nChanged 34 SP:Iteration 23Q (292.464038 sec): 3 clusters Score: Raw -264212.914000 + Penalty 2929.921048 = -261282.992953 nChanged 27 SP:Iteration 24Q (292.569195 sec): 3 clusters Score: Raw -264221.659275 + Penalty 2929.921048 = -261291.738227 nChanged 20 SP:Iteration 25Q (292.685930 sec): 3 clusters Score: Raw -264230.129135 + Penalty 2929.921048 = -261300.208088 nChanged 19 SP:Iteration 26Q (292.794209 sec): 3 clusters Score: Raw -264237.963873 + Penalty 2929.921048 = -261308.042825 nChanged 24 SP:Iteration 27Q (292.907377 sec): 3 clusters Score: Raw -264248.304929 + Penalty 2929.921048 = -261318.383881 nChanged 22 SP:Iteration 28Q (293.010668 sec): 3 clusters Score: Raw -264259.070884 + Penalty 2929.921048 = -261329.149836 nChanged 24 SP:Iteration 29Q (293.113489 sec): 3 clusters Score: Raw -264273.462274 + Penalty 2929.921048 = -261343.541226 nChanged 25 SP:Iteration 30Q (293.221592 sec): 3 clusters Score: Raw -264287.041113 + Penalty 2929.921048 = -261357.120065 nChanged 21 SP:Iteration 31Q (293.344215 sec): 3 clusters Score: Raw -264295.060652 + Penalty 2929.921048 = -261365.139605 nChanged 12 SP:Iteration 32Q (293.453366 sec): 3 clusters Score: Raw -264299.575111 + Penalty 2929.921048 = -261369.654063 nChanged 11 SP:Iteration 33Q (293.566242 sec): 3 clusters Score: Raw -264305.041264 + Penalty 2929.921048 = -261375.120216 nChanged 12 SP:Iteration 34Q (293.674768 sec): 3 clusters Score: Raw -264310.061283 + Penalty 2929.921048 = -261380.140235 nChanged 4 SP:Iteration 35Q (293.796085 sec): 3 clusters Score: Raw -264310.829941 + Penalty 2929.921048 = -261380.908893 nChanged 1 SP:Iteration 36Q (293.902065 sec): 3 clusters Score: Raw -264311.168353 + Penalty 2929.921048 = -261381.247306 nChanged 0 SP:Iteration 37F (294.023379 sec): 3 clusters Score: Raw -264314.672695 + Penalty 2929.921048 = -261384.751647 nChanged 2 SP:Iteration 38Q (294.131566 sec): 3 clusters Score: Raw -264316.413359 + Penalty 2929.921048 = -261386.492311 nChanged 5 SP:Iteration 39Q (294.242701 sec): 3 clusters Score: Raw -264318.595372 + Penalty 2929.921048 = -261388.674325 nChanged 4 SP:Iteration 40F (294.366420 sec): 3 clusters Score: Raw -264320.405161 + Penalty 2929.921048 = -261390.484113 nChanged 5 SP:Iteration 41Q (294.486511 sec): 3 clusters Score: Raw -264321.913180 + Penalty 2929.921048 = -261391.992133 nChanged 3 SP:Iteration 42Q (294.589259 sec): 3 clusters Score: Raw -264322.804687 + Penalty 2929.921048 = -261392.883639 nChanged 1 SP:Iteration 43Q (294.674731 sec): 3 clusters Score: Raw -264322.929482 + Penalty 2929.921048 = -261393.008434 nChanged 2 SP:Iteration 44Q (294.785461 sec): 3 clusters Score: Raw -264323.273829 + Penalty 2929.921048 = -261393.352781 nChanged 1 SP:Iteration 45Q (294.889359 sec): 3 clusters Score: Raw -264323.612532 + Penalty 2929.921048 = -261393.691484 nChanged 2 SP:Iteration 46Q (294.993289 sec): 3 clusters Score: Raw -264323.813072 + Penalty 2929.921048 = -261393.892024 nChanged 0 SP:Iteration 47F (295.102595 sec): 3 clusters Score: Raw -264323.813072 + Penalty 2929.921048 = -261393.892024 nChanged 0 Score: Raw -7086763.804056 + Penalty 46527.286299 = -7040236.517757 Splitting cluster 13 changes total score from -7037844.349320 to -7040236.517757 So it's getting split into cluster 23. Trying to split cluster 14 (5873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (298.676793 sec): 2 clusters Score: Raw -440552.551604 + Penalty 1523.010210 = -439029.541393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (298.803197 sec): 3 clusters Score: Raw -437554.417243 + Penalty 3046.020420 = -434508.396823 nChanged 2384 SP:Iteration 1F (298.922111 sec): 3 clusters Score: Raw -438949.236728 + Penalty 3046.020420 = -435903.216307 nChanged 512 SP:Iteration 2F (299.019439 sec): 3 clusters Score: Raw -439338.764844 + Penalty 3046.020420 = -436292.744424 nChanged 425 SP:Iteration 3F (299.130829 sec): 3 clusters Score: Raw -439707.516854 + Penalty 3046.020420 = -436661.496433 nChanged 421 SP:Iteration 4F (299.240843 sec): 3 clusters Score: Raw -440070.501503 + Penalty 3046.020420 = -437024.481082 nChanged 407 SP:Iteration 5F (299.356077 sec): 3 clusters Score: Raw -440486.397769 + Penalty 3046.020420 = -437440.377348 nChanged 370 SP:Iteration 6F (299.481640 sec): 3 clusters Score: Raw -440851.337369 + Penalty 3046.020420 = -437805.316948 nChanged 351 SP:Iteration 7F (299.599049 sec): 3 clusters Score: Raw -441130.470323 + Penalty 3046.020420 = -438084.449903 nChanged 230 SP:Iteration 8Q (299.735261 sec): 3 clusters Score: Raw -441277.433116 + Penalty 3046.020420 = -438231.412695 nChanged 155 SP:Iteration 9Q (299.846189 sec): 3 clusters Score: Raw -441363.423760 + Penalty 3046.020420 = -438317.403340 nChanged 121 SP:Iteration 10Q (299.991626 sec): 3 clusters Score: Raw -441431.735501 + Penalty 3046.020420 = -438385.715080 nChanged 95 SP:Iteration 11Q (300.091719 sec): 3 clusters Score: Raw -441472.282900 + Penalty 3046.020420 = -438426.262480 nChanged 76 SP:Iteration 12Q (300.247678 sec): 3 clusters Score: Raw -441499.938389 + Penalty 3046.020420 = -438453.917969 nChanged 63 SP:Iteration 13Q (300.336148 sec): 3 clusters Score: Raw -441524.299869 + Penalty 3046.020420 = -438478.279449 nChanged 62 SP:Iteration 14Q (300.452311 sec): 3 clusters Score: Raw -441548.726763 + Penalty 3046.020420 = -438502.706343 nChanged 54 SP:Iteration 15Q (300.570905 sec): 3 clusters Score: Raw -441570.395500 + Penalty 3046.020420 = -438524.375079 nChanged 48 SP:Iteration 16Q (300.706992 sec): 3 clusters Score: Raw -441593.122505 + Penalty 3046.020420 = -438547.102085 nChanged 54 SP:Iteration 17Q (300.817840 sec): 3 clusters Score: Raw -441616.415859 + Penalty 3046.020420 = -438570.395439 nChanged 43 SP:Iteration 18Q (300.928980 sec): 3 clusters Score: Raw -441635.874157 + Penalty 3046.020420 = -438589.853737 nChanged 43 SP:Iteration 19Q (301.060792 sec): 3 clusters Score: Raw -441651.489013 + Penalty 3046.020420 = -438605.468593 nChanged 43 SP:Iteration 20F (301.178148 sec): 3 clusters Score: Raw -441670.950549 + Penalty 3046.020420 = -438624.930128 nChanged 52 SP:Iteration 21Q (301.281006 sec): 3 clusters Score: Raw -441693.463373 + Penalty 3046.020420 = -438647.442953 nChanged 49 SP:Iteration 22Q (301.409558 sec): 3 clusters Score: Raw -441719.755211 + Penalty 3046.020420 = -438673.734790 nChanged 60 SP:Iteration 23Q (301.524642 sec): 3 clusters Score: Raw -441756.225586 + Penalty 3046.020420 = -438710.205166 nChanged 68 SP:Iteration 24Q (301.625366 sec): 3 clusters Score: Raw -441793.806522 + Penalty 3046.020420 = -438747.786102 nChanged 73 SP:Iteration 25Q (301.740461 sec): 3 clusters Score: Raw -441825.936294 + Penalty 3046.020420 = -438779.915873 nChanged 53 SP:Iteration 26Q (301.879184 sec): 3 clusters Score: Raw -441849.017681 + Penalty 3046.020420 = -438802.997260 nChanged 40 SP:Iteration 27Q (302.025239 sec): 3 clusters Score: Raw -441870.045534 + Penalty 3046.020420 = -438824.025114 nChanged 43 SP:Iteration 28Q (302.125354 sec): 3 clusters Score: Raw -441889.265247 + Penalty 3046.020420 = -438843.244827 nChanged 42 SP:Iteration 29Q (302.248492 sec): 3 clusters Score: Raw -441908.989970 + Penalty 3046.020420 = -438862.969550 nChanged 37 SP:Iteration 30Q (302.371441 sec): 3 clusters Score: Raw -441921.160791 + Penalty 3046.020420 = -438875.140370 nChanged 30 SP:Iteration 31Q (302.466056 sec): 3 clusters Score: Raw -441928.051633 + Penalty 3046.020420 = -438882.031212 nChanged 17 SP:Iteration 32Q (302.583250 sec): 3 clusters Score: Raw -441932.686122 + Penalty 3046.020420 = -438886.665702 nChanged 15 SP:Iteration 33Q (302.704994 sec): 3 clusters Score: Raw -441935.570867 + Penalty 3046.020420 = -438889.550447 nChanged 6 SP:Iteration 34Q (302.833250 sec): 3 clusters Score: Raw -441936.635014 + Penalty 3046.020420 = -438890.614594 nChanged 6 SP:Iteration 35Q (302.959474 sec): 3 clusters Score: Raw -441937.963046 + Penalty 3046.020420 = -438891.942626 nChanged 4 SP:Iteration 36Q (303.070972 sec): 3 clusters Score: Raw -441938.876669 + Penalty 3046.020420 = -438892.856249 nChanged 1 SP:Iteration 37Q (303.207455 sec): 3 clusters Score: Raw -441939.086054 + Penalty 3046.020420 = -438893.065634 nChanged 2 SP:Iteration 38Q (303.303289 sec): 3 clusters Score: Raw -441939.541023 + Penalty 3046.020420 = -438893.520603 nChanged 1 SP:Iteration 39Q (303.467178 sec): 3 clusters Score: Raw -441939.885947 + Penalty 3046.020420 = -438893.865527 nChanged 1 SP:Iteration 40F (303.566052 sec): 3 clusters Score: Raw -441939.951763 + Penalty 3046.020420 = -438893.931343 nChanged 0 Trying to split cluster 15 (5101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (303.627148 sec): 2 clusters Score: Raw -363927.197295 + Penalty 1498.277175 = -362428.920120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (303.761216 sec): 3 clusters Score: Raw -361357.995815 + Penalty 2996.554349 = -358361.441466 nChanged 2018 SP:Iteration 1F (303.871989 sec): 3 clusters Score: Raw -362647.828330 + Penalty 2996.554349 = -359651.273981 nChanged 491 SP:Iteration 2F (303.979556 sec): 3 clusters Score: Raw -363141.808617 + Penalty 2996.554349 = -360145.254268 nChanged 456 SP:Iteration 3F (304.123977 sec): 3 clusters Score: Raw -363691.251680 + Penalty 2996.554349 = -360694.697331 nChanged 434 SP:Iteration 4F (304.206209 sec): 3 clusters Score: Raw -364221.387159 + Penalty 2996.554349 = -361224.832810 nChanged 361 SP:Iteration 5F (304.306055 sec): 3 clusters Score: Raw -364655.921775 + Penalty 2996.554349 = -361659.367425 nChanged 314 SP:Iteration 6F (304.416640 sec): 3 clusters Score: Raw -365004.379577 + Penalty 2996.554349 = -362007.825228 nChanged 255 SP:Iteration 7Q (304.523712 sec): 3 clusters Score: Raw -365300.419704 + Penalty 2996.554349 = -362303.865355 nChanged 205 SP:Iteration 8Q (304.641398 sec): 3 clusters Score: Raw -365565.696385 + Penalty 2996.554349 = -362569.142036 nChanged 176 SP:Iteration 9Q (304.748514 sec): 3 clusters Score: Raw -365819.337313 + Penalty 2996.554349 = -362822.782964 nChanged 159 SP:Iteration 10Q (304.876630 sec): 3 clusters Score: Raw -366048.721179 + Penalty 2996.554349 = -363052.166830 nChanged 121 SP:Iteration 11Q (304.982121 sec): 3 clusters Score: Raw -366212.346424 + Penalty 2996.554349 = -363215.792075 nChanged 97 SP:Iteration 12Q (305.087400 sec): 3 clusters Score: Raw -366314.572719 + Penalty 2996.554349 = -363318.018370 nChanged 66 SP:Iteration 13Q (305.209614 sec): 3 clusters Score: Raw -366358.812333 + Penalty 2996.554349 = -363362.257984 nChanged 45 SP:Iteration 14Q (305.323044 sec): 3 clusters Score: Raw -366378.553670 + Penalty 2996.554349 = -363381.999321 nChanged 28 SP:Iteration 15Q (305.429919 sec): 3 clusters Score: Raw -366389.082219 + Penalty 2996.554349 = -363392.527870 nChanged 19 SP:Iteration 16Q (305.540755 sec): 3 clusters Score: Raw -366396.579807 + Penalty 2996.554349 = -363400.025458 nChanged 13 SP:Iteration 17Q (305.660398 sec): 3 clusters Score: Raw -366400.865546 + Penalty 2996.554349 = -363404.311196 nChanged 11 SP:Iteration 18Q (305.772640 sec): 3 clusters Score: Raw -366405.447218 + Penalty 2996.554349 = -363408.892869 nChanged 9 SP:Iteration 19Q (305.883456 sec): 3 clusters Score: Raw -366410.903765 + Penalty 2996.554349 = -363414.349416 nChanged 11 SP:Iteration 20F (305.997183 sec): 3 clusters Score: Raw -366415.108122 + Penalty 2996.554349 = -363418.553773 nChanged 10 SP:Iteration 21Q (306.115821 sec): 3 clusters Score: Raw -366419.902185 + Penalty 2996.554349 = -363423.347836 nChanged 15 SP:Iteration 22Q (306.219541 sec): 3 clusters Score: Raw -366426.527327 + Penalty 2996.554349 = -363429.972978 nChanged 8 SP:Iteration 23Q (306.341820 sec): 3 clusters Score: Raw -366430.156619 + Penalty 2996.554349 = -363433.602269 nChanged 6 SP:Iteration 24Q (306.465327 sec): 3 clusters Score: Raw -366431.935494 + Penalty 2996.554349 = -363435.381145 nChanged 6 SP:Iteration 25Q (306.597207 sec): 3 clusters Score: Raw -366434.688256 + Penalty 2996.554349 = -363438.133907 nChanged 6 SP:Iteration 26Q (306.703239 sec): 3 clusters Score: Raw -366436.330209 + Penalty 2996.554349 = -363439.775860 nChanged 5 SP:Iteration 27Q (306.827652 sec): 3 clusters Score: Raw -366438.746562 + Penalty 2996.554349 = -363442.192213 nChanged 11 SP:Iteration 28Q (306.961090 sec): 3 clusters Score: Raw -366445.383545 + Penalty 2996.554349 = -363448.829196 nChanged 17 SP:Iteration 29Q (307.085199 sec): 3 clusters Score: Raw -366457.313900 + Penalty 2996.554349 = -363460.759551 nChanged 21 SP:Iteration 30Q (307.208870 sec): 3 clusters Score: Raw -366472.574507 + Penalty 2996.554349 = -363476.020157 nChanged 23 SP:Iteration 31Q (307.333770 sec): 3 clusters Score: Raw -366495.647194 + Penalty 2996.554349 = -363499.092844 nChanged 23 SP:Iteration 32Q (307.441125 sec): 3 clusters Score: Raw -366526.172723 + Penalty 2996.554349 = -363529.618374 nChanged 32 SP:Iteration 33Q (307.547419 sec): 3 clusters Score: Raw -366563.008475 + Penalty 2996.554349 = -363566.454126 nChanged 34 SP:Iteration 34Q (307.652582 sec): 3 clusters Score: Raw -366597.104808 + Penalty 2996.554349 = -363600.550458 nChanged 30 SP:Iteration 35Q (307.777143 sec): 3 clusters Score: Raw -366635.932415 + Penalty 2996.554349 = -363639.378065 nChanged 33 SP:Iteration 36Q (307.882908 sec): 3 clusters Score: Raw -366673.384990 + Penalty 2996.554349 = -363676.830641 nChanged 27 SP:Iteration 37Q (307.966154 sec): 3 clusters Score: Raw -366707.279904 + Penalty 2996.554349 = -363710.725554 nChanged 32 SP:Iteration 38Q (308.081403 sec): 3 clusters Score: Raw -366734.215014 + Penalty 2996.554349 = -363737.660664 nChanged 19 SP:Iteration 39Q (308.194688 sec): 3 clusters Score: Raw -366745.691789 + Penalty 2996.554349 = -363749.137440 nChanged 7 SP:Iteration 40F (308.307704 sec): 3 clusters Score: Raw -366750.333152 + Penalty 2996.554349 = -363753.778803 nChanged 10 SP:Iteration 41Q (308.401852 sec): 3 clusters Score: Raw -366753.824195 + Penalty 2996.554349 = -363757.269846 nChanged 5 SP:Iteration 42Q (308.527354 sec): 3 clusters Score: Raw -366756.087722 + Penalty 2996.554349 = -363759.533373 nChanged 6 SP:Iteration 43Q (308.627462 sec): 3 clusters Score: Raw -366758.657916 + Penalty 2996.554349 = -363762.103567 nChanged 6 SP:Iteration 44Q (308.733213 sec): 3 clusters Score: Raw -366760.646410 + Penalty 2996.554349 = -363764.092061 nChanged 4 SP:Iteration 45Q (308.839289 sec): 3 clusters Score: Raw -366762.199145 + Penalty 2996.554349 = -363765.644796 nChanged 5 SP:Iteration 46Q (308.945348 sec): 3 clusters Score: Raw -366764.169682 + Penalty 2996.554349 = -363767.615332 nChanged 4 SP:Iteration 47Q (309.038178 sec): 3 clusters Score: Raw -366765.177493 + Penalty 2996.554349 = -363768.623143 nChanged 3 SP:Iteration 48Q (309.140057 sec): 3 clusters Score: Raw -366766.707180 + Penalty 2996.554349 = -363770.152830 nChanged 6 SP:Iteration 49Q (309.250208 sec): 3 clusters Score: Raw -366769.700476 + Penalty 2996.554349 = -363773.146127 nChanged 1 SP:Iteration 50Q (309.353795 sec): 3 clusters Score: Raw -366769.984509 + Penalty 2996.554349 = -363773.430159 nChanged 0 SP:Iteration 51F (309.467831 sec): 3 clusters Score: Raw -366769.984509 + Penalty 2996.554349 = -363773.430159 nChanged 0 Score: Raw -7089606.591270 + Penalty 48550.211790 = -7041056.379480 Splitting cluster 15 changes total score from -7037844.349320 to -7041056.379480 So it's getting split into cluster 24. Trying to split cluster 16 (13095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (313.061945 sec): 2 clusters Score: Raw -1012271.397408 + Penalty 1663.737500 = -1010607.659907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (313.212231 sec): 3 clusters Score: Raw -1004732.571122 + Penalty 3327.475001 = -1001405.096121 nChanged 5703 SP:Iteration 1F (313.379692 sec): 3 clusters Score: Raw -1007900.096955 + Penalty 3327.475001 = -1004572.621955 nChanged 1001 SP:Iteration 2F (313.502773 sec): 3 clusters Score: Raw -1008610.879175 + Penalty 3327.475001 = -1005283.404175 nChanged 1077 SP:Iteration 3F (313.633480 sec): 3 clusters Score: Raw -1009487.335421 + Penalty 3327.475001 = -1006159.860421 nChanged 1065 SP:Iteration 4F (313.779737 sec): 3 clusters Score: Raw -1010309.418841 + Penalty 3327.475001 = -1006981.943840 nChanged 921 SP:Iteration 5F (313.927775 sec): 3 clusters Score: Raw -1010939.075197 + Penalty 3327.475001 = -1007611.600196 nChanged 728 SP:Iteration 6F (314.136751 sec): 3 clusters Score: Raw -1011349.230841 + Penalty 3327.475001 = -1008021.755840 nChanged 549 SP:Iteration 7Q (314.260052 sec): 3 clusters Score: Raw -1011618.865639 + Penalty 3327.475001 = -1008291.390638 nChanged 421 SP:Iteration 8Q (314.422376 sec): 3 clusters Score: Raw -1011798.331157 + Penalty 3327.475001 = -1008470.856156 nChanged 303 SP:Iteration 9Q (314.606086 sec): 3 clusters Score: Raw -1011914.519224 + Penalty 3327.475001 = -1008587.044223 nChanged 234 SP:Iteration 10Q (314.739252 sec): 3 clusters Score: Raw -1012020.548121 + Penalty 3327.475001 = -1008693.073120 nChanged 233 SP:Iteration 11Q (314.881962 sec): 3 clusters Score: Raw -1012121.317092 + Penalty 3327.475001 = -1008793.842091 nChanged 207 SP:Iteration 12Q (315.008667 sec): 3 clusters Score: Raw -1012195.116049 + Penalty 3327.475001 = -1008867.641048 nChanged 172 SP:Iteration 13Q (315.155043 sec): 3 clusters Score: Raw -1012251.287720 + Penalty 3327.475001 = -1008923.812719 nChanged 144 SP:Iteration 14Q (315.321044 sec): 3 clusters Score: Raw -1012293.037898 + Penalty 3327.475001 = -1008965.562897 nChanged 132 SP:Iteration 15Q (315.436303 sec): 3 clusters Score: Raw -1012331.022045 + Penalty 3327.475001 = -1009003.547044 nChanged 136 SP:Iteration 16Q (315.600571 sec): 3 clusters Score: Raw -1012364.188213 + Penalty 3327.475001 = -1009036.713212 nChanged 108 SP:Iteration 17Q (315.753399 sec): 3 clusters Score: Raw -1012392.721112 + Penalty 3327.475001 = -1009065.246111 nChanged 94 SP:Iteration 18Q (315.875800 sec): 3 clusters Score: Raw -1012416.479317 + Penalty 3327.475001 = -1009089.004316 nChanged 92 SP:Iteration 19Q (316.001408 sec): 3 clusters Score: Raw -1012440.573786 + Penalty 3327.475001 = -1009113.098785 nChanged 99 SP:Iteration 20F (316.128154 sec): 3 clusters Score: Raw -1012465.363403 + Penalty 3327.475001 = -1009137.888402 nChanged 92 SP:Iteration 21Q (316.280294 sec): 3 clusters Score: Raw -1012490.351728 + Penalty 3327.475001 = -1009162.876728 nChanged 103 SP:Iteration 22Q (316.397897 sec): 3 clusters Score: Raw -1012518.833581 + Penalty 3327.475001 = -1009191.358581 nChanged 104 SP:Iteration 23Q (316.466868 sec): 3 clusters Score: Raw -1012552.316921 + Penalty 3327.475001 = -1009224.841920 nChanged 120 SP:Iteration 24Q (316.539450 sec): 3 clusters Score: Raw -1012592.095798 + Penalty 3327.475001 = -1009264.620797 nChanged 137 SP:Iteration 25Q (316.614738 sec): 3 clusters Score: Raw -1012641.619777 + Penalty 3327.475001 = -1009314.144776 nChanged 179 SP:Iteration 26Q (316.699089 sec): 3 clusters Score: Raw -1012714.165430 + Penalty 3327.475001 = -1009386.690430 nChanged 198 SP:Iteration 27Q (316.783230 sec): 3 clusters Score: Raw -1012801.155853 + Penalty 3327.475001 = -1009473.680853 nChanged 227 SP:Iteration 28Q (316.859324 sec): 3 clusters Score: Raw -1012938.638715 + Penalty 3327.475001 = -1009611.163714 nChanged 281 SP:Iteration 29Q (316.932239 sec): 3 clusters Score: Raw -1013181.923492 + Penalty 3327.475001 = -1009854.448491 nChanged 364 SP:Iteration 30Q (317.014357 sec): 3 clusters Score: Raw -1013604.381716 + Penalty 3327.475001 = -1010276.906715 nChanged 425 SP:Iteration 31Q (317.089870 sec): 3 clusters Score: Raw -1014152.949423 + Penalty 3327.475001 = -1010825.474422 nChanged 461 SP:Iteration 32Q (317.163083 sec): 3 clusters Score: Raw -1014702.938457 + Penalty 3327.475001 = -1011375.463456 nChanged 416 SP:Iteration 33Q (317.244650 sec): 3 clusters Score: Raw -1015110.977706 + Penalty 3327.475001 = -1011783.502705 nChanged 341 SP:Iteration 34Q (317.325009 sec): 3 clusters Score: Raw -1015413.553662 + Penalty 3327.475001 = -1012086.078661 nChanged 297 SP:Iteration 35Q (317.423413 sec): 3 clusters Score: Raw -1015640.964869 + Penalty 3327.475001 = -1012313.489868 nChanged 234 SP:Iteration 36Q (317.581539 sec): 3 clusters Score: Raw -1015834.044930 + Penalty 3327.475001 = -1012506.569929 nChanged 209 SP:Iteration 37Q (317.660172 sec): 3 clusters Score: Raw -1016053.799794 + Penalty 3327.475001 = -1012726.324793 nChanged 207 SP:Iteration 38Q (317.717078 sec): 3 clusters Score: Raw -1016319.548522 + Penalty 3327.475001 = -1012992.073521 nChanged 226 SP:Iteration 39Q (317.780476 sec): 3 clusters Score: Raw -1016729.710725 + Penalty 3327.475001 = -1013402.235724 nChanged 210 SP:Iteration 40F (317.860392 sec): 3 clusters Score: Raw -1017257.066457 + Penalty 3327.475001 = -1013929.591457 nChanged 136 SP:Iteration 41Q (317.933185 sec): 3 clusters Score: Raw -1017477.826776 + Penalty 3327.475001 = -1014150.351776 nChanged 62 SP:Iteration 42Q (318.001472 sec): 3 clusters Score: Raw -1017515.156406 + Penalty 3327.475001 = -1014187.681405 nChanged 36 SP:Iteration 43Q (318.069711 sec): 3 clusters Score: Raw -1017523.739974 + Penalty 3327.475001 = -1014196.264974 nChanged 26 SP:Iteration 44Q (318.141261 sec): 3 clusters Score: Raw -1017529.146373 + Penalty 3327.475001 = -1014201.671372 nChanged 9 SP:Iteration 45Q (318.214684 sec): 3 clusters Score: Raw -1017533.520483 + Penalty 3327.475001 = -1014206.045482 nChanged 16 SP:Iteration 46Q (318.289253 sec): 3 clusters Score: Raw -1017542.515404 + Penalty 3327.475001 = -1014215.040404 nChanged 20 SP:Iteration 47Q (318.363853 sec): 3 clusters Score: Raw -1017551.308978 + Penalty 3327.475001 = -1014223.833977 nChanged 23 SP:Iteration 48Q (318.437199 sec): 3 clusters Score: Raw -1017558.911092 + Penalty 3327.475001 = -1014231.436091 nChanged 19 SP:Iteration 49Q (318.509720 sec): 3 clusters Score: Raw -1017564.397324 + Penalty 3327.475001 = -1014236.922324 nChanged 13 SP:Iteration 50Q (318.583419 sec): 3 clusters Score: Raw -1017566.837529 + Penalty 3327.475001 = -1014239.362528 nChanged 12 SP:Iteration 51Q (318.656775 sec): 3 clusters Score: Raw -1017568.314711 + Penalty 3327.475001 = -1014240.839710 nChanged 7 SP:Iteration 52Q (318.726155 sec): 3 clusters Score: Raw -1017568.905269 + Penalty 3327.475001 = -1014241.430268 nChanged 4 SP:Iteration 53Q (318.792012 sec): 3 clusters Score: Raw -1017569.493278 + Penalty 3327.475001 = -1014242.018277 nChanged 5 SP:Iteration 54Q (318.863711 sec): 3 clusters Score: Raw -1017571.527349 + Penalty 3327.475001 = -1014244.052349 nChanged 7 SP:Iteration 55Q (318.938964 sec): 3 clusters Score: Raw -1017573.176865 + Penalty 3327.475001 = -1014245.701864 nChanged 10 SP:Iteration 56Q (319.013840 sec): 3 clusters Score: Raw -1017574.467783 + Penalty 3327.475001 = -1014246.992782 nChanged 7 SP:Iteration 57Q (319.085082 sec): 3 clusters Score: Raw -1017575.868571 + Penalty 3327.475001 = -1014248.393570 nChanged 6 SP:Iteration 58Q (319.252098 sec): 3 clusters Score: Raw -1017578.573995 + Penalty 3327.475001 = -1014251.098994 nChanged 10 SP:Iteration 59Q (319.325788 sec): 3 clusters Score: Raw -1017580.812056 + Penalty 3327.475001 = -1014253.337055 nChanged 9 SP:Iteration 60F (319.397601 sec): 3 clusters Score: Raw -1017582.825094 + Penalty 3327.475001 = -1014255.350093 nChanged 9 SP:Iteration 61Q (319.464814 sec): 3 clusters Score: Raw -1017585.787896 + Penalty 3327.475001 = -1014258.312896 nChanged 8 SP:Iteration 62Q (319.575706 sec): 3 clusters Score: Raw -1017587.114639 + Penalty 3327.475001 = -1014259.639639 nChanged 9 SP:Iteration 63Q (319.642644 sec): 3 clusters Score: Raw -1017589.045450 + Penalty 3327.475001 = -1014261.570449 nChanged 10 SP:Iteration 64Q (319.703399 sec): 3 clusters Score: Raw -1017591.471550 + Penalty 3327.475001 = -1014263.996550 nChanged 11 SP:Iteration 65Q (319.776315 sec): 3 clusters Score: Raw -1017593.527975 + Penalty 3327.475001 = -1014266.052975 nChanged 11 SP:Iteration 66Q (319.877117 sec): 3 clusters Score: Raw -1017596.614416 + Penalty 3327.475001 = -1014269.139415 nChanged 13 SP:Iteration 67Q (319.964879 sec): 3 clusters Score: Raw -1017599.066601 + Penalty 3327.475001 = -1014271.591600 nChanged 11 SP:Iteration 68Q (320.040973 sec): 3 clusters Score: Raw -1017601.108892 + Penalty 3327.475001 = -1014273.633891 nChanged 7 SP:Iteration 69Q (320.116929 sec): 3 clusters Score: Raw -1017602.150492 + Penalty 3327.475001 = -1014274.675491 nChanged 8 SP:Iteration 70Q (320.187880 sec): 3 clusters Score: Raw -1017604.668981 + Penalty 3327.475001 = -1014277.193981 nChanged 14 SP:Iteration 71Q (320.253707 sec): 3 clusters Score: Raw -1017612.926212 + Penalty 3327.475001 = -1014285.451212 nChanged 23 SP:Iteration 72Q (320.325393 sec): 3 clusters Score: Raw -1017621.964015 + Penalty 3327.475001 = -1014294.489014 nChanged 28 SP:Iteration 73Q (320.485841 sec): 3 clusters Score: Raw -1017633.512918 + Penalty 3327.475001 = -1014306.037917 nChanged 40 SP:Iteration 74Q (320.573755 sec): 3 clusters Score: Raw -1017652.923793 + Penalty 3327.475001 = -1014325.448793 nChanged 43 SP:Iteration 75Q (320.655623 sec): 3 clusters Score: Raw -1017668.390217 + Penalty 3327.475001 = -1014340.915217 nChanged 41 SP:Iteration 76Q (320.745194 sec): 3 clusters Score: Raw -1017683.337612 + Penalty 3327.475001 = -1014355.862611 nChanged 48 SP:Iteration 77Q (320.823212 sec): 3 clusters Score: Raw -1017708.253353 + Penalty 3327.475001 = -1014380.778352 nChanged 62 SP:Iteration 78Q (320.905453 sec): 3 clusters Score: Raw -1017747.349201 + Penalty 3327.475001 = -1014419.874200 nChanged 71 SP:Iteration 79Q (320.970868 sec): 3 clusters Score: Raw -1017809.389459 + Penalty 3327.475001 = -1014481.914458 nChanged 83 SP:Iteration 80F (321.049283 sec): 3 clusters Score: Raw -1017895.378994 + Penalty 3327.475001 = -1014567.903993 nChanged 76 SP:Iteration 81Q (321.126818 sec): 3 clusters Score: Raw -1017982.795623 + Penalty 3327.475001 = -1014655.320622 nChanged 62 SP:Iteration 82Q (321.204181 sec): 3 clusters Score: Raw -1018046.289995 + Penalty 3327.475001 = -1014718.814995 nChanged 59 SP:Iteration 83Q (321.276477 sec): 3 clusters Score: Raw -1018093.865086 + Penalty 3327.475001 = -1014766.390085 nChanged 38 SP:Iteration 84Q (321.348734 sec): 3 clusters Score: Raw -1018116.930682 + Penalty 3327.475001 = -1014789.455681 nChanged 23 SP:Iteration 85Q (321.419342 sec): 3 clusters Score: Raw -1018124.925926 + Penalty 3327.475001 = -1014797.450926 nChanged 20 SP:Iteration 86Q (321.487339 sec): 3 clusters Score: Raw -1018133.081641 + Penalty 3327.475001 = -1014805.606640 nChanged 8 SP:Iteration 87Q (321.560081 sec): 3 clusters Score: Raw -1018135.049515 + Penalty 3327.475001 = -1014807.574514 nChanged 8 SP:Iteration 88Q (321.634665 sec): 3 clusters Score: Raw -1018136.397156 + Penalty 3327.475001 = -1014808.922155 nChanged 2 SP:Iteration 89Q (321.706550 sec): 3 clusters Score: Raw -1018136.625264 + Penalty 3327.475001 = -1014809.150263 nChanged 3 SP:Iteration 90Q (321.779085 sec): 3 clusters Score: Raw -1018136.814312 + Penalty 3327.475001 = -1014809.339312 nChanged 0 SP:Iteration 91F (321.861100 sec): 3 clusters Score: Raw -1018136.814312 + Penalty 3327.475001 = -1014809.339312 nChanged 0 Score: Raw -7095472.008175 + Penalty 50573.137282 = -7044898.870893 Splitting cluster 16 changes total score from -7037844.349320 to -7044898.870893 So it's getting split into cluster 25. Iteration 139Q (327.374050 sec): 26 clusters Score: Raw -7099081.387040 + Penalty 50573.137282 = -7048508.249758 nChanged 3227 Iteration 140F (330.371156 sec): 26 clusters Score: Raw -7102428.141891 + Penalty 50573.137282 = -7051855.004609 nChanged 2576 Iteration 141Q (331.926567 sec): 26 clusters Score: Raw -7104039.045107 + Penalty 50573.137282 = -7053465.907825 nChanged 1638 Iteration 142Q (333.411974 sec): 26 clusters Score: Raw -7104968.050772 + Penalty 50573.137282 = -7054394.913491 nChanged 1281 Iteration 143Q (334.955188 sec): 26 clusters Score: Raw -7105631.379521 + Penalty 50573.137282 = -7055058.242240 nChanged 1086 Iteration 144Q (336.490591 sec): 26 clusters Score: Raw -7106143.410745 + Penalty 50573.137282 = -7055570.273464 nChanged 851 Iteration 145Q (338.016130 sec): 26 clusters Score: Raw -7106489.891863 + Penalty 50573.137282 = -7055916.754581 nChanged 657 Iteration 146Q (339.500977 sec): 26 clusters Score: Raw -7106737.048238 + Penalty 50573.137282 = -7056163.910956 nChanged 547 Iteration 147Q (340.985929 sec): 26 clusters Score: Raw -7106923.218226 + Penalty 50573.137282 = -7056350.080944 nChanged 502 Iteration 148Q (342.377871 sec): 26 clusters Score: Raw -7107111.993114 + Penalty 50573.137282 = -7056538.855833 nChanged 463 Iteration 149Q (343.806738 sec): 26 clusters Score: Raw -7107266.789563 + Penalty 50573.137282 = -7056693.652281 nChanged 407 Iteration 150Q (345.131408 sec): 26 clusters Score: Raw -7107403.374000 + Penalty 50573.137282 = -7056830.236719 nChanged 339 Iteration 151Q (346.479915 sec): 26 clusters Score: Raw -7107532.180838 + Penalty 50573.137282 = -7056959.043556 nChanged 331 Iteration 152Q (347.762020 sec): 26 clusters Score: Raw -7107661.611100 + Penalty 50573.137282 = -7057088.473819 nChanged 342 Iteration 153Q (349.069605 sec): 26 clusters Score: Raw -7107798.566129 + Penalty 50573.137282 = -7057225.428847 nChanged 293 Iteration 154Q (350.424990 sec): 26 clusters Score: Raw -7107929.802379 + Penalty 50573.137282 = -7057356.665098 nChanged 320 Iteration 155Q (351.722338 sec): 26 clusters Score: Raw -7108052.584634 + Penalty 50573.137282 = -7057479.447352 nChanged 325 Iteration 156Q (353.023470 sec): 26 clusters Score: Raw -7108152.617489 + Penalty 50573.137282 = -7057579.480208 nChanged 288 Iteration 157Q (354.354045 sec): 26 clusters Score: Raw -7108243.956331 + Penalty 50573.137282 = -7057670.819050 nChanged 263 Iteration 158Q (355.724784 sec): 26 clusters Score: Raw -7108337.187558 + Penalty 50573.137282 = -7057764.050276 nChanged 242 Iteration 159Q (357.090884 sec): 26 clusters Score: Raw -7108409.977021 + Penalty 50573.137282 = -7057836.839740 nChanged 232 Iteration 160F (359.535215 sec): 26 clusters Score: Raw -7108654.905296 + Penalty 50573.137282 = -7058081.768014 nChanged 336 Iteration 161Q (360.817124 sec): 26 clusters Score: Raw -7108908.343634 + Penalty 50573.137282 = -7058335.206353 nChanged 402 Iteration 162Q (362.156690 sec): 26 clusters Score: Raw -7109106.938907 + Penalty 50573.137282 = -7058533.801626 nChanged 399 Iteration 163Q (363.527160 sec): 26 clusters Score: Raw -7109272.952298 + Penalty 50573.137282 = -7058699.815016 nChanged 350 Iteration 164Q (364.949670 sec): 26 clusters Score: Raw -7109414.805053 + Penalty 50573.137282 = -7058841.667772 nChanged 337 Iteration 165Q (366.283700 sec): 26 clusters Score: Raw -7109542.915325 + Penalty 50573.137282 = -7058969.778044 nChanged 273 Iteration 166Q (367.680396 sec): 26 clusters Score: Raw -7109651.349052 + Penalty 50573.137282 = -7059078.211771 nChanged 259 Iteration 167Q (369.033046 sec): 26 clusters Score: Raw -7109769.759370 + Penalty 50573.137282 = -7059196.622089 nChanged 247 Iteration 168Q (370.401863 sec): 26 clusters Score: Raw -7109905.473084 + Penalty 50573.137282 = -7059332.335803 nChanged 241 Iteration 169Q (371.773362 sec): 26 clusters Score: Raw -7110033.893955 + Penalty 50573.137282 = -7059460.756674 nChanged 263 Iteration 170Q (373.136599 sec): 26 clusters Score: Raw -7110177.599386 + Penalty 50573.137282 = -7059604.462105 nChanged 263 Iteration 171Q (374.516988 sec): 26 clusters Score: Raw -7110325.633571 + Penalty 50573.137282 = -7059752.496290 nChanged 251 Iteration 172Q (375.903269 sec): 26 clusters Score: Raw -7110485.843428 + Penalty 50573.137282 = -7059912.706147 nChanged 288 Iteration 173Q (377.300314 sec): 26 clusters Score: Raw -7110707.322573 + Penalty 50573.137282 = -7060134.185292 nChanged 286 Iteration 174Q (378.621342 sec): 26 clusters Score: Raw -7110934.864575 + Penalty 50573.137282 = -7060361.727293 nChanged 277 Iteration 175Q (380.093662 sec): 26 clusters Score: Raw -7111164.924464 + Penalty 50573.137282 = -7060591.787182 nChanged 279 Iteration 176Q (381.409805 sec): 26 clusters Score: Raw -7111429.611808 + Penalty 50573.137282 = -7060856.474526 nChanged 291 Iteration 177Q (382.761163 sec): 26 clusters Score: Raw -7111757.366631 + Penalty 50573.137282 = -7061184.229349 nChanged 305 Iteration 178Q (384.085874 sec): 26 clusters Score: Raw -7112310.285244 + Penalty 50573.137282 = -7061737.147962 nChanged 291 Writing temp clu file Because OldScore, -7061184.229349, is greater than current (better) Score,-7061737.147962 Compute initial score before splitting: Score: Raw -7112310.285244 + Penalty 50573.137282 = -7061737.147962 Trying to split cluster 1 (2710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (384.182463 sec): 2 clusters Score: Raw -167813.383158 + Penalty 1387.275537 = -166426.107621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (384.328807 sec): 3 clusters Score: Raw -166643.788957 + Penalty 2774.551074 = -163869.237884 nChanged 1033 SP:Iteration 1F (384.355232 sec): 3 clusters Score: Raw -167366.598917 + Penalty 2774.551074 = -164592.047843 nChanged 239 SP:Iteration 2F (384.385695 sec): 3 clusters Score: Raw -167616.448348 + Penalty 2774.551074 = -164841.897274 nChanged 209 SP:Iteration 3F (384.421039 sec): 3 clusters Score: Raw -167858.744435 + Penalty 2774.551074 = -165084.193361 nChanged 164 SP:Iteration 4F (384.451678 sec): 3 clusters Score: Raw -168069.578625 + Penalty 2774.551074 = -165295.027551 nChanged 134 SP:Iteration 5Q (384.479168 sec): 3 clusters Score: Raw -168212.726540 + Penalty 2774.551074 = -165438.175466 nChanged 111 SP:Iteration 6Q (384.505233 sec): 3 clusters Score: Raw -168339.490660 + Penalty 2774.551074 = -165564.939586 nChanged 84 SP:Iteration 7Q (384.531110 sec): 3 clusters Score: Raw -168417.493063 + Penalty 2774.551074 = -165642.941989 nChanged 72 SP:Iteration 8Q (384.556851 sec): 3 clusters Score: Raw -168476.178657 + Penalty 2774.551074 = -165701.627583 nChanged 62 SP:Iteration 9Q (384.582690 sec): 3 clusters Score: Raw -168521.361141 + Penalty 2774.551074 = -165746.810067 nChanged 43 SP:Iteration 10Q (384.608474 sec): 3 clusters Score: Raw -168548.449650 + Penalty 2774.551074 = -165773.898577 nChanged 27 SP:Iteration 11Q (384.634462 sec): 3 clusters Score: Raw -168566.364972 + Penalty 2774.551074 = -165791.813898 nChanged 17 SP:Iteration 12Q (384.659971 sec): 3 clusters Score: Raw -168573.859644 + Penalty 2774.551074 = -165799.308570 nChanged 14 SP:Iteration 13Q (384.685437 sec): 3 clusters Score: Raw -168584.542480 + Penalty 2774.551074 = -165809.991406 nChanged 19 SP:Iteration 14Q (384.710921 sec): 3 clusters Score: Raw -168596.634906 + Penalty 2774.551074 = -165822.083832 nChanged 22 SP:Iteration 15Q (384.736381 sec): 3 clusters Score: Raw -168610.701738 + Penalty 2774.551074 = -165836.150664 nChanged 19 SP:Iteration 16Q (384.761837 sec): 3 clusters Score: Raw -168621.028115 + Penalty 2774.551074 = -165846.477041 nChanged 13 SP:Iteration 17Q (384.787260 sec): 3 clusters Score: Raw -168626.528775 + Penalty 2774.551074 = -165851.977701 nChanged 7 SP:Iteration 18Q (384.812780 sec): 3 clusters Score: Raw -168629.341922 + Penalty 2774.551074 = -165854.790848 nChanged 4 SP:Iteration 19Q (384.838244 sec): 3 clusters Score: Raw -168631.541833 + Penalty 2774.551074 = -165856.990759 nChanged 4 SP:Iteration 20F (384.865761 sec): 3 clusters Score: Raw -168634.945731 + Penalty 2774.551074 = -165860.394658 nChanged 8 SP:Iteration 21Q (384.891578 sec): 3 clusters Score: Raw -168640.425851 + Penalty 2774.551074 = -165865.874778 nChanged 12 SP:Iteration 22Q (384.917029 sec): 3 clusters Score: Raw -168646.151686 + Penalty 2774.551074 = -165871.600612 nChanged 14 SP:Iteration 23Q (384.981866 sec): 3 clusters Score: Raw -168652.387539 + Penalty 2774.551074 = -165877.836465 nChanged 11 SP:Iteration 24Q (385.008380 sec): 3 clusters Score: Raw -168656.122559 + Penalty 2774.551074 = -165881.571486 nChanged 3 SP:Iteration 25Q (385.034997 sec): 3 clusters Score: Raw -168656.737659 + Penalty 2774.551074 = -165882.186585 nChanged 3 SP:Iteration 26Q (385.061148 sec): 3 clusters Score: Raw -168658.246002 + Penalty 2774.551074 = -165883.694928 nChanged 3 SP:Iteration 27Q (385.087766 sec): 3 clusters Score: Raw -168659.848974 + Penalty 2774.551074 = -165885.297900 nChanged 3 SP:Iteration 28Q (385.114327 sec): 3 clusters Score: Raw -168661.323273 + Penalty 2774.551074 = -165886.772199 nChanged 3 SP:Iteration 29Q (385.140781 sec): 3 clusters Score: Raw -168661.763260 + Penalty 2774.551074 = -165887.212186 nChanged 0 SP:Iteration 30F (385.167378 sec): 3 clusters Score: Raw -168661.763260 + Penalty 2774.551074 = -165887.212186 nChanged 0 Trying to split cluster 2 (3250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (385.198643 sec): 2 clusters Score: Raw -258497.475856 + Penalty 1419.165003 = -257078.310853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (385.230372 sec): 3 clusters Score: Raw -256964.537098 + Penalty 2838.330007 = -254126.207092 nChanged 1251 SP:Iteration 1F (385.259796 sec): 3 clusters Score: Raw -257690.928975 + Penalty 2838.330007 = -254852.598968 nChanged 260 SP:Iteration 2F (385.289189 sec): 3 clusters Score: Raw -257871.688838 + Penalty 2838.330007 = -255033.358831 nChanged 181 SP:Iteration 3F (385.318664 sec): 3 clusters Score: Raw -257984.201096 + Penalty 2838.330007 = -255145.871090 nChanged 126 SP:Iteration 4Q (385.350923 sec): 3 clusters Score: Raw -258056.661440 + Penalty 2838.330007 = -255218.331433 nChanged 113 SP:Iteration 5Q (385.383266 sec): 3 clusters Score: Raw -258115.262478 + Penalty 2838.330007 = -255276.932471 nChanged 83 SP:Iteration 6Q (385.415566 sec): 3 clusters Score: Raw -258163.730784 + Penalty 2838.330007 = -255325.400777 nChanged 77 SP:Iteration 7Q (385.447764 sec): 3 clusters Score: Raw -258213.247250 + Penalty 2838.330007 = -255374.917243 nChanged 74 SP:Iteration 8Q (385.479890 sec): 3 clusters Score: Raw -258270.538642 + Penalty 2838.330007 = -255432.208636 nChanged 83 SP:Iteration 9Q (385.512010 sec): 3 clusters Score: Raw -258329.822908 + Penalty 2838.330007 = -255491.492902 nChanged 68 SP:Iteration 10Q (385.542234 sec): 3 clusters Score: Raw -258372.603829 + Penalty 2838.330007 = -255534.273822 nChanged 79 SP:Iteration 11Q (385.571874 sec): 3 clusters Score: Raw -258435.901256 + Penalty 2838.330007 = -255597.571250 nChanged 85 SP:Iteration 12Q (385.601518 sec): 3 clusters Score: Raw -258483.329463 + Penalty 2838.330007 = -255644.999456 nChanged 68 SP:Iteration 13Q (385.631173 sec): 3 clusters Score: Raw -258519.654170 + Penalty 2838.330007 = -255681.324163 nChanged 46 SP:Iteration 14Q (385.660672 sec): 3 clusters Score: Raw -258545.552955 + Penalty 2838.330007 = -255707.222949 nChanged 45 SP:Iteration 15Q (385.690118 sec): 3 clusters Score: Raw -258564.126699 + Penalty 2838.330007 = -255725.796692 nChanged 36 SP:Iteration 16Q (385.719766 sec): 3 clusters Score: Raw -258577.472072 + Penalty 2838.330007 = -255739.142065 nChanged 23 SP:Iteration 17Q (385.749301 sec): 3 clusters Score: Raw -258585.132371 + Penalty 2838.330007 = -255746.802365 nChanged 20 SP:Iteration 18Q (385.778716 sec): 3 clusters Score: Raw -258591.792056 + Penalty 2838.330007 = -255753.462049 nChanged 20 SP:Iteration 19Q (385.808168 sec): 3 clusters Score: Raw -258598.878100 + Penalty 2838.330007 = -255760.548094 nChanged 17 SP:Iteration 20F (385.837745 sec): 3 clusters Score: Raw -258604.683000 + Penalty 2838.330007 = -255766.352993 nChanged 15 SP:Iteration 21Q (385.866849 sec): 3 clusters Score: Raw -258610.154217 + Penalty 2838.330007 = -255771.824210 nChanged 18 SP:Iteration 22Q (385.934551 sec): 3 clusters Score: Raw -258617.104397 + Penalty 2838.330007 = -255778.774390 nChanged 17 SP:Iteration 23Q (385.963933 sec): 3 clusters Score: Raw -258625.322247 + Penalty 2838.330007 = -255786.992241 nChanged 20 SP:Iteration 24Q (385.993324 sec): 3 clusters Score: Raw -258632.179192 + Penalty 2838.330007 = -255793.849185 nChanged 15 SP:Iteration 25Q (386.022778 sec): 3 clusters Score: Raw -258637.979738 + Penalty 2838.330007 = -255799.649731 nChanged 9 SP:Iteration 26Q (386.052400 sec): 3 clusters Score: Raw -258640.886069 + Penalty 2838.330007 = -255802.556062 nChanged 7 SP:Iteration 27Q (386.083858 sec): 3 clusters Score: Raw -258644.954156 + Penalty 2838.330007 = -255806.624149 nChanged 10 SP:Iteration 28Q (386.115310 sec): 3 clusters Score: Raw -258648.950455 + Penalty 2838.330007 = -255810.620448 nChanged 10 SP:Iteration 29Q (386.146802 sec): 3 clusters Score: Raw -258655.286245 + Penalty 2838.330007 = -255816.956238 nChanged 17 SP:Iteration 30Q (386.178307 sec): 3 clusters Score: Raw -258662.193611 + Penalty 2838.330007 = -255823.863604 nChanged 18 SP:Iteration 31Q (386.209669 sec): 3 clusters Score: Raw -258670.801009 + Penalty 2838.330007 = -255832.471002 nChanged 24 SP:Iteration 32Q (386.241110 sec): 3 clusters Score: Raw -258679.621089 + Penalty 2838.330007 = -255841.291082 nChanged 15 SP:Iteration 33Q (386.270831 sec): 3 clusters Score: Raw -258685.351400 + Penalty 2838.330007 = -255847.021393 nChanged 16 SP:Iteration 34Q (386.300186 sec): 3 clusters Score: Raw -258692.164368 + Penalty 2838.330007 = -255853.834362 nChanged 13 SP:Iteration 35Q (386.329744 sec): 3 clusters Score: Raw -258699.241208 + Penalty 2838.330007 = -255860.911201 nChanged 15 SP:Iteration 36Q (386.359197 sec): 3 clusters Score: Raw -258706.838387 + Penalty 2838.330007 = -255868.508381 nChanged 14 SP:Iteration 37Q (386.388679 sec): 3 clusters Score: Raw -258714.615302 + Penalty 2838.330007 = -255876.285296 nChanged 10 SP:Iteration 38Q (386.418004 sec): 3 clusters Score: Raw -258718.597007 + Penalty 2838.330007 = -255880.267000 nChanged 9 SP:Iteration 39Q (386.447455 sec): 3 clusters Score: Raw -258725.376718 + Penalty 2838.330007 = -255887.046712 nChanged 16 SP:Iteration 40F (386.476952 sec): 3 clusters Score: Raw -258738.738205 + Penalty 2838.330007 = -255900.408199 nChanged 14 SP:Iteration 41Q (386.506295 sec): 3 clusters Score: Raw -258747.944799 + Penalty 2838.330007 = -255909.614793 nChanged 14 SP:Iteration 42Q (386.535598 sec): 3 clusters Score: Raw -258757.472940 + Penalty 2838.330007 = -255919.142933 nChanged 17 SP:Iteration 43Q (386.564899 sec): 3 clusters Score: Raw -258765.962803 + Penalty 2838.330007 = -255927.632797 nChanged 15 SP:Iteration 44Q (386.594111 sec): 3 clusters Score: Raw -258772.484312 + Penalty 2838.330007 = -255934.154305 nChanged 5 SP:Iteration 45Q (386.622345 sec): 3 clusters Score: Raw -258773.941183 + Penalty 2838.330007 = -255935.611177 nChanged 2 SP:Iteration 46Q (386.651615 sec): 3 clusters Score: Raw -258774.439103 + Penalty 2838.330007 = -255936.109096 nChanged 4 SP:Iteration 47Q (386.680983 sec): 3 clusters Score: Raw -258775.972742 + Penalty 2838.330007 = -255937.642736 nChanged 5 SP:Iteration 48Q (386.710279 sec): 3 clusters Score: Raw -258778.248901 + Penalty 2838.330007 = -255939.918895 nChanged 5 SP:Iteration 49Q (386.739533 sec): 3 clusters Score: Raw -258780.970919 + Penalty 2838.330007 = -255942.640913 nChanged 5 SP:Iteration 50Q (386.768764 sec): 3 clusters Score: Raw -258783.289626 + Penalty 2838.330007 = -255944.959620 nChanged 7 SP:Iteration 51Q (386.797963 sec): 3 clusters Score: Raw -258786.330785 + Penalty 2838.330007 = -255948.000778 nChanged 4 SP:Iteration 52Q (386.827338 sec): 3 clusters Score: Raw -258788.106164 + Penalty 2838.330007 = -255949.776157 nChanged 6 SP:Iteration 53Q (386.856679 sec): 3 clusters Score: Raw -258790.404662 + Penalty 2838.330007 = -255952.074656 nChanged 9 SP:Iteration 54Q (386.906456 sec): 3 clusters Score: Raw -258793.608048 + Penalty 2838.330007 = -255955.278041 nChanged 7 SP:Iteration 55Q (386.935946 sec): 3 clusters Score: Raw -258797.361862 + Penalty 2838.330007 = -255959.031856 nChanged 8 SP:Iteration 56Q (386.965073 sec): 3 clusters Score: Raw -258801.494023 + Penalty 2838.330007 = -255963.164016 nChanged 7 SP:Iteration 57Q (386.996361 sec): 3 clusters Score: Raw -258803.638411 + Penalty 2838.330007 = -255965.308405 nChanged 5 SP:Iteration 58Q (387.027400 sec): 3 clusters Score: Raw -258805.042256 + Penalty 2838.330007 = -255966.712249 nChanged 2 SP:Iteration 59Q (387.058605 sec): 3 clusters Score: Raw -258805.431450 + Penalty 2838.330007 = -255967.101444 nChanged 1 SP:Iteration 60F (387.090038 sec): 3 clusters Score: Raw -258805.514683 + Penalty 2838.330007 = -255967.184676 nChanged 2 SP:Iteration 61Q (387.121216 sec): 3 clusters Score: Raw -258806.045532 + Penalty 2838.330007 = -255967.715525 nChanged 0 SP:Iteration 62F (387.152638 sec): 3 clusters Score: Raw -258806.045532 + Penalty 2838.330007 = -255967.715525 nChanged 0 Trying to split cluster 3 (2094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (387.183696 sec): 2 clusters Score: Raw -126080.809030 + Penalty 1342.018909 = -124738.790121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (387.205422 sec): 3 clusters Score: Raw -125214.278510 + Penalty 2684.037818 = -122530.240692 nChanged 729 SP:Iteration 1F (387.226079 sec): 3 clusters Score: Raw -125773.264366 + Penalty 2684.037818 = -123089.226547 nChanged 203 SP:Iteration 2F (387.246518 sec): 3 clusters Score: Raw -125990.818348 + Penalty 2684.037818 = -123306.780529 nChanged 146 SP:Iteration 3F (387.267198 sec): 3 clusters Score: Raw -126141.327836 + Penalty 2684.037818 = -123457.290018 nChanged 123 SP:Iteration 4F (387.287670 sec): 3 clusters Score: Raw -126278.357189 + Penalty 2684.037818 = -123594.319371 nChanged 110 SP:Iteration 5F (387.308186 sec): 3 clusters Score: Raw -126400.524957 + Penalty 2684.037818 = -123716.487138 nChanged 79 SP:Iteration 6Q (387.330042 sec): 3 clusters Score: Raw -126489.720460 + Penalty 2684.037818 = -123805.682641 nChanged 75 SP:Iteration 7Q (387.351908 sec): 3 clusters Score: Raw -126582.772527 + Penalty 2684.037818 = -123898.734708 nChanged 73 SP:Iteration 8Q (387.377705 sec): 3 clusters Score: Raw -126671.818271 + Penalty 2684.037818 = -123987.780452 nChanged 69 SP:Iteration 9Q (387.399071 sec): 3 clusters Score: Raw -126736.359192 + Penalty 2684.037818 = -124052.321374 nChanged 51 SP:Iteration 10Q (387.420564 sec): 3 clusters Score: Raw -126781.712885 + Penalty 2684.037818 = -124097.675066 nChanged 35 SP:Iteration 11Q (387.452233 sec): 3 clusters Score: Raw -126808.794517 + Penalty 2684.037818 = -124124.756699 nChanged 29 SP:Iteration 12Q (387.473934 sec): 3 clusters Score: Raw -126830.846985 + Penalty 2684.037818 = -124146.809167 nChanged 25 SP:Iteration 13Q (387.495648 sec): 3 clusters Score: Raw -126854.309703 + Penalty 2684.037818 = -124170.271885 nChanged 26 SP:Iteration 14Q (387.517609 sec): 3 clusters Score: Raw -126877.098733 + Penalty 2684.037818 = -124193.060915 nChanged 19 SP:Iteration 15Q (387.538314 sec): 3 clusters Score: Raw -126889.967442 + Penalty 2684.037818 = -124205.929623 nChanged 16 SP:Iteration 16Q (387.614785 sec): 3 clusters Score: Raw -126898.059660 + Penalty 2684.037818 = -124214.021842 nChanged 8 SP:Iteration 17Q (387.635932 sec): 3 clusters Score: Raw -126902.205387 + Penalty 2684.037818 = -124218.167569 nChanged 3 SP:Iteration 18Q (387.656415 sec): 3 clusters Score: Raw -126903.346053 + Penalty 2684.037818 = -124219.308234 nChanged 1 SP:Iteration 19Q (387.676914 sec): 3 clusters Score: Raw -126903.507041 + Penalty 2684.037818 = -124219.469223 nChanged 1 SP:Iteration 20F (387.700946 sec): 3 clusters Score: Raw -126903.929489 + Penalty 2684.037818 = -124219.891670 nChanged 0 Trying to split cluster 4 (1961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (387.736070 sec): 2 clusters Score: Raw -154818.770019 + Penalty 1330.502324 = -153488.267695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (387.762300 sec): 3 clusters Score: Raw -154007.979106 + Penalty 2661.004649 = -151346.974457 nChanged 700 SP:Iteration 1F (387.787224 sec): 3 clusters Score: Raw -154482.713849 + Penalty 2661.004649 = -151821.709200 nChanged 163 SP:Iteration 2F (387.812679 sec): 3 clusters Score: Raw -154639.734141 + Penalty 2661.004649 = -151978.729492 nChanged 113 SP:Iteration 3F (387.833896 sec): 3 clusters Score: Raw -154747.583750 + Penalty 2661.004649 = -152086.579101 nChanged 97 SP:Iteration 4Q (387.855626 sec): 3 clusters Score: Raw -154829.529487 + Penalty 2661.004649 = -152168.524838 nChanged 72 SP:Iteration 5Q (387.877081 sec): 3 clusters Score: Raw -154887.443357 + Penalty 2661.004649 = -152226.438708 nChanged 61 SP:Iteration 6Q (387.898653 sec): 3 clusters Score: Raw -154943.245868 + Penalty 2661.004649 = -152282.241219 nChanged 55 SP:Iteration 7Q (387.919974 sec): 3 clusters Score: Raw -155003.711952 + Penalty 2661.004649 = -152342.707303 nChanged 59 SP:Iteration 8Q (387.941574 sec): 3 clusters Score: Raw -155054.526730 + Penalty 2661.004649 = -152393.522081 nChanged 40 SP:Iteration 9Q (387.962694 sec): 3 clusters Score: Raw -155087.225399 + Penalty 2661.004649 = -152426.220750 nChanged 33 SP:Iteration 10Q (387.983927 sec): 3 clusters Score: Raw -155113.367737 + Penalty 2661.004649 = -152452.363088 nChanged 24 SP:Iteration 11Q (388.003413 sec): 3 clusters Score: Raw -155128.957490 + Penalty 2661.004649 = -152467.952841 nChanged 29 SP:Iteration 12Q (388.022681 sec): 3 clusters Score: Raw -155150.020841 + Penalty 2661.004649 = -152489.016192 nChanged 23 SP:Iteration 13Q (388.042154 sec): 3 clusters Score: Raw -155164.913746 + Penalty 2661.004649 = -152503.909097 nChanged 23 SP:Iteration 14Q (388.061711 sec): 3 clusters Score: Raw -155179.687095 + Penalty 2661.004649 = -152518.682446 nChanged 24 SP:Iteration 15Q (388.081263 sec): 3 clusters Score: Raw -155196.569944 + Penalty 2661.004649 = -152535.565295 nChanged 22 SP:Iteration 16Q (388.100763 sec): 3 clusters Score: Raw -155215.751894 + Penalty 2661.004649 = -152554.747245 nChanged 19 SP:Iteration 17Q (388.120242 sec): 3 clusters Score: Raw -155227.567669 + Penalty 2661.004649 = -152566.563020 nChanged 17 SP:Iteration 18Q (388.139689 sec): 3 clusters Score: Raw -155235.919905 + Penalty 2661.004649 = -152574.915256 nChanged 11 SP:Iteration 19Q (388.159141 sec): 3 clusters Score: Raw -155239.414549 + Penalty 2661.004649 = -152578.409900 nChanged 3 SP:Iteration 20F (388.178542 sec): 3 clusters Score: Raw -155241.594189 + Penalty 2661.004649 = -152580.589540 nChanged 3 SP:Iteration 21Q (388.198171 sec): 3 clusters Score: Raw -155243.228871 + Penalty 2661.004649 = -152582.224222 nChanged 3 SP:Iteration 22Q (388.218098 sec): 3 clusters Score: Raw -155245.481629 + Penalty 2661.004649 = -152584.476980 nChanged 4 SP:Iteration 23Q (388.237521 sec): 3 clusters Score: Raw -155247.436969 + Penalty 2661.004649 = -152586.432320 nChanged 2 SP:Iteration 24Q (388.256978 sec): 3 clusters Score: Raw -155248.317632 + Penalty 2661.004649 = -152587.312983 nChanged 2 SP:Iteration 25Q (388.276284 sec): 3 clusters Score: Raw -155249.129333 + Penalty 2661.004649 = -152588.124684 nChanged 1 SP:Iteration 26Q (388.295659 sec): 3 clusters Score: Raw -155249.732837 + Penalty 2661.004649 = -152588.728188 nChanged 1 SP:Iteration 27Q (388.315103 sec): 3 clusters Score: Raw -155250.071769 + Penalty 2661.004649 = -152589.067120 nChanged 0 SP:Iteration 28F (388.334520 sec): 3 clusters Score: Raw -155250.071769 + Penalty 2661.004649 = -152589.067120 nChanged 0 Trying to split cluster 5 (5675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (388.375494 sec): 2 clusters Score: Raw -368806.675546 + Penalty 1516.991435 = -367289.684110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (388.482965 sec): 3 clusters Score: Raw -365856.998849 + Penalty 3033.982871 = -362823.015979 nChanged 2312 SP:Iteration 1F (388.592743 sec): 3 clusters Score: Raw -367289.757871 + Penalty 3033.982871 = -364255.775000 nChanged 505 SP:Iteration 2F (388.643151 sec): 3 clusters Score: Raw -367726.154751 + Penalty 3033.982871 = -364692.171881 nChanged 484 SP:Iteration 3F (388.687107 sec): 3 clusters Score: Raw -368216.556310 + Penalty 3033.982871 = -365182.573440 nChanged 432 SP:Iteration 4F (388.742119 sec): 3 clusters Score: Raw -368648.396607 + Penalty 3033.982871 = -365614.413736 nChanged 371 SP:Iteration 5F (388.779230 sec): 3 clusters Score: Raw -368977.147249 + Penalty 3033.982871 = -365943.164378 nChanged 302 SP:Iteration 6F (388.826001 sec): 3 clusters Score: Raw -369186.810404 + Penalty 3033.982871 = -366152.827533 nChanged 227 SP:Iteration 7Q (388.873379 sec): 3 clusters Score: Raw -369304.000443 + Penalty 3033.982871 = -366270.017573 nChanged 144 SP:Iteration 8Q (388.920449 sec): 3 clusters Score: Raw -369375.672311 + Penalty 3033.982871 = -366341.689440 nChanged 96 SP:Iteration 9Q (388.960897 sec): 3 clusters Score: Raw -369408.699259 + Penalty 3033.982871 = -366374.716389 nChanged 74 SP:Iteration 10Q (388.999399 sec): 3 clusters Score: Raw -369431.164857 + Penalty 3033.982871 = -366397.181987 nChanged 58 SP:Iteration 11Q (389.037909 sec): 3 clusters Score: Raw -369448.447205 + Penalty 3033.982871 = -366414.464335 nChanged 46 SP:Iteration 12Q (389.076808 sec): 3 clusters Score: Raw -369462.626813 + Penalty 3033.982871 = -366428.643942 nChanged 33 SP:Iteration 13Q (389.115931 sec): 3 clusters Score: Raw -369471.689864 + Penalty 3033.982871 = -366437.706993 nChanged 35 SP:Iteration 14Q (389.157430 sec): 3 clusters Score: Raw -369480.584157 + Penalty 3033.982871 = -366446.601286 nChanged 29 SP:Iteration 15Q (389.198858 sec): 3 clusters Score: Raw -369488.159324 + Penalty 3033.982871 = -366454.176453 nChanged 15 SP:Iteration 16Q (389.240276 sec): 3 clusters Score: Raw -369490.823331 + Penalty 3033.982871 = -366456.840460 nChanged 9 SP:Iteration 17Q (389.280733 sec): 3 clusters Score: Raw -369492.369886 + Penalty 3033.982871 = -366458.387015 nChanged 7 SP:Iteration 18Q (389.320486 sec): 3 clusters Score: Raw -369493.312066 + Penalty 3033.982871 = -366459.329195 nChanged 7 SP:Iteration 19Q (389.365570 sec): 3 clusters Score: Raw -369494.541488 + Penalty 3033.982871 = -366460.558617 nChanged 3 SP:Iteration 20F (389.410273 sec): 3 clusters Score: Raw -369495.174036 + Penalty 3033.982871 = -366461.191166 nChanged 4 SP:Iteration 21Q (389.454303 sec): 3 clusters Score: Raw -369495.970109 + Penalty 3033.982871 = -366461.987239 nChanged 3 SP:Iteration 22Q (389.494078 sec): 3 clusters Score: Raw -369496.701359 + Penalty 3033.982871 = -366462.718489 nChanged 8 SP:Iteration 23Q (389.533892 sec): 3 clusters Score: Raw -369498.193617 + Penalty 3033.982871 = -366464.210747 nChanged 10 SP:Iteration 24Q (389.573549 sec): 3 clusters Score: Raw -369499.928600 + Penalty 3033.982871 = -366465.945730 nChanged 12 SP:Iteration 25Q (389.613298 sec): 3 clusters Score: Raw -369502.212412 + Penalty 3033.982871 = -366468.229541 nChanged 10 SP:Iteration 26Q (389.655591 sec): 3 clusters Score: Raw -369504.313825 + Penalty 3033.982871 = -366470.330954 nChanged 9 SP:Iteration 27Q (389.697814 sec): 3 clusters Score: Raw -369506.886621 + Penalty 3033.982871 = -366472.903751 nChanged 9 SP:Iteration 28Q (389.739918 sec): 3 clusters Score: Raw -369508.467957 + Penalty 3033.982871 = -366474.485086 nChanged 1 SP:Iteration 29Q (389.782267 sec): 3 clusters Score: Raw -369508.665087 + Penalty 3033.982871 = -366474.682217 nChanged 0 SP:Iteration 30F (389.893764 sec): 3 clusters Score: Raw -369508.665087 + Penalty 3033.982871 = -366474.682217 nChanged 0 Trying to split cluster 6 (5838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (389.974237 sec): 2 clusters Score: Raw -437611.802548 + Penalty 1521.961193 = -436089.841355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (390.021114 sec): 3 clusters Score: Raw -434583.987207 + Penalty 3043.922387 = -431540.064820 nChanged 2352 SP:Iteration 1F (390.056167 sec): 3 clusters Score: Raw -435958.035589 + Penalty 3043.922387 = -432914.113202 nChanged 539 SP:Iteration 2F (390.092090 sec): 3 clusters Score: Raw -436383.633417 + Penalty 3043.922387 = -433339.711030 nChanged 484 SP:Iteration 3F (390.129244 sec): 3 clusters Score: Raw -436802.743384 + Penalty 3043.922387 = -433758.820998 nChanged 412 SP:Iteration 4F (390.168323 sec): 3 clusters Score: Raw -437135.258579 + Penalty 3043.922387 = -434091.336193 nChanged 345 SP:Iteration 5F (390.213857 sec): 3 clusters Score: Raw -437414.219930 + Penalty 3043.922387 = -434370.297543 nChanged 282 SP:Iteration 6Q (390.260041 sec): 3 clusters Score: Raw -437616.448430 + Penalty 3043.922387 = -434572.526043 nChanged 213 SP:Iteration 7Q (390.306078 sec): 3 clusters Score: Raw -437742.821784 + Penalty 3043.922387 = -434698.899398 nChanged 163 SP:Iteration 8Q (390.350919 sec): 3 clusters Score: Raw -437839.497344 + Penalty 3043.922387 = -434795.574957 nChanged 138 SP:Iteration 9Q (390.395255 sec): 3 clusters Score: Raw -437916.440841 + Penalty 3043.922387 = -434872.518454 nChanged 101 SP:Iteration 10Q (390.439536 sec): 3 clusters Score: Raw -437972.389973 + Penalty 3043.922387 = -434928.467587 nChanged 84 SP:Iteration 11Q (390.483975 sec): 3 clusters Score: Raw -438009.880823 + Penalty 3043.922387 = -434965.958436 nChanged 80 SP:Iteration 12Q (390.528386 sec): 3 clusters Score: Raw -438043.052415 + Penalty 3043.922387 = -434999.130029 nChanged 68 SP:Iteration 13Q (390.571026 sec): 3 clusters Score: Raw -438067.900441 + Penalty 3043.922387 = -435023.978054 nChanged 57 SP:Iteration 14Q (390.613629 sec): 3 clusters Score: Raw -438084.936227 + Penalty 3043.922387 = -435041.013840 nChanged 41 SP:Iteration 15Q (390.658635 sec): 3 clusters Score: Raw -438098.195443 + Penalty 3043.922387 = -435054.273057 nChanged 45 SP:Iteration 16Q (390.701048 sec): 3 clusters Score: Raw -438114.201314 + Penalty 3043.922387 = -435070.278927 nChanged 36 SP:Iteration 17Q (390.742651 sec): 3 clusters Score: Raw -438127.424122 + Penalty 3043.922387 = -435083.501735 nChanged 38 SP:Iteration 18Q (390.785980 sec): 3 clusters Score: Raw -438141.210268 + Penalty 3043.922387 = -435097.287881 nChanged 34 SP:Iteration 19Q (390.829193 sec): 3 clusters Score: Raw -438151.009956 + Penalty 3043.922387 = -435107.087570 nChanged 27 SP:Iteration 20F (390.872101 sec): 3 clusters Score: Raw -438158.198372 + Penalty 3043.922387 = -435114.275985 nChanged 28 SP:Iteration 21Q (390.915365 sec): 3 clusters Score: Raw -438166.576628 + Penalty 3043.922387 = -435122.654242 nChanged 32 SP:Iteration 22Q (390.958734 sec): 3 clusters Score: Raw -438175.238758 + Penalty 3043.922387 = -435131.316372 nChanged 30 SP:Iteration 23Q (391.001837 sec): 3 clusters Score: Raw -438183.454178 + Penalty 3043.922387 = -435139.531792 nChanged 28 SP:Iteration 24Q (391.045434 sec): 3 clusters Score: Raw -438189.854049 + Penalty 3043.922387 = -435145.931663 nChanged 12 SP:Iteration 25Q (391.088672 sec): 3 clusters Score: Raw -438192.013942 + Penalty 3043.922387 = -435148.091555 nChanged 9 SP:Iteration 26Q (391.132003 sec): 3 clusters Score: Raw -438193.727400 + Penalty 3043.922387 = -435149.805014 nChanged 4 SP:Iteration 27Q (391.175213 sec): 3 clusters Score: Raw -438194.685261 + Penalty 3043.922387 = -435150.762874 nChanged 6 SP:Iteration 28Q (391.218342 sec): 3 clusters Score: Raw -438196.139308 + Penalty 3043.922387 = -435152.216922 nChanged 7 SP:Iteration 29Q (391.261669 sec): 3 clusters Score: Raw -438197.406370 + Penalty 3043.922387 = -435153.483984 nChanged 5 SP:Iteration 30Q (391.318925 sec): 3 clusters Score: Raw -438198.329225 + Penalty 3043.922387 = -435154.406839 nChanged 3 SP:Iteration 31Q (391.362209 sec): 3 clusters Score: Raw -438198.804101 + Penalty 3043.922387 = -435154.881714 nChanged 4 SP:Iteration 32Q (391.414623 sec): 3 clusters Score: Raw -438199.591654 + Penalty 3043.922387 = -435155.669267 nChanged 5 SP:Iteration 33Q (391.467120 sec): 3 clusters Score: Raw -438200.378805 + Penalty 3043.922387 = -435156.456419 nChanged 4 SP:Iteration 34Q (391.519677 sec): 3 clusters Score: Raw -438201.091213 + Penalty 3043.922387 = -435157.168826 nChanged 0 SP:Iteration 35F (391.569059 sec): 3 clusters Score: Raw -438201.091213 + Penalty 3043.922387 = -435157.168826 nChanged 0 Trying to split cluster 7 (2825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (391.607607 sec): 2 clusters Score: Raw -204684.597113 + Penalty 1394.569269 = -203290.027844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (391.636550 sec): 3 clusters Score: Raw -203393.377684 + Penalty 2789.138539 = -200604.239146 nChanged 1077 SP:Iteration 1F (391.664154 sec): 3 clusters Score: Raw -204196.897183 + Penalty 2789.138539 = -201407.758644 nChanged 284 SP:Iteration 2F (391.692990 sec): 3 clusters Score: Raw -204498.665909 + Penalty 2789.138539 = -201709.527370 nChanged 225 SP:Iteration 3F (391.730071 sec): 3 clusters Score: Raw -204706.812563 + Penalty 2789.138539 = -201917.674024 nChanged 155 SP:Iteration 4F (391.758787 sec): 3 clusters Score: Raw -204851.262138 + Penalty 2789.138539 = -202062.123599 nChanged 126 SP:Iteration 5Q (391.787977 sec): 3 clusters Score: Raw -204954.743676 + Penalty 2789.138539 = -202165.605137 nChanged 92 SP:Iteration 6Q (391.817227 sec): 3 clusters Score: Raw -205022.092381 + Penalty 2789.138539 = -202232.953842 nChanged 56 SP:Iteration 7Q (391.846364 sec): 3 clusters Score: Raw -205066.525646 + Penalty 2789.138539 = -202277.387108 nChanged 47 SP:Iteration 8Q (391.873744 sec): 3 clusters Score: Raw -205095.853969 + Penalty 2789.138539 = -202306.715430 nChanged 30 SP:Iteration 9Q (391.901018 sec): 3 clusters Score: Raw -205111.877700 + Penalty 2789.138539 = -202322.739161 nChanged 31 SP:Iteration 10Q (391.928369 sec): 3 clusters Score: Raw -205134.679235 + Penalty 2789.138539 = -202345.540696 nChanged 28 SP:Iteration 11Q (391.955678 sec): 3 clusters Score: Raw -205152.410465 + Penalty 2789.138539 = -202363.271926 nChanged 18 SP:Iteration 12Q (391.982869 sec): 3 clusters Score: Raw -205163.669377 + Penalty 2789.138539 = -202374.530838 nChanged 25 SP:Iteration 13Q (392.010105 sec): 3 clusters Score: Raw -205183.394661 + Penalty 2789.138539 = -202394.256122 nChanged 21 SP:Iteration 14Q (392.037318 sec): 3 clusters Score: Raw -205198.586875 + Penalty 2789.138539 = -202409.448336 nChanged 15 SP:Iteration 15Q (392.064557 sec): 3 clusters Score: Raw -205209.208290 + Penalty 2789.138539 = -202420.069751 nChanged 15 SP:Iteration 16Q (392.093582 sec): 3 clusters Score: Raw -205217.016270 + Penalty 2789.138539 = -202427.877731 nChanged 11 SP:Iteration 17Q (392.120954 sec): 3 clusters Score: Raw -205223.950923 + Penalty 2789.138539 = -202434.812384 nChanged 11 SP:Iteration 18Q (392.148204 sec): 3 clusters Score: Raw -205232.464676 + Penalty 2789.138539 = -202443.326137 nChanged 9 SP:Iteration 19Q (392.175324 sec): 3 clusters Score: Raw -205237.509538 + Penalty 2789.138539 = -202448.370999 nChanged 4 SP:Iteration 20F (392.202411 sec): 3 clusters Score: Raw -205239.053838 + Penalty 2789.138539 = -202449.915299 nChanged 3 SP:Iteration 21Q (392.229649 sec): 3 clusters Score: Raw -205239.987241 + Penalty 2789.138539 = -202450.848702 nChanged 0 SP:Iteration 22F (392.256852 sec): 3 clusters Score: Raw -205239.987241 + Penalty 2789.138539 = -202450.848702 nChanged 0 Trying to split cluster 8 (14696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (392.325523 sec): 2 clusters Score: Raw -1146796.146169 + Penalty 1683.980525 = -1145112.165644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (392.428822 sec): 3 clusters Score: Raw -1138199.908315 + Penalty 3367.961050 = -1134831.947265 nChanged 6571 SP:Iteration 1F (392.509452 sec): 3 clusters Score: Raw -1142037.388674 + Penalty 3367.961050 = -1138669.427624 nChanged 1085 SP:Iteration 2F (392.577905 sec): 3 clusters Score: Raw -1142645.494317 + Penalty 3367.961050 = -1139277.533267 nChanged 970 SP:Iteration 3F (392.649853 sec): 3 clusters Score: Raw -1143277.636312 + Penalty 3367.961050 = -1139909.675262 nChanged 965 SP:Iteration 4F (392.724205 sec): 3 clusters Score: Raw -1143970.823488 + Penalty 3367.961050 = -1140602.862438 nChanged 967 SP:Iteration 5F (392.801507 sec): 3 clusters Score: Raw -1144720.846068 + Penalty 3367.961050 = -1141352.885018 nChanged 918 SP:Iteration 6F (392.914562 sec): 3 clusters Score: Raw -1145418.706174 + Penalty 3367.961050 = -1142050.745124 nChanged 752 SP:Iteration 7F (392.996095 sec): 3 clusters Score: Raw -1145953.007616 + Penalty 3367.961050 = -1142585.046565 nChanged 605 SP:Iteration 8Q (393.079024 sec): 3 clusters Score: Raw -1146308.717351 + Penalty 3367.961050 = -1142940.756301 nChanged 465 SP:Iteration 9Q (393.159050 sec): 3 clusters Score: Raw -1146556.850237 + Penalty 3367.961050 = -1143188.889187 nChanged 326 SP:Iteration 10Q (393.265076 sec): 3 clusters Score: Raw -1146711.806097 + Penalty 3367.961050 = -1143343.845047 nChanged 266 SP:Iteration 11Q (393.371456 sec): 3 clusters Score: Raw -1146811.885366 + Penalty 3367.961050 = -1143443.924316 nChanged 218 SP:Iteration 12Q (393.441777 sec): 3 clusters Score: Raw -1146886.987585 + Penalty 3367.961050 = -1143519.026535 nChanged 194 SP:Iteration 13Q (393.506060 sec): 3 clusters Score: Raw -1146948.659022 + Penalty 3367.961050 = -1143580.697972 nChanged 149 SP:Iteration 14Q (393.583971 sec): 3 clusters Score: Raw -1146995.936796 + Penalty 3367.961050 = -1143627.975746 nChanged 117 SP:Iteration 15Q (393.662982 sec): 3 clusters Score: Raw -1147022.945741 + Penalty 3367.961050 = -1143654.984691 nChanged 82 SP:Iteration 16Q (393.737093 sec): 3 clusters Score: Raw -1147037.951783 + Penalty 3367.961050 = -1143669.990733 nChanged 83 SP:Iteration 17Q (393.811464 sec): 3 clusters Score: Raw -1147056.381308 + Penalty 3367.961050 = -1143688.420258 nChanged 84 SP:Iteration 18Q (393.885434 sec): 3 clusters Score: Raw -1147073.775083 + Penalty 3367.961050 = -1143705.814033 nChanged 70 SP:Iteration 19Q (393.962193 sec): 3 clusters Score: Raw -1147087.745893 + Penalty 3367.961050 = -1143719.784843 nChanged 70 SP:Iteration 20F (394.120867 sec): 3 clusters Score: Raw -1147100.372544 + Penalty 3367.961050 = -1143732.411494 nChanged 64 SP:Iteration 21Q (394.198651 sec): 3 clusters Score: Raw -1147114.710522 + Penalty 3367.961050 = -1143746.749472 nChanged 68 SP:Iteration 22Q (394.283318 sec): 3 clusters Score: Raw -1147130.020628 + Penalty 3367.961050 = -1143762.059577 nChanged 70 SP:Iteration 23Q (394.370795 sec): 3 clusters Score: Raw -1147147.143775 + Penalty 3367.961050 = -1143779.182725 nChanged 87 SP:Iteration 24Q (394.448469 sec): 3 clusters Score: Raw -1147165.126450 + Penalty 3367.961050 = -1143797.165400 nChanged 82 SP:Iteration 25Q (394.536526 sec): 3 clusters Score: Raw -1147178.168910 + Penalty 3367.961050 = -1143810.207860 nChanged 61 SP:Iteration 26Q (394.623899 sec): 3 clusters Score: Raw -1147189.012018 + Penalty 3367.961050 = -1143821.050968 nChanged 56 SP:Iteration 27Q (394.706837 sec): 3 clusters Score: Raw -1147198.553352 + Penalty 3367.961050 = -1143830.592302 nChanged 56 SP:Iteration 28Q (394.791199 sec): 3 clusters Score: Raw -1147210.789779 + Penalty 3367.961050 = -1143842.828729 nChanged 59 SP:Iteration 29Q (394.967698 sec): 3 clusters Score: Raw -1147228.239803 + Penalty 3367.961050 = -1143860.278753 nChanged 84 SP:Iteration 30Q (395.067017 sec): 3 clusters Score: Raw -1147252.790145 + Penalty 3367.961050 = -1143884.829095 nChanged 100 SP:Iteration 31Q (395.139174 sec): 3 clusters Score: Raw -1147283.389774 + Penalty 3367.961050 = -1143915.428724 nChanged 120 SP:Iteration 32Q (395.241637 sec): 3 clusters Score: Raw -1147326.661673 + Penalty 3367.961050 = -1143958.700623 nChanged 139 SP:Iteration 33Q (395.322162 sec): 3 clusters Score: Raw -1147382.803471 + Penalty 3367.961050 = -1144014.842421 nChanged 170 SP:Iteration 34Q (395.399254 sec): 3 clusters Score: Raw -1147460.576088 + Penalty 3367.961050 = -1144092.615038 nChanged 163 SP:Iteration 35Q (395.487051 sec): 3 clusters Score: Raw -1147536.968704 + Penalty 3367.961050 = -1144169.007654 nChanged 215 SP:Iteration 36Q (395.572071 sec): 3 clusters Score: Raw -1147646.503656 + Penalty 3367.961050 = -1144278.542606 nChanged 243 SP:Iteration 37Q (395.656458 sec): 3 clusters Score: Raw -1147796.360621 + Penalty 3367.961050 = -1144428.399571 nChanged 261 SP:Iteration 38Q (395.742018 sec): 3 clusters Score: Raw -1148023.131736 + Penalty 3367.961050 = -1144655.170686 nChanged 317 SP:Iteration 39Q (395.834682 sec): 3 clusters Score: Raw -1148396.828861 + Penalty 3367.961050 = -1145028.867811 nChanged 364 SP:Iteration 40F (395.919936 sec): 3 clusters Score: Raw -1148945.287519 + Penalty 3367.961050 = -1145577.326469 nChanged 419 SP:Iteration 41Q (396.002477 sec): 3 clusters Score: Raw -1149639.729177 + Penalty 3367.961050 = -1146271.768127 nChanged 432 SP:Iteration 42Q (396.085260 sec): 3 clusters Score: Raw -1150331.111954 + Penalty 3367.961050 = -1146963.150904 nChanged 447 SP:Iteration 43Q (396.185234 sec): 3 clusters Score: Raw -1151111.758067 + Penalty 3367.961050 = -1147743.797017 nChanged 302 SP:Iteration 44Q (396.275083 sec): 3 clusters Score: Raw -1151527.338388 + Penalty 3367.961050 = -1148159.377338 nChanged 165 SP:Iteration 45Q (396.362392 sec): 3 clusters Score: Raw -1151643.213499 + Penalty 3367.961050 = -1148275.252449 nChanged 98 SP:Iteration 46Q (396.450449 sec): 3 clusters Score: Raw -1151692.601966 + Penalty 3367.961050 = -1148324.640916 nChanged 87 SP:Iteration 47Q (396.538999 sec): 3 clusters Score: Raw -1151726.418785 + Penalty 3367.961050 = -1148358.457735 nChanged 71 SP:Iteration 48Q (396.626233 sec): 3 clusters Score: Raw -1151752.045998 + Penalty 3367.961050 = -1148384.084948 nChanged 48 SP:Iteration 49Q (396.715024 sec): 3 clusters Score: Raw -1151763.116935 + Penalty 3367.961050 = -1148395.155885 nChanged 31 SP:Iteration 50Q (396.794275 sec): 3 clusters Score: Raw -1151767.709910 + Penalty 3367.961050 = -1148399.748860 nChanged 20 SP:Iteration 51Q (396.873357 sec): 3 clusters Score: Raw -1151770.189923 + Penalty 3367.961050 = -1148402.228873 nChanged 14 SP:Iteration 52Q (396.953069 sec): 3 clusters Score: Raw -1151771.760924 + Penalty 3367.961050 = -1148403.799874 nChanged 11 SP:Iteration 53Q (397.032322 sec): 3 clusters Score: Raw -1151772.826032 + Penalty 3367.961050 = -1148404.864982 nChanged 6 SP:Iteration 54Q (397.110566 sec): 3 clusters Score: Raw -1151773.464980 + Penalty 3367.961050 = -1148405.503930 nChanged 5 SP:Iteration 55Q (397.188641 sec): 3 clusters Score: Raw -1151774.013716 + Penalty 3367.961050 = -1148406.052666 nChanged 5 SP:Iteration 56Q (397.294263 sec): 3 clusters Score: Raw -1151774.379123 + Penalty 3367.961050 = -1148406.418073 nChanged 3 SP:Iteration 57Q (397.407421 sec): 3 clusters Score: Raw -1151774.621513 + Penalty 3367.961050 = -1148406.660463 nChanged 1 SP:Iteration 58Q (397.480432 sec): 3 clusters Score: Raw -1151774.675361 + Penalty 3367.961050 = -1148406.714311 nChanged 0 SP:Iteration 59F (397.566688 sec): 3 clusters Score: Raw -1151774.675361 + Penalty 3367.961050 = -1148406.714311 nChanged 0 Score: Raw -7117539.908565 + Penalty 52596.062773 = -7064943.845792 Splitting cluster 8 changes total score from -7061737.147962 to -7064943.845792 So it's getting split into cluster 26. Trying to split cluster 9 (1892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (400.975325 sec): 2 clusters Score: Raw -105739.722597 + Penalty 1324.215901 = -104415.506696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (401.004067 sec): 3 clusters Score: Raw -104961.744910 + Penalty 2648.431802 = -102313.313108 nChanged 688 SP:Iteration 1F (401.031577 sec): 3 clusters Score: Raw -105568.884137 + Penalty 2648.431802 = -102920.452335 nChanged 189 SP:Iteration 2F (401.091287 sec): 3 clusters Score: Raw -105802.230549 + Penalty 2648.431802 = -103153.798747 nChanged 141 SP:Iteration 3F (401.119660 sec): 3 clusters Score: Raw -105998.249024 + Penalty 2648.431802 = -103349.817222 nChanged 112 SP:Iteration 4F (401.144690 sec): 3 clusters Score: Raw -106140.107241 + Penalty 2648.431802 = -103491.675439 nChanged 92 SP:Iteration 5Q (401.169802 sec): 3 clusters Score: Raw -106232.330511 + Penalty 2648.431802 = -103583.898708 nChanged 69 SP:Iteration 6Q (401.204301 sec): 3 clusters Score: Raw -106301.577756 + Penalty 2648.431802 = -103653.145954 nChanged 59 SP:Iteration 7Q (401.229970 sec): 3 clusters Score: Raw -106353.001671 + Penalty 2648.431802 = -103704.569868 nChanged 40 SP:Iteration 8Q (401.254911 sec): 3 clusters Score: Raw -106383.268112 + Penalty 2648.431802 = -103734.836310 nChanged 29 SP:Iteration 9Q (401.279943 sec): 3 clusters Score: Raw -106401.419762 + Penalty 2648.431802 = -103752.987960 nChanged 23 SP:Iteration 10Q (401.305322 sec): 3 clusters Score: Raw -106416.762004 + Penalty 2648.431802 = -103768.330202 nChanged 20 SP:Iteration 11Q (401.329234 sec): 3 clusters Score: Raw -106429.562657 + Penalty 2648.431802 = -103781.130855 nChanged 12 SP:Iteration 12Q (401.354568 sec): 3 clusters Score: Raw -106439.126297 + Penalty 2648.431802 = -103790.694495 nChanged 9 SP:Iteration 13Q (401.379446 sec): 3 clusters Score: Raw -106444.305293 + Penalty 2648.431802 = -103795.873491 nChanged 6 SP:Iteration 14Q (401.404357 sec): 3 clusters Score: Raw -106446.685570 + Penalty 2648.431802 = -103798.253768 nChanged 4 SP:Iteration 15Q (401.429474 sec): 3 clusters Score: Raw -106448.281696 + Penalty 2648.431802 = -103799.849894 nChanged 1 SP:Iteration 16Q (401.454867 sec): 3 clusters Score: Raw -106448.895048 + Penalty 2648.431802 = -103800.463246 nChanged 0 SP:Iteration 17F (401.479979 sec): 3 clusters Score: Raw -106448.895048 + Penalty 2648.431802 = -103800.463246 nChanged 0 Trying to split cluster 10 (2028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (401.514061 sec): 2 clusters Score: Raw -150599.367025 + Penalty 1336.398342 = -149262.968684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (401.558127 sec): 3 clusters Score: Raw -149757.623672 + Penalty 2672.796683 = -147084.826989 nChanged 719 SP:Iteration 1F (401.593038 sec): 3 clusters Score: Raw -150261.150302 + Penalty 2672.796683 = -147588.353619 nChanged 197 SP:Iteration 2F (401.619666 sec): 3 clusters Score: Raw -150440.359104 + Penalty 2672.796683 = -147767.562421 nChanged 129 SP:Iteration 3F (401.646668 sec): 3 clusters Score: Raw -150576.006148 + Penalty 2672.796683 = -147903.209465 nChanged 106 SP:Iteration 4F (401.671575 sec): 3 clusters Score: Raw -150686.178508 + Penalty 2672.796683 = -148013.381825 nChanged 106 SP:Iteration 5F (401.698473 sec): 3 clusters Score: Raw -150801.910397 + Penalty 2672.796683 = -148129.113714 nChanged 89 SP:Iteration 6Q (401.725539 sec): 3 clusters Score: Raw -150904.324592 + Penalty 2672.796683 = -148231.527909 nChanged 72 SP:Iteration 7Q (401.840111 sec): 3 clusters Score: Raw -150981.413427 + Penalty 2672.796683 = -148308.616744 nChanged 76 SP:Iteration 8Q (401.878195 sec): 3 clusters Score: Raw -151053.147233 + Penalty 2672.796683 = -148380.350550 nChanged 55 SP:Iteration 9Q (401.957254 sec): 3 clusters Score: Raw -151100.703441 + Penalty 2672.796683 = -148427.906758 nChanged 33 SP:Iteration 10Q (401.985309 sec): 3 clusters Score: Raw -151121.639595 + Penalty 2672.796683 = -148448.842912 nChanged 19 SP:Iteration 11Q (402.012000 sec): 3 clusters Score: Raw -151130.973091 + Penalty 2672.796683 = -148458.176408 nChanged 4 SP:Iteration 12Q (402.041570 sec): 3 clusters Score: Raw -151133.670184 + Penalty 2672.796683 = -148460.873501 nChanged 6 SP:Iteration 13Q (402.088571 sec): 3 clusters Score: Raw -151137.093155 + Penalty 2672.796683 = -148464.296472 nChanged 6 SP:Iteration 14Q (402.119161 sec): 3 clusters Score: Raw -151140.517304 + Penalty 2672.796683 = -148467.720621 nChanged 3 SP:Iteration 15Q (402.150135 sec): 3 clusters Score: Raw -151142.420136 + Penalty 2672.796683 = -148469.623453 nChanged 3 SP:Iteration 16Q (402.176646 sec): 3 clusters Score: Raw -151143.695112 + Penalty 2672.796683 = -148470.898429 nChanged 1 SP:Iteration 17Q (402.263604 sec): 3 clusters Score: Raw -151144.378327 + Penalty 2672.796683 = -148471.581644 nChanged 1 SP:Iteration 18Q (402.290654 sec): 3 clusters Score: Raw -151144.749710 + Penalty 2672.796683 = -148471.953027 nChanged 1 SP:Iteration 19Q (402.330601 sec): 3 clusters Score: Raw -151145.209658 + Penalty 2672.796683 = -148472.412975 nChanged 0 SP:Iteration 20F (402.356880 sec): 3 clusters Score: Raw -151145.209658 + Penalty 2672.796683 = -148472.412975 nChanged 0 Trying to split cluster 11 (1793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (402.390593 sec): 2 clusters Score: Raw -130327.963053 + Penalty 1314.783781 = -129013.179272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (402.415367 sec): 3 clusters Score: Raw -129620.815675 + Penalty 2629.567561 = -126991.248113 nChanged 617 SP:Iteration 1F (402.441942 sec): 3 clusters Score: Raw -130070.735075 + Penalty 2629.567561 = -127441.167514 nChanged 154 SP:Iteration 2F (402.465970 sec): 3 clusters Score: Raw -130231.831254 + Penalty 2629.567561 = -127602.263693 nChanged 127 SP:Iteration 3F (402.489980 sec): 3 clusters Score: Raw -130383.954678 + Penalty 2629.567561 = -127754.387117 nChanged 102 SP:Iteration 4F (402.514144 sec): 3 clusters Score: Raw -130521.386494 + Penalty 2629.567561 = -127891.818933 nChanged 107 SP:Iteration 5F (402.538085 sec): 3 clusters Score: Raw -130642.674221 + Penalty 2629.567561 = -128013.106660 nChanged 74 SP:Iteration 6Q (402.565823 sec): 3 clusters Score: Raw -130730.217855 + Penalty 2629.567561 = -128100.650293 nChanged 66 SP:Iteration 7Q (402.590234 sec): 3 clusters Score: Raw -130794.491500 + Penalty 2629.567561 = -128164.923938 nChanged 44 SP:Iteration 8Q (402.615096 sec): 3 clusters Score: Raw -130836.017025 + Penalty 2629.567561 = -128206.449464 nChanged 24 SP:Iteration 9Q (402.639856 sec): 3 clusters Score: Raw -130859.479240 + Penalty 2629.567561 = -128229.911679 nChanged 24 SP:Iteration 10Q (402.664286 sec): 3 clusters Score: Raw -130878.721608 + Penalty 2629.567561 = -128249.154047 nChanged 17 SP:Iteration 11Q (402.692393 sec): 3 clusters Score: Raw -130895.657501 + Penalty 2629.567561 = -128266.089940 nChanged 12 SP:Iteration 12Q (402.716522 sec): 3 clusters Score: Raw -130909.070374 + Penalty 2629.567561 = -128279.502812 nChanged 17 SP:Iteration 13Q (402.740639 sec): 3 clusters Score: Raw -130922.607283 + Penalty 2629.567561 = -128293.039722 nChanged 12 SP:Iteration 14Q (402.764966 sec): 3 clusters Score: Raw -130933.926266 + Penalty 2629.567561 = -128304.358705 nChanged 13 SP:Iteration 15Q (402.788693 sec): 3 clusters Score: Raw -130948.017824 + Penalty 2629.567561 = -128318.450263 nChanged 17 SP:Iteration 16Q (402.813470 sec): 3 clusters Score: Raw -130963.802532 + Penalty 2629.567561 = -128334.234970 nChanged 11 SP:Iteration 17Q (402.837674 sec): 3 clusters Score: Raw -130978.103822 + Penalty 2629.567561 = -128348.536261 nChanged 11 SP:Iteration 18Q (402.923254 sec): 3 clusters Score: Raw -130988.131072 + Penalty 2629.567561 = -128358.563511 nChanged 10 SP:Iteration 19Q (402.948177 sec): 3 clusters Score: Raw -130995.406265 + Penalty 2629.567561 = -128365.838704 nChanged 7 SP:Iteration 20F (402.972215 sec): 3 clusters Score: Raw -131000.060554 + Penalty 2629.567561 = -128370.492992 nChanged 10 SP:Iteration 21Q (403.010314 sec): 3 clusters Score: Raw -131006.564039 + Penalty 2629.567561 = -128376.996478 nChanged 7 SP:Iteration 22Q (403.036570 sec): 3 clusters Score: Raw -131009.772583 + Penalty 2629.567561 = -128380.205021 nChanged 4 SP:Iteration 23Q (403.060917 sec): 3 clusters Score: Raw -131012.482417 + Penalty 2629.567561 = -128382.914856 nChanged 6 SP:Iteration 24Q (403.085018 sec): 3 clusters Score: Raw -131017.125611 + Penalty 2629.567561 = -128387.558049 nChanged 7 SP:Iteration 25Q (403.109232 sec): 3 clusters Score: Raw -131021.134064 + Penalty 2629.567561 = -128391.566503 nChanged 5 SP:Iteration 26Q (403.133347 sec): 3 clusters Score: Raw -131023.507480 + Penalty 2629.567561 = -128393.939919 nChanged 3 SP:Iteration 27Q (403.157358 sec): 3 clusters Score: Raw -131024.983230 + Penalty 2629.567561 = -128395.415669 nChanged 1 SP:Iteration 28Q (403.181575 sec): 3 clusters Score: Raw -131025.260149 + Penalty 2629.567561 = -128395.692588 nChanged 0 SP:Iteration 29F (403.205554 sec): 3 clusters Score: Raw -131025.260149 + Penalty 2629.567561 = -128395.692588 nChanged 0 Trying to split cluster 12 (8128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (403.260856 sec): 2 clusters Score: Raw -625445.194567 + Penalty 1580.038815 = -623865.155752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (403.427749 sec): 3 clusters Score: Raw -621072.819765 + Penalty 3160.077630 = -617912.742135 nChanged 3435 SP:Iteration 1F (403.501638 sec): 3 clusters Score: Raw -623256.988715 + Penalty 3160.077630 = -620096.911085 nChanged 716 SP:Iteration 2F (403.555655 sec): 3 clusters Score: Raw -623930.852333 + Penalty 3160.077630 = -620770.774704 nChanged 627 SP:Iteration 3F (403.608145 sec): 3 clusters Score: Raw -624597.816949 + Penalty 3160.077630 = -621437.739319 nChanged 588 SP:Iteration 4F (403.663969 sec): 3 clusters Score: Raw -625399.281324 + Penalty 3160.077630 = -622239.203695 nChanged 595 SP:Iteration 5F (403.730310 sec): 3 clusters Score: Raw -626622.139775 + Penalty 3160.077630 = -623462.062145 nChanged 743 SP:Iteration 6F (403.799238 sec): 3 clusters Score: Raw -628270.969612 + Penalty 3160.077630 = -625110.891982 nChanged 677 SP:Iteration 7F (403.867454 sec): 3 clusters Score: Raw -629173.577309 + Penalty 3160.077630 = -626013.499680 nChanged 357 SP:Iteration 8Q (403.957287 sec): 3 clusters Score: Raw -629516.765753 + Penalty 3160.077630 = -626356.688123 nChanged 145 SP:Iteration 9Q (404.013068 sec): 3 clusters Score: Raw -629631.074789 + Penalty 3160.077630 = -626470.997160 nChanged 56 SP:Iteration 10Q (404.072822 sec): 3 clusters Score: Raw -629663.501467 + Penalty 3160.077630 = -626503.423837 nChanged 29 SP:Iteration 11Q (404.132442 sec): 3 clusters Score: Raw -629676.012214 + Penalty 3160.077630 = -626515.934585 nChanged 14 SP:Iteration 12Q (404.190622 sec): 3 clusters Score: Raw -629681.168250 + Penalty 3160.077630 = -626521.090620 nChanged 13 SP:Iteration 13Q (404.246078 sec): 3 clusters Score: Raw -629687.210523 + Penalty 3160.077630 = -626527.132894 nChanged 14 SP:Iteration 14Q (404.301479 sec): 3 clusters Score: Raw -629692.379354 + Penalty 3160.077630 = -626532.301724 nChanged 8 SP:Iteration 15Q (404.362456 sec): 3 clusters Score: Raw -629693.934977 + Penalty 3160.077630 = -626533.857347 nChanged 2 SP:Iteration 16Q (404.423698 sec): 3 clusters Score: Raw -629694.592346 + Penalty 3160.077630 = -626534.514716 nChanged 1 SP:Iteration 17Q (404.484980 sec): 3 clusters Score: Raw -629694.654477 + Penalty 3160.077630 = -626534.576848 nChanged 0 SP:Iteration 18F (404.643033 sec): 3 clusters Score: Raw -629694.654477 + Penalty 3160.077630 = -626534.576848 nChanged 0 Score: Raw -7121789.368475 + Penalty 54618.988264 = -7067170.380211 Splitting cluster 12 changes total score from -7061737.147962 to -7067170.380211 So it's getting split into cluster 27. Trying to split cluster 13 (2486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (408.301551 sec): 2 clusters Score: Raw -156051.154074 + Penalty 1372.134513 = -154679.019561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (408.334351 sec): 3 clusters Score: Raw -154986.924913 + Penalty 2744.269025 = -152242.655887 nChanged 865 SP:Iteration 1F (408.367764 sec): 3 clusters Score: Raw -155622.279983 + Penalty 2744.269025 = -152878.010958 nChanged 224 SP:Iteration 2F (408.400657 sec): 3 clusters Score: Raw -155841.293939 + Penalty 2744.269025 = -153097.024914 nChanged 153 SP:Iteration 3F (408.467211 sec): 3 clusters Score: Raw -155986.174217 + Penalty 2744.269025 = -153241.905192 nChanged 133 SP:Iteration 4F (408.499799 sec): 3 clusters Score: Raw -156098.592117 + Penalty 2744.269025 = -153354.323092 nChanged 99 SP:Iteration 5Q (408.532919 sec): 3 clusters Score: Raw -156184.844753 + Penalty 2744.269025 = -153440.575727 nChanged 93 SP:Iteration 6Q (408.564506 sec): 3 clusters Score: Raw -156262.199672 + Penalty 2744.269025 = -153517.930647 nChanged 62 SP:Iteration 7Q (408.596135 sec): 3 clusters Score: Raw -156312.156387 + Penalty 2744.269025 = -153567.887362 nChanged 41 SP:Iteration 8Q (408.627824 sec): 3 clusters Score: Raw -156336.558763 + Penalty 2744.269025 = -153592.289738 nChanged 30 SP:Iteration 9Q (408.659446 sec): 3 clusters Score: Raw -156358.089193 + Penalty 2744.269025 = -153613.820168 nChanged 34 SP:Iteration 10Q (408.691147 sec): 3 clusters Score: Raw -156389.327882 + Penalty 2744.269025 = -153645.058856 nChanged 48 SP:Iteration 11Q (408.722742 sec): 3 clusters Score: Raw -156422.140467 + Penalty 2744.269025 = -153677.871441 nChanged 38 SP:Iteration 12Q (408.754335 sec): 3 clusters Score: Raw -156446.714392 + Penalty 2744.269025 = -153702.445367 nChanged 30 SP:Iteration 13Q (408.785914 sec): 3 clusters Score: Raw -156464.613441 + Penalty 2744.269025 = -153720.344416 nChanged 23 SP:Iteration 14Q (408.817543 sec): 3 clusters Score: Raw -156477.104445 + Penalty 2744.269025 = -153732.835420 nChanged 16 SP:Iteration 15Q (408.849317 sec): 3 clusters Score: Raw -156487.137630 + Penalty 2744.269025 = -153742.868605 nChanged 20 SP:Iteration 16Q (408.880913 sec): 3 clusters Score: Raw -156501.975722 + Penalty 2744.269025 = -153757.706697 nChanged 14 SP:Iteration 17Q (408.912387 sec): 3 clusters Score: Raw -156509.278011 + Penalty 2744.269025 = -153765.008986 nChanged 13 SP:Iteration 18Q (408.944101 sec): 3 clusters Score: Raw -156516.278809 + Penalty 2744.269025 = -153772.009783 nChanged 12 SP:Iteration 19Q (408.975631 sec): 3 clusters Score: Raw -156522.245672 + Penalty 2744.269025 = -153777.976646 nChanged 10 SP:Iteration 20F (409.006767 sec): 3 clusters Score: Raw -156528.147257 + Penalty 2744.269025 = -153783.878231 nChanged 18 SP:Iteration 21Q (409.037217 sec): 3 clusters Score: Raw -156538.777274 + Penalty 2744.269025 = -153794.508248 nChanged 17 SP:Iteration 22Q (409.068803 sec): 3 clusters Score: Raw -156550.326403 + Penalty 2744.269025 = -153806.057377 nChanged 15 SP:Iteration 23Q (409.100327 sec): 3 clusters Score: Raw -156560.958817 + Penalty 2744.269025 = -153816.689791 nChanged 20 SP:Iteration 24Q (409.131859 sec): 3 clusters Score: Raw -156578.291826 + Penalty 2744.269025 = -153834.022800 nChanged 31 SP:Iteration 25Q (409.163361 sec): 3 clusters Score: Raw -156598.971545 + Penalty 2744.269025 = -153854.702519 nChanged 30 SP:Iteration 26Q (409.194641 sec): 3 clusters Score: Raw -156619.959778 + Penalty 2744.269025 = -153875.690753 nChanged 28 SP:Iteration 27Q (409.226036 sec): 3 clusters Score: Raw -156640.965762 + Penalty 2744.269025 = -153896.696737 nChanged 26 SP:Iteration 28Q (409.310925 sec): 3 clusters Score: Raw -156653.569799 + Penalty 2744.269025 = -153909.300773 nChanged 26 SP:Iteration 29Q (409.342645 sec): 3 clusters Score: Raw -156666.672135 + Penalty 2744.269025 = -153922.403109 nChanged 19 SP:Iteration 30Q (409.374316 sec): 3 clusters Score: Raw -156675.892664 + Penalty 2744.269025 = -153931.623638 nChanged 14 SP:Iteration 31Q (409.405764 sec): 3 clusters Score: Raw -156683.572777 + Penalty 2744.269025 = -153939.303752 nChanged 12 SP:Iteration 32Q (409.437382 sec): 3 clusters Score: Raw -156691.409161 + Penalty 2744.269025 = -153947.140136 nChanged 18 SP:Iteration 33Q (409.468794 sec): 3 clusters Score: Raw -156702.432869 + Penalty 2744.269025 = -153958.163843 nChanged 21 SP:Iteration 34Q (409.500206 sec): 3 clusters Score: Raw -156713.048415 + Penalty 2744.269025 = -153968.779389 nChanged 12 SP:Iteration 35Q (409.531422 sec): 3 clusters Score: Raw -156719.269548 + Penalty 2744.269025 = -153975.000522 nChanged 18 SP:Iteration 36Q (409.563044 sec): 3 clusters Score: Raw -156728.441882 + Penalty 2744.269025 = -153984.172857 nChanged 18 SP:Iteration 37Q (409.594565 sec): 3 clusters Score: Raw -156738.272671 + Penalty 2744.269025 = -153994.003645 nChanged 19 SP:Iteration 38Q (409.626071 sec): 3 clusters Score: Raw -156752.016372 + Penalty 2744.269025 = -154007.747347 nChanged 18 SP:Iteration 39Q (409.657358 sec): 3 clusters Score: Raw -156763.015822 + Penalty 2744.269025 = -154018.746797 nChanged 12 SP:Iteration 40F (409.688562 sec): 3 clusters Score: Raw -156771.370044 + Penalty 2744.269025 = -154027.101018 nChanged 12 SP:Iteration 41Q (409.719880 sec): 3 clusters Score: Raw -156782.321054 + Penalty 2744.269025 = -154038.052029 nChanged 19 SP:Iteration 42Q (409.751488 sec): 3 clusters Score: Raw -156791.586960 + Penalty 2744.269025 = -154047.317934 nChanged 15 SP:Iteration 43Q (409.782824 sec): 3 clusters Score: Raw -156800.167250 + Penalty 2744.269025 = -154055.898225 nChanged 14 SP:Iteration 44Q (409.814039 sec): 3 clusters Score: Raw -156806.994768 + Penalty 2744.269025 = -154062.725742 nChanged 13 SP:Iteration 45Q (409.845452 sec): 3 clusters Score: Raw -156814.645443 + Penalty 2744.269025 = -154070.376418 nChanged 11 SP:Iteration 46Q (409.876836 sec): 3 clusters Score: Raw -156820.423113 + Penalty 2744.269025 = -154076.154087 nChanged 19 SP:Iteration 47Q (409.908055 sec): 3 clusters Score: Raw -156831.231315 + Penalty 2744.269025 = -154086.962289 nChanged 16 SP:Iteration 48Q (409.939324 sec): 3 clusters Score: Raw -156843.469475 + Penalty 2744.269025 = -154099.200449 nChanged 26 SP:Iteration 49Q (409.970277 sec): 3 clusters Score: Raw -156861.447089 + Penalty 2744.269025 = -154117.178063 nChanged 21 SP:Iteration 50Q (410.006712 sec): 3 clusters Score: Raw -156876.362500 + Penalty 2744.269025 = -154132.093474 nChanged 29 SP:Iteration 51Q (410.043550 sec): 3 clusters Score: Raw -156893.089418 + Penalty 2744.269025 = -154148.820392 nChanged 29 SP:Iteration 52Q (410.076758 sec): 3 clusters Score: Raw -156910.369118 + Penalty 2744.269025 = -154166.100093 nChanged 19 SP:Iteration 53Q (410.112561 sec): 3 clusters Score: Raw -156924.723682 + Penalty 2744.269025 = -154180.454657 nChanged 32 SP:Iteration 54Q (410.148346 sec): 3 clusters Score: Raw -156949.296473 + Penalty 2744.269025 = -154205.027448 nChanged 35 SP:Iteration 55Q (410.181542 sec): 3 clusters Score: Raw -156968.475662 + Penalty 2744.269025 = -154224.206636 nChanged 26 SP:Iteration 56Q (410.214651 sec): 3 clusters Score: Raw -156991.397643 + Penalty 2744.269025 = -154247.128618 nChanged 27 SP:Iteration 57Q (410.247780 sec): 3 clusters Score: Raw -157007.914757 + Penalty 2744.269025 = -154263.645732 nChanged 21 SP:Iteration 58Q (410.280038 sec): 3 clusters Score: Raw -157020.833869 + Penalty 2744.269025 = -154276.564844 nChanged 18 SP:Iteration 59Q (410.388890 sec): 3 clusters Score: Raw -157031.951503 + Penalty 2744.269025 = -154287.682478 nChanged 14 SP:Iteration 60F (410.423674 sec): 3 clusters Score: Raw -157040.806772 + Penalty 2744.269025 = -154296.537747 nChanged 16 SP:Iteration 61Q (410.460756 sec): 3 clusters Score: Raw -157048.536846 + Penalty 2744.269025 = -154304.267821 nChanged 15 SP:Iteration 62Q (410.495160 sec): 3 clusters Score: Raw -157057.947720 + Penalty 2744.269025 = -154313.678695 nChanged 20 SP:Iteration 63Q (410.527117 sec): 3 clusters Score: Raw -157068.897028 + Penalty 2744.269025 = -154324.628003 nChanged 13 SP:Iteration 64Q (410.559148 sec): 3 clusters Score: Raw -157075.946122 + Penalty 2744.269025 = -154331.677097 nChanged 14 SP:Iteration 65Q (410.591012 sec): 3 clusters Score: Raw -157082.520747 + Penalty 2744.269025 = -154338.251721 nChanged 8 SP:Iteration 66Q (410.623490 sec): 3 clusters Score: Raw -157086.721510 + Penalty 2744.269025 = -154342.452485 nChanged 7 SP:Iteration 67Q (410.654945 sec): 3 clusters Score: Raw -157088.893464 + Penalty 2744.269025 = -154344.624439 nChanged 8 SP:Iteration 68Q (410.686615 sec): 3 clusters Score: Raw -157092.532381 + Penalty 2744.269025 = -154348.263355 nChanged 9 SP:Iteration 69Q (410.717833 sec): 3 clusters Score: Raw -157096.311265 + Penalty 2744.269025 = -154352.042239 nChanged 6 SP:Iteration 70Q (410.749197 sec): 3 clusters Score: Raw -157098.620420 + Penalty 2744.269025 = -154354.351395 nChanged 8 SP:Iteration 71Q (410.780622 sec): 3 clusters Score: Raw -157102.266979 + Penalty 2744.269025 = -154357.997954 nChanged 5 SP:Iteration 72Q (410.812104 sec): 3 clusters Score: Raw -157104.811979 + Penalty 2744.269025 = -154360.542954 nChanged 3 SP:Iteration 73Q (410.843133 sec): 3 clusters Score: Raw -157105.672611 + Penalty 2744.269025 = -154361.403586 nChanged 3 SP:Iteration 74Q (410.874244 sec): 3 clusters Score: Raw -157106.572645 + Penalty 2744.269025 = -154362.303620 nChanged 1 SP:Iteration 75Q (410.905244 sec): 3 clusters Score: Raw -157106.998106 + Penalty 2744.269025 = -154362.729080 nChanged 1 SP:Iteration 76Q (410.936359 sec): 3 clusters Score: Raw -157108.702597 + Penalty 2744.269025 = -154364.433572 nChanged 2 SP:Iteration 77Q (410.967354 sec): 3 clusters Score: Raw -157109.330836 + Penalty 2744.269025 = -154365.061810 nChanged 0 SP:Iteration 78F (410.998456 sec): 3 clusters Score: Raw -157109.330836 + Penalty 2744.269025 = -154365.061810 nChanged 0 Trying to split cluster 14 (5721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (411.044790 sec): 2 clusters Score: Raw -430228.927978 + Penalty 1518.408256 = -428710.519722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (411.123535 sec): 3 clusters Score: Raw -427230.338357 + Penalty 3036.816512 = -424193.521845 nChanged 2380 SP:Iteration 1F (411.169224 sec): 3 clusters Score: Raw -428625.436646 + Penalty 3036.816512 = -425588.620134 nChanged 487 SP:Iteration 2F (411.214544 sec): 3 clusters Score: Raw -428974.577980 + Penalty 3036.816512 = -425937.761468 nChanged 410 SP:Iteration 3F (411.259845 sec): 3 clusters Score: Raw -429300.990947 + Penalty 3036.816512 = -426264.174435 nChanged 389 SP:Iteration 4F (411.310123 sec): 3 clusters Score: Raw -429629.265807 + Penalty 3036.816512 = -426592.449295 nChanged 369 SP:Iteration 5F (411.362544 sec): 3 clusters Score: Raw -429915.336497 + Penalty 3036.816512 = -426878.519986 nChanged 280 SP:Iteration 6Q (411.415773 sec): 3 clusters Score: Raw -430104.064151 + Penalty 3036.816512 = -427067.247639 nChanged 222 SP:Iteration 7Q (411.467415 sec): 3 clusters Score: Raw -430262.760759 + Penalty 3036.816512 = -427225.944247 nChanged 197 SP:Iteration 8Q (411.517157 sec): 3 clusters Score: Raw -430380.013561 + Penalty 3036.816512 = -427343.197049 nChanged 156 SP:Iteration 9Q (411.566626 sec): 3 clusters Score: Raw -430457.402606 + Penalty 3036.816512 = -427420.586094 nChanged 124 SP:Iteration 10Q (411.628407 sec): 3 clusters Score: Raw -430518.505576 + Penalty 3036.816512 = -427481.689064 nChanged 112 SP:Iteration 11Q (411.684615 sec): 3 clusters Score: Raw -430581.199561 + Penalty 3036.816512 = -427544.383049 nChanged 95 SP:Iteration 12Q (411.741445 sec): 3 clusters Score: Raw -430630.403076 + Penalty 3036.816512 = -427593.586564 nChanged 85 SP:Iteration 13Q (411.791290 sec): 3 clusters Score: Raw -430674.686412 + Penalty 3036.816512 = -427637.869900 nChanged 81 SP:Iteration 14Q (411.840406 sec): 3 clusters Score: Raw -430715.906647 + Penalty 3036.816512 = -427679.090135 nChanged 67 SP:Iteration 15Q (411.890281 sec): 3 clusters Score: Raw -430745.320218 + Penalty 3036.816512 = -427708.503706 nChanged 67 SP:Iteration 16Q (411.940701 sec): 3 clusters Score: Raw -430780.421147 + Penalty 3036.816512 = -427743.604635 nChanged 64 SP:Iteration 17Q (411.991133 sec): 3 clusters Score: Raw -430816.797540 + Penalty 3036.816512 = -427779.981028 nChanged 49 SP:Iteration 18Q (412.041158 sec): 3 clusters Score: Raw -430842.777095 + Penalty 3036.816512 = -427805.960583 nChanged 44 SP:Iteration 19Q (412.213072 sec): 3 clusters Score: Raw -430857.803239 + Penalty 3036.816512 = -427820.986727 nChanged 24 SP:Iteration 20F (412.239950 sec): 3 clusters Score: Raw -430865.539059 + Penalty 3036.816512 = -427828.722547 nChanged 25 SP:Iteration 21Q (412.301012 sec): 3 clusters Score: Raw -430871.888250 + Penalty 3036.816512 = -427835.071739 nChanged 22 SP:Iteration 22Q (412.358627 sec): 3 clusters Score: Raw -430880.579462 + Penalty 3036.816512 = -427843.762950 nChanged 31 SP:Iteration 23Q (412.412145 sec): 3 clusters Score: Raw -430891.386431 + Penalty 3036.816512 = -427854.569919 nChanged 28 SP:Iteration 24Q (412.463631 sec): 3 clusters Score: Raw -430901.126883 + Penalty 3036.816512 = -427864.310371 nChanged 30 SP:Iteration 25Q (412.515527 sec): 3 clusters Score: Raw -430911.587694 + Penalty 3036.816512 = -427874.771182 nChanged 27 SP:Iteration 26Q (412.567287 sec): 3 clusters Score: Raw -430919.657796 + Penalty 3036.816512 = -427882.841284 nChanged 28 SP:Iteration 27Q (412.618469 sec): 3 clusters Score: Raw -430928.291165 + Penalty 3036.816512 = -427891.474653 nChanged 21 SP:Iteration 28Q (412.669792 sec): 3 clusters Score: Raw -430934.578470 + Penalty 3036.816512 = -427897.761958 nChanged 23 SP:Iteration 29Q (412.719374 sec): 3 clusters Score: Raw -430942.528213 + Penalty 3036.816512 = -427905.711702 nChanged 16 SP:Iteration 30Q (412.769000 sec): 3 clusters Score: Raw -430947.784138 + Penalty 3036.816512 = -427910.967626 nChanged 17 SP:Iteration 31Q (412.887960 sec): 3 clusters Score: Raw -430953.464499 + Penalty 3036.816512 = -427916.647987 nChanged 13 SP:Iteration 32Q (412.938508 sec): 3 clusters Score: Raw -430957.115157 + Penalty 3036.816512 = -427920.298645 nChanged 12 SP:Iteration 33Q (412.989417 sec): 3 clusters Score: Raw -430960.907627 + Penalty 3036.816512 = -427924.091115 nChanged 11 SP:Iteration 34Q (413.038118 sec): 3 clusters Score: Raw -430963.448300 + Penalty 3036.816512 = -427926.631788 nChanged 7 SP:Iteration 35Q (413.085281 sec): 3 clusters Score: Raw -430964.825991 + Penalty 3036.816512 = -427928.009479 nChanged 5 SP:Iteration 36Q (413.132441 sec): 3 clusters Score: Raw -430965.671766 + Penalty 3036.816512 = -427928.855254 nChanged 4 SP:Iteration 37Q (413.180499 sec): 3 clusters Score: Raw -430966.647936 + Penalty 3036.816512 = -427929.831424 nChanged 4 SP:Iteration 38Q (413.232145 sec): 3 clusters Score: Raw -430967.207934 + Penalty 3036.816512 = -427930.391422 nChanged 1 SP:Iteration 39Q (413.283732 sec): 3 clusters Score: Raw -430967.364477 + Penalty 3036.816512 = -427930.547965 nChanged 1 SP:Iteration 40F (413.335150 sec): 3 clusters Score: Raw -430967.576771 + Penalty 3036.816512 = -427930.760259 nChanged 0 Trying to split cluster 15 (3904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (413.412664 sec): 2 clusters Score: Raw -288683.442741 + Penalty 1451.342344 = -287232.100396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (413.493214 sec): 3 clusters Score: Raw -286790.054321 + Penalty 2902.684689 = -283887.369633 nChanged 1507 SP:Iteration 1F (413.541468 sec): 3 clusters Score: Raw -287763.802115 + Penalty 2902.684689 = -284861.117426 nChanged 372 SP:Iteration 2F (413.590164 sec): 3 clusters Score: Raw -288181.498113 + Penalty 2902.684689 = -285278.813424 nChanged 356 SP:Iteration 3F (413.635193 sec): 3 clusters Score: Raw -288618.844137 + Penalty 2902.684689 = -285716.159448 nChanged 314 SP:Iteration 4F (413.675804 sec): 3 clusters Score: Raw -288962.023316 + Penalty 2902.684689 = -286059.338628 nChanged 230 SP:Iteration 5F (413.716401 sec): 3 clusters Score: Raw -289203.869668 + Penalty 2902.684689 = -286301.184979 nChanged 192 SP:Iteration 6Q (413.757553 sec): 3 clusters Score: Raw -289382.403214 + Penalty 2902.684689 = -286479.718525 nChanged 150 SP:Iteration 7Q (413.798430 sec): 3 clusters Score: Raw -289497.560510 + Penalty 2902.684689 = -286594.875822 nChanged 99 SP:Iteration 8Q (413.839961 sec): 3 clusters Score: Raw -289568.284764 + Penalty 2902.684689 = -286665.600075 nChanged 70 SP:Iteration 9Q (413.881830 sec): 3 clusters Score: Raw -289623.769664 + Penalty 2902.684689 = -286721.084975 nChanged 51 SP:Iteration 10Q (413.995757 sec): 3 clusters Score: Raw -289654.694509 + Penalty 2902.684689 = -286752.009820 nChanged 40 SP:Iteration 11Q (414.035554 sec): 3 clusters Score: Raw -289677.482112 + Penalty 2902.684689 = -286774.797423 nChanged 36 SP:Iteration 12Q (414.077749 sec): 3 clusters Score: Raw -289694.590423 + Penalty 2902.684689 = -286791.905735 nChanged 27 SP:Iteration 13Q (414.119974 sec): 3 clusters Score: Raw -289706.248284 + Penalty 2902.684689 = -286803.563596 nChanged 22 SP:Iteration 14Q (414.162084 sec): 3 clusters Score: Raw -289718.568923 + Penalty 2902.684689 = -286815.884234 nChanged 15 SP:Iteration 15Q (414.206176 sec): 3 clusters Score: Raw -289725.414965 + Penalty 2902.684689 = -286822.730277 nChanged 11 SP:Iteration 16Q (414.247878 sec): 3 clusters Score: Raw -289731.713013 + Penalty 2902.684689 = -286829.028325 nChanged 12 SP:Iteration 17Q (414.291908 sec): 3 clusters Score: Raw -289738.134740 + Penalty 2902.684689 = -286835.450051 nChanged 11 SP:Iteration 18Q (414.332927 sec): 3 clusters Score: Raw -289741.766069 + Penalty 2902.684689 = -286839.081381 nChanged 13 SP:Iteration 19Q (414.374754 sec): 3 clusters Score: Raw -289746.901548 + Penalty 2902.684689 = -286844.216860 nChanged 8 SP:Iteration 20F (414.416332 sec): 3 clusters Score: Raw -289750.479659 + Penalty 2902.684689 = -286847.794970 nChanged 8 SP:Iteration 21Q (414.457372 sec): 3 clusters Score: Raw -289753.153648 + Penalty 2902.684689 = -286850.468960 nChanged 5 SP:Iteration 22Q (414.499070 sec): 3 clusters Score: Raw -289755.528227 + Penalty 2902.684689 = -286852.843539 nChanged 4 SP:Iteration 23Q (414.551687 sec): 3 clusters Score: Raw -289756.919704 + Penalty 2902.684689 = -286854.235015 nChanged 3 SP:Iteration 24Q (414.663163 sec): 3 clusters Score: Raw -289757.439411 + Penalty 2902.684689 = -286854.754723 nChanged 0 SP:Iteration 25F (414.731831 sec): 3 clusters Score: Raw -289757.439411 + Penalty 2902.684689 = -286854.754723 nChanged 0 Trying to split cluster 16 (5542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (414.777290 sec): 2 clusters Score: Raw -433882.261983 + Penalty 1512.829432 = -432369.432551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (414.830364 sec): 3 clusters Score: Raw -431000.891220 + Penalty 3025.658865 = -427975.232355 nChanged 2267 SP:Iteration 1F (414.917642 sec): 3 clusters Score: Raw -432370.037572 + Penalty 3025.658865 = -429344.378707 nChanged 421 SP:Iteration 2F (414.966824 sec): 3 clusters Score: Raw -432650.617464 + Penalty 3025.658865 = -429624.958599 nChanged 352 SP:Iteration 3F (415.145364 sec): 3 clusters Score: Raw -432881.549308 + Penalty 3025.658865 = -429855.890443 nChanged 282 SP:Iteration 4F (415.178917 sec): 3 clusters Score: Raw -433075.578611 + Penalty 3025.658865 = -430049.919746 nChanged 260 SP:Iteration 5Q (415.233922 sec): 3 clusters Score: Raw -433244.593442 + Penalty 3025.658865 = -430218.934577 nChanged 226 SP:Iteration 6Q (415.284972 sec): 3 clusters Score: Raw -433393.705005 + Penalty 3025.658865 = -430368.046141 nChanged 193 SP:Iteration 7Q (415.336239 sec): 3 clusters Score: Raw -433513.688173 + Penalty 3025.658865 = -430488.029308 nChanged 179 SP:Iteration 8Q (415.389081 sec): 3 clusters Score: Raw -433616.876787 + Penalty 3025.658865 = -430591.217922 nChanged 143 SP:Iteration 9Q (415.442675 sec): 3 clusters Score: Raw -433694.085658 + Penalty 3025.658865 = -430668.426793 nChanged 126 SP:Iteration 10Q (415.495966 sec): 3 clusters Score: Raw -433756.635766 + Penalty 3025.658865 = -430730.976901 nChanged 104 SP:Iteration 11Q (415.547020 sec): 3 clusters Score: Raw -433802.432576 + Penalty 3025.658865 = -430776.773711 nChanged 80 SP:Iteration 12Q (415.594774 sec): 3 clusters Score: Raw -433834.311941 + Penalty 3025.658865 = -430808.653076 nChanged 58 SP:Iteration 13Q (415.642550 sec): 3 clusters Score: Raw -433861.370678 + Penalty 3025.658865 = -430835.711814 nChanged 69 SP:Iteration 14Q (415.689954 sec): 3 clusters Score: Raw -433890.137033 + Penalty 3025.658865 = -430864.478168 nChanged 56 SP:Iteration 15Q (415.738284 sec): 3 clusters Score: Raw -433918.381769 + Penalty 3025.658865 = -430892.722904 nChanged 47 SP:Iteration 16Q (415.790305 sec): 3 clusters Score: Raw -433937.226550 + Penalty 3025.658865 = -430911.567685 nChanged 58 SP:Iteration 17Q (415.842205 sec): 3 clusters Score: Raw -433971.039061 + Penalty 3025.658865 = -430945.380196 nChanged 63 SP:Iteration 18Q (415.890471 sec): 3 clusters Score: Raw -434009.391346 + Penalty 3025.658865 = -430983.732482 nChanged 65 SP:Iteration 19Q (415.938063 sec): 3 clusters Score: Raw -434049.120483 + Penalty 3025.658865 = -431023.461618 nChanged 70 SP:Iteration 20F (415.985743 sec): 3 clusters Score: Raw -434104.607211 + Penalty 3025.658865 = -431078.948347 nChanged 80 SP:Iteration 21Q (416.033846 sec): 3 clusters Score: Raw -434163.556902 + Penalty 3025.658865 = -431137.898037 nChanged 96 SP:Iteration 22Q (416.083744 sec): 3 clusters Score: Raw -434231.314669 + Penalty 3025.658865 = -431205.655804 nChanged 98 SP:Iteration 23Q (416.133560 sec): 3 clusters Score: Raw -434301.980707 + Penalty 3025.658865 = -431276.321842 nChanged 91 SP:Iteration 24Q (416.183310 sec): 3 clusters Score: Raw -434363.817869 + Penalty 3025.658865 = -431338.159005 nChanged 102 SP:Iteration 25Q (416.233551 sec): 3 clusters Score: Raw -434412.744227 + Penalty 3025.658865 = -431387.085362 nChanged 74 SP:Iteration 26Q (416.282624 sec): 3 clusters Score: Raw -434448.205671 + Penalty 3025.658865 = -431422.546806 nChanged 83 SP:Iteration 27Q (416.331570 sec): 3 clusters Score: Raw -434492.675232 + Penalty 3025.658865 = -431467.016368 nChanged 86 SP:Iteration 28Q (416.379877 sec): 3 clusters Score: Raw -434543.775486 + Penalty 3025.658865 = -431518.116621 nChanged 114 SP:Iteration 29Q (416.427601 sec): 3 clusters Score: Raw -434621.227169 + Penalty 3025.658865 = -431595.568305 nChanged 88 SP:Iteration 30Q (416.475233 sec): 3 clusters Score: Raw -434671.822307 + Penalty 3025.658865 = -431646.163442 nChanged 73 SP:Iteration 31Q (416.523095 sec): 3 clusters Score: Raw -434715.550421 + Penalty 3025.658865 = -431689.891556 nChanged 71 SP:Iteration 32Q (416.572497 sec): 3 clusters Score: Raw -434758.454901 + Penalty 3025.658865 = -431732.796037 nChanged 70 SP:Iteration 33Q (416.621311 sec): 3 clusters Score: Raw -434801.238400 + Penalty 3025.658865 = -431775.579536 nChanged 72 SP:Iteration 34Q (416.670093 sec): 3 clusters Score: Raw -434843.339055 + Penalty 3025.658865 = -431817.680190 nChanged 61 SP:Iteration 35Q (416.720035 sec): 3 clusters Score: Raw -434889.776065 + Penalty 3025.658865 = -431864.117200 nChanged 64 SP:Iteration 36Q (416.770121 sec): 3 clusters Score: Raw -434937.344649 + Penalty 3025.658865 = -431911.685784 nChanged 73 SP:Iteration 37Q (416.829483 sec): 3 clusters Score: Raw -434995.878631 + Penalty 3025.658865 = -431970.219767 nChanged 75 SP:Iteration 38Q (416.893415 sec): 3 clusters Score: Raw -435057.602431 + Penalty 3025.658865 = -432031.943567 nChanged 66 SP:Iteration 39Q (416.956912 sec): 3 clusters Score: Raw -435104.218205 + Penalty 3025.658865 = -432078.559340 nChanged 53 SP:Iteration 40F (417.007099 sec): 3 clusters Score: Raw -435160.886305 + Penalty 3025.658865 = -432135.227440 nChanged 70 SP:Iteration 41Q (417.052206 sec): 3 clusters Score: Raw -435214.396471 + Penalty 3025.658865 = -432188.737606 nChanged 51 SP:Iteration 42Q (417.096488 sec): 3 clusters Score: Raw -435238.317144 + Penalty 3025.658865 = -432212.658280 nChanged 32 SP:Iteration 43Q (417.141785 sec): 3 clusters Score: Raw -435250.331125 + Penalty 3025.658865 = -432224.672260 nChanged 28 SP:Iteration 44Q (417.246921 sec): 3 clusters Score: Raw -435262.784396 + Penalty 3025.658865 = -432237.125532 nChanged 20 SP:Iteration 45Q (417.350755 sec): 3 clusters Score: Raw -435269.961279 + Penalty 3025.658865 = -432244.302414 nChanged 21 SP:Iteration 46Q (417.413668 sec): 3 clusters Score: Raw -435275.584292 + Penalty 3025.658865 = -432249.925427 nChanged 20 SP:Iteration 47Q (417.461301 sec): 3 clusters Score: Raw -435281.372924 + Penalty 3025.658865 = -432255.714059 nChanged 12 SP:Iteration 48Q (417.505468 sec): 3 clusters Score: Raw -435284.264912 + Penalty 3025.658865 = -432258.606047 nChanged 10 SP:Iteration 49Q (417.550554 sec): 3 clusters Score: Raw -435286.998315 + Penalty 3025.658865 = -432261.339450 nChanged 7 SP:Iteration 50Q (417.594838 sec): 3 clusters Score: Raw -435288.385465 + Penalty 3025.658865 = -432262.726601 nChanged 7 SP:Iteration 51Q (417.640232 sec): 3 clusters Score: Raw -435291.324114 + Penalty 3025.658865 = -432265.665249 nChanged 10 SP:Iteration 52Q (417.703832 sec): 3 clusters Score: Raw -435295.377550 + Penalty 3025.658865 = -432269.718686 nChanged 16 SP:Iteration 53Q (417.753192 sec): 3 clusters Score: Raw -435301.865205 + Penalty 3025.658865 = -432276.206341 nChanged 8 SP:Iteration 54Q (417.816942 sec): 3 clusters Score: Raw -435304.462316 + Penalty 3025.658865 = -432278.803451 nChanged 13 SP:Iteration 55Q (417.862978 sec): 3 clusters Score: Raw -435307.982411 + Penalty 3025.658865 = -432282.323546 nChanged 9 SP:Iteration 56Q (417.911159 sec): 3 clusters Score: Raw -435309.926659 + Penalty 3025.658865 = -432284.267794 nChanged 10 SP:Iteration 57Q (417.957258 sec): 3 clusters Score: Raw -435311.704843 + Penalty 3025.658865 = -432286.045978 nChanged 6 SP:Iteration 58Q (418.005950 sec): 3 clusters Score: Raw -435312.953734 + Penalty 3025.658865 = -432287.294870 nChanged 6 SP:Iteration 59Q (418.053844 sec): 3 clusters Score: Raw -435314.068593 + Penalty 3025.658865 = -432288.409729 nChanged 2 SP:Iteration 60F (418.104517 sec): 3 clusters Score: Raw -435314.483728 + Penalty 3025.658865 = -432288.824863 nChanged 1 SP:Iteration 61Q (418.257655 sec): 3 clusters Score: Raw -435314.667376 + Penalty 3025.658865 = -432289.008512 nChanged 2 SP:Iteration 62Q (418.275660 sec): 3 clusters Score: Raw -435315.285210 + Penalty 3025.658865 = -432289.626345 nChanged 4 SP:Iteration 63Q (418.325869 sec): 3 clusters Score: Raw -435316.351718 + Penalty 3025.658865 = -432290.692853 nChanged 2 SP:Iteration 64Q (418.387846 sec): 3 clusters Score: Raw -435316.494307 + Penalty 3025.658865 = -432290.835442 nChanged 1 SP:Iteration 65Q (418.438360 sec): 3 clusters Score: Raw -435316.556050 + Penalty 3025.658865 = -432290.897186 nChanged 1 SP:Iteration 66Q (418.500668 sec): 3 clusters Score: Raw -435316.669971 + Penalty 3025.658865 = -432291.011106 nChanged 0 SP:Iteration 67F (418.547968 sec): 3 clusters Score: Raw -435316.669971 + Penalty 3025.658865 = -432291.011106 nChanged 0 Trying to split cluster 17 (1708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (418.600000 sec): 2 clusters Score: Raw -101109.122330 + Penalty 1306.260255 = -99802.862075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (418.630141 sec): 3 clusters Score: Raw -100482.921998 + Penalty 2612.520509 = -97870.401489 nChanged 563 SP:Iteration 1F (418.658606 sec): 3 clusters Score: Raw -100927.304794 + Penalty 2612.520509 = -98314.784284 nChanged 145 SP:Iteration 2F (418.689283 sec): 3 clusters Score: Raw -101109.178360 + Penalty 2612.520509 = -98496.657851 nChanged 102 SP:Iteration 3F (418.713610 sec): 3 clusters Score: Raw -101312.910583 + Penalty 2612.520509 = -98700.390073 nChanged 96 SP:Iteration 4F (418.738015 sec): 3 clusters Score: Raw -101482.091282 + Penalty 2612.520509 = -98869.570773 nChanged 80 SP:Iteration 5Q (418.762343 sec): 3 clusters Score: Raw -101583.780480 + Penalty 2612.520509 = -98971.259970 nChanged 74 SP:Iteration 6Q (418.786640 sec): 3 clusters Score: Raw -101690.882747 + Penalty 2612.520509 = -99078.362237 nChanged 61 SP:Iteration 7Q (418.813871 sec): 3 clusters Score: Raw -101777.412029 + Penalty 2612.520509 = -99164.891519 nChanged 50 SP:Iteration 8Q (418.838009 sec): 3 clusters Score: Raw -101844.312395 + Penalty 2612.520509 = -99231.791886 nChanged 48 SP:Iteration 9Q (418.861916 sec): 3 clusters Score: Raw -101910.638163 + Penalty 2612.520509 = -99298.117653 nChanged 43 SP:Iteration 10Q (418.885545 sec): 3 clusters Score: Raw -101957.561806 + Penalty 2612.520509 = -99345.041297 nChanged 25 SP:Iteration 11Q (418.908528 sec): 3 clusters Score: Raw -101981.135123 + Penalty 2612.520509 = -99368.614614 nChanged 22 SP:Iteration 12Q (418.930760 sec): 3 clusters Score: Raw -102009.575085 + Penalty 2612.520509 = -99397.054576 nChanged 27 SP:Iteration 13Q (418.953725 sec): 3 clusters Score: Raw -102034.589325 + Penalty 2612.520509 = -99422.068816 nChanged 17 SP:Iteration 14Q (418.976696 sec): 3 clusters Score: Raw -102061.576848 + Penalty 2612.520509 = -99449.056339 nChanged 20 SP:Iteration 15Q (418.999663 sec): 3 clusters Score: Raw -102101.577772 + Penalty 2612.520509 = -99489.057262 nChanged 19 SP:Iteration 16Q (419.022530 sec): 3 clusters Score: Raw -102122.640932 + Penalty 2612.520509 = -99510.120422 nChanged 20 SP:Iteration 17Q (419.057827 sec): 3 clusters Score: Raw -102141.288871 + Penalty 2612.520509 = -99528.768362 nChanged 18 SP:Iteration 18Q (419.080627 sec): 3 clusters Score: Raw -102159.136553 + Penalty 2612.520509 = -99546.616043 nChanged 15 SP:Iteration 19Q (419.103215 sec): 3 clusters Score: Raw -102169.442164 + Penalty 2612.520509 = -99556.921654 nChanged 10 SP:Iteration 20F (419.126247 sec): 3 clusters Score: Raw -102179.603285 + Penalty 2612.520509 = -99567.082776 nChanged 14 SP:Iteration 21Q (419.149024 sec): 3 clusters Score: Raw -102196.296100 + Penalty 2612.520509 = -99583.775590 nChanged 12 SP:Iteration 22Q (419.184591 sec): 3 clusters Score: Raw -102207.312618 + Penalty 2612.520509 = -99594.792108 nChanged 13 SP:Iteration 23Q (419.207411 sec): 3 clusters Score: Raw -102216.937387 + Penalty 2612.520509 = -99604.416877 nChanged 7 SP:Iteration 24Q (419.230184 sec): 3 clusters Score: Raw -102220.834645 + Penalty 2612.520509 = -99608.314136 nChanged 2 SP:Iteration 25Q (419.253042 sec): 3 clusters Score: Raw -102222.040483 + Penalty 2612.520509 = -99609.519973 nChanged 5 SP:Iteration 26Q (419.275572 sec): 3 clusters Score: Raw -102225.362522 + Penalty 2612.520509 = -99612.842013 nChanged 7 SP:Iteration 27Q (419.311293 sec): 3 clusters Score: Raw -102229.167602 + Penalty 2612.520509 = -99616.647093 nChanged 3 SP:Iteration 28Q (419.334091 sec): 3 clusters Score: Raw -102231.652897 + Penalty 2612.520509 = -99619.132388 nChanged 1 SP:Iteration 29Q (419.447772 sec): 3 clusters Score: Raw -102234.024445 + Penalty 2612.520509 = -99621.503936 nChanged 4 SP:Iteration 30Q (419.471189 sec): 3 clusters Score: Raw -102235.241047 + Penalty 2612.520509 = -99622.720538 nChanged 0 SP:Iteration 31F (419.498692 sec): 3 clusters Score: Raw -102235.241047 + Penalty 2612.520509 = -99622.720538 nChanged 0 Trying to split cluster 18 (2369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (419.558527 sec): 2 clusters Score: Raw -169931.151052 + Penalty 1363.674172 = -168567.476879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (419.683368 sec): 3 clusters Score: Raw -169015.844118 + Penalty 2727.348345 = -166288.495773 nChanged 841 SP:Iteration 1F (419.795912 sec): 3 clusters Score: Raw -169655.768682 + Penalty 2727.348345 = -166928.420337 nChanged 203 SP:Iteration 2F (419.909837 sec): 3 clusters Score: Raw -169821.284918 + Penalty 2727.348345 = -167093.936574 nChanged 144 SP:Iteration 3F (419.940727 sec): 3 clusters Score: Raw -169947.204589 + Penalty 2727.348345 = -167219.856245 nChanged 99 SP:Iteration 4Q (419.971047 sec): 3 clusters Score: Raw -170030.499121 + Penalty 2727.348345 = -167303.150776 nChanged 83 SP:Iteration 5Q (420.001356 sec): 3 clusters Score: Raw -170100.660669 + Penalty 2727.348345 = -167373.312325 nChanged 72 SP:Iteration 6Q (420.031653 sec): 3 clusters Score: Raw -170156.701206 + Penalty 2727.348345 = -167429.352862 nChanged 60 SP:Iteration 7Q (420.060687 sec): 3 clusters Score: Raw -170216.219394 + Penalty 2727.348345 = -167488.871049 nChanged 60 SP:Iteration 8Q (420.091043 sec): 3 clusters Score: Raw -170270.082043 + Penalty 2727.348345 = -167542.733699 nChanged 65 SP:Iteration 9Q (420.121288 sec): 3 clusters Score: Raw -170322.533170 + Penalty 2727.348345 = -167595.184825 nChanged 51 SP:Iteration 10Q (420.151510 sec): 3 clusters Score: Raw -170381.200782 + Penalty 2727.348345 = -167653.852438 nChanged 51 SP:Iteration 11Q (420.180760 sec): 3 clusters Score: Raw -170427.235868 + Penalty 2727.348345 = -167699.887523 nChanged 44 SP:Iteration 12Q (420.212464 sec): 3 clusters Score: Raw -170464.634473 + Penalty 2727.348345 = -167737.286128 nChanged 45 SP:Iteration 13Q (420.242487 sec): 3 clusters Score: Raw -170513.200304 + Penalty 2727.348345 = -167785.851960 nChanged 42 SP:Iteration 14Q (420.272644 sec): 3 clusters Score: Raw -170550.002307 + Penalty 2727.348345 = -167822.653962 nChanged 36 SP:Iteration 15Q (420.307279 sec): 3 clusters Score: Raw -170574.279828 + Penalty 2727.348345 = -167846.931483 nChanged 27 SP:Iteration 16Q (420.337472 sec): 3 clusters Score: Raw -170591.168603 + Penalty 2727.348345 = -167863.820258 nChanged 15 SP:Iteration 17Q (420.367573 sec): 3 clusters Score: Raw -170601.789646 + Penalty 2727.348345 = -167874.441301 nChanged 11 SP:Iteration 18Q (420.397701 sec): 3 clusters Score: Raw -170608.292390 + Penalty 2727.348345 = -167880.944045 nChanged 15 SP:Iteration 19Q (420.434309 sec): 3 clusters Score: Raw -170619.746311 + Penalty 2727.348345 = -167892.397966 nChanged 14 SP:Iteration 20F (420.465978 sec): 3 clusters Score: Raw -170628.213363 + Penalty 2727.348345 = -167900.865019 nChanged 14 SP:Iteration 21Q (420.496062 sec): 3 clusters Score: Raw -170635.264361 + Penalty 2727.348345 = -167907.916017 nChanged 9 SP:Iteration 22Q (420.526105 sec): 3 clusters Score: Raw -170638.700398 + Penalty 2727.348345 = -167911.352054 nChanged 3 SP:Iteration 23Q (420.561141 sec): 3 clusters Score: Raw -170640.981087 + Penalty 2727.348345 = -167913.632743 nChanged 4 SP:Iteration 24Q (420.591178 sec): 3 clusters Score: Raw -170643.169908 + Penalty 2727.348345 = -167915.821564 nChanged 3 SP:Iteration 25Q (420.621007 sec): 3 clusters Score: Raw -170644.108696 + Penalty 2727.348345 = -167916.760351 nChanged 1 SP:Iteration 26Q (420.651208 sec): 3 clusters Score: Raw -170644.389477 + Penalty 2727.348345 = -167917.041132 nChanged 2 SP:Iteration 27Q (420.722198 sec): 3 clusters Score: Raw -170645.269374 + Penalty 2727.348345 = -167917.921029 nChanged 1 SP:Iteration 28Q (420.752224 sec): 3 clusters Score: Raw -170646.427906 + Penalty 2727.348345 = -167919.079561 nChanged 3 SP:Iteration 29Q (420.782271 sec): 3 clusters Score: Raw -170647.894962 + Penalty 2727.348345 = -167920.546617 nChanged 6 SP:Iteration 30Q (420.813224 sec): 3 clusters Score: Raw -170651.084126 + Penalty 2727.348345 = -167923.735781 nChanged 5 SP:Iteration 31Q (420.856783 sec): 3 clusters Score: Raw -170654.371451 + Penalty 2727.348345 = -167927.023107 nChanged 6 SP:Iteration 32Q (420.887435 sec): 3 clusters Score: Raw -170657.079495 + Penalty 2727.348345 = -167929.731150 nChanged 4 SP:Iteration 33Q (420.918437 sec): 3 clusters Score: Raw -170660.832713 + Penalty 2727.348345 = -167933.484368 nChanged 6 SP:Iteration 34Q (420.949280 sec): 3 clusters Score: Raw -170665.198146 + Penalty 2727.348345 = -167937.849802 nChanged 11 SP:Iteration 35Q (420.981789 sec): 3 clusters Score: Raw -170672.605325 + Penalty 2727.348345 = -167945.256980 nChanged 12 SP:Iteration 36Q (421.011817 sec): 3 clusters Score: Raw -170678.086083 + Penalty 2727.348345 = -167950.737738 nChanged 13 SP:Iteration 37Q (421.041755 sec): 3 clusters Score: Raw -170684.405376 + Penalty 2727.348345 = -167957.057032 nChanged 10 SP:Iteration 38Q (421.071648 sec): 3 clusters Score: Raw -170691.636009 + Penalty 2727.348345 = -167964.287664 nChanged 15 SP:Iteration 39Q (421.105323 sec): 3 clusters Score: Raw -170705.291300 + Penalty 2727.348345 = -167977.942955 nChanged 11 SP:Iteration 40F (421.136953 sec): 3 clusters Score: Raw -170713.760115 + Penalty 2727.348345 = -167986.411770 nChanged 12 SP:Iteration 41Q (421.166889 sec): 3 clusters Score: Raw -170724.234703 + Penalty 2727.348345 = -167996.886358 nChanged 15 SP:Iteration 42Q (421.196733 sec): 3 clusters Score: Raw -170737.339523 + Penalty 2727.348345 = -168009.991178 nChanged 13 SP:Iteration 43Q (421.230867 sec): 3 clusters Score: Raw -170747.066548 + Penalty 2727.348345 = -168019.718203 nChanged 14 SP:Iteration 44Q (421.260756 sec): 3 clusters Score: Raw -170758.520823 + Penalty 2727.348345 = -168031.172478 nChanged 15 SP:Iteration 45Q (421.290484 sec): 3 clusters Score: Raw -170771.096006 + Penalty 2727.348345 = -168043.747661 nChanged 19 SP:Iteration 46Q (421.320404 sec): 3 clusters Score: Raw -170785.633994 + Penalty 2727.348345 = -168058.285649 nChanged 17 SP:Iteration 47Q (421.358027 sec): 3 clusters Score: Raw -170797.994285 + Penalty 2727.348345 = -168070.645940 nChanged 17 SP:Iteration 48Q (421.389690 sec): 3 clusters Score: Raw -170811.877633 + Penalty 2727.348345 = -168084.529288 nChanged 14 SP:Iteration 49Q (421.419585 sec): 3 clusters Score: Raw -170825.510147 + Penalty 2727.348345 = -168098.161802 nChanged 14 SP:Iteration 50Q (421.449324 sec): 3 clusters Score: Raw -170837.808196 + Penalty 2727.348345 = -168110.459851 nChanged 14 SP:Iteration 51Q (421.484916 sec): 3 clusters Score: Raw -170852.858098 + Penalty 2727.348345 = -168125.509753 nChanged 16 SP:Iteration 52Q (421.514603 sec): 3 clusters Score: Raw -170872.429198 + Penalty 2727.348345 = -168145.080853 nChanged 20 SP:Iteration 53Q (421.544471 sec): 3 clusters Score: Raw -170895.812835 + Penalty 2727.348345 = -168168.464490 nChanged 12 SP:Iteration 54Q (421.574078 sec): 3 clusters Score: Raw -170905.822452 + Penalty 2727.348345 = -168178.474107 nChanged 15 SP:Iteration 55Q (421.611655 sec): 3 clusters Score: Raw -170916.098697 + Penalty 2727.348345 = -168188.750353 nChanged 10 SP:Iteration 56Q (421.653196 sec): 3 clusters Score: Raw -170922.405920 + Penalty 2727.348345 = -168195.057575 nChanged 10 SP:Iteration 57Q (421.683153 sec): 3 clusters Score: Raw -170929.268167 + Penalty 2727.348345 = -168201.919822 nChanged 8 SP:Iteration 58Q (421.795044 sec): 3 clusters Score: Raw -170935.326685 + Penalty 2727.348345 = -168207.978340 nChanged 10 SP:Iteration 59Q (421.911306 sec): 3 clusters Score: Raw -170943.411370 + Penalty 2727.348345 = -168216.063026 nChanged 9 SP:Iteration 60F (421.969430 sec): 3 clusters Score: Raw -170950.583873 + Penalty 2727.348345 = -168223.235528 nChanged 10 SP:Iteration 61Q (421.999395 sec): 3 clusters Score: Raw -170958.290444 + Penalty 2727.348345 = -168230.942100 nChanged 10 SP:Iteration 62Q (422.039854 sec): 3 clusters Score: Raw -170970.397000 + Penalty 2727.348345 = -168243.048655 nChanged 9 SP:Iteration 63Q (422.069730 sec): 3 clusters Score: Raw -170977.968705 + Penalty 2727.348345 = -168250.620361 nChanged 11 SP:Iteration 64Q (422.099260 sec): 3 clusters Score: Raw -170985.466888 + Penalty 2727.348345 = -168258.118543 nChanged 13 SP:Iteration 65Q (422.127552 sec): 3 clusters Score: Raw -170999.629045 + Penalty 2727.348345 = -168272.280701 nChanged 10 SP:Iteration 66Q (422.157057 sec): 3 clusters Score: Raw -171009.936121 + Penalty 2727.348345 = -168282.587777 nChanged 4 SP:Iteration 67Q (422.195994 sec): 3 clusters Score: Raw -171013.246890 + Penalty 2727.348345 = -168285.898545 nChanged 5 SP:Iteration 68Q (422.225293 sec): 3 clusters Score: Raw -171016.482992 + Penalty 2727.348345 = -168289.134648 nChanged 2 SP:Iteration 69Q (422.254647 sec): 3 clusters Score: Raw -171017.644580 + Penalty 2727.348345 = -168290.296235 nChanged 0 SP:Iteration 70F (422.285118 sec): 3 clusters Score: Raw -171017.644580 + Penalty 2727.348345 = -168290.296235 nChanged 0 Trying to split cluster 19 (3688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (422.324979 sec): 2 clusters Score: Raw -254312.496618 + Penalty 1441.353347 = -252871.143271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (422.364176 sec): 3 clusters Score: Raw -252525.653268 + Penalty 2882.706694 = -249642.946574 nChanged 1437 SP:Iteration 1F (422.410799 sec): 3 clusters Score: Raw -253426.747747 + Penalty 2882.706694 = -250544.041053 nChanged 315 SP:Iteration 2F (422.478297 sec): 3 clusters Score: Raw -253684.568523 + Penalty 2882.706694 = -250801.861829 nChanged 237 SP:Iteration 3F (422.524651 sec): 3 clusters Score: Raw -253891.619884 + Penalty 2882.706694 = -251008.913190 nChanged 214 SP:Iteration 4F (422.568571 sec): 3 clusters Score: Raw -254091.021228 + Penalty 2882.706694 = -251208.314533 nChanged 204 SP:Iteration 5F (422.607649 sec): 3 clusters Score: Raw -254353.153416 + Penalty 2882.706694 = -251470.446722 nChanged 216 SP:Iteration 6F (422.647790 sec): 3 clusters Score: Raw -254606.317181 + Penalty 2882.706694 = -251723.610487 nChanged 186 SP:Iteration 7F (422.687859 sec): 3 clusters Score: Raw -254796.023187 + Penalty 2882.706694 = -251913.316493 nChanged 142 SP:Iteration 8Q (422.727030 sec): 3 clusters Score: Raw -254921.924122 + Penalty 2882.706694 = -252039.217428 nChanged 131 SP:Iteration 9Q (422.768038 sec): 3 clusters Score: Raw -255013.602291 + Penalty 2882.706694 = -252130.895597 nChanged 87 SP:Iteration 10Q (422.824115 sec): 3 clusters Score: Raw -255059.535318 + Penalty 2882.706694 = -252176.828624 nChanged 58 SP:Iteration 11Q (422.865190 sec): 3 clusters Score: Raw -255089.835458 + Penalty 2882.706694 = -252207.128764 nChanged 40 SP:Iteration 12Q (422.906087 sec): 3 clusters Score: Raw -255109.129857 + Penalty 2882.706694 = -252226.423163 nChanged 33 SP:Iteration 13Q (422.946552 sec): 3 clusters Score: Raw -255122.541914 + Penalty 2882.706694 = -252239.835220 nChanged 23 SP:Iteration 14Q (422.987582 sec): 3 clusters Score: Raw -255131.369050 + Penalty 2882.706694 = -252248.662356 nChanged 23 SP:Iteration 15Q (423.028281 sec): 3 clusters Score: Raw -255141.509665 + Penalty 2882.706694 = -252258.802971 nChanged 20 SP:Iteration 16Q (423.141174 sec): 3 clusters Score: Raw -255150.131370 + Penalty 2882.706694 = -252267.424676 nChanged 25 SP:Iteration 17Q (423.223226 sec): 3 clusters Score: Raw -255161.358087 + Penalty 2882.706694 = -252278.651393 nChanged 16 SP:Iteration 18Q (423.268640 sec): 3 clusters Score: Raw -255167.868057 + Penalty 2882.706694 = -252285.161362 nChanged 10 SP:Iteration 19Q (423.335549 sec): 3 clusters Score: Raw -255170.933367 + Penalty 2882.706694 = -252288.226673 nChanged 13 SP:Iteration 20F (423.384836 sec): 3 clusters Score: Raw -255175.776335 + Penalty 2882.706694 = -252293.069641 nChanged 11 SP:Iteration 21Q (423.424847 sec): 3 clusters Score: Raw -255179.806240 + Penalty 2882.706694 = -252297.099546 nChanged 11 SP:Iteration 22Q (423.464468 sec): 3 clusters Score: Raw -255183.441719 + Penalty 2882.706694 = -252300.735024 nChanged 8 SP:Iteration 23Q (423.504562 sec): 3 clusters Score: Raw -255185.874013 + Penalty 2882.706694 = -252303.167319 nChanged 8 SP:Iteration 24Q (423.544666 sec): 3 clusters Score: Raw -255188.957547 + Penalty 2882.706694 = -252306.250853 nChanged 9 SP:Iteration 25Q (423.584553 sec): 3 clusters Score: Raw -255191.605836 + Penalty 2882.706694 = -252308.899142 nChanged 6 SP:Iteration 26Q (423.625379 sec): 3 clusters Score: Raw -255193.440907 + Penalty 2882.706694 = -252310.734213 nChanged 3 SP:Iteration 27Q (423.666317 sec): 3 clusters Score: Raw -255193.949580 + Penalty 2882.706694 = -252311.242886 nChanged 2 SP:Iteration 28Q (423.706023 sec): 3 clusters Score: Raw -255194.554197 + Penalty 2882.706694 = -252311.847503 nChanged 1 SP:Iteration 29Q (423.747119 sec): 3 clusters Score: Raw -255194.981704 + Penalty 2882.706694 = -252312.275009 nChanged 1 SP:Iteration 30Q (423.800668 sec): 3 clusters Score: Raw -255195.114268 + Penalty 2882.706694 = -252312.407574 nChanged 0 SP:Iteration 31F (423.920147 sec): 3 clusters Score: Raw -255195.114268 + Penalty 2882.706694 = -252312.407574 nChanged 0 Trying to split cluster 20 (5469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.966889 sec): 2 clusters Score: Raw -430827.747359 + Penalty 1510.502362 = -429317.244997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (424.037448 sec): 3 clusters Score: Raw -427952.374880 + Penalty 3021.004723 = -424931.370157 nChanged 2224 SP:Iteration 1F (424.102774 sec): 3 clusters Score: Raw -429250.735881 + Penalty 3021.004723 = -426229.731158 nChanged 448 SP:Iteration 2F (424.168876 sec): 3 clusters Score: Raw -429532.297959 + Penalty 3021.004723 = -426511.293236 nChanged 358 SP:Iteration 3F (424.215379 sec): 3 clusters Score: Raw -429774.924463 + Penalty 3021.004723 = -426753.919740 nChanged 314 SP:Iteration 4F (424.262952 sec): 3 clusters Score: Raw -429994.245890 + Penalty 3021.004723 = -426973.241167 nChanged 262 SP:Iteration 5Q (424.308132 sec): 3 clusters Score: Raw -430148.563215 + Penalty 3021.004723 = -427127.558492 nChanged 236 SP:Iteration 6Q (424.382102 sec): 3 clusters Score: Raw -430296.520277 + Penalty 3021.004723 = -427275.515554 nChanged 195 SP:Iteration 7Q (424.433700 sec): 3 clusters Score: Raw -430413.077557 + Penalty 3021.004723 = -427392.072834 nChanged 157 SP:Iteration 8Q (424.484528 sec): 3 clusters Score: Raw -430508.358341 + Penalty 3021.004723 = -427487.353618 nChanged 156 SP:Iteration 9Q (424.533835 sec): 3 clusters Score: Raw -430601.653048 + Penalty 3021.004723 = -427580.648324 nChanged 124 SP:Iteration 10Q (424.606820 sec): 3 clusters Score: Raw -430666.550856 + Penalty 3021.004723 = -427645.546133 nChanged 106 SP:Iteration 11Q (424.655407 sec): 3 clusters Score: Raw -430721.173176 + Penalty 3021.004723 = -427700.168452 nChanged 85 SP:Iteration 12Q (424.704936 sec): 3 clusters Score: Raw -430760.947146 + Penalty 3021.004723 = -427739.942423 nChanged 65 SP:Iteration 13Q (424.754910 sec): 3 clusters Score: Raw -430790.310353 + Penalty 3021.004723 = -427769.305630 nChanged 57 SP:Iteration 14Q (424.878665 sec): 3 clusters Score: Raw -430812.937144 + Penalty 3021.004723 = -427791.932421 nChanged 46 SP:Iteration 15Q (425.026337 sec): 3 clusters Score: Raw -430833.144823 + Penalty 3021.004723 = -427812.140099 nChanged 35 SP:Iteration 16Q (425.116325 sec): 3 clusters Score: Raw -430851.123477 + Penalty 3021.004723 = -427830.118754 nChanged 38 SP:Iteration 17Q (425.227044 sec): 3 clusters Score: Raw -430864.144274 + Penalty 3021.004723 = -427843.139551 nChanged 34 SP:Iteration 18Q (425.275962 sec): 3 clusters Score: Raw -430876.814925 + Penalty 3021.004723 = -427855.810202 nChanged 29 SP:Iteration 19Q (425.324973 sec): 3 clusters Score: Raw -430889.993890 + Penalty 3021.004723 = -427868.989167 nChanged 31 SP:Iteration 20F (425.459690 sec): 3 clusters Score: Raw -430904.338342 + Penalty 3021.004723 = -427883.333618 nChanged 31 SP:Iteration 21Q (425.598036 sec): 3 clusters Score: Raw -430919.396157 + Penalty 3021.004723 = -427898.391434 nChanged 34 SP:Iteration 22Q (425.692150 sec): 3 clusters Score: Raw -430935.825000 + Penalty 3021.004723 = -427914.820277 nChanged 23 SP:Iteration 23Q (425.764760 sec): 3 clusters Score: Raw -430944.610665 + Penalty 3021.004723 = -427923.605942 nChanged 16 SP:Iteration 24Q (425.810592 sec): 3 clusters Score: Raw -430950.117082 + Penalty 3021.004723 = -427929.112359 nChanged 10 SP:Iteration 25Q (425.857570 sec): 3 clusters Score: Raw -430953.483113 + Penalty 3021.004723 = -427932.478390 nChanged 9 SP:Iteration 26Q (425.925554 sec): 3 clusters Score: Raw -430956.010118 + Penalty 3021.004723 = -427935.005395 nChanged 4 SP:Iteration 27Q (425.976171 sec): 3 clusters Score: Raw -430957.588450 + Penalty 3021.004723 = -427936.583727 nChanged 4 SP:Iteration 28Q (426.026410 sec): 3 clusters Score: Raw -430959.184247 + Penalty 3021.004723 = -427938.179523 nChanged 6 SP:Iteration 29Q (426.075458 sec): 3 clusters Score: Raw -430961.516176 + Penalty 3021.004723 = -427940.511453 nChanged 6 SP:Iteration 30Q (426.124260 sec): 3 clusters Score: Raw -430964.403210 + Penalty 3021.004723 = -427943.398487 nChanged 7 SP:Iteration 31Q (426.172640 sec): 3 clusters Score: Raw -430966.307089 + Penalty 3021.004723 = -427945.302366 nChanged 2 SP:Iteration 32Q (426.301618 sec): 3 clusters Score: Raw -430966.965501 + Penalty 3021.004723 = -427945.960778 nChanged 2 SP:Iteration 33Q (426.350808 sec): 3 clusters Score: Raw -430968.092473 + Penalty 3021.004723 = -427947.087750 nChanged 4 SP:Iteration 34Q (426.398055 sec): 3 clusters Score: Raw -430969.297659 + Penalty 3021.004723 = -427948.292935 nChanged 3 SP:Iteration 35Q (426.444883 sec): 3 clusters Score: Raw -430970.302456 + Penalty 3021.004723 = -427949.297733 nChanged 2 SP:Iteration 36Q (426.492285 sec): 3 clusters Score: Raw -430970.642288 + Penalty 3021.004723 = -427949.637565 nChanged 1 SP:Iteration 37Q (426.568044 sec): 3 clusters Score: Raw -430970.815602 + Penalty 3021.004723 = -427949.810879 nChanged 0 SP:Iteration 38F (426.621198 sec): 3 clusters Score: Raw -430970.815602 + Penalty 3021.004723 = -427949.810879 nChanged 0 Trying to split cluster 21 (1472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (426.679516 sec): 2 clusters Score: Raw -67777.965413 + Penalty 1280.163216 = -66497.802197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (426.723276 sec): 3 clusters Score: Raw -67275.614966 + Penalty 2560.326432 = -64715.288534 nChanged 483 SP:Iteration 1F (426.746127 sec): 3 clusters Score: Raw -67838.711481 + Penalty 2560.326432 = -65278.385049 nChanged 154 SP:Iteration 2F (426.767522 sec): 3 clusters Score: Raw -68140.194420 + Penalty 2560.326432 = -65579.867988 nChanged 139 SP:Iteration 3F (426.788857 sec): 3 clusters Score: Raw -68376.625930 + Penalty 2560.326432 = -65816.299497 nChanged 87 SP:Iteration 4F (426.810112 sec): 3 clusters Score: Raw -68506.255171 + Penalty 2560.326432 = -65945.928739 nChanged 58 SP:Iteration 5Q (426.833352 sec): 3 clusters Score: Raw -68593.256587 + Penalty 2560.326432 = -66032.930155 nChanged 51 SP:Iteration 6Q (426.947542 sec): 3 clusters Score: Raw -68676.094051 + Penalty 2560.326432 = -66115.767619 nChanged 48 SP:Iteration 7Q (426.972959 sec): 3 clusters Score: Raw -68730.910211 + Penalty 2560.326432 = -66170.583779 nChanged 35 SP:Iteration 8Q (426.992971 sec): 3 clusters Score: Raw -68761.364224 + Penalty 2560.326432 = -66201.037792 nChanged 19 SP:Iteration 9Q (427.013545 sec): 3 clusters Score: Raw -68777.567073 + Penalty 2560.326432 = -66217.240641 nChanged 16 SP:Iteration 10Q (427.038821 sec): 3 clusters Score: Raw -68789.707296 + Penalty 2560.326432 = -66229.380863 nChanged 11 SP:Iteration 11Q (427.060365 sec): 3 clusters Score: Raw -68798.473104 + Penalty 2560.326432 = -66238.146672 nChanged 10 SP:Iteration 12Q (427.080766 sec): 3 clusters Score: Raw -68806.958539 + Penalty 2560.326432 = -66246.632107 nChanged 11 SP:Iteration 13Q (427.101458 sec): 3 clusters Score: Raw -68813.055527 + Penalty 2560.326432 = -66252.729095 nChanged 6 SP:Iteration 14Q (427.121950 sec): 3 clusters Score: Raw -68820.972684 + Penalty 2560.326432 = -66260.646252 nChanged 7 SP:Iteration 15Q (427.142468 sec): 3 clusters Score: Raw -68828.814398 + Penalty 2560.326432 = -66268.487965 nChanged 10 SP:Iteration 16Q (427.165658 sec): 3 clusters Score: Raw -68840.907418 + Penalty 2560.326432 = -66280.580986 nChanged 10 SP:Iteration 17Q (427.186052 sec): 3 clusters Score: Raw -68848.700302 + Penalty 2560.326432 = -66288.373870 nChanged 12 SP:Iteration 18Q (427.206350 sec): 3 clusters Score: Raw -68858.284067 + Penalty 2560.326432 = -66297.957635 nChanged 8 SP:Iteration 19Q (427.226762 sec): 3 clusters Score: Raw -68867.773582 + Penalty 2560.326432 = -66307.447150 nChanged 1 SP:Iteration 20F (427.247238 sec): 3 clusters Score: Raw -68868.299411 + Penalty 2560.326432 = -66307.972979 nChanged 3 SP:Iteration 21Q (427.268855 sec): 3 clusters Score: Raw -68870.067496 + Penalty 2560.326432 = -66309.741064 nChanged 2 SP:Iteration 22Q (427.290732 sec): 3 clusters Score: Raw -68874.492905 + Penalty 2560.326432 = -66314.166473 nChanged 1 SP:Iteration 23Q (427.311161 sec): 3 clusters Score: Raw -68875.212294 + Penalty 2560.326432 = -66314.885862 nChanged 3 SP:Iteration 24Q (427.331217 sec): 3 clusters Score: Raw -68877.673216 + Penalty 2560.326432 = -66317.346784 nChanged 4 SP:Iteration 25Q (427.351618 sec): 3 clusters Score: Raw -68879.595795 + Penalty 2560.326432 = -66319.269363 nChanged 2 SP:Iteration 26Q (427.372005 sec): 3 clusters Score: Raw -68880.731997 + Penalty 2560.326432 = -66320.405565 nChanged 2 SP:Iteration 27Q (427.391767 sec): 3 clusters Score: Raw -68899.526841 + Penalty 2560.326432 = -66339.200409 nChanged 6 SP:Iteration 28Q (427.417102 sec): 3 clusters Score: Raw -68906.295577 + Penalty 2560.326432 = -66345.969145 nChanged 9 SP:Iteration 29Q (427.437426 sec): 3 clusters Score: Raw -68914.292534 + Penalty 2560.326432 = -66353.966102 nChanged 8 SP:Iteration 30Q (427.457774 sec): 3 clusters Score: Raw -68927.276506 + Penalty 2560.326432 = -66366.950074 nChanged 9 SP:Iteration 31Q (427.478118 sec): 3 clusters Score: Raw -68935.471524 + Penalty 2560.326432 = -66375.145092 nChanged 4 SP:Iteration 32Q (427.498432 sec): 3 clusters Score: Raw -68937.437601 + Penalty 2560.326432 = -66377.111169 nChanged 5 SP:Iteration 33Q (427.518725 sec): 3 clusters Score: Raw -68939.751001 + Penalty 2560.326432 = -66379.424569 nChanged 0 SP:Iteration 34F (427.544043 sec): 3 clusters Score: Raw -68939.751001 + Penalty 2560.326432 = -66379.424569 nChanged 0 Trying to split cluster 22 (2719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (427.581105 sec): 2 clusters Score: Raw -199929.927541 + Penalty 1387.857413 = -198542.070129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (427.626863 sec): 3 clusters Score: Raw -198717.581558 + Penalty 2775.714825 = -195941.866733 nChanged 1009 SP:Iteration 1F (427.704173 sec): 3 clusters Score: Raw -199324.208711 + Penalty 2775.714825 = -196548.493886 nChanged 219 SP:Iteration 2F (427.750883 sec): 3 clusters Score: Raw -199504.518206 + Penalty 2775.714825 = -196728.803380 nChanged 179 SP:Iteration 3F (427.796700 sec): 3 clusters Score: Raw -199682.204413 + Penalty 2775.714825 = -196906.489588 nChanged 193 SP:Iteration 4F (427.886995 sec): 3 clusters Score: Raw -199917.175858 + Penalty 2775.714825 = -197141.461033 nChanged 212 SP:Iteration 5F (427.921098 sec): 3 clusters Score: Raw -200182.224697 + Penalty 2775.714825 = -197406.509872 nChanged 181 SP:Iteration 6F (427.964998 sec): 3 clusters Score: Raw -200386.460319 + Penalty 2775.714825 = -197610.745494 nChanged 138 SP:Iteration 7F (427.998420 sec): 3 clusters Score: Raw -200544.604909 + Penalty 2775.714825 = -197768.890084 nChanged 124 SP:Iteration 8Q (428.056773 sec): 3 clusters Score: Raw -200707.041286 + Penalty 2775.714825 = -197931.326461 nChanged 112 SP:Iteration 9Q (428.090787 sec): 3 clusters Score: Raw -200848.570136 + Penalty 2775.714825 = -198072.855311 nChanged 79 SP:Iteration 10Q (428.124554 sec): 3 clusters Score: Raw -200915.570116 + Penalty 2775.714825 = -198139.855291 nChanged 55 SP:Iteration 11Q (428.158237 sec): 3 clusters Score: Raw -200959.432391 + Penalty 2775.714825 = -198183.717566 nChanged 52 SP:Iteration 12Q (428.191929 sec): 3 clusters Score: Raw -201002.702943 + Penalty 2775.714825 = -198226.988118 nChanged 48 SP:Iteration 13Q (428.225460 sec): 3 clusters Score: Raw -201043.864706 + Penalty 2775.714825 = -198268.149881 nChanged 44 SP:Iteration 14Q (428.259225 sec): 3 clusters Score: Raw -201076.325187 + Penalty 2775.714825 = -198300.610362 nChanged 28 SP:Iteration 15Q (428.309356 sec): 3 clusters Score: Raw -201096.362046 + Penalty 2775.714825 = -198320.647221 nChanged 26 SP:Iteration 16Q (428.343070 sec): 3 clusters Score: Raw -201111.893257 + Penalty 2775.714825 = -198336.178432 nChanged 25 SP:Iteration 17Q (428.376586 sec): 3 clusters Score: Raw -201123.238344 + Penalty 2775.714825 = -198347.523519 nChanged 16 SP:Iteration 18Q (428.428953 sec): 3 clusters Score: Raw -201132.016538 + Penalty 2775.714825 = -198356.301713 nChanged 15 SP:Iteration 19Q (428.462426 sec): 3 clusters Score: Raw -201137.342193 + Penalty 2775.714825 = -198361.627368 nChanged 12 SP:Iteration 20F (428.496047 sec): 3 clusters Score: Raw -201143.153163 + Penalty 2775.714825 = -198367.438338 nChanged 12 SP:Iteration 21Q (428.543732 sec): 3 clusters Score: Raw -201149.065797 + Penalty 2775.714825 = -198373.350972 nChanged 11 SP:Iteration 22Q (428.577240 sec): 3 clusters Score: Raw -201153.996124 + Penalty 2775.714825 = -198378.281299 nChanged 7 SP:Iteration 23Q (428.610789 sec): 3 clusters Score: Raw -201157.140316 + Penalty 2775.714825 = -198381.425491 nChanged 12 SP:Iteration 24Q (428.644415 sec): 3 clusters Score: Raw -201163.271821 + Penalty 2775.714825 = -198387.556996 nChanged 6 SP:Iteration 25Q (428.676934 sec): 3 clusters Score: Raw -201165.885334 + Penalty 2775.714825 = -198390.170509 nChanged 6 SP:Iteration 26Q (428.710499 sec): 3 clusters Score: Raw -201168.310594 + Penalty 2775.714825 = -198392.595769 nChanged 5 SP:Iteration 27Q (428.743984 sec): 3 clusters Score: Raw -201169.700594 + Penalty 2775.714825 = -198393.985769 nChanged 4 SP:Iteration 28Q (428.777547 sec): 3 clusters Score: Raw -201170.962252 + Penalty 2775.714825 = -198395.247427 nChanged 1 SP:Iteration 29Q (428.809927 sec): 3 clusters Score: Raw -201171.242207 + Penalty 2775.714825 = -198395.527382 nChanged 2 SP:Iteration 30Q (428.843511 sec): 3 clusters Score: Raw -201171.593743 + Penalty 2775.714825 = -198395.878918 nChanged 1 SP:Iteration 31Q (428.876952 sec): 3 clusters Score: Raw -201171.941242 + Penalty 2775.714825 = -198396.226417 nChanged 1 SP:Iteration 32Q (428.924395 sec): 3 clusters Score: Raw -201172.310524 + Penalty 2775.714825 = -198396.595699 nChanged 2 SP:Iteration 33Q (429.066375 sec): 3 clusters Score: Raw -201172.891546 + Penalty 2775.714825 = -198397.176721 nChanged 3 SP:Iteration 34Q (429.151527 sec): 3 clusters Score: Raw -201174.035979 + Penalty 2775.714825 = -198398.321154 nChanged 5 SP:Iteration 35Q (429.219062 sec): 3 clusters Score: Raw -201175.501392 + Penalty 2775.714825 = -198399.786567 nChanged 2 SP:Iteration 36Q (429.253755 sec): 3 clusters Score: Raw -201176.098074 + Penalty 2775.714825 = -198400.383249 nChanged 1 SP:Iteration 37Q (429.288146 sec): 3 clusters Score: Raw -201176.586680 + Penalty 2775.714825 = -198400.871855 nChanged 2 SP:Iteration 38Q (429.321631 sec): 3 clusters Score: Raw -201177.092204 + Penalty 2775.714825 = -198401.377379 nChanged 2 SP:Iteration 39Q (429.354117 sec): 3 clusters Score: Raw -201177.557913 + Penalty 2775.714825 = -198401.843088 nChanged 1 SP:Iteration 40F (429.387458 sec): 3 clusters Score: Raw -201177.880282 + Penalty 2775.714825 = -198402.165457 nChanged 2 SP:Iteration 41Q (429.420953 sec): 3 clusters Score: Raw -201178.545329 + Penalty 2775.714825 = -198402.830504 nChanged 0 SP:Iteration 42F (429.469440 sec): 3 clusters Score: Raw -201178.545329 + Penalty 2775.714825 = -198402.830504 nChanged 0 Trying to split cluster 23 (2021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (429.503677 sec): 2 clusters Score: Raw -132659.715035 + Penalty 1335.791524 = -131323.923511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (429.531364 sec): 3 clusters Score: Raw -131878.407498 + Penalty 2671.583049 = -129206.824449 nChanged 673 SP:Iteration 1F (429.565367 sec): 3 clusters Score: Raw -132449.235069 + Penalty 2671.583049 = -129777.652020 nChanged 189 SP:Iteration 2F (429.590796 sec): 3 clusters Score: Raw -132692.804654 + Penalty 2671.583049 = -130021.221605 nChanged 137 SP:Iteration 3F (429.617164 sec): 3 clusters Score: Raw -132878.021543 + Penalty 2671.583049 = -130206.438494 nChanged 104 SP:Iteration 4F (429.644249 sec): 3 clusters Score: Raw -133009.712491 + Penalty 2671.583049 = -130338.129442 nChanged 92 SP:Iteration 5Q (429.687537 sec): 3 clusters Score: Raw -133127.202072 + Penalty 2671.583049 = -130455.619024 nChanged 85 SP:Iteration 6Q (429.714413 sec): 3 clusters Score: Raw -133229.347906 + Penalty 2671.583049 = -130557.764858 nChanged 53 SP:Iteration 7Q (429.741240 sec): 3 clusters Score: Raw -133281.472118 + Penalty 2671.583049 = -130609.889069 nChanged 41 SP:Iteration 8Q (429.768120 sec): 3 clusters Score: Raw -133317.627307 + Penalty 2671.583049 = -130646.044258 nChanged 30 SP:Iteration 9Q (429.811310 sec): 3 clusters Score: Raw -133337.557040 + Penalty 2671.583049 = -130665.973991 nChanged 26 SP:Iteration 10Q (429.837836 sec): 3 clusters Score: Raw -133356.610766 + Penalty 2671.583049 = -130685.027717 nChanged 19 SP:Iteration 11Q (429.864157 sec): 3 clusters Score: Raw -133370.468644 + Penalty 2671.583049 = -130698.885596 nChanged 15 SP:Iteration 12Q (429.890662 sec): 3 clusters Score: Raw -133380.347438 + Penalty 2671.583049 = -130708.764390 nChanged 12 SP:Iteration 13Q (429.917110 sec): 3 clusters Score: Raw -133389.257575 + Penalty 2671.583049 = -130717.674526 nChanged 22 SP:Iteration 14Q (429.943815 sec): 3 clusters Score: Raw -133402.063279 + Penalty 2671.583049 = -130730.480230 nChanged 16 SP:Iteration 15Q (429.970262 sec): 3 clusters Score: Raw -133410.227351 + Penalty 2671.583049 = -130738.644302 nChanged 8 SP:Iteration 16Q (430.000379 sec): 3 clusters Score: Raw -133414.072584 + Penalty 2671.583049 = -130742.489535 nChanged 8 SP:Iteration 17Q (430.026786 sec): 3 clusters Score: Raw -133418.273903 + Penalty 2671.583049 = -130746.690854 nChanged 10 SP:Iteration 18Q (430.053234 sec): 3 clusters Score: Raw -133424.309364 + Penalty 2671.583049 = -130752.726316 nChanged 9 SP:Iteration 19Q (430.079885 sec): 3 clusters Score: Raw -133429.799644 + Penalty 2671.583049 = -130758.216595 nChanged 5 SP:Iteration 20F (430.188882 sec): 3 clusters Score: Raw -133432.497931 + Penalty 2671.583049 = -130760.914882 nChanged 6 SP:Iteration 21Q (430.219242 sec): 3 clusters Score: Raw -133438.229996 + Penalty 2671.583049 = -130766.646947 nChanged 8 SP:Iteration 22Q (430.246606 sec): 3 clusters Score: Raw -133442.234032 + Penalty 2671.583049 = -130770.650984 nChanged 5 SP:Iteration 23Q (430.276400 sec): 3 clusters Score: Raw -133444.890466 + Penalty 2671.583049 = -130773.307417 nChanged 3 SP:Iteration 24Q (430.303827 sec): 3 clusters Score: Raw -133446.082259 + Penalty 2671.583049 = -130774.499210 nChanged 2 SP:Iteration 25Q (430.331056 sec): 3 clusters Score: Raw -133446.683079 + Penalty 2671.583049 = -130775.100030 nChanged 3 SP:Iteration 26Q (430.358179 sec): 3 clusters Score: Raw -133448.121958 + Penalty 2671.583049 = -130776.538909 nChanged 3 SP:Iteration 27Q (430.384636 sec): 3 clusters Score: Raw -133449.521594 + Penalty 2671.583049 = -130777.938545 nChanged 1 SP:Iteration 28Q (430.411123 sec): 3 clusters Score: Raw -133449.777506 + Penalty 2671.583049 = -130778.194457 nChanged 0 SP:Iteration 29F (430.437408 sec): 3 clusters Score: Raw -133449.777506 + Penalty 2671.583049 = -130778.194457 nChanged 0 Trying to split cluster 24 (2055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (430.471741 sec): 2 clusters Score: Raw -147203.138397 + Penalty 1338.719463 = -145864.418935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (430.503135 sec): 3 clusters Score: Raw -146352.406980 + Penalty 2677.438926 = -143674.968054 nChanged 717 SP:Iteration 1F (430.530369 sec): 3 clusters Score: Raw -146911.527192 + Penalty 2677.438926 = -144234.088266 nChanged 199 SP:Iteration 2F (430.557432 sec): 3 clusters Score: Raw -147100.032690 + Penalty 2677.438926 = -144422.593764 nChanged 126 SP:Iteration 3F (430.584708 sec): 3 clusters Score: Raw -147205.176822 + Penalty 2677.438926 = -144527.737897 nChanged 87 SP:Iteration 4Q (430.623746 sec): 3 clusters Score: Raw -147271.134345 + Penalty 2677.438926 = -144593.695420 nChanged 66 SP:Iteration 5Q (430.651327 sec): 3 clusters Score: Raw -147327.755959 + Penalty 2677.438926 = -144650.317034 nChanged 58 SP:Iteration 6Q (430.678609 sec): 3 clusters Score: Raw -147376.398801 + Penalty 2677.438926 = -144698.959876 nChanged 49 SP:Iteration 7Q (430.705643 sec): 3 clusters Score: Raw -147412.896185 + Penalty 2677.438926 = -144735.457260 nChanged 39 SP:Iteration 8Q (430.732579 sec): 3 clusters Score: Raw -147446.373076 + Penalty 2677.438926 = -144768.934151 nChanged 41 SP:Iteration 9Q (430.759445 sec): 3 clusters Score: Raw -147484.678591 + Penalty 2677.438926 = -144807.239665 nChanged 40 SP:Iteration 10Q (430.789841 sec): 3 clusters Score: Raw -147512.552637 + Penalty 2677.438926 = -144835.113711 nChanged 33 SP:Iteration 11Q (430.816882 sec): 3 clusters Score: Raw -147540.768632 + Penalty 2677.438926 = -144863.329706 nChanged 28 SP:Iteration 12Q (430.846069 sec): 3 clusters Score: Raw -147554.884713 + Penalty 2677.438926 = -144877.445787 nChanged 27 SP:Iteration 13Q (430.872991 sec): 3 clusters Score: Raw -147575.158005 + Penalty 2677.438926 = -144897.719079 nChanged 27 SP:Iteration 14Q (430.899920 sec): 3 clusters Score: Raw -147598.134851 + Penalty 2677.438926 = -144920.695925 nChanged 27 SP:Iteration 15Q (430.931915 sec): 3 clusters Score: Raw -147619.457654 + Penalty 2677.438926 = -144942.018729 nChanged 23 SP:Iteration 16Q (430.958983 sec): 3 clusters Score: Raw -147639.104908 + Penalty 2677.438926 = -144961.665983 nChanged 25 SP:Iteration 17Q (430.985855 sec): 3 clusters Score: Raw -147659.474179 + Penalty 2677.438926 = -144982.035254 nChanged 16 SP:Iteration 18Q (431.012669 sec): 3 clusters Score: Raw -147670.843662 + Penalty 2677.438926 = -144993.404737 nChanged 15 SP:Iteration 19Q (431.041429 sec): 3 clusters Score: Raw -147682.941377 + Penalty 2677.438926 = -145005.502451 nChanged 18 SP:Iteration 20F (431.171407 sec): 3 clusters Score: Raw -147709.010170 + Penalty 2677.438926 = -145031.571244 nChanged 23 SP:Iteration 21Q (431.245719 sec): 3 clusters Score: Raw -147730.609183 + Penalty 2677.438926 = -145053.170257 nChanged 20 SP:Iteration 22Q (431.330583 sec): 3 clusters Score: Raw -147739.765537 + Penalty 2677.438926 = -145062.326612 nChanged 16 SP:Iteration 23Q (431.358359 sec): 3 clusters Score: Raw -147749.263514 + Penalty 2677.438926 = -145071.824588 nChanged 8 SP:Iteration 24Q (431.385288 sec): 3 clusters Score: Raw -147752.176042 + Penalty 2677.438926 = -145074.737117 nChanged 5 SP:Iteration 25Q (431.414312 sec): 3 clusters Score: Raw -147755.687656 + Penalty 2677.438926 = -145078.248730 nChanged 9 SP:Iteration 26Q (431.443913 sec): 3 clusters Score: Raw -147761.991142 + Penalty 2677.438926 = -145084.552216 nChanged 6 SP:Iteration 27Q (431.473385 sec): 3 clusters Score: Raw -147763.885309 + Penalty 2677.438926 = -145086.446383 nChanged 4 SP:Iteration 28Q (431.505045 sec): 3 clusters Score: Raw -147765.228671 + Penalty 2677.438926 = -145087.789745 nChanged 2 SP:Iteration 29Q (431.534922 sec): 3 clusters Score: Raw -147765.632157 + Penalty 2677.438926 = -145088.193232 nChanged 1 SP:Iteration 30Q (431.564214 sec): 3 clusters Score: Raw -147766.054358 + Penalty 2677.438926 = -145088.615432 nChanged 2 SP:Iteration 31Q (431.595000 sec): 3 clusters Score: Raw -147766.513919 + Penalty 2677.438926 = -145089.074994 nChanged 0 SP:Iteration 32F (431.621497 sec): 3 clusters Score: Raw -147766.513919 + Penalty 2677.438926 = -145089.074994 nChanged 0 Trying to split cluster 25 (9288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.680544 sec): 2 clusters Score: Raw -727427.139061 + Penalty 1603.451981 = -725823.687080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.737490 sec): 3 clusters Score: Raw -722287.047826 + Penalty 3206.903962 = -719080.143864 nChanged 3929 SP:Iteration 1F (431.812936 sec): 3 clusters Score: Raw -724502.862424 + Penalty 3206.903962 = -721295.958462 nChanged 632 SP:Iteration 2F (431.910517 sec): 3 clusters Score: Raw -724882.560875 + Penalty 3206.903962 = -721675.656913 nChanged 632 SP:Iteration 3F (432.039475 sec): 3 clusters Score: Raw -725251.610429 + Penalty 3206.903962 = -722044.706467 nChanged 547 SP:Iteration 4F (432.195682 sec): 3 clusters Score: Raw -725573.667725 + Penalty 3206.903962 = -722366.763764 nChanged 509 SP:Iteration 5F (432.263021 sec): 3 clusters Score: Raw -725909.468338 + Penalty 3206.903962 = -722702.564376 nChanged 492 SP:Iteration 6F (432.330211 sec): 3 clusters Score: Raw -726247.206002 + Penalty 3206.903962 = -723040.302040 nChanged 430 SP:Iteration 7Q (432.406496 sec): 3 clusters Score: Raw -726523.548853 + Penalty 3206.903962 = -723316.644891 nChanged 397 SP:Iteration 8Q (432.476495 sec): 3 clusters Score: Raw -726743.904615 + Penalty 3206.903962 = -723537.000653 nChanged 327 SP:Iteration 9Q (432.536455 sec): 3 clusters Score: Raw -726900.132983 + Penalty 3206.903962 = -723693.229021 nChanged 272 SP:Iteration 10Q (432.599594 sec): 3 clusters Score: Raw -727015.422587 + Penalty 3206.903962 = -723808.518625 nChanged 225 SP:Iteration 11Q (432.673752 sec): 3 clusters Score: Raw -727105.171289 + Penalty 3206.903962 = -723898.267327 nChanged 186 SP:Iteration 12Q (432.747627 sec): 3 clusters Score: Raw -727173.885697 + Penalty 3206.903962 = -723966.981736 nChanged 174 SP:Iteration 13Q (432.809275 sec): 3 clusters Score: Raw -727236.609760 + Penalty 3206.903962 = -724029.705798 nChanged 161 SP:Iteration 14Q (432.870977 sec): 3 clusters Score: Raw -727290.346156 + Penalty 3206.903962 = -724083.442194 nChanged 123 SP:Iteration 15Q (432.934785 sec): 3 clusters Score: Raw -727335.719811 + Penalty 3206.903962 = -724128.815849 nChanged 109 SP:Iteration 16Q (432.999094 sec): 3 clusters Score: Raw -727366.986216 + Penalty 3206.903962 = -724160.082254 nChanged 96 SP:Iteration 17Q (433.064406 sec): 3 clusters Score: Raw -727392.159437 + Penalty 3206.903962 = -724185.255476 nChanged 93 SP:Iteration 18Q (433.129363 sec): 3 clusters Score: Raw -727417.469445 + Penalty 3206.903962 = -724210.565483 nChanged 93 SP:Iteration 19Q (433.213329 sec): 3 clusters Score: Raw -727441.466715 + Penalty 3206.903962 = -724234.562753 nChanged 93 SP:Iteration 20F (433.300033 sec): 3 clusters Score: Raw -727465.011675 + Penalty 3206.903962 = -724258.107713 nChanged 87 SP:Iteration 21Q (433.360085 sec): 3 clusters Score: Raw -727494.399067 + Penalty 3206.903962 = -724287.495105 nChanged 104 SP:Iteration 22Q (433.417455 sec): 3 clusters Score: Raw -727526.538524 + Penalty 3206.903962 = -724319.634563 nChanged 104 SP:Iteration 23Q (433.474727 sec): 3 clusters Score: Raw -727558.216919 + Penalty 3206.903962 = -724351.312957 nChanged 93 SP:Iteration 24Q (433.540057 sec): 3 clusters Score: Raw -727584.912796 + Penalty 3206.903962 = -724378.008834 nChanged 97 SP:Iteration 25Q (433.610565 sec): 3 clusters Score: Raw -727615.848484 + Penalty 3206.903962 = -724408.944523 nChanged 90 SP:Iteration 26Q (433.678040 sec): 3 clusters Score: Raw -727644.202457 + Penalty 3206.903962 = -724437.298495 nChanged 90 SP:Iteration 27Q (433.742296 sec): 3 clusters Score: Raw -727669.822905 + Penalty 3206.903962 = -724462.918943 nChanged 84 SP:Iteration 28Q (433.812989 sec): 3 clusters Score: Raw -727690.285321 + Penalty 3206.903962 = -724483.381360 nChanged 75 SP:Iteration 29Q (433.883645 sec): 3 clusters Score: Raw -727708.991212 + Penalty 3206.903962 = -724502.087250 nChanged 82 SP:Iteration 30Q (433.947991 sec): 3 clusters Score: Raw -727732.558383 + Penalty 3206.903962 = -724525.654421 nChanged 86 SP:Iteration 31Q (434.015200 sec): 3 clusters Score: Raw -727760.141161 + Penalty 3206.903962 = -724553.237199 nChanged 101 SP:Iteration 32Q (434.077588 sec): 3 clusters Score: Raw -727793.578008 + Penalty 3206.903962 = -724586.674046 nChanged 111 SP:Iteration 33Q (434.141704 sec): 3 clusters Score: Raw -727828.575676 + Penalty 3206.903962 = -724621.671714 nChanged 116 SP:Iteration 34Q (434.205521 sec): 3 clusters Score: Raw -727865.746992 + Penalty 3206.903962 = -724658.843031 nChanged 107 SP:Iteration 35Q (434.269398 sec): 3 clusters Score: Raw -727905.579825 + Penalty 3206.903962 = -724698.675863 nChanged 123 SP:Iteration 36Q (434.334240 sec): 3 clusters Score: Raw -727949.988092 + Penalty 3206.903962 = -724743.084131 nChanged 133 SP:Iteration 37Q (434.406846 sec): 3 clusters Score: Raw -728000.250188 + Penalty 3206.903962 = -724793.346226 nChanged 143 SP:Iteration 38Q (434.479693 sec): 3 clusters Score: Raw -728056.111197 + Penalty 3206.903962 = -724849.207235 nChanged 142 SP:Iteration 39Q (434.543038 sec): 3 clusters Score: Raw -728115.397193 + Penalty 3206.903962 = -724908.493231 nChanged 149 SP:Iteration 40F (434.693416 sec): 3 clusters Score: Raw -728185.405722 + Penalty 3206.903962 = -724978.501761 nChanged 141 SP:Iteration 41Q (434.757275 sec): 3 clusters Score: Raw -728258.892065 + Penalty 3206.903962 = -725051.988103 nChanged 141 SP:Iteration 42Q (434.820802 sec): 3 clusters Score: Raw -728341.048307 + Penalty 3206.903962 = -725134.144346 nChanged 159 SP:Iteration 43Q (434.883305 sec): 3 clusters Score: Raw -728467.157459 + Penalty 3206.903962 = -725260.253497 nChanged 172 SP:Iteration 44Q (434.960259 sec): 3 clusters Score: Raw -728654.047341 + Penalty 3206.903962 = -725447.143379 nChanged 191 SP:Iteration 45Q (435.032089 sec): 3 clusters Score: Raw -728991.081405 + Penalty 3206.903962 = -725784.177444 nChanged 198 SP:Iteration 46Q (435.102529 sec): 3 clusters Score: Raw -729362.534075 + Penalty 3206.903962 = -726155.630113 nChanged 118 SP:Iteration 47Q (435.159997 sec): 3 clusters Score: Raw -729477.513057 + Penalty 3206.903962 = -726270.609096 nChanged 56 SP:Iteration 48Q (435.319388 sec): 3 clusters Score: Raw -729496.613361 + Penalty 3206.903962 = -726289.709399 nChanged 24 SP:Iteration 49Q (435.393829 sec): 3 clusters Score: Raw -729501.621741 + Penalty 3206.903962 = -726294.717779 nChanged 13 SP:Iteration 50Q (435.458621 sec): 3 clusters Score: Raw -729503.838644 + Penalty 3206.903962 = -726296.934683 nChanged 7 SP:Iteration 51Q (435.512662 sec): 3 clusters Score: Raw -729504.925770 + Penalty 3206.903962 = -726298.021808 nChanged 2 SP:Iteration 52Q (435.583629 sec): 3 clusters Score: Raw -729505.281068 + Penalty 3206.903962 = -726298.377106 nChanged 3 SP:Iteration 53Q (435.654407 sec): 3 clusters Score: Raw -729505.511685 + Penalty 3206.903962 = -726298.607723 nChanged 1 SP:Iteration 54Q (435.729095 sec): 3 clusters Score: Raw -729505.592929 + Penalty 3206.903962 = -726298.688967 nChanged 2 SP:Iteration 55Q (435.784874 sec): 3 clusters Score: Raw -729505.913136 + Penalty 3206.903962 = -726299.009175 nChanged 3 SP:Iteration 56Q (435.841024 sec): 3 clusters Score: Raw -729506.233895 + Penalty 3206.903962 = -726299.329934 nChanged 2 SP:Iteration 57Q (435.900020 sec): 3 clusters Score: Raw -729506.804153 + Penalty 3206.903962 = -726299.900191 nChanged 2 SP:Iteration 58Q (435.965235 sec): 3 clusters Score: Raw -729507.155300 + Penalty 3206.903962 = -726300.251338 nChanged 2 SP:Iteration 59Q (436.032179 sec): 3 clusters Score: Raw -729507.394987 + Penalty 3206.903962 = -726300.491026 nChanged 1 SP:Iteration 60F (436.103837 sec): 3 clusters Score: Raw -729507.559795 + Penalty 3206.903962 = -726300.655833 nChanged 1 SP:Iteration 61Q (436.163998 sec): 3 clusters Score: Raw -729507.678530 + Penalty 3206.903962 = -726300.774568 nChanged 0 SP:Iteration 62F (436.226023 sec): 3 clusters Score: Raw -729507.678530 + Penalty 3206.903962 = -726300.774568 nChanged 0 Score: Raw -7123869.907944 + Penalty 56641.913755 = -7067227.994189 Splitting cluster 25 changes total score from -7061737.147962 to -7067227.994189 So it's getting split into cluster 28. Iteration 179Q (442.054673 sec): 29 clusters Score: Raw -7125321.526294 + Penalty 56641.913755 = -7068679.612539 nChanged 1144 Iteration 180F (444.790023 sec): 29 clusters Score: Raw -7126512.658054 + Penalty 56641.913755 = -7069870.744299 nChanged 1097 Iteration 181Q (446.301611 sec): 29 clusters Score: Raw -7126942.627831 + Penalty 56641.913755 = -7070300.714075 nChanged 544 Iteration 182Q (447.773044 sec): 29 clusters Score: Raw -7127112.545257 + Penalty 56641.913755 = -7070470.631501 nChanged 370 Iteration 183Q (449.333364 sec): 29 clusters Score: Raw -7127210.457548 + Penalty 56641.913755 = -7070568.543792 nChanged 256 Iteration 184Q (450.806921 sec): 29 clusters Score: Raw -7127278.471479 + Penalty 56641.913755 = -7070636.557723 nChanged 217 Iteration 185Q (452.225557 sec): 29 clusters Score: Raw -7127327.835040 + Penalty 56641.913755 = -7070685.921284 nChanged 162 Iteration 186Q (453.690291 sec): 29 clusters Score: Raw -7127367.448581 + Penalty 56641.913755 = -7070725.534826 nChanged 150 Iteration 187Q (455.120762 sec): 29 clusters Score: Raw -7127405.918214 + Penalty 56641.913755 = -7070764.004459 nChanged 137 Iteration 188Q (456.583562 sec): 29 clusters Score: Raw -7127439.201399 + Penalty 56641.913755 = -7070797.287643 nChanged 124 Iteration 189Q (458.056009 sec): 29 clusters Score: Raw -7127468.607227 + Penalty 56641.913755 = -7070826.693471 nChanged 118 Iteration 190Q (459.452948 sec): 29 clusters Score: Raw -7127495.792023 + Penalty 56641.913755 = -7070853.878268 nChanged 116 Iteration 191Q (461.060048 sec): 29 clusters Score: Raw -7127522.470953 + Penalty 56641.913755 = -7070880.557198 nChanged 101 Iteration 192Q (462.492786 sec): 29 clusters Score: Raw -7127544.809014 + Penalty 56641.913755 = -7070902.895258 nChanged 93 Iteration 193Q (463.981669 sec): 29 clusters Score: Raw -7127564.777039 + Penalty 56641.913755 = -7070922.863284 nChanged 89 Iteration 194Q (465.431942 sec): 29 clusters Score: Raw -7127584.637417 + Penalty 56641.913755 = -7070942.723662 nChanged 72 Iteration 195Q (466.951514 sec): 29 clusters Score: Raw -7127599.893662 + Penalty 56641.913755 = -7070957.979906 nChanged 64 Iteration 196Q (468.347800 sec): 29 clusters Score: Raw -7127610.911802 + Penalty 56641.913755 = -7070968.998047 nChanged 58 Iteration 197Q (469.954692 sec): 29 clusters Score: Raw -7127620.985562 + Penalty 56641.913755 = -7070979.071807 nChanged 59 Iteration 198Q (471.435177 sec): 29 clusters Score: Raw -7127631.814356 + Penalty 56641.913755 = -7070989.900601 nChanged 68 Iteration 199Q (472.901548 sec): 29 clusters Score: Raw -7127644.848999 + Penalty 56641.913755 = -7071002.935243 nChanged 65 Iteration 200F (475.665081 sec): 29 clusters Score: Raw -7127659.778278 + Penalty 56641.913755 = -7071017.864522 nChanged 51 Iteration 201Q (477.087652 sec): 29 clusters Score: Raw -7127669.848685 + Penalty 56641.913755 = -7071027.934929 nChanged 42 Iteration 202Q (478.667097 sec): 29 clusters Score: Raw -7127676.820294 + Penalty 56641.913755 = -7071034.906539 nChanged 40 Iteration 203Q (480.204331 sec): 29 clusters Score: Raw -7127684.321642 + Penalty 56641.913755 = -7071042.407887 nChanged 41 Iteration 204Q (481.685729 sec): 29 clusters Score: Raw -7127691.474079 + Penalty 56641.913755 = -7071049.560324 nChanged 52 Iteration 205Q (483.107731 sec): 29 clusters Score: Raw -7127701.729974 + Penalty 56641.913755 = -7071059.816219 nChanged 60 Iteration 206Q (484.640641 sec): 29 clusters Score: Raw -7127713.323145 + Penalty 56641.913755 = -7071071.409389 nChanged 55 Iteration 207Q (486.109995 sec): 29 clusters Score: Raw -7127723.835182 + Penalty 56641.913755 = -7071081.921426 nChanged 58 Iteration 208Q (487.574812 sec): 29 clusters Score: Raw -7127736.293265 + Penalty 56641.913755 = -7071094.379510 nChanged 64 Iteration 209Q (488.972928 sec): 29 clusters Score: Raw -7127750.502759 + Penalty 56641.913755 = -7071108.589004 nChanged 73 Iteration 210Q (490.365693 sec): 29 clusters Score: Raw -7127766.654885 + Penalty 56641.913755 = -7071124.741130 nChanged 73 Iteration 211Q (491.759924 sec): 29 clusters Score: Raw -7127784.627909 + Penalty 56641.913755 = -7071142.714154 nChanged 67 Iteration 212Q (493.147968 sec): 29 clusters Score: Raw -7127801.799877 + Penalty 56641.913755 = -7071159.886122 nChanged 70 Iteration 213Q (494.634353 sec): 29 clusters Score: Raw -7127817.271821 + Penalty 56641.913755 = -7071175.358066 nChanged 66 Iteration 214Q (496.053925 sec): 29 clusters Score: Raw -7127830.369164 + Penalty 56641.913755 = -7071188.455409 nChanged 58 Iteration 215Q (497.442450 sec): 29 clusters Score: Raw -7127840.690472 + Penalty 56641.913755 = -7071198.776717 nChanged 47 Iteration 216Q (498.830753 sec): 29 clusters Score: Raw -7127849.061161 + Penalty 56641.913755 = -7071207.147405 nChanged 45 Iteration 217Q (500.299692 sec): 29 clusters Score: Raw -7127856.469460 + Penalty 56641.913755 = -7071214.555705 nChanged 38 Iteration 218Q (501.731508 sec): 29 clusters Score: Raw -7127861.998656 + Penalty 56641.913755 = -7071220.084901 nChanged 37 Writing temp clu file Because OldScore, -7071214.555705, is greater than current (better) Score,-7071220.084901 Compute initial score before splitting: Score: Raw -7127861.998656 + Penalty 56641.913755 = -7071220.084901 Trying to split cluster 1 (2907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.843309 sec): 2 clusters Score: Raw -181224.383300 + Penalty 1399.590896 = -179824.792404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.003516 sec): 3 clusters Score: Raw -179900.289263 + Penalty 2799.181792 = -177101.107471 nChanged 1121 SP:Iteration 1F (502.038468 sec): 3 clusters Score: Raw -180729.277845 + Penalty 2799.181792 = -177930.096053 nChanged 286 SP:Iteration 2F (502.074516 sec): 3 clusters Score: Raw -181063.595274 + Penalty 2799.181792 = -178264.413482 nChanged 241 SP:Iteration 3F (502.110613 sec): 3 clusters Score: Raw -181370.196233 + Penalty 2799.181792 = -178571.014441 nChanged 181 SP:Iteration 4F (502.208726 sec): 3 clusters Score: Raw -181598.944493 + Penalty 2799.181792 = -178799.762701 nChanged 158 SP:Iteration 5F (502.340891 sec): 3 clusters Score: Raw -181756.254739 + Penalty 2799.181792 = -178957.072947 nChanged 117 SP:Iteration 6Q (502.361151 sec): 3 clusters Score: Raw -181858.849963 + Penalty 2799.181792 = -179059.668171 nChanged 92 SP:Iteration 7Q (502.390281 sec): 3 clusters Score: Raw -181920.324150 + Penalty 2799.181792 = -179121.142358 nChanged 61 SP:Iteration 8Q (502.419257 sec): 3 clusters Score: Raw -181959.822403 + Penalty 2799.181792 = -179160.640611 nChanged 42 SP:Iteration 9Q (502.448147 sec): 3 clusters Score: Raw -181977.903682 + Penalty 2799.181792 = -179178.721890 nChanged 24 SP:Iteration 10Q (502.477949 sec): 3 clusters Score: Raw -181987.901128 + Penalty 2799.181792 = -179188.719336 nChanged 17 SP:Iteration 11Q (502.507770 sec): 3 clusters Score: Raw -181993.251684 + Penalty 2799.181792 = -179194.069892 nChanged 10 SP:Iteration 12Q (502.537548 sec): 3 clusters Score: Raw -181996.765279 + Penalty 2799.181792 = -179197.583487 nChanged 6 SP:Iteration 13Q (502.567354 sec): 3 clusters Score: Raw -181998.584896 + Penalty 2799.181792 = -179199.403103 nChanged 6 SP:Iteration 14Q (502.597027 sec): 3 clusters Score: Raw -182001.118507 + Penalty 2799.181792 = -179201.936715 nChanged 10 SP:Iteration 15Q (502.628314 sec): 3 clusters Score: Raw -182004.533488 + Penalty 2799.181792 = -179205.351696 nChanged 10 SP:Iteration 16Q (502.656692 sec): 3 clusters Score: Raw -182007.803826 + Penalty 2799.181792 = -179208.622034 nChanged 10 SP:Iteration 17Q (502.685154 sec): 3 clusters Score: Raw -182014.234797 + Penalty 2799.181792 = -179215.053005 nChanged 19 SP:Iteration 18Q (502.713491 sec): 3 clusters Score: Raw -182027.157735 + Penalty 2799.181792 = -179227.975943 nChanged 16 SP:Iteration 19Q (502.741911 sec): 3 clusters Score: Raw -182032.062315 + Penalty 2799.181792 = -179232.880523 nChanged 9 SP:Iteration 20F (502.770220 sec): 3 clusters Score: Raw -182034.891843 + Penalty 2799.181792 = -179235.710051 nChanged 8 SP:Iteration 21Q (502.798905 sec): 3 clusters Score: Raw -182036.735993 + Penalty 2799.181792 = -179237.554201 nChanged 5 SP:Iteration 22Q (502.826071 sec): 3 clusters Score: Raw -182039.692911 + Penalty 2799.181792 = -179240.511118 nChanged 11 SP:Iteration 23Q (502.853110 sec): 3 clusters Score: Raw -182044.783553 + Penalty 2799.181792 = -179245.601761 nChanged 8 SP:Iteration 24Q (502.880294 sec): 3 clusters Score: Raw -182046.591806 + Penalty 2799.181792 = -179247.410014 nChanged 3 SP:Iteration 25Q (502.907368 sec): 3 clusters Score: Raw -182047.393665 + Penalty 2799.181792 = -179248.211872 nChanged 0 SP:Iteration 26F (502.934378 sec): 3 clusters Score: Raw -182047.393665 + Penalty 2799.181792 = -179248.211872 nChanged 0 Trying to split cluster 2 (3133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.962859 sec): 2 clusters Score: Raw -248758.393843 + Penalty 1412.730474 = -247345.663369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.992571 sec): 3 clusters Score: Raw -247273.548408 + Penalty 2825.460948 = -244448.087460 nChanged 1207 SP:Iteration 1F (503.021520 sec): 3 clusters Score: Raw -248062.911559 + Penalty 2825.460948 = -245237.450611 nChanged 292 SP:Iteration 2F (503.052182 sec): 3 clusters Score: Raw -248305.978861 + Penalty 2825.460948 = -245480.517913 nChanged 216 SP:Iteration 3F (503.083294 sec): 3 clusters Score: Raw -248474.927649 + Penalty 2825.460948 = -245649.466701 nChanged 150 SP:Iteration 4Q (503.114313 sec): 3 clusters Score: Raw -248583.155068 + Penalty 2825.460948 = -245757.694119 nChanged 122 SP:Iteration 5Q (503.145289 sec): 3 clusters Score: Raw -248670.027678 + Penalty 2825.460948 = -245844.566730 nChanged 116 SP:Iteration 6Q (503.174617 sec): 3 clusters Score: Raw -248760.258307 + Penalty 2825.460948 = -245934.797359 nChanged 105 SP:Iteration 7Q (503.266836 sec): 3 clusters Score: Raw -248856.400837 + Penalty 2825.460948 = -246030.939889 nChanged 101 SP:Iteration 8Q (503.360125 sec): 3 clusters Score: Raw -248923.606823 + Penalty 2825.460948 = -246098.145874 nChanged 75 SP:Iteration 9Q (503.400678 sec): 3 clusters Score: Raw -248977.197960 + Penalty 2825.460948 = -246151.737012 nChanged 58 SP:Iteration 10Q (503.441634 sec): 3 clusters Score: Raw -249008.037225 + Penalty 2825.460948 = -246182.576277 nChanged 45 SP:Iteration 11Q (503.483702 sec): 3 clusters Score: Raw -249028.748975 + Penalty 2825.460948 = -246203.288027 nChanged 38 SP:Iteration 12Q (503.514550 sec): 3 clusters Score: Raw -249046.402816 + Penalty 2825.460948 = -246220.941868 nChanged 30 SP:Iteration 13Q (503.543059 sec): 3 clusters Score: Raw -249059.936947 + Penalty 2825.460948 = -246234.475999 nChanged 23 SP:Iteration 14Q (503.580131 sec): 3 clusters Score: Raw -249069.106086 + Penalty 2825.460948 = -246243.645138 nChanged 20 SP:Iteration 15Q (503.609599 sec): 3 clusters Score: Raw -249077.104746 + Penalty 2825.460948 = -246251.643797 nChanged 22 SP:Iteration 16Q (503.639013 sec): 3 clusters Score: Raw -249085.765651 + Penalty 2825.460948 = -246260.304703 nChanged 12 SP:Iteration 17Q (503.667889 sec): 3 clusters Score: Raw -249090.135473 + Penalty 2825.460948 = -246264.674525 nChanged 11 SP:Iteration 18Q (503.696994 sec): 3 clusters Score: Raw -249093.245135 + Penalty 2825.460948 = -246267.784187 nChanged 6 SP:Iteration 19Q (503.726075 sec): 3 clusters Score: Raw -249095.072297 + Penalty 2825.460948 = -246269.611349 nChanged 4 SP:Iteration 20F (503.754889 sec): 3 clusters Score: Raw -249096.348969 + Penalty 2825.460948 = -246270.888021 nChanged 3 SP:Iteration 21Q (503.783914 sec): 3 clusters Score: Raw -249097.221468 + Penalty 2825.460948 = -246271.760520 nChanged 4 SP:Iteration 22Q (503.834503 sec): 3 clusters Score: Raw -249098.521185 + Penalty 2825.460948 = -246273.060237 nChanged 4 SP:Iteration 23Q (503.864148 sec): 3 clusters Score: Raw -249100.049973 + Penalty 2825.460948 = -246274.589025 nChanged 6 SP:Iteration 24Q (503.893193 sec): 3 clusters Score: Raw -249101.691810 + Penalty 2825.460948 = -246276.230862 nChanged 2 SP:Iteration 25Q (503.922275 sec): 3 clusters Score: Raw -249102.189789 + Penalty 2825.460948 = -246276.728841 nChanged 1 SP:Iteration 26Q (503.951342 sec): 3 clusters Score: Raw -249102.440844 + Penalty 2825.460948 = -246276.979896 nChanged 1 SP:Iteration 27Q (503.980358 sec): 3 clusters Score: Raw -249103.212243 + Penalty 2825.460948 = -246277.751295 nChanged 1 SP:Iteration 28Q (504.009520 sec): 3 clusters Score: Raw -249103.601196 + Penalty 2825.460948 = -246278.140248 nChanged 1 SP:Iteration 29Q (504.038531 sec): 3 clusters Score: Raw -249103.850015 + Penalty 2825.460948 = -246278.389067 nChanged 1 SP:Iteration 30Q (504.067731 sec): 3 clusters Score: Raw -249104.245007 + Penalty 2825.460948 = -246278.784059 nChanged 1 SP:Iteration 31Q (504.096662 sec): 3 clusters Score: Raw -249104.281225 + Penalty 2825.460948 = -246278.820277 nChanged 0 SP:Iteration 32F (504.125495 sec): 3 clusters Score: Raw -249104.281225 + Penalty 2825.460948 = -246278.820277 nChanged 0 Trying to split cluster 3 (2036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (504.152260 sec): 2 clusters Score: Raw -121993.743012 + Penalty 1337.089287 = -120656.653725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (504.173349 sec): 3 clusters Score: Raw -121194.515101 + Penalty 2674.178575 = -118520.336526 nChanged 690 SP:Iteration 1F (504.193413 sec): 3 clusters Score: Raw -121723.856853 + Penalty 2674.178575 = -119049.678279 nChanged 183 SP:Iteration 2F (504.214028 sec): 3 clusters Score: Raw -121899.477449 + Penalty 2674.178575 = -119225.298874 nChanged 130 SP:Iteration 3F (504.235364 sec): 3 clusters Score: Raw -122037.783902 + Penalty 2674.178575 = -119363.605327 nChanged 126 SP:Iteration 4F (504.318195 sec): 3 clusters Score: Raw -122173.257410 + Penalty 2674.178575 = -119499.078836 nChanged 104 SP:Iteration 5F (504.347376 sec): 3 clusters Score: Raw -122281.257341 + Penalty 2674.178575 = -119607.078767 nChanged 81 SP:Iteration 6Q (504.376539 sec): 3 clusters Score: Raw -122353.682235 + Penalty 2674.178575 = -119679.503661 nChanged 72 SP:Iteration 7Q (504.400222 sec): 3 clusters Score: Raw -122414.200633 + Penalty 2674.178575 = -119740.022058 nChanged 50 SP:Iteration 8Q (504.421032 sec): 3 clusters Score: Raw -122456.838598 + Penalty 2674.178575 = -119782.660023 nChanged 33 SP:Iteration 9Q (504.441845 sec): 3 clusters Score: Raw -122485.154467 + Penalty 2674.178575 = -119810.975893 nChanged 31 SP:Iteration 10Q (504.462603 sec): 3 clusters Score: Raw -122506.288779 + Penalty 2674.178575 = -119832.110204 nChanged 27 SP:Iteration 11Q (504.483302 sec): 3 clusters Score: Raw -122528.311244 + Penalty 2674.178575 = -119854.132670 nChanged 22 SP:Iteration 12Q (504.504046 sec): 3 clusters Score: Raw -122543.388247 + Penalty 2674.178575 = -119869.209673 nChanged 23 SP:Iteration 13Q (504.524772 sec): 3 clusters Score: Raw -122564.109732 + Penalty 2674.178575 = -119889.931157 nChanged 27 SP:Iteration 14Q (504.545432 sec): 3 clusters Score: Raw -122588.796994 + Penalty 2674.178575 = -119914.618420 nChanged 22 SP:Iteration 15Q (504.566073 sec): 3 clusters Score: Raw -122610.086947 + Penalty 2674.178575 = -119935.908372 nChanged 25 SP:Iteration 16Q (504.586214 sec): 3 clusters Score: Raw -122630.260877 + Penalty 2674.178575 = -119956.082302 nChanged 31 SP:Iteration 17Q (504.606423 sec): 3 clusters Score: Raw -122658.204484 + Penalty 2674.178575 = -119984.025909 nChanged 25 SP:Iteration 18Q (504.626551 sec): 3 clusters Score: Raw -122674.428381 + Penalty 2674.178575 = -120000.249806 nChanged 18 SP:Iteration 19Q (504.646828 sec): 3 clusters Score: Raw -122685.053485 + Penalty 2674.178575 = -120010.874911 nChanged 14 SP:Iteration 20F (504.666872 sec): 3 clusters Score: Raw -122698.559464 + Penalty 2674.178575 = -120024.380890 nChanged 26 SP:Iteration 21Q (504.686952 sec): 3 clusters Score: Raw -122719.790440 + Penalty 2674.178575 = -120045.611866 nChanged 29 SP:Iteration 22Q (504.707086 sec): 3 clusters Score: Raw -122748.179986 + Penalty 2674.178575 = -120074.001412 nChanged 23 SP:Iteration 23Q (504.727226 sec): 3 clusters Score: Raw -122761.961495 + Penalty 2674.178575 = -120087.782921 nChanged 19 SP:Iteration 24Q (504.747274 sec): 3 clusters Score: Raw -122775.647503 + Penalty 2674.178575 = -120101.468929 nChanged 22 SP:Iteration 25Q (504.767374 sec): 3 clusters Score: Raw -122794.147034 + Penalty 2674.178575 = -120119.968460 nChanged 29 SP:Iteration 26Q (504.787420 sec): 3 clusters Score: Raw -122816.215039 + Penalty 2674.178575 = -120142.036465 nChanged 25 SP:Iteration 27Q (504.807463 sec): 3 clusters Score: Raw -122836.399609 + Penalty 2674.178575 = -120162.221034 nChanged 19 SP:Iteration 28Q (504.828610 sec): 3 clusters Score: Raw -122847.406534 + Penalty 2674.178575 = -120173.227959 nChanged 16 SP:Iteration 29Q (504.848429 sec): 3 clusters Score: Raw -122855.917497 + Penalty 2674.178575 = -120181.738922 nChanged 10 SP:Iteration 30Q (504.868385 sec): 3 clusters Score: Raw -122862.508386 + Penalty 2674.178575 = -120188.329811 nChanged 9 SP:Iteration 31Q (504.888431 sec): 3 clusters Score: Raw -122866.066941 + Penalty 2674.178575 = -120191.888366 nChanged 7 SP:Iteration 32Q (504.908476 sec): 3 clusters Score: Raw -122871.367438 + Penalty 2674.178575 = -120197.188864 nChanged 11 SP:Iteration 33Q (504.928458 sec): 3 clusters Score: Raw -122879.133062 + Penalty 2674.178575 = -120204.954488 nChanged 9 SP:Iteration 34Q (504.948404 sec): 3 clusters Score: Raw -122885.126917 + Penalty 2674.178575 = -120210.948342 nChanged 5 SP:Iteration 35Q (505.037269 sec): 3 clusters Score: Raw -122887.683289 + Penalty 2674.178575 = -120213.504715 nChanged 8 SP:Iteration 36Q (505.146920 sec): 3 clusters Score: Raw -122891.932724 + Penalty 2674.178575 = -120217.754150 nChanged 4 SP:Iteration 37Q (505.177778 sec): 3 clusters Score: Raw -122894.520781 + Penalty 2674.178575 = -120220.342207 nChanged 7 SP:Iteration 38Q (505.208946 sec): 3 clusters Score: Raw -122898.738544 + Penalty 2674.178575 = -120224.559970 nChanged 3 SP:Iteration 39Q (505.240180 sec): 3 clusters Score: Raw -122902.870352 + Penalty 2674.178575 = -120228.691778 nChanged 6 SP:Iteration 40F (505.268991 sec): 3 clusters Score: Raw -122905.304346 + Penalty 2674.178575 = -120231.125771 nChanged 1 SP:Iteration 41Q (505.288964 sec): 3 clusters Score: Raw -122906.064497 + Penalty 2674.178575 = -120231.885922 nChanged 2 SP:Iteration 42Q (505.308980 sec): 3 clusters Score: Raw -122907.826577 + Penalty 2674.178575 = -120233.648002 nChanged 6 SP:Iteration 43Q (505.328974 sec): 3 clusters Score: Raw -122914.298703 + Penalty 2674.178575 = -120240.120128 nChanged 6 SP:Iteration 44Q (505.348969 sec): 3 clusters Score: Raw -122919.800686 + Penalty 2674.178575 = -120245.622112 nChanged 10 SP:Iteration 45Q (505.372692 sec): 3 clusters Score: Raw -122931.313560 + Penalty 2674.178575 = -120257.134985 nChanged 9 SP:Iteration 46Q (505.392934 sec): 3 clusters Score: Raw -122940.073503 + Penalty 2674.178575 = -120265.894928 nChanged 20 SP:Iteration 47Q (505.412920 sec): 3 clusters Score: Raw -122962.330654 + Penalty 2674.178575 = -120288.152080 nChanged 23 SP:Iteration 48Q (505.432903 sec): 3 clusters Score: Raw -122984.294474 + Penalty 2674.178575 = -120310.115900 nChanged 22 SP:Iteration 49Q (505.452865 sec): 3 clusters Score: Raw -123000.843145 + Penalty 2674.178575 = -120326.664571 nChanged 14 SP:Iteration 50Q (505.472810 sec): 3 clusters Score: Raw -123011.586915 + Penalty 2674.178575 = -120337.408340 nChanged 14 SP:Iteration 51Q (505.492713 sec): 3 clusters Score: Raw -123022.005874 + Penalty 2674.178575 = -120347.827299 nChanged 7 SP:Iteration 52Q (505.512489 sec): 3 clusters Score: Raw -123026.928256 + Penalty 2674.178575 = -120352.749681 nChanged 8 SP:Iteration 53Q (505.532415 sec): 3 clusters Score: Raw -123032.972694 + Penalty 2674.178575 = -120358.794120 nChanged 10 SP:Iteration 54Q (505.553636 sec): 3 clusters Score: Raw -123039.500480 + Penalty 2674.178575 = -120365.321906 nChanged 12 SP:Iteration 55Q (505.573756 sec): 3 clusters Score: Raw -123052.775201 + Penalty 2674.178575 = -120378.596626 nChanged 10 SP:Iteration 56Q (505.594742 sec): 3 clusters Score: Raw -123059.264538 + Penalty 2674.178575 = -120385.085963 nChanged 8 SP:Iteration 57Q (505.614614 sec): 3 clusters Score: Raw -123064.311356 + Penalty 2674.178575 = -120390.132781 nChanged 7 SP:Iteration 58Q (505.634419 sec): 3 clusters Score: Raw -123068.490745 + Penalty 2674.178575 = -120394.312170 nChanged 3 SP:Iteration 59Q (505.654390 sec): 3 clusters Score: Raw -123069.239032 + Penalty 2674.178575 = -120395.060457 nChanged 0 SP:Iteration 60F (505.674325 sec): 3 clusters Score: Raw -123069.239032 + Penalty 2674.178575 = -120395.060457 nChanged 0 Trying to split cluster 4 (1921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (505.700359 sec): 2 clusters Score: Raw -151824.243217 + Penalty 1326.885504 = -150497.357713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (505.720557 sec): 3 clusters Score: Raw -151059.383128 + Penalty 2653.771008 = -148405.612119 nChanged 665 SP:Iteration 1F (505.739681 sec): 3 clusters Score: Raw -151485.820241 + Penalty 2653.771008 = -148832.049233 nChanged 141 SP:Iteration 2F (505.759874 sec): 3 clusters Score: Raw -151598.274030 + Penalty 2653.771008 = -148944.503022 nChanged 97 SP:Iteration 3F (505.779086 sec): 3 clusters Score: Raw -151676.997927 + Penalty 2653.771008 = -149023.226919 nChanged 70 SP:Iteration 4Q (505.879094 sec): 3 clusters Score: Raw -151724.719281 + Penalty 2653.771008 = -149070.948273 nChanged 49 SP:Iteration 5Q (505.912067 sec): 3 clusters Score: Raw -151764.121127 + Penalty 2653.771008 = -149110.350119 nChanged 35 SP:Iteration 6Q (505.940220 sec): 3 clusters Score: Raw -151796.403491 + Penalty 2653.771008 = -149142.632483 nChanged 35 SP:Iteration 7Q (505.968410 sec): 3 clusters Score: Raw -151825.643936 + Penalty 2653.771008 = -149171.872927 nChanged 35 SP:Iteration 8Q (505.989797 sec): 3 clusters Score: Raw -151850.327113 + Penalty 2653.771008 = -149196.556105 nChanged 24 SP:Iteration 9Q (506.009328 sec): 3 clusters Score: Raw -151868.438547 + Penalty 2653.771008 = -149214.667539 nChanged 21 SP:Iteration 10Q (506.029724 sec): 3 clusters Score: Raw -151881.731449 + Penalty 2653.771008 = -149227.960440 nChanged 21 SP:Iteration 11Q (506.049276 sec): 3 clusters Score: Raw -151894.858621 + Penalty 2653.771008 = -149241.087613 nChanged 14 SP:Iteration 12Q (506.068824 sec): 3 clusters Score: Raw -151905.603543 + Penalty 2653.771008 = -149251.832535 nChanged 14 SP:Iteration 13Q (506.088252 sec): 3 clusters Score: Raw -151912.860185 + Penalty 2653.771008 = -149259.089177 nChanged 4 SP:Iteration 14Q (506.107779 sec): 3 clusters Score: Raw -151914.914181 + Penalty 2653.771008 = -149261.143173 nChanged 2 SP:Iteration 15Q (506.127249 sec): 3 clusters Score: Raw -151916.473736 + Penalty 2653.771008 = -149262.702728 nChanged 3 SP:Iteration 16Q (506.146721 sec): 3 clusters Score: Raw -151920.462531 + Penalty 2653.771008 = -149266.691523 nChanged 3 SP:Iteration 17Q (506.166270 sec): 3 clusters Score: Raw -151922.465404 + Penalty 2653.771008 = -149268.694396 nChanged 3 SP:Iteration 18Q (506.185705 sec): 3 clusters Score: Raw -151923.688088 + Penalty 2653.771008 = -149269.917080 nChanged 1 SP:Iteration 19Q (506.205048 sec): 3 clusters Score: Raw -151924.840289 + Penalty 2653.771008 = -149271.069281 nChanged 1 SP:Iteration 20F (506.224207 sec): 3 clusters Score: Raw -151925.053841 + Penalty 2653.771008 = -149271.282832 nChanged 0 Trying to split cluster 5 (5703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (506.260995 sec): 2 clusters Score: Raw -370425.770772 + Penalty 1517.855209 = -368907.915563 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (506.296281 sec): 3 clusters Score: Raw -367487.887227 + Penalty 3035.710419 = -364452.176809 nChanged 2342 SP:Iteration 1F (506.347716 sec): 3 clusters Score: Raw -368977.760006 + Penalty 3035.710419 = -365942.049588 nChanged 485 SP:Iteration 2F (506.399363 sec): 3 clusters Score: Raw -369372.987274 + Penalty 3035.710419 = -366337.276855 nChanged 439 SP:Iteration 3F (506.442559 sec): 3 clusters Score: Raw -369699.882341 + Penalty 3035.710419 = -366664.171923 nChanged 364 SP:Iteration 4F (506.535943 sec): 3 clusters Score: Raw -369967.102482 + Penalty 3035.710419 = -366931.392063 nChanged 279 SP:Iteration 5Q (506.571123 sec): 3 clusters Score: Raw -370147.983550 + Penalty 3035.710419 = -367112.273131 nChanged 212 SP:Iteration 6Q (506.608692 sec): 3 clusters Score: Raw -370274.151282 + Penalty 3035.710419 = -367238.440863 nChanged 174 SP:Iteration 7Q (506.654361 sec): 3 clusters Score: Raw -370397.214982 + Penalty 3035.710419 = -367361.504564 nChanged 186 SP:Iteration 8Q (506.699554 sec): 3 clusters Score: Raw -370529.944164 + Penalty 3035.710419 = -367494.233745 nChanged 159 SP:Iteration 9Q (506.745196 sec): 3 clusters Score: Raw -370635.908869 + Penalty 3035.710419 = -367600.198450 nChanged 121 SP:Iteration 10Q (506.790115 sec): 3 clusters Score: Raw -370695.424474 + Penalty 3035.710419 = -367659.714056 nChanged 81 SP:Iteration 11Q (506.833449 sec): 3 clusters Score: Raw -370738.352624 + Penalty 3035.710419 = -367702.642206 nChanged 77 SP:Iteration 12Q (506.876808 sec): 3 clusters Score: Raw -370774.674972 + Penalty 3035.710419 = -367738.964553 nChanged 60 SP:Iteration 13Q (506.970746 sec): 3 clusters Score: Raw -370798.842377 + Penalty 3035.710419 = -367763.131959 nChanged 49 SP:Iteration 14Q (507.017999 sec): 3 clusters Score: Raw -370819.805700 + Penalty 3035.710419 = -367784.095282 nChanged 50 SP:Iteration 15Q (507.064982 sec): 3 clusters Score: Raw -370847.811054 + Penalty 3035.710419 = -367812.100635 nChanged 47 SP:Iteration 16Q (507.111441 sec): 3 clusters Score: Raw -370868.757930 + Penalty 3035.710419 = -367833.047511 nChanged 43 SP:Iteration 17Q (507.146078 sec): 3 clusters Score: Raw -370889.476574 + Penalty 3035.710419 = -367853.766156 nChanged 37 SP:Iteration 18Q (507.181171 sec): 3 clusters Score: Raw -370906.557992 + Penalty 3035.710419 = -367870.847573 nChanged 24 SP:Iteration 19Q (507.215783 sec): 3 clusters Score: Raw -370917.605068 + Penalty 3035.710419 = -367881.894649 nChanged 34 SP:Iteration 20F (507.250524 sec): 3 clusters Score: Raw -370929.648362 + Penalty 3035.710419 = -367893.937943 nChanged 24 SP:Iteration 21Q (507.293737 sec): 3 clusters Score: Raw -370939.546685 + Penalty 3035.710419 = -367903.836266 nChanged 22 SP:Iteration 22Q (507.340622 sec): 3 clusters Score: Raw -370949.690494 + Penalty 3035.710419 = -367913.980076 nChanged 16 SP:Iteration 23Q (507.387910 sec): 3 clusters Score: Raw -370956.517704 + Penalty 3035.710419 = -367920.807286 nChanged 18 SP:Iteration 24Q (507.434620 sec): 3 clusters Score: Raw -370965.658447 + Penalty 3035.710419 = -367929.948029 nChanged 27 SP:Iteration 25Q (507.475313 sec): 3 clusters Score: Raw -370981.653146 + Penalty 3035.710419 = -367945.942728 nChanged 26 SP:Iteration 26Q (507.509864 sec): 3 clusters Score: Raw -370995.143830 + Penalty 3035.710419 = -367959.433412 nChanged 22 SP:Iteration 27Q (507.544420 sec): 3 clusters Score: Raw -371005.464591 + Penalty 3035.710419 = -367969.754173 nChanged 19 SP:Iteration 28Q (507.579174 sec): 3 clusters Score: Raw -371013.166102 + Penalty 3035.710419 = -367977.455683 nChanged 18 SP:Iteration 29Q (507.613698 sec): 3 clusters Score: Raw -371019.330452 + Penalty 3035.710419 = -367983.620033 nChanged 12 SP:Iteration 30Q (507.648102 sec): 3 clusters Score: Raw -371021.495698 + Penalty 3035.710419 = -367985.785279 nChanged 6 SP:Iteration 31Q (507.694875 sec): 3 clusters Score: Raw -371022.464202 + Penalty 3035.710419 = -367986.753783 nChanged 5 SP:Iteration 32Q (507.741537 sec): 3 clusters Score: Raw -371023.577395 + Penalty 3035.710419 = -367987.866977 nChanged 3 SP:Iteration 33Q (507.786900 sec): 3 clusters Score: Raw -371024.036085 + Penalty 3035.710419 = -367988.325667 nChanged 3 SP:Iteration 34Q (507.821281 sec): 3 clusters Score: Raw -371025.096604 + Penalty 3035.710419 = -367989.386185 nChanged 3 SP:Iteration 35Q (507.855895 sec): 3 clusters Score: Raw -371026.009343 + Penalty 3035.710419 = -367990.298924 nChanged 1 SP:Iteration 36Q (507.890631 sec): 3 clusters Score: Raw -371026.147957 + Penalty 3035.710419 = -367990.437538 nChanged 1 SP:Iteration 37Q (507.925045 sec): 3 clusters Score: Raw -371026.464134 + Penalty 3035.710419 = -367990.753715 nChanged 0 SP:Iteration 38F (507.968977 sec): 3 clusters Score: Raw -371026.464134 + Penalty 3035.710419 = -367990.753715 nChanged 0 Trying to split cluster 6 (5692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (508.016356 sec): 2 clusters Score: Raw -427118.532921 + Penalty 1517.516376 = -425601.016544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (508.064922 sec): 3 clusters Score: Raw -424094.093208 + Penalty 3035.032753 = -421059.060455 nChanged 2343 SP:Iteration 1F (508.113289 sec): 3 clusters Score: Raw -425440.347615 + Penalty 3035.032753 = -422405.314862 nChanged 450 SP:Iteration 2F (508.161760 sec): 3 clusters Score: Raw -425741.337077 + Penalty 3035.032753 = -422706.304324 nChanged 405 SP:Iteration 3F (508.209963 sec): 3 clusters Score: Raw -426057.002233 + Penalty 3035.032753 = -423021.969480 nChanged 360 SP:Iteration 4F (508.300616 sec): 3 clusters Score: Raw -426376.714257 + Penalty 3035.032753 = -423341.681504 nChanged 377 SP:Iteration 5F (508.335253 sec): 3 clusters Score: Raw -426753.948063 + Penalty 3035.032753 = -423718.915311 nChanged 338 SP:Iteration 6F (508.370066 sec): 3 clusters Score: Raw -427088.076120 + Penalty 3035.032753 = -424053.043367 nChanged 290 SP:Iteration 7F (508.413300 sec): 3 clusters Score: Raw -427395.229140 + Penalty 3035.032753 = -424360.196387 nChanged 267 SP:Iteration 8Q (508.460959 sec): 3 clusters Score: Raw -427655.422698 + Penalty 3035.032753 = -424620.389945 nChanged 237 SP:Iteration 9Q (508.508150 sec): 3 clusters Score: Raw -427902.030583 + Penalty 3035.032753 = -424866.997831 nChanged 227 SP:Iteration 10Q (508.555199 sec): 3 clusters Score: Raw -428182.700882 + Penalty 3035.032753 = -425147.668129 nChanged 237 SP:Iteration 11Q (508.597650 sec): 3 clusters Score: Raw -428505.684148 + Penalty 3035.032753 = -425470.651395 nChanged 213 SP:Iteration 12Q (508.631457 sec): 3 clusters Score: Raw -428854.053310 + Penalty 3035.032753 = -425819.020557 nChanged 175 SP:Iteration 13Q (508.665135 sec): 3 clusters Score: Raw -429186.387591 + Penalty 3035.032753 = -426151.354839 nChanged 118 SP:Iteration 14Q (508.698388 sec): 3 clusters Score: Raw -429316.306454 + Penalty 3035.032753 = -426281.273702 nChanged 50 SP:Iteration 15Q (508.731239 sec): 3 clusters Score: Raw -429348.516614 + Penalty 3035.032753 = -426313.483862 nChanged 25 SP:Iteration 16Q (508.764036 sec): 3 clusters Score: Raw -429360.441461 + Penalty 3035.032753 = -426325.408708 nChanged 13 SP:Iteration 17Q (508.803019 sec): 3 clusters Score: Raw -429364.736809 + Penalty 3035.032753 = -426329.704056 nChanged 6 SP:Iteration 18Q (508.847352 sec): 3 clusters Score: Raw -429366.072546 + Penalty 3035.032753 = -426331.039793 nChanged 2 SP:Iteration 19Q (508.891879 sec): 3 clusters Score: Raw -429366.435559 + Penalty 3035.032753 = -426331.402807 nChanged 1 SP:Iteration 20F (508.936857 sec): 3 clusters Score: Raw -429366.570968 + Penalty 3035.032753 = -426331.538215 nChanged 1 SP:Iteration 21Q (508.977771 sec): 3 clusters Score: Raw -429366.640972 + Penalty 3035.032753 = -426331.608219 nChanged 1 SP:Iteration 22Q (509.018789 sec): 3 clusters Score: Raw -429366.801974 + Penalty 3035.032753 = -426331.769221 nChanged 0 SP:Iteration 23F (509.060820 sec): 3 clusters Score: Raw -429366.801974 + Penalty 3035.032753 = -426331.769221 nChanged 0 Score: Raw -7130114.649373 + Penalty 58664.839247 = -7071449.810126 Splitting cluster 6 changes total score from -7071220.084901 to -7071449.810126 So it's getting split into cluster 29. Trying to split cluster 7 (2730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (511.906491 sec): 2 clusters Score: Raw -197688.519490 + Penalty 1388.565984 = -196299.953506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (511.936795 sec): 3 clusters Score: Raw -196446.023972 + Penalty 2777.131968 = -193668.892004 nChanged 1023 SP:Iteration 1F (511.965656 sec): 3 clusters Score: Raw -197178.183939 + Penalty 2777.131968 = -194401.051972 nChanged 243 SP:Iteration 2F (511.994284 sec): 3 clusters Score: Raw -197366.068122 + Penalty 2777.131968 = -194588.936155 nChanged 166 SP:Iteration 3F (512.023289 sec): 3 clusters Score: Raw -197489.497998 + Penalty 2777.131968 = -194712.366030 nChanged 141 SP:Iteration 4F (512.052067 sec): 3 clusters Score: Raw -197582.782377 + Penalty 2777.131968 = -194805.650409 nChanged 98 SP:Iteration 5Q (512.081445 sec): 3 clusters Score: Raw -197646.060053 + Penalty 2777.131968 = -194868.928086 nChanged 79 SP:Iteration 6Q (512.110880 sec): 3 clusters Score: Raw -197705.316065 + Penalty 2777.131968 = -194928.184098 nChanged 76 SP:Iteration 7Q (512.136883 sec): 3 clusters Score: Raw -197763.301325 + Penalty 2777.131968 = -194986.169358 nChanged 79 SP:Iteration 8Q (512.227837 sec): 3 clusters Score: Raw -197820.057550 + Penalty 2777.131968 = -195042.925582 nChanged 66 SP:Iteration 9Q (512.271420 sec): 3 clusters Score: Raw -197861.357303 + Penalty 2777.131968 = -195084.225335 nChanged 56 SP:Iteration 10Q (512.304627 sec): 3 clusters Score: Raw -197893.522743 + Penalty 2777.131968 = -195116.390775 nChanged 54 SP:Iteration 11Q (512.337941 sec): 3 clusters Score: Raw -197933.043634 + Penalty 2777.131968 = -195155.911666 nChanged 53 SP:Iteration 12Q (512.371372 sec): 3 clusters Score: Raw -197961.764501 + Penalty 2777.131968 = -195184.632534 nChanged 47 SP:Iteration 13Q (512.405021 sec): 3 clusters Score: Raw -197983.391766 + Penalty 2777.131968 = -195206.259798 nChanged 32 SP:Iteration 14Q (512.438481 sec): 3 clusters Score: Raw -198000.439653 + Penalty 2777.131968 = -195223.307685 nChanged 26 SP:Iteration 15Q (512.470224 sec): 3 clusters Score: Raw -198012.433848 + Penalty 2777.131968 = -195235.301880 nChanged 18 SP:Iteration 16Q (512.496142 sec): 3 clusters Score: Raw -198020.746473 + Penalty 2777.131968 = -195243.614506 nChanged 19 SP:Iteration 17Q (512.522092 sec): 3 clusters Score: Raw -198031.091783 + Penalty 2777.131968 = -195253.959816 nChanged 22 SP:Iteration 18Q (512.547951 sec): 3 clusters Score: Raw -198041.768393 + Penalty 2777.131968 = -195264.636425 nChanged 24 SP:Iteration 19Q (512.573363 sec): 3 clusters Score: Raw -198052.292136 + Penalty 2777.131968 = -195275.160168 nChanged 17 SP:Iteration 20F (512.599123 sec): 3 clusters Score: Raw -198059.523307 + Penalty 2777.131968 = -195282.391340 nChanged 18 SP:Iteration 21Q (512.625057 sec): 3 clusters Score: Raw -198067.347081 + Penalty 2777.131968 = -195290.215113 nChanged 17 SP:Iteration 22Q (512.651007 sec): 3 clusters Score: Raw -198074.426458 + Penalty 2777.131968 = -195297.294490 nChanged 14 SP:Iteration 23Q (512.677267 sec): 3 clusters Score: Raw -198082.207038 + Penalty 2777.131968 = -195305.075070 nChanged 16 SP:Iteration 24Q (512.703180 sec): 3 clusters Score: Raw -198090.666232 + Penalty 2777.131968 = -195313.534265 nChanged 17 SP:Iteration 25Q (512.729325 sec): 3 clusters Score: Raw -198096.968837 + Penalty 2777.131968 = -195319.836869 nChanged 15 SP:Iteration 26Q (512.755261 sec): 3 clusters Score: Raw -198103.853049 + Penalty 2777.131968 = -195326.721081 nChanged 12 SP:Iteration 27Q (512.781297 sec): 3 clusters Score: Raw -198107.532137 + Penalty 2777.131968 = -195330.400169 nChanged 7 SP:Iteration 28Q (512.807182 sec): 3 clusters Score: Raw -198110.685127 + Penalty 2777.131968 = -195333.553159 nChanged 10 SP:Iteration 29Q (512.832958 sec): 3 clusters Score: Raw -198116.110374 + Penalty 2777.131968 = -195338.978406 nChanged 13 SP:Iteration 30Q (512.858900 sec): 3 clusters Score: Raw -198120.842210 + Penalty 2777.131968 = -195343.710242 nChanged 7 SP:Iteration 31Q (512.884878 sec): 3 clusters Score: Raw -198125.019200 + Penalty 2777.131968 = -195347.887232 nChanged 9 SP:Iteration 32Q (512.910861 sec): 3 clusters Score: Raw -198130.017844 + Penalty 2777.131968 = -195352.885876 nChanged 13 SP:Iteration 33Q (512.936778 sec): 3 clusters Score: Raw -198135.777140 + Penalty 2777.131968 = -195358.645172 nChanged 6 SP:Iteration 34Q (512.962672 sec): 3 clusters Score: Raw -198141.188309 + Penalty 2777.131968 = -195364.056341 nChanged 12 SP:Iteration 35Q (512.988627 sec): 3 clusters Score: Raw -198148.767022 + Penalty 2777.131968 = -195371.635054 nChanged 13 SP:Iteration 36Q (513.014542 sec): 3 clusters Score: Raw -198155.439359 + Penalty 2777.131968 = -195378.307391 nChanged 15 SP:Iteration 37Q (513.040416 sec): 3 clusters Score: Raw -198165.157427 + Penalty 2777.131968 = -195388.025459 nChanged 16 SP:Iteration 38Q (513.066341 sec): 3 clusters Score: Raw -198174.558807 + Penalty 2777.131968 = -195397.426839 nChanged 11 SP:Iteration 39Q (513.092201 sec): 3 clusters Score: Raw -198180.578690 + Penalty 2777.131968 = -195403.446722 nChanged 17 SP:Iteration 40F (513.129355 sec): 3 clusters Score: Raw -198189.069332 + Penalty 2777.131968 = -195411.937364 nChanged 18 SP:Iteration 41Q (513.155363 sec): 3 clusters Score: Raw -198197.709381 + Penalty 2777.131968 = -195420.577413 nChanged 10 SP:Iteration 42Q (513.183675 sec): 3 clusters Score: Raw -198201.859029 + Penalty 2777.131968 = -195424.727061 nChanged 7 SP:Iteration 43Q (513.211888 sec): 3 clusters Score: Raw -198205.532671 + Penalty 2777.131968 = -195428.400703 nChanged 7 SP:Iteration 44Q (513.239994 sec): 3 clusters Score: Raw -198207.821407 + Penalty 2777.131968 = -195430.689439 nChanged 4 SP:Iteration 45Q (513.268128 sec): 3 clusters Score: Raw -198209.351514 + Penalty 2777.131968 = -195432.219546 nChanged 3 SP:Iteration 46Q (513.295996 sec): 3 clusters Score: Raw -198211.550648 + Penalty 2777.131968 = -195434.418680 nChanged 4 SP:Iteration 47Q (513.324201 sec): 3 clusters Score: Raw -198212.774335 + Penalty 2777.131968 = -195435.642368 nChanged 2 SP:Iteration 48Q (513.352540 sec): 3 clusters Score: Raw -198213.424126 + Penalty 2777.131968 = -195436.292158 nChanged 1 SP:Iteration 49Q (513.378418 sec): 3 clusters Score: Raw -198213.874897 + Penalty 2777.131968 = -195436.742929 nChanged 1 SP:Iteration 50Q (513.404448 sec): 3 clusters Score: Raw -198214.299426 + Penalty 2777.131968 = -195437.167459 nChanged 2 SP:Iteration 51Q (513.430371 sec): 3 clusters Score: Raw -198214.855400 + Penalty 2777.131968 = -195437.723432 nChanged 0 SP:Iteration 52F (513.456056 sec): 3 clusters Score: Raw -198214.855400 + Penalty 2777.131968 = -195437.723432 nChanged 0 Trying to split cluster 8 (8124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (513.498261 sec): 2 clusters Score: Raw -642042.538200 + Penalty 1579.952425 = -640462.585775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (513.561346 sec): 3 clusters Score: Raw -637630.230572 + Penalty 3159.904851 = -634470.325721 nChanged 3355 SP:Iteration 1F (513.615272 sec): 3 clusters Score: Raw -639465.029506 + Penalty 3159.904851 = -636305.124655 nChanged 551 SP:Iteration 2F (513.667617 sec): 3 clusters Score: Raw -639756.841401 + Penalty 3159.904851 = -636596.936550 nChanged 494 SP:Iteration 3F (513.719484 sec): 3 clusters Score: Raw -640065.236013 + Penalty 3159.904851 = -636905.331162 nChanged 530 SP:Iteration 4F (513.770912 sec): 3 clusters Score: Raw -640475.074067 + Penalty 3159.904851 = -637315.169216 nChanged 570 SP:Iteration 5F (513.823326 sec): 3 clusters Score: Raw -640944.004424 + Penalty 3159.904851 = -637784.099573 nChanged 569 SP:Iteration 6F (513.874616 sec): 3 clusters Score: Raw -641345.507284 + Penalty 3159.904851 = -638185.602434 nChanged 426 SP:Iteration 7F (513.926477 sec): 3 clusters Score: Raw -641594.253044 + Penalty 3159.904851 = -638434.348193 nChanged 306 SP:Iteration 8Q (513.980545 sec): 3 clusters Score: Raw -641752.795631 + Penalty 3159.904851 = -638592.890781 nChanged 234 SP:Iteration 9Q (514.034686 sec): 3 clusters Score: Raw -641867.068053 + Penalty 3159.904851 = -638707.163202 nChanged 196 SP:Iteration 10Q (514.152086 sec): 3 clusters Score: Raw -641972.667352 + Penalty 3159.904851 = -638812.762501 nChanged 176 SP:Iteration 11Q (514.269876 sec): 3 clusters Score: Raw -642063.097009 + Penalty 3159.904851 = -638903.192158 nChanged 158 SP:Iteration 12Q (514.322986 sec): 3 clusters Score: Raw -642148.683089 + Penalty 3159.904851 = -638988.778238 nChanged 150 SP:Iteration 13Q (514.376903 sec): 3 clusters Score: Raw -642239.543657 + Penalty 3159.904851 = -639079.638806 nChanged 148 SP:Iteration 14Q (514.428781 sec): 3 clusters Score: Raw -642332.980082 + Penalty 3159.904851 = -639173.075231 nChanged 150 SP:Iteration 15Q (514.478620 sec): 3 clusters Score: Raw -642455.074798 + Penalty 3159.904851 = -639295.169947 nChanged 158 SP:Iteration 16Q (514.528223 sec): 3 clusters Score: Raw -642613.254883 + Penalty 3159.904851 = -639453.350032 nChanged 174 SP:Iteration 17Q (514.619999 sec): 3 clusters Score: Raw -642795.447062 + Penalty 3159.904851 = -639635.542211 nChanged 162 SP:Iteration 18Q (514.680771 sec): 3 clusters Score: Raw -643046.955640 + Penalty 3159.904851 = -639887.050790 nChanged 170 SP:Iteration 19Q (514.726138 sec): 3 clusters Score: Raw -643368.575004 + Penalty 3159.904851 = -640208.670153 nChanged 187 SP:Iteration 20F (514.767238 sec): 3 clusters Score: Raw -643697.982570 + Penalty 3159.904851 = -640538.077719 nChanged 155 SP:Iteration 21Q (514.806439 sec): 3 clusters Score: Raw -643922.522615 + Penalty 3159.904851 = -640762.617764 nChanged 121 SP:Iteration 22Q (514.845558 sec): 3 clusters Score: Raw -644060.940838 + Penalty 3159.904851 = -640901.035987 nChanged 91 SP:Iteration 23Q (514.886724 sec): 3 clusters Score: Raw -644113.719417 + Penalty 3159.904851 = -640953.814566 nChanged 54 SP:Iteration 24Q (514.946150 sec): 3 clusters Score: Raw -644132.811367 + Penalty 3159.904851 = -640972.906516 nChanged 33 SP:Iteration 25Q (515.005561 sec): 3 clusters Score: Raw -644142.588861 + Penalty 3159.904851 = -640982.684010 nChanged 18 SP:Iteration 26Q (515.044223 sec): 3 clusters Score: Raw -644145.539930 + Penalty 3159.904851 = -640985.635079 nChanged 8 SP:Iteration 27Q (515.082914 sec): 3 clusters Score: Raw -644146.918964 + Penalty 3159.904851 = -640987.014113 nChanged 4 SP:Iteration 28Q (515.122526 sec): 3 clusters Score: Raw -644147.728763 + Penalty 3159.904851 = -640987.823912 nChanged 3 SP:Iteration 29Q (515.166334 sec): 3 clusters Score: Raw -644148.373418 + Penalty 3159.904851 = -640988.468567 nChanged 2 SP:Iteration 30Q (515.223551 sec): 3 clusters Score: Raw -644148.830098 + Penalty 3159.904851 = -640988.925248 nChanged 4 SP:Iteration 31Q (515.281121 sec): 3 clusters Score: Raw -644149.396491 + Penalty 3159.904851 = -640989.491640 nChanged 6 SP:Iteration 32Q (515.335176 sec): 3 clusters Score: Raw -644150.241615 + Penalty 3159.904851 = -640990.336764 nChanged 6 SP:Iteration 33Q (515.383764 sec): 3 clusters Score: Raw -644151.158033 + Penalty 3159.904851 = -640991.253183 nChanged 3 SP:Iteration 34Q (515.480750 sec): 3 clusters Score: Raw -644151.861154 + Penalty 3159.904851 = -640991.956304 nChanged 2 SP:Iteration 35Q (515.528284 sec): 3 clusters Score: Raw -644152.565027 + Penalty 3159.904851 = -640992.660176 nChanged 1 SP:Iteration 36Q (515.575828 sec): 3 clusters Score: Raw -644152.694010 + Penalty 3159.904851 = -640992.789159 nChanged 0 SP:Iteration 37F (515.626085 sec): 3 clusters Score: Raw -644152.694010 + Penalty 3159.904851 = -640992.789159 nChanged 0 Score: Raw -7132224.805183 + Penalty 60687.764738 = -7071537.040445 Splitting cluster 8 changes total score from -7071220.084901 to -7071537.040445 So it's getting split into cluster 30. Trying to split cluster 9 (1959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (518.885586 sec): 2 clusters Score: Raw -109486.030534 + Penalty 1330.323243 = -108155.707291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (518.906472 sec): 3 clusters Score: Raw -108715.382869 + Penalty 2660.646486 = -106054.736383 nChanged 667 SP:Iteration 1F (518.928240 sec): 3 clusters Score: Raw -109263.084552 + Penalty 2660.646486 = -106602.438067 nChanged 201 SP:Iteration 2F (518.949502 sec): 3 clusters Score: Raw -109537.806925 + Penalty 2660.646486 = -106877.160439 nChanged 169 SP:Iteration 3F (518.970756 sec): 3 clusters Score: Raw -109753.200492 + Penalty 2660.646486 = -107092.554006 nChanged 121 SP:Iteration 4F (518.991952 sec): 3 clusters Score: Raw -109909.109800 + Penalty 2660.646486 = -107248.463314 nChanged 101 SP:Iteration 5F (519.013092 sec): 3 clusters Score: Raw -110031.297709 + Penalty 2660.646486 = -107370.651223 nChanged 73 SP:Iteration 6Q (519.034413 sec): 3 clusters Score: Raw -110116.659743 + Penalty 2660.646486 = -107456.013257 nChanged 67 SP:Iteration 7Q (519.137149 sec): 3 clusters Score: Raw -110195.364396 + Penalty 2660.646486 = -107534.717910 nChanged 39 SP:Iteration 8Q (519.271752 sec): 3 clusters Score: Raw -110226.789115 + Penalty 2660.646486 = -107566.142629 nChanged 21 SP:Iteration 9Q (519.302317 sec): 3 clusters Score: Raw -110246.709276 + Penalty 2660.646486 = -107586.062790 nChanged 20 SP:Iteration 10Q (519.331174 sec): 3 clusters Score: Raw -110261.159479 + Penalty 2660.646486 = -107600.512993 nChanged 14 SP:Iteration 11Q (519.356705 sec): 3 clusters Score: Raw -110282.690056 + Penalty 2660.646486 = -107622.043570 nChanged 13 SP:Iteration 12Q (519.380974 sec): 3 clusters Score: Raw -110288.634700 + Penalty 2660.646486 = -107627.988215 nChanged 6 SP:Iteration 13Q (519.408305 sec): 3 clusters Score: Raw -110296.090283 + Penalty 2660.646486 = -107635.443797 nChanged 2 SP:Iteration 14Q (519.432408 sec): 3 clusters Score: Raw -110299.890860 + Penalty 2660.646486 = -107639.244374 nChanged 4 SP:Iteration 15Q (519.456598 sec): 3 clusters Score: Raw -110306.530120 + Penalty 2660.646486 = -107645.883634 nChanged 7 SP:Iteration 16Q (519.480884 sec): 3 clusters Score: Raw -110314.287476 + Penalty 2660.646486 = -107653.640990 nChanged 14 SP:Iteration 17Q (519.505044 sec): 3 clusters Score: Raw -110324.263280 + Penalty 2660.646486 = -107663.616795 nChanged 10 SP:Iteration 18Q (519.529274 sec): 3 clusters Score: Raw -110332.671590 + Penalty 2660.646486 = -107672.025104 nChanged 9 SP:Iteration 19Q (519.553177 sec): 3 clusters Score: Raw -110340.110623 + Penalty 2660.646486 = -107679.464137 nChanged 7 SP:Iteration 20F (519.577073 sec): 3 clusters Score: Raw -110343.442409 + Penalty 2660.646486 = -107682.795923 nChanged 3 SP:Iteration 21Q (519.601154 sec): 3 clusters Score: Raw -110344.614858 + Penalty 2660.646486 = -107683.968372 nChanged 3 SP:Iteration 22Q (519.625117 sec): 3 clusters Score: Raw -110346.047759 + Penalty 2660.646486 = -107685.401273 nChanged 1 SP:Iteration 23Q (519.649599 sec): 3 clusters Score: Raw -110347.001108 + Penalty 2660.646486 = -107686.354623 nChanged 1 SP:Iteration 24Q (519.673494 sec): 3 clusters Score: Raw -110347.651264 + Penalty 2660.646486 = -107687.004779 nChanged 1 SP:Iteration 25Q (519.697418 sec): 3 clusters Score: Raw -110348.086292 + Penalty 2660.646486 = -107687.439807 nChanged 1 SP:Iteration 26Q (519.721412 sec): 3 clusters Score: Raw -110348.593852 + Penalty 2660.646486 = -107687.947367 nChanged 2 SP:Iteration 27Q (519.745369 sec): 3 clusters Score: Raw -110349.048368 + Penalty 2660.646486 = -107688.401883 nChanged 0 SP:Iteration 28F (519.769295 sec): 3 clusters Score: Raw -110349.048368 + Penalty 2660.646486 = -107688.401883 nChanged 0 Trying to split cluster 10 (2039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (519.801055 sec): 2 clusters Score: Raw -151328.306668 + Penalty 1337.347692 = -149990.958976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (519.827127 sec): 3 clusters Score: Raw -150489.185354 + Penalty 2674.695384 = -147814.489970 nChanged 752 SP:Iteration 1F (519.851977 sec): 3 clusters Score: Raw -151050.757892 + Penalty 2674.695384 = -148376.062507 nChanged 223 SP:Iteration 2F (519.876763 sec): 3 clusters Score: Raw -151263.140810 + Penalty 2674.695384 = -148588.445426 nChanged 132 SP:Iteration 3F (519.902140 sec): 3 clusters Score: Raw -151394.524675 + Penalty 2674.695384 = -148719.829291 nChanged 103 SP:Iteration 4F (519.927431 sec): 3 clusters Score: Raw -151504.825409 + Penalty 2674.695384 = -148830.130024 nChanged 98 SP:Iteration 5Q (519.953036 sec): 3 clusters Score: Raw -151621.420755 + Penalty 2674.695384 = -148946.725371 nChanged 71 SP:Iteration 6Q (519.978488 sec): 3 clusters Score: Raw -151687.949876 + Penalty 2674.695384 = -149013.254492 nChanged 54 SP:Iteration 7Q (520.003961 sec): 3 clusters Score: Raw -151738.876432 + Penalty 2674.695384 = -149064.181047 nChanged 48 SP:Iteration 8Q (520.120816 sec): 3 clusters Score: Raw -151793.231930 + Penalty 2674.695384 = -149118.536546 nChanged 52 SP:Iteration 9Q (520.237801 sec): 3 clusters Score: Raw -151833.389338 + Penalty 2674.695384 = -149158.693953 nChanged 27 SP:Iteration 10Q (520.300209 sec): 3 clusters Score: Raw -151856.924203 + Penalty 2674.695384 = -149182.228819 nChanged 21 SP:Iteration 11Q (520.325116 sec): 3 clusters Score: Raw -151878.016613 + Penalty 2674.695384 = -149203.321229 nChanged 17 SP:Iteration 12Q (520.382257 sec): 3 clusters Score: Raw -151889.610644 + Penalty 2674.695384 = -149214.915259 nChanged 10 SP:Iteration 13Q (520.406976 sec): 3 clusters Score: Raw -151898.435146 + Penalty 2674.695384 = -149223.739762 nChanged 10 SP:Iteration 14Q (520.432797 sec): 3 clusters Score: Raw -151905.053644 + Penalty 2674.695384 = -149230.358259 nChanged 9 SP:Iteration 15Q (520.457612 sec): 3 clusters Score: Raw -151910.828836 + Penalty 2674.695384 = -149236.133451 nChanged 6 SP:Iteration 16Q (520.482421 sec): 3 clusters Score: Raw -151915.160565 + Penalty 2674.695384 = -149240.465180 nChanged 6 SP:Iteration 17Q (520.507346 sec): 3 clusters Score: Raw -151919.476418 + Penalty 2674.695384 = -149244.781033 nChanged 6 SP:Iteration 18Q (520.532143 sec): 3 clusters Score: Raw -151922.697742 + Penalty 2674.695384 = -149248.002358 nChanged 6 SP:Iteration 19Q (520.625156 sec): 3 clusters Score: Raw -151926.986589 + Penalty 2674.695384 = -149252.291204 nChanged 8 SP:Iteration 20F (520.679194 sec): 3 clusters Score: Raw -151932.026288 + Penalty 2674.695384 = -149257.330904 nChanged 6 SP:Iteration 21Q (520.707015 sec): 3 clusters Score: Raw -151936.816635 + Penalty 2674.695384 = -149262.121251 nChanged 7 SP:Iteration 22Q (520.734628 sec): 3 clusters Score: Raw -151941.076232 + Penalty 2674.695384 = -149266.380847 nChanged 5 SP:Iteration 23Q (520.762234 sec): 3 clusters Score: Raw -151943.502530 + Penalty 2674.695384 = -149268.807146 nChanged 5 SP:Iteration 24Q (520.787557 sec): 3 clusters Score: Raw -151945.795139 + Penalty 2674.695384 = -149271.099755 nChanged 3 SP:Iteration 25Q (520.812443 sec): 3 clusters Score: Raw -151947.598802 + Penalty 2674.695384 = -149272.903417 nChanged 2 SP:Iteration 26Q (520.837390 sec): 3 clusters Score: Raw -151948.331093 + Penalty 2674.695384 = -149273.635708 nChanged 0 SP:Iteration 27F (520.862100 sec): 3 clusters Score: Raw -151948.331093 + Penalty 2674.695384 = -149273.635708 nChanged 0 Trying to split cluster 11 (1800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.893247 sec): 2 clusters Score: Raw -130785.802312 + Penalty 1315.467611 = -129470.334701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.916896 sec): 3 clusters Score: Raw -130081.980585 + Penalty 2630.935222 = -127451.045363 nChanged 628 SP:Iteration 1F (520.939576 sec): 3 clusters Score: Raw -130655.857506 + Penalty 2630.935222 = -128024.922284 nChanged 176 SP:Iteration 2F (520.962442 sec): 3 clusters Score: Raw -130893.119456 + Penalty 2630.935222 = -128262.184233 nChanged 122 SP:Iteration 3F (520.989868 sec): 3 clusters Score: Raw -131086.896396 + Penalty 2630.935222 = -128455.961173 nChanged 100 SP:Iteration 4F (521.013596 sec): 3 clusters Score: Raw -131208.910026 + Penalty 2630.935222 = -128577.974804 nChanged 73 SP:Iteration 5Q (521.037035 sec): 3 clusters Score: Raw -131272.573559 + Penalty 2630.935222 = -128641.638337 nChanged 58 SP:Iteration 6Q (521.059905 sec): 3 clusters Score: Raw -131319.976261 + Penalty 2630.935222 = -128689.041038 nChanged 38 SP:Iteration 7Q (521.096946 sec): 3 clusters Score: Raw -131364.218160 + Penalty 2630.935222 = -128733.282938 nChanged 43 SP:Iteration 8Q (521.119926 sec): 3 clusters Score: Raw -131392.755844 + Penalty 2630.935222 = -128761.820622 nChanged 31 SP:Iteration 9Q (521.142616 sec): 3 clusters Score: Raw -131410.324914 + Penalty 2630.935222 = -128779.389692 nChanged 16 SP:Iteration 10Q (521.237394 sec): 3 clusters Score: Raw -131419.736752 + Penalty 2630.935222 = -128788.801529 nChanged 15 SP:Iteration 11Q (521.338299 sec): 3 clusters Score: Raw -131431.715693 + Penalty 2630.935222 = -128800.780470 nChanged 14 SP:Iteration 12Q (521.363393 sec): 3 clusters Score: Raw -131439.760959 + Penalty 2630.935222 = -128808.825737 nChanged 14 SP:Iteration 13Q (521.388380 sec): 3 clusters Score: Raw -131448.912397 + Penalty 2630.935222 = -128817.977175 nChanged 17 SP:Iteration 14Q (521.413443 sec): 3 clusters Score: Raw -131459.569769 + Penalty 2630.935222 = -128828.634547 nChanged 12 SP:Iteration 15Q (521.438453 sec): 3 clusters Score: Raw -131464.135116 + Penalty 2630.935222 = -128833.199894 nChanged 8 SP:Iteration 16Q (521.463476 sec): 3 clusters Score: Raw -131468.227605 + Penalty 2630.935222 = -128837.292383 nChanged 6 SP:Iteration 17Q (521.484853 sec): 3 clusters Score: Raw -131470.786379 + Penalty 2630.935222 = -128839.851157 nChanged 2 SP:Iteration 18Q (521.503521 sec): 3 clusters Score: Raw -131474.873282 + Penalty 2630.935222 = -128843.938060 nChanged 2 SP:Iteration 19Q (521.522204 sec): 3 clusters Score: Raw -131477.703425 + Penalty 2630.935222 = -128846.768203 nChanged 4 SP:Iteration 20F (521.540797 sec): 3 clusters Score: Raw -131481.544828 + Penalty 2630.935222 = -128850.609606 nChanged 4 SP:Iteration 21Q (521.559458 sec): 3 clusters Score: Raw -131483.635645 + Penalty 2630.935222 = -128852.700423 nChanged 1 SP:Iteration 22Q (521.578150 sec): 3 clusters Score: Raw -131484.003777 + Penalty 2630.935222 = -128853.068555 nChanged 4 SP:Iteration 23Q (521.596846 sec): 3 clusters Score: Raw -131486.285074 + Penalty 2630.935222 = -128855.349852 nChanged 0 SP:Iteration 24F (521.617822 sec): 3 clusters Score: Raw -131486.285074 + Penalty 2630.935222 = -128855.349852 nChanged 0 Trying to split cluster 12 (3081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (521.652761 sec): 2 clusters Score: Raw -239878.769751 + Penalty 1409.793167 = -238468.976584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (521.683539 sec): 3 clusters Score: Raw -238497.479768 + Penalty 2819.586334 = -235677.893434 nChanged 1131 SP:Iteration 1F (521.713664 sec): 3 clusters Score: Raw -239392.960108 + Penalty 2819.586334 = -236573.373774 nChanged 292 SP:Iteration 2F (521.743705 sec): 3 clusters Score: Raw -239722.948653 + Penalty 2819.586334 = -236903.362319 nChanged 215 SP:Iteration 3F (521.773569 sec): 3 clusters Score: Raw -239951.609139 + Penalty 2819.586334 = -237132.022805 nChanged 171 SP:Iteration 4F (521.803602 sec): 3 clusters Score: Raw -240093.403677 + Penalty 2819.586334 = -237273.817343 nChanged 114 SP:Iteration 5Q (521.832996 sec): 3 clusters Score: Raw -240184.188080 + Penalty 2819.586334 = -237364.601746 nChanged 91 SP:Iteration 6Q (521.862284 sec): 3 clusters Score: Raw -240244.444014 + Penalty 2819.586334 = -237424.857680 nChanged 55 SP:Iteration 7Q (521.891546 sec): 3 clusters Score: Raw -240278.465665 + Penalty 2819.586334 = -237458.879331 nChanged 42 SP:Iteration 8Q (521.920751 sec): 3 clusters Score: Raw -240299.105837 + Penalty 2819.586334 = -237479.519503 nChanged 33 SP:Iteration 9Q (521.950126 sec): 3 clusters Score: Raw -240311.192997 + Penalty 2819.586334 = -237491.606663 nChanged 24 SP:Iteration 10Q (521.979309 sec): 3 clusters Score: Raw -240320.256254 + Penalty 2819.586334 = -237500.669920 nChanged 17 SP:Iteration 11Q (522.008610 sec): 3 clusters Score: Raw -240325.654530 + Penalty 2819.586334 = -237506.068196 nChanged 8 SP:Iteration 12Q (522.037750 sec): 3 clusters Score: Raw -240328.520836 + Penalty 2819.586334 = -237508.934502 nChanged 7 SP:Iteration 13Q (522.067106 sec): 3 clusters Score: Raw -240331.135299 + Penalty 2819.586334 = -237511.548965 nChanged 7 SP:Iteration 14Q (522.096301 sec): 3 clusters Score: Raw -240334.344499 + Penalty 2819.586334 = -237514.758165 nChanged 9 SP:Iteration 15Q (522.197454 sec): 3 clusters Score: Raw -240338.921947 + Penalty 2819.586334 = -237519.335613 nChanged 10 SP:Iteration 16Q (522.234796 sec): 3 clusters Score: Raw -240342.343600 + Penalty 2819.586334 = -237522.757266 nChanged 6 SP:Iteration 17Q (522.272143 sec): 3 clusters Score: Raw -240344.389583 + Penalty 2819.586334 = -237524.803249 nChanged 3 SP:Iteration 18Q (522.309707 sec): 3 clusters Score: Raw -240345.098406 + Penalty 2819.586334 = -237525.512072 nChanged 1 SP:Iteration 19Q (522.347311 sec): 3 clusters Score: Raw -240345.463352 + Penalty 2819.586334 = -237525.877018 nChanged 1 SP:Iteration 20F (522.382954 sec): 3 clusters Score: Raw -240345.835760 + Penalty 2819.586334 = -237526.249426 nChanged 2 SP:Iteration 21Q (522.418070 sec): 3 clusters Score: Raw -240346.748372 + Penalty 2819.586334 = -237527.162038 nChanged 2 SP:Iteration 22Q (522.452980 sec): 3 clusters Score: Raw -240347.812314 + Penalty 2819.586334 = -237528.225980 nChanged 2 SP:Iteration 23Q (522.487838 sec): 3 clusters Score: Raw -240348.229398 + Penalty 2819.586334 = -237528.643064 nChanged 2 SP:Iteration 24Q (522.522486 sec): 3 clusters Score: Raw -240348.700260 + Penalty 2819.586334 = -237529.113926 nChanged 1 SP:Iteration 25Q (522.557892 sec): 3 clusters Score: Raw -240348.937333 + Penalty 2819.586334 = -237529.350999 nChanged 1 SP:Iteration 26Q (522.598696 sec): 3 clusters Score: Raw -240349.173083 + Penalty 2819.586334 = -237529.586749 nChanged 1 SP:Iteration 27Q (522.633380 sec): 3 clusters Score: Raw -240349.587771 + Penalty 2819.586334 = -237530.001437 nChanged 1 SP:Iteration 28Q (522.668125 sec): 3 clusters Score: Raw -240349.718980 + Penalty 2819.586334 = -237530.132646 nChanged 0 SP:Iteration 29F (522.702829 sec): 3 clusters Score: Raw -240349.718980 + Penalty 2819.586334 = -237530.132646 nChanged 0 Trying to split cluster 13 (2469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (522.736986 sec): 2 clusters Score: Raw -155008.569483 + Penalty 1370.930270 = -153637.639213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (522.767510 sec): 3 clusters Score: Raw -153942.833093 + Penalty 2741.860540 = -151200.972553 nChanged 869 SP:Iteration 1F (522.796619 sec): 3 clusters Score: Raw -154546.619814 + Penalty 2741.860540 = -151804.759274 nChanged 226 SP:Iteration 2F (522.826016 sec): 3 clusters Score: Raw -154755.259119 + Penalty 2741.860540 = -152013.398579 nChanged 162 SP:Iteration 3F (522.855252 sec): 3 clusters Score: Raw -154920.843320 + Penalty 2741.860540 = -152178.982780 nChanged 129 SP:Iteration 4F (522.885403 sec): 3 clusters Score: Raw -155064.990190 + Penalty 2741.860540 = -152323.129650 nChanged 124 SP:Iteration 5F (522.915663 sec): 3 clusters Score: Raw -155205.583442 + Penalty 2741.860540 = -152463.722902 nChanged 101 SP:Iteration 6Q (522.946109 sec): 3 clusters Score: Raw -155304.684467 + Penalty 2741.860540 = -152562.823927 nChanged 93 SP:Iteration 7Q (522.976429 sec): 3 clusters Score: Raw -155408.901250 + Penalty 2741.860540 = -152667.040710 nChanged 89 SP:Iteration 8Q (523.006553 sec): 3 clusters Score: Raw -155512.272555 + Penalty 2741.860540 = -152770.412016 nChanged 84 SP:Iteration 9Q (523.036711 sec): 3 clusters Score: Raw -155607.331024 + Penalty 2741.860540 = -152865.470484 nChanged 72 SP:Iteration 10Q (523.066743 sec): 3 clusters Score: Raw -155691.384839 + Penalty 2741.860540 = -152949.524299 nChanged 70 SP:Iteration 11Q (523.097254 sec): 3 clusters Score: Raw -155762.041952 + Penalty 2741.860540 = -153020.181412 nChanged 58 SP:Iteration 12Q (523.126155 sec): 3 clusters Score: Raw -155807.985417 + Penalty 2741.860540 = -153066.124877 nChanged 41 SP:Iteration 13Q (523.155073 sec): 3 clusters Score: Raw -155836.404964 + Penalty 2741.860540 = -153094.544425 nChanged 31 SP:Iteration 14Q (523.183883 sec): 3 clusters Score: Raw -155864.575713 + Penalty 2741.860540 = -153122.715174 nChanged 30 SP:Iteration 15Q (523.270683 sec): 3 clusters Score: Raw -155888.386379 + Penalty 2741.860540 = -153146.525839 nChanged 31 SP:Iteration 16Q (523.415199 sec): 3 clusters Score: Raw -155909.666612 + Penalty 2741.860540 = -153167.806072 nChanged 33 SP:Iteration 17Q (523.424755 sec): 3 clusters Score: Raw -155937.148832 + Penalty 2741.860540 = -153195.288293 nChanged 38 SP:Iteration 18Q (523.453610 sec): 3 clusters Score: Raw -155971.198741 + Penalty 2741.860540 = -153229.338201 nChanged 46 SP:Iteration 19Q (523.483703 sec): 3 clusters Score: Raw -156012.267332 + Penalty 2741.860540 = -153270.406792 nChanged 31 SP:Iteration 20F (523.516281 sec): 3 clusters Score: Raw -156039.380400 + Penalty 2741.860540 = -153297.519860 nChanged 28 SP:Iteration 21Q (523.548798 sec): 3 clusters Score: Raw -156061.732830 + Penalty 2741.860540 = -153319.872290 nChanged 23 SP:Iteration 22Q (523.581172 sec): 3 clusters Score: Raw -156077.432503 + Penalty 2741.860540 = -153335.571964 nChanged 17 SP:Iteration 23Q (523.613195 sec): 3 clusters Score: Raw -156087.929769 + Penalty 2741.860540 = -153346.069229 nChanged 17 SP:Iteration 24Q (523.642535 sec): 3 clusters Score: Raw -156097.045890 + Penalty 2741.860540 = -153355.185351 nChanged 13 SP:Iteration 25Q (523.672015 sec): 3 clusters Score: Raw -156103.934461 + Penalty 2741.860540 = -153362.073921 nChanged 5 SP:Iteration 26Q (523.701242 sec): 3 clusters Score: Raw -156105.731459 + Penalty 2741.860540 = -153363.870920 nChanged 4 SP:Iteration 27Q (523.730530 sec): 3 clusters Score: Raw -156107.722086 + Penalty 2741.860540 = -153365.861546 nChanged 1 SP:Iteration 28Q (523.759640 sec): 3 clusters Score: Raw -156108.307202 + Penalty 2741.860540 = -153366.446662 nChanged 1 SP:Iteration 29Q (523.788792 sec): 3 clusters Score: Raw -156108.579984 + Penalty 2741.860540 = -153366.719444 nChanged 1 SP:Iteration 30Q (523.817447 sec): 3 clusters Score: Raw -156108.954208 + Penalty 2741.860540 = -153367.093668 nChanged 1 SP:Iteration 31Q (523.846163 sec): 3 clusters Score: Raw -156109.363461 + Penalty 2741.860540 = -153367.502921 nChanged 1 SP:Iteration 32Q (523.875396 sec): 3 clusters Score: Raw -156109.544116 + Penalty 2741.860540 = -153367.683577 nChanged 1 SP:Iteration 33Q (523.904049 sec): 3 clusters Score: Raw -156109.676957 + Penalty 2741.860540 = -153367.816417 nChanged 1 SP:Iteration 34Q (523.932725 sec): 3 clusters Score: Raw -156110.301503 + Penalty 2741.860540 = -153368.440963 nChanged 0 SP:Iteration 35F (523.961580 sec): 3 clusters Score: Raw -156110.301503 + Penalty 2741.860540 = -153368.440963 nChanged 0 Trying to split cluster 14 (5689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (524.003881 sec): 2 clusters Score: Raw -428100.933560 + Penalty 1517.423854 = -426583.509707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (524.049477 sec): 3 clusters Score: Raw -425153.014787 + Penalty 3034.847707 = -422118.167079 nChanged 2289 SP:Iteration 1F (524.113948 sec): 3 clusters Score: Raw -426535.878630 + Penalty 3034.847707 = -423501.030922 nChanged 471 SP:Iteration 2F (524.177958 sec): 3 clusters Score: Raw -426867.938141 + Penalty 3034.847707 = -423833.090434 nChanged 376 SP:Iteration 3F (524.236418 sec): 3 clusters Score: Raw -427145.120492 + Penalty 3034.847707 = -424110.272784 nChanged 340 SP:Iteration 4F (524.277568 sec): 3 clusters Score: Raw -427402.821998 + Penalty 3034.847707 = -424367.974290 nChanged 304 SP:Iteration 5F (524.318934 sec): 3 clusters Score: Raw -427609.218675 + Penalty 3034.847707 = -424574.370968 nChanged 226 SP:Iteration 6Q (524.360829 sec): 3 clusters Score: Raw -427753.045653 + Penalty 3034.847707 = -424718.197946 nChanged 174 SP:Iteration 7Q (524.407448 sec): 3 clusters Score: Raw -427861.936039 + Penalty 3034.847707 = -424827.088331 nChanged 146 SP:Iteration 8Q (524.463650 sec): 3 clusters Score: Raw -427944.878335 + Penalty 3034.847707 = -424910.030627 nChanged 105 SP:Iteration 9Q (524.581565 sec): 3 clusters Score: Raw -427995.455983 + Penalty 3034.847707 = -424960.608276 nChanged 92 SP:Iteration 10Q (524.638963 sec): 3 clusters Score: Raw -428043.664883 + Penalty 3034.847707 = -425008.817176 nChanged 97 SP:Iteration 11Q (524.694929 sec): 3 clusters Score: Raw -428095.092018 + Penalty 3034.847707 = -425060.244311 nChanged 71 SP:Iteration 12Q (524.737730 sec): 3 clusters Score: Raw -428127.528072 + Penalty 3034.847707 = -425092.680364 nChanged 68 SP:Iteration 13Q (524.779476 sec): 3 clusters Score: Raw -428161.311003 + Penalty 3034.847707 = -425126.463295 nChanged 63 SP:Iteration 14Q (524.821401 sec): 3 clusters Score: Raw -428188.970465 + Penalty 3034.847707 = -425154.122758 nChanged 60 SP:Iteration 15Q (524.865922 sec): 3 clusters Score: Raw -428232.582763 + Penalty 3034.847707 = -425197.735056 nChanged 75 SP:Iteration 16Q (524.922135 sec): 3 clusters Score: Raw -428281.475288 + Penalty 3034.847707 = -425246.627580 nChanged 77 SP:Iteration 17Q (524.975481 sec): 3 clusters Score: Raw -428331.648347 + Penalty 3034.847707 = -425296.800640 nChanged 68 SP:Iteration 18Q (525.026804 sec): 3 clusters Score: Raw -428381.892752 + Penalty 3034.847707 = -425347.045044 nChanged 71 SP:Iteration 19Q (525.073486 sec): 3 clusters Score: Raw -428439.781539 + Penalty 3034.847707 = -425404.933831 nChanged 88 SP:Iteration 20F (525.120622 sec): 3 clusters Score: Raw -428505.012579 + Penalty 3034.847707 = -425470.164872 nChanged 93 SP:Iteration 21Q (525.166859 sec): 3 clusters Score: Raw -428573.329841 + Penalty 3034.847707 = -425538.482134 nChanged 82 SP:Iteration 22Q (525.215794 sec): 3 clusters Score: Raw -428647.329017 + Penalty 3034.847707 = -425612.481309 nChanged 103 SP:Iteration 23Q (525.265279 sec): 3 clusters Score: Raw -428750.367983 + Penalty 3034.847707 = -425715.520276 nChanged 107 SP:Iteration 24Q (525.314233 sec): 3 clusters Score: Raw -428849.432530 + Penalty 3034.847707 = -425814.584822 nChanged 94 SP:Iteration 25Q (525.370078 sec): 3 clusters Score: Raw -428943.940291 + Penalty 3034.847707 = -425909.092583 nChanged 103 SP:Iteration 26Q (525.429542 sec): 3 clusters Score: Raw -429029.396021 + Penalty 3034.847707 = -425994.548313 nChanged 73 SP:Iteration 27Q (525.489020 sec): 3 clusters Score: Raw -429092.985165 + Penalty 3034.847707 = -426058.137457 nChanged 73 SP:Iteration 28Q (525.548161 sec): 3 clusters Score: Raw -429168.262399 + Penalty 3034.847707 = -426133.414692 nChanged 67 SP:Iteration 29Q (525.599596 sec): 3 clusters Score: Raw -429239.462914 + Penalty 3034.847707 = -426204.615207 nChanged 53 SP:Iteration 30Q (525.641959 sec): 3 clusters Score: Raw -429288.959288 + Penalty 3034.847707 = -426254.111581 nChanged 43 SP:Iteration 31Q (525.685393 sec): 3 clusters Score: Raw -429335.539944 + Penalty 3034.847707 = -426300.692236 nChanged 54 SP:Iteration 32Q (525.728965 sec): 3 clusters Score: Raw -429423.438347 + Penalty 3034.847707 = -426388.590640 nChanged 67 SP:Iteration 33Q (525.775733 sec): 3 clusters Score: Raw -429526.369347 + Penalty 3034.847707 = -426491.521639 nChanged 64 SP:Iteration 34Q (525.825658 sec): 3 clusters Score: Raw -429637.088519 + Penalty 3034.847707 = -426602.240811 nChanged 62 SP:Iteration 35Q (525.875258 sec): 3 clusters Score: Raw -429817.156503 + Penalty 3034.847707 = -426782.308795 nChanged 69 SP:Iteration 36Q (525.924209 sec): 3 clusters Score: Raw -430191.756276 + Penalty 3034.847707 = -427156.908569 nChanged 36 SP:Iteration 37Q (525.969516 sec): 3 clusters Score: Raw -430277.717835 + Penalty 3034.847707 = -427242.870128 nChanged 23 SP:Iteration 38Q (526.014689 sec): 3 clusters Score: Raw -430298.926279 + Penalty 3034.847707 = -427264.078572 nChanged 21 SP:Iteration 39Q (526.060111 sec): 3 clusters Score: Raw -430305.499315 + Penalty 3034.847707 = -427270.651607 nChanged 4 SP:Iteration 40F (526.109641 sec): 3 clusters Score: Raw -430322.207605 + Penalty 3034.847707 = -427287.359897 nChanged 19 SP:Iteration 41Q (526.237526 sec): 3 clusters Score: Raw -430334.084640 + Penalty 3034.847707 = -427299.236933 nChanged 20 SP:Iteration 42Q (526.377825 sec): 3 clusters Score: Raw -430343.887665 + Penalty 3034.847707 = -427309.039958 nChanged 18 SP:Iteration 43Q (526.428699 sec): 3 clusters Score: Raw -430352.459231 + Penalty 3034.847707 = -427317.611523 nChanged 16 SP:Iteration 44Q (526.472243 sec): 3 clusters Score: Raw -430358.994648 + Penalty 3034.847707 = -427324.146941 nChanged 18 SP:Iteration 45Q (526.516297 sec): 3 clusters Score: Raw -430365.535491 + Penalty 3034.847707 = -427330.687783 nChanged 14 SP:Iteration 46Q (526.569573 sec): 3 clusters Score: Raw -430369.940603 + Penalty 3034.847707 = -427335.092895 nChanged 10 SP:Iteration 47Q (526.623693 sec): 3 clusters Score: Raw -430372.873788 + Penalty 3034.847707 = -427338.026081 nChanged 13 SP:Iteration 48Q (526.677847 sec): 3 clusters Score: Raw -430377.631592 + Penalty 3034.847707 = -427342.783884 nChanged 11 SP:Iteration 49Q (526.726799 sec): 3 clusters Score: Raw -430380.373048 + Penalty 3034.847707 = -427345.525341 nChanged 8 SP:Iteration 50Q (526.771633 sec): 3 clusters Score: Raw -430382.235436 + Penalty 3034.847707 = -427347.387729 nChanged 5 SP:Iteration 51Q (526.814419 sec): 3 clusters Score: Raw -430384.035460 + Penalty 3034.847707 = -427349.187753 nChanged 5 SP:Iteration 52Q (526.858072 sec): 3 clusters Score: Raw -430385.480764 + Penalty 3034.847707 = -427350.633057 nChanged 9 SP:Iteration 53Q (526.908045 sec): 3 clusters Score: Raw -430388.305592 + Penalty 3034.847707 = -427353.457884 nChanged 10 SP:Iteration 54Q (526.957987 sec): 3 clusters Score: Raw -430391.522875 + Penalty 3034.847707 = -427356.675167 nChanged 8 SP:Iteration 55Q (527.007934 sec): 3 clusters Score: Raw -430393.926711 + Penalty 3034.847707 = -427359.079003 nChanged 10 SP:Iteration 56Q (527.056086 sec): 3 clusters Score: Raw -430396.577540 + Penalty 3034.847707 = -427361.729832 nChanged 5 SP:Iteration 57Q (527.100320 sec): 3 clusters Score: Raw -430397.492156 + Penalty 3034.847707 = -427362.644448 nChanged 6 SP:Iteration 58Q (527.144494 sec): 3 clusters Score: Raw -430399.245397 + Penalty 3034.847707 = -427364.397690 nChanged 7 SP:Iteration 59Q (527.189127 sec): 3 clusters Score: Raw -430401.733871 + Penalty 3034.847707 = -427366.886163 nChanged 14 SP:Iteration 60F (527.241949 sec): 3 clusters Score: Raw -430410.042526 + Penalty 3034.847707 = -427375.194819 nChanged 29 SP:Iteration 61Q (527.291689 sec): 3 clusters Score: Raw -430425.118902 + Penalty 3034.847707 = -427390.271194 nChanged 28 SP:Iteration 62Q (527.341462 sec): 3 clusters Score: Raw -430436.678436 + Penalty 3034.847707 = -427401.830728 nChanged 17 SP:Iteration 63Q (527.387755 sec): 3 clusters Score: Raw -430443.391413 + Penalty 3034.847707 = -427408.543706 nChanged 26 SP:Iteration 64Q (527.432304 sec): 3 clusters Score: Raw -430455.525881 + Penalty 3034.847707 = -427420.678174 nChanged 29 SP:Iteration 65Q (527.476798 sec): 3 clusters Score: Raw -430469.143676 + Penalty 3034.847707 = -427434.295968 nChanged 24 SP:Iteration 66Q (527.521212 sec): 3 clusters Score: Raw -430478.153059 + Penalty 3034.847707 = -427443.305352 nChanged 25 SP:Iteration 67Q (527.566743 sec): 3 clusters Score: Raw -430488.626035 + Penalty 3034.847707 = -427453.778328 nChanged 23 SP:Iteration 68Q (527.617330 sec): 3 clusters Score: Raw -430497.133863 + Penalty 3034.847707 = -427462.286156 nChanged 20 SP:Iteration 69Q (527.668147 sec): 3 clusters Score: Raw -430504.444773 + Penalty 3034.847707 = -427469.597065 nChanged 28 SP:Iteration 70Q (527.714336 sec): 3 clusters Score: Raw -430514.711295 + Penalty 3034.847707 = -427479.863588 nChanged 23 SP:Iteration 71Q (527.758995 sec): 3 clusters Score: Raw -430522.738917 + Penalty 3034.847707 = -427487.891209 nChanged 19 SP:Iteration 72Q (527.873517 sec): 3 clusters Score: Raw -430528.499274 + Penalty 3034.847707 = -427493.651567 nChanged 15 SP:Iteration 73Q (527.926706 sec): 3 clusters Score: Raw -430532.362942 + Penalty 3034.847707 = -427497.515234 nChanged 10 SP:Iteration 74Q (527.979744 sec): 3 clusters Score: Raw -430534.557913 + Penalty 3034.847707 = -427499.710206 nChanged 9 SP:Iteration 75Q (528.025845 sec): 3 clusters Score: Raw -430537.430142 + Penalty 3034.847707 = -427502.582434 nChanged 9 SP:Iteration 76Q (528.071361 sec): 3 clusters Score: Raw -430541.073657 + Penalty 3034.847707 = -427506.225949 nChanged 13 SP:Iteration 77Q (528.116519 sec): 3 clusters Score: Raw -430545.382633 + Penalty 3034.847707 = -427510.534926 nChanged 11 SP:Iteration 78Q (528.162411 sec): 3 clusters Score: Raw -430548.368055 + Penalty 3034.847707 = -427513.520347 nChanged 13 SP:Iteration 79Q (528.211010 sec): 3 clusters Score: Raw -430552.446462 + Penalty 3034.847707 = -427517.598754 nChanged 8 SP:Iteration 80F (528.293742 sec): 3 clusters Score: Raw -430555.209375 + Penalty 3034.847707 = -427520.361668 nChanged 14 SP:Iteration 81Q (528.403766 sec): 3 clusters Score: Raw -430561.342964 + Penalty 3034.847707 = -427526.495257 nChanged 19 SP:Iteration 82Q (528.455415 sec): 3 clusters Score: Raw -430567.466278 + Penalty 3034.847707 = -427532.618571 nChanged 16 SP:Iteration 83Q (528.502193 sec): 3 clusters Score: Raw -430574.061852 + Penalty 3034.847707 = -427539.214145 nChanged 25 SP:Iteration 84Q (528.547918 sec): 3 clusters Score: Raw -430583.775842 + Penalty 3034.847707 = -427548.928135 nChanged 28 SP:Iteration 85Q (528.593865 sec): 3 clusters Score: Raw -430598.649066 + Penalty 3034.847707 = -427563.801359 nChanged 34 SP:Iteration 86Q (528.640894 sec): 3 clusters Score: Raw -430615.539390 + Penalty 3034.847707 = -427580.691683 nChanged 39 SP:Iteration 87Q (528.689885 sec): 3 clusters Score: Raw -430640.745947 + Penalty 3034.847707 = -427605.898239 nChanged 56 SP:Iteration 88Q (528.738598 sec): 3 clusters Score: Raw -430672.551289 + Penalty 3034.847707 = -427637.703581 nChanged 56 SP:Iteration 89Q (528.787636 sec): 3 clusters Score: Raw -430713.725023 + Penalty 3034.847707 = -427678.877316 nChanged 72 SP:Iteration 90Q (528.837294 sec): 3 clusters Score: Raw -430768.452648 + Penalty 3034.847707 = -427733.604940 nChanged 55 SP:Iteration 91Q (528.887395 sec): 3 clusters Score: Raw -430802.230035 + Penalty 3034.847707 = -427767.382327 nChanged 49 SP:Iteration 92Q (528.937137 sec): 3 clusters Score: Raw -430832.348787 + Penalty 3034.847707 = -427797.501079 nChanged 52 SP:Iteration 93Q (528.985388 sec): 3 clusters Score: Raw -430866.155490 + Penalty 3034.847707 = -427831.307782 nChanged 48 SP:Iteration 94Q (529.031634 sec): 3 clusters Score: Raw -430897.185660 + Penalty 3034.847707 = -427862.337952 nChanged 55 SP:Iteration 95Q (529.077907 sec): 3 clusters Score: Raw -430933.249884 + Penalty 3034.847707 = -427898.402177 nChanged 49 SP:Iteration 96Q (529.124067 sec): 3 clusters Score: Raw -430975.418996 + Penalty 3034.847707 = -427940.571288 nChanged 54 SP:Iteration 97Q (529.170668 sec): 3 clusters Score: Raw -431029.928321 + Penalty 3034.847707 = -427995.080614 nChanged 51 SP:Iteration 98Q (529.220752 sec): 3 clusters Score: Raw -431078.399719 + Penalty 3034.847707 = -428043.552012 nChanged 32 SP:Iteration 99Q (529.270933 sec): 3 clusters Score: Raw -431102.798171 + Penalty 3034.847707 = -428067.950463 nChanged 20 SP:Iteration 100F (529.320068 sec): 3 clusters Score: Raw -431119.808206 + Penalty 3034.847707 = -428084.960499 nChanged 14 SP:Iteration 101Q (529.366156 sec): 3 clusters Score: Raw -431127.599240 + Penalty 3034.847707 = -428092.751533 nChanged 6 SP:Iteration 102Q (529.412484 sec): 3 clusters Score: Raw -431129.472581 + Penalty 3034.847707 = -428094.624873 nChanged 4 SP:Iteration 103Q (529.459131 sec): 3 clusters Score: Raw -431130.095652 + Penalty 3034.847707 = -428095.247944 nChanged 0 SP:Iteration 104F (529.580197 sec): 3 clusters Score: Raw -431130.095652 + Penalty 3034.847707 = -428095.247944 nChanged 0 Score: Raw -7135253.967275 + Penalty 62710.690229 = -7072543.277045 Splitting cluster 14 changes total score from -7071220.084901 to -7072543.277045 So it's getting split into cluster 31. Trying to split cluster 15 (3820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (533.618215 sec): 2 clusters Score: Raw -282535.976025 + Penalty 1447.525001 = -281088.451025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (533.667369 sec): 3 clusters Score: Raw -280653.388956 + Penalty 2895.050001 = -277758.338954 nChanged 1536 SP:Iteration 1F (533.804577 sec): 3 clusters Score: Raw -281703.429285 + Penalty 2895.050001 = -278808.379283 nChanged 390 SP:Iteration 2F (533.818583 sec): 3 clusters Score: Raw -282067.411935 + Penalty 2895.050001 = -279172.361934 nChanged 310 SP:Iteration 3F (533.933771 sec): 3 clusters Score: Raw -282398.438380 + Penalty 2895.050001 = -279503.388379 nChanged 283 SP:Iteration 4F (533.977126 sec): 3 clusters Score: Raw -282716.645958 + Penalty 2895.050001 = -279821.595957 nChanged 226 SP:Iteration 5F (534.030104 sec): 3 clusters Score: Raw -282941.409954 + Penalty 2895.050001 = -280046.359953 nChanged 158 SP:Iteration 6Q (534.075460 sec): 3 clusters Score: Raw -283067.993677 + Penalty 2895.050001 = -280172.943676 nChanged 111 SP:Iteration 7Q (534.116628 sec): 3 clusters Score: Raw -283153.051796 + Penalty 2895.050001 = -280258.001794 nChanged 85 SP:Iteration 8Q (534.157942 sec): 3 clusters Score: Raw -283214.283661 + Penalty 2895.050001 = -280319.233659 nChanged 67 SP:Iteration 9Q (534.203060 sec): 3 clusters Score: Raw -283253.981558 + Penalty 2895.050001 = -280358.931557 nChanged 59 SP:Iteration 10Q (534.243053 sec): 3 clusters Score: Raw -283293.124550 + Penalty 2895.050001 = -280398.074549 nChanged 40 SP:Iteration 11Q (534.284729 sec): 3 clusters Score: Raw -283317.827440 + Penalty 2895.050001 = -280422.777439 nChanged 38 SP:Iteration 12Q (534.326788 sec): 3 clusters Score: Raw -283339.421496 + Penalty 2895.050001 = -280444.371494 nChanged 37 SP:Iteration 13Q (534.367508 sec): 3 clusters Score: Raw -283360.194484 + Penalty 2895.050001 = -280465.144482 nChanged 35 SP:Iteration 14Q (534.409600 sec): 3 clusters Score: Raw -283377.337960 + Penalty 2895.050001 = -280482.287959 nChanged 28 SP:Iteration 15Q (534.463781 sec): 3 clusters Score: Raw -283394.504826 + Penalty 2895.050001 = -280499.454825 nChanged 30 SP:Iteration 16Q (534.505543 sec): 3 clusters Score: Raw -283411.092069 + Penalty 2895.050001 = -280516.042068 nChanged 27 SP:Iteration 17Q (534.547334 sec): 3 clusters Score: Raw -283427.316327 + Penalty 2895.050001 = -280532.266325 nChanged 39 SP:Iteration 18Q (534.588285 sec): 3 clusters Score: Raw -283449.897764 + Penalty 2895.050001 = -280554.847763 nChanged 31 SP:Iteration 19Q (534.630112 sec): 3 clusters Score: Raw -283465.739123 + Penalty 2895.050001 = -280570.689122 nChanged 21 SP:Iteration 20F (534.671780 sec): 3 clusters Score: Raw -283474.024816 + Penalty 2895.050001 = -280578.974814 nChanged 15 SP:Iteration 21Q (534.712312 sec): 3 clusters Score: Raw -283478.866266 + Penalty 2895.050001 = -280583.816264 nChanged 11 SP:Iteration 22Q (534.754054 sec): 3 clusters Score: Raw -283482.266873 + Penalty 2895.050001 = -280587.216871 nChanged 8 SP:Iteration 23Q (534.795758 sec): 3 clusters Score: Raw -283484.926563 + Penalty 2895.050001 = -280589.876562 nChanged 7 SP:Iteration 24Q (534.836555 sec): 3 clusters Score: Raw -283487.454310 + Penalty 2895.050001 = -280592.404309 nChanged 3 SP:Iteration 25Q (534.878237 sec): 3 clusters Score: Raw -283488.248909 + Penalty 2895.050001 = -280593.198908 nChanged 3 SP:Iteration 26Q (534.936733 sec): 3 clusters Score: Raw -283489.498534 + Penalty 2895.050001 = -280594.448532 nChanged 7 SP:Iteration 27Q (534.978624 sec): 3 clusters Score: Raw -283493.699266 + Penalty 2895.050001 = -280598.649265 nChanged 6 SP:Iteration 28Q (535.097990 sec): 3 clusters Score: Raw -283495.938490 + Penalty 2895.050001 = -280600.888489 nChanged 6 SP:Iteration 29Q (535.142734 sec): 3 clusters Score: Raw -283499.625815 + Penalty 2895.050001 = -280604.575813 nChanged 7 SP:Iteration 30Q (535.188671 sec): 3 clusters Score: Raw -283503.630912 + Penalty 2895.050001 = -280608.580911 nChanged 7 SP:Iteration 31Q (535.234626 sec): 3 clusters Score: Raw -283506.434480 + Penalty 2895.050001 = -280611.384478 nChanged 8 SP:Iteration 32Q (535.279199 sec): 3 clusters Score: Raw -283509.424663 + Penalty 2895.050001 = -280614.374662 nChanged 8 SP:Iteration 33Q (535.322119 sec): 3 clusters Score: Raw -283513.140352 + Penalty 2895.050001 = -280618.090351 nChanged 7 SP:Iteration 34Q (535.377963 sec): 3 clusters Score: Raw -283515.571738 + Penalty 2895.050001 = -280620.521736 nChanged 3 SP:Iteration 35Q (535.494026 sec): 3 clusters Score: Raw -283516.334897 + Penalty 2895.050001 = -280621.284896 nChanged 1 SP:Iteration 36Q (535.635194 sec): 3 clusters Score: Raw -283516.441176 + Penalty 2895.050001 = -280621.391175 nChanged 0 SP:Iteration 37F (535.657525 sec): 3 clusters Score: Raw -283516.441176 + Penalty 2895.050001 = -280621.391175 nChanged 0 Trying to split cluster 16 (5250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (535.706142 sec): 2 clusters Score: Raw -410737.411667 + Penalty 1503.330079 = -409234.081588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (535.752464 sec): 3 clusters Score: Raw -408049.030069 + Penalty 3006.660158 = -405042.369911 nChanged 2126 SP:Iteration 1F (535.843865 sec): 3 clusters Score: Raw -409426.239500 + Penalty 3006.660158 = -406419.579342 nChanged 469 SP:Iteration 2F (535.898670 sec): 3 clusters Score: Raw -409794.544743 + Penalty 3006.660158 = -406787.884585 nChanged 388 SP:Iteration 3F (535.942690 sec): 3 clusters Score: Raw -410097.389276 + Penalty 3006.660158 = -407090.729119 nChanged 343 SP:Iteration 4F (535.987060 sec): 3 clusters Score: Raw -410341.520830 + Penalty 3006.660158 = -407334.860673 nChanged 262 SP:Iteration 5Q (536.045215 sec): 3 clusters Score: Raw -410512.319858 + Penalty 3006.660158 = -407505.659701 nChanged 191 SP:Iteration 6Q (536.096558 sec): 3 clusters Score: Raw -410611.509865 + Penalty 3006.660158 = -407604.849707 nChanged 124 SP:Iteration 7Q (536.162287 sec): 3 clusters Score: Raw -410674.431501 + Penalty 3006.660158 = -407667.771343 nChanged 117 SP:Iteration 8Q (536.213459 sec): 3 clusters Score: Raw -410729.197244 + Penalty 3006.660158 = -407722.537087 nChanged 91 SP:Iteration 9Q (536.272377 sec): 3 clusters Score: Raw -410765.990377 + Penalty 3006.660158 = -407759.330219 nChanged 74 SP:Iteration 10Q (536.318541 sec): 3 clusters Score: Raw -410803.428097 + Penalty 3006.660158 = -407796.767939 nChanged 66 SP:Iteration 11Q (536.364357 sec): 3 clusters Score: Raw -410830.958700 + Penalty 3006.660158 = -407824.298542 nChanged 55 SP:Iteration 12Q (536.413657 sec): 3 clusters Score: Raw -410852.981340 + Penalty 3006.660158 = -407846.321182 nChanged 65 SP:Iteration 13Q (536.488317 sec): 3 clusters Score: Raw -410882.126584 + Penalty 3006.660158 = -407875.466427 nChanged 47 SP:Iteration 14Q (536.537596 sec): 3 clusters Score: Raw -410900.298282 + Penalty 3006.660158 = -407893.638124 nChanged 55 SP:Iteration 15Q (536.608059 sec): 3 clusters Score: Raw -410921.319314 + Penalty 3006.660158 = -407914.659157 nChanged 44 SP:Iteration 16Q (536.655588 sec): 3 clusters Score: Raw -410936.840486 + Penalty 3006.660158 = -407930.180328 nChanged 32 SP:Iteration 17Q (536.703012 sec): 3 clusters Score: Raw -410950.259593 + Penalty 3006.660158 = -407943.599435 nChanged 31 SP:Iteration 18Q (536.751105 sec): 3 clusters Score: Raw -410961.868021 + Penalty 3006.660158 = -407955.207863 nChanged 35 SP:Iteration 19Q (536.888399 sec): 3 clusters Score: Raw -410978.608183 + Penalty 3006.660158 = -407971.948025 nChanged 42 SP:Iteration 20F (536.938125 sec): 3 clusters Score: Raw -411002.428414 + Penalty 3006.660158 = -407995.768256 nChanged 54 SP:Iteration 21Q (536.988715 sec): 3 clusters Score: Raw -411028.751384 + Penalty 3006.660158 = -408022.091226 nChanged 52 SP:Iteration 22Q (537.039366 sec): 3 clusters Score: Raw -411058.140797 + Penalty 3006.660158 = -408051.480639 nChanged 67 SP:Iteration 23Q (537.089099 sec): 3 clusters Score: Raw -411108.535184 + Penalty 3006.660158 = -408101.875027 nChanged 74 SP:Iteration 24Q (537.135195 sec): 3 clusters Score: Raw -411175.724463 + Penalty 3006.660158 = -408169.064305 nChanged 83 SP:Iteration 25Q (537.181244 sec): 3 clusters Score: Raw -411253.301046 + Penalty 3006.660158 = -408246.640888 nChanged 77 SP:Iteration 26Q (537.252726 sec): 3 clusters Score: Raw -411316.034436 + Penalty 3006.660158 = -408309.374279 nChanged 77 SP:Iteration 27Q (537.301059 sec): 3 clusters Score: Raw -411389.158584 + Penalty 3006.660158 = -408382.498426 nChanged 86 SP:Iteration 28Q (537.348483 sec): 3 clusters Score: Raw -411482.450991 + Penalty 3006.660158 = -408475.790833 nChanged 78 SP:Iteration 29Q (537.397555 sec): 3 clusters Score: Raw -411574.187532 + Penalty 3006.660158 = -408567.527374 nChanged 77 SP:Iteration 30Q (537.527727 sec): 3 clusters Score: Raw -411652.818338 + Penalty 3006.660158 = -408646.158180 nChanged 71 SP:Iteration 31Q (537.595235 sec): 3 clusters Score: Raw -411706.057467 + Penalty 3006.660158 = -408699.397309 nChanged 72 SP:Iteration 32Q (537.720783 sec): 3 clusters Score: Raw -411747.359898 + Penalty 3006.660158 = -408740.699740 nChanged 55 SP:Iteration 33Q (537.765258 sec): 3 clusters Score: Raw -411774.957753 + Penalty 3006.660158 = -408768.297595 nChanged 40 SP:Iteration 34Q (537.810011 sec): 3 clusters Score: Raw -411792.662165 + Penalty 3006.660158 = -408786.002008 nChanged 30 SP:Iteration 35Q (537.854413 sec): 3 clusters Score: Raw -411805.671126 + Penalty 3006.660158 = -408799.010968 nChanged 29 SP:Iteration 36Q (537.901359 sec): 3 clusters Score: Raw -411817.693503 + Penalty 3006.660158 = -408811.033346 nChanged 25 SP:Iteration 37Q (537.947333 sec): 3 clusters Score: Raw -411829.223279 + Penalty 3006.660158 = -408822.563122 nChanged 30 SP:Iteration 38Q (537.998437 sec): 3 clusters Score: Raw -411842.606457 + Penalty 3006.660158 = -408835.946299 nChanged 34 SP:Iteration 39Q (538.045632 sec): 3 clusters Score: Raw -411862.404106 + Penalty 3006.660158 = -408855.743948 nChanged 34 SP:Iteration 40F (538.174180 sec): 3 clusters Score: Raw -411877.205603 + Penalty 3006.660158 = -408870.545445 nChanged 22 SP:Iteration 41Q (538.302312 sec): 3 clusters Score: Raw -411886.139333 + Penalty 3006.660158 = -408879.479176 nChanged 17 SP:Iteration 42Q (538.433316 sec): 3 clusters Score: Raw -411892.185620 + Penalty 3006.660158 = -408885.525462 nChanged 19 SP:Iteration 43Q (538.568087 sec): 3 clusters Score: Raw -411899.750609 + Penalty 3006.660158 = -408893.090451 nChanged 17 SP:Iteration 44Q (538.727767 sec): 3 clusters Score: Raw -411904.930785 + Penalty 3006.660158 = -408898.270627 nChanged 16 SP:Iteration 45Q (538.853671 sec): 3 clusters Score: Raw -411911.239749 + Penalty 3006.660158 = -408904.579591 nChanged 15 SP:Iteration 46Q (538.899606 sec): 3 clusters Score: Raw -411918.399219 + Penalty 3006.660158 = -408911.739061 nChanged 16 SP:Iteration 47Q (538.944158 sec): 3 clusters Score: Raw -411926.582121 + Penalty 3006.660158 = -408919.921963 nChanged 22 SP:Iteration 48Q (538.989635 sec): 3 clusters Score: Raw -411940.161485 + Penalty 3006.660158 = -408933.501327 nChanged 26 SP:Iteration 49Q (539.037437 sec): 3 clusters Score: Raw -411953.393678 + Penalty 3006.660158 = -408946.733520 nChanged 26 SP:Iteration 50Q (539.085261 sec): 3 clusters Score: Raw -411964.606656 + Penalty 3006.660158 = -408957.946498 nChanged 25 SP:Iteration 51Q (539.215658 sec): 3 clusters Score: Raw -411973.565498 + Penalty 3006.660158 = -408966.905340 nChanged 23 SP:Iteration 52Q (539.260630 sec): 3 clusters Score: Raw -411981.114521 + Penalty 3006.660158 = -408974.454363 nChanged 7 SP:Iteration 53Q (539.310753 sec): 3 clusters Score: Raw -411982.821207 + Penalty 3006.660158 = -408976.161049 nChanged 12 SP:Iteration 54Q (539.361141 sec): 3 clusters Score: Raw -411987.535875 + Penalty 3006.660158 = -408980.875717 nChanged 16 SP:Iteration 55Q (539.412914 sec): 3 clusters Score: Raw -411992.478025 + Penalty 3006.660158 = -408985.817868 nChanged 19 SP:Iteration 56Q (539.457287 sec): 3 clusters Score: Raw -412000.791225 + Penalty 3006.660158 = -408994.131067 nChanged 10 SP:Iteration 57Q (539.501252 sec): 3 clusters Score: Raw -412004.104728 + Penalty 3006.660158 = -408997.444570 nChanged 10 SP:Iteration 58Q (539.545251 sec): 3 clusters Score: Raw -412007.241087 + Penalty 3006.660158 = -409000.580929 nChanged 10 SP:Iteration 59Q (539.589412 sec): 3 clusters Score: Raw -412010.400362 + Penalty 3006.660158 = -409003.740204 nChanged 7 SP:Iteration 60F (539.638295 sec): 3 clusters Score: Raw -412012.596325 + Penalty 3006.660158 = -409005.936168 nChanged 11 SP:Iteration 61Q (539.686100 sec): 3 clusters Score: Raw -412015.757039 + Penalty 3006.660158 = -409009.096881 nChanged 6 SP:Iteration 62Q (539.733880 sec): 3 clusters Score: Raw -412017.041753 + Penalty 3006.660158 = -409010.381595 nChanged 4 SP:Iteration 63Q (539.779819 sec): 3 clusters Score: Raw -412017.752271 + Penalty 3006.660158 = -409011.092113 nChanged 6 SP:Iteration 64Q (539.824516 sec): 3 clusters Score: Raw -412019.208938 + Penalty 3006.660158 = -409012.548780 nChanged 5 SP:Iteration 65Q (539.869012 sec): 3 clusters Score: Raw -412020.333174 + Penalty 3006.660158 = -409013.673016 nChanged 3 SP:Iteration 66Q (539.914511 sec): 3 clusters Score: Raw -412020.821652 + Penalty 3006.660158 = -409014.161494 nChanged 2 SP:Iteration 67Q (539.962682 sec): 3 clusters Score: Raw -412021.169098 + Penalty 3006.660158 = -409014.508940 nChanged 2 SP:Iteration 68Q (540.011053 sec): 3 clusters Score: Raw -412021.644722 + Penalty 3006.660158 = -409014.984565 nChanged 2 SP:Iteration 69Q (540.059278 sec): 3 clusters Score: Raw -412021.900477 + Penalty 3006.660158 = -409015.240319 nChanged 2 SP:Iteration 70Q (540.105610 sec): 3 clusters Score: Raw -412022.539680 + Penalty 3006.660158 = -409015.879522 nChanged 1 SP:Iteration 71Q (540.149894 sec): 3 clusters Score: Raw -412022.729594 + Penalty 3006.660158 = -409016.069436 nChanged 0 SP:Iteration 72F (540.196099 sec): 3 clusters Score: Raw -412022.729594 + Penalty 3006.660158 = -409016.069436 nChanged 0 Trying to split cluster 17 (1712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (540.232955 sec): 2 clusters Score: Raw -101410.728155 + Penalty 1306.670781 = -100104.057373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (540.264042 sec): 3 clusters Score: Raw -100772.279821 + Penalty 2613.341562 = -98158.938259 nChanged 579 SP:Iteration 1F (540.288218 sec): 3 clusters Score: Raw -101456.930737 + Penalty 2613.341562 = -98843.589174 nChanged 182 SP:Iteration 2F (540.312110 sec): 3 clusters Score: Raw -101786.383061 + Penalty 2613.341562 = -99173.041499 nChanged 114 SP:Iteration 3F (540.337414 sec): 3 clusters Score: Raw -101955.042173 + Penalty 2613.341562 = -99341.700610 nChanged 79 SP:Iteration 4Q (540.361562 sec): 3 clusters Score: Raw -102044.599644 + Penalty 2613.341562 = -99431.258082 nChanged 53 SP:Iteration 5Q (540.385188 sec): 3 clusters Score: Raw -102097.943710 + Penalty 2613.341562 = -99484.602148 nChanged 27 SP:Iteration 6Q (540.408416 sec): 3 clusters Score: Raw -102125.902902 + Penalty 2613.341562 = -99512.561340 nChanged 19 SP:Iteration 7Q (540.431423 sec): 3 clusters Score: Raw -102144.450995 + Penalty 2613.341562 = -99531.109433 nChanged 19 SP:Iteration 8Q (540.543519 sec): 3 clusters Score: Raw -102157.814222 + Penalty 2613.341562 = -99544.472660 nChanged 16 SP:Iteration 9Q (540.571465 sec): 3 clusters Score: Raw -102169.527539 + Penalty 2613.341562 = -99556.185976 nChanged 10 SP:Iteration 10Q (540.599229 sec): 3 clusters Score: Raw -102177.937011 + Penalty 2613.341562 = -99564.595449 nChanged 13 SP:Iteration 11Q (540.626772 sec): 3 clusters Score: Raw -102186.567017 + Penalty 2613.341562 = -99573.225455 nChanged 14 SP:Iteration 12Q (540.655221 sec): 3 clusters Score: Raw -102196.288980 + Penalty 2613.341562 = -99582.947417 nChanged 11 SP:Iteration 13Q (540.682628 sec): 3 clusters Score: Raw -102203.669267 + Penalty 2613.341562 = -99590.327704 nChanged 8 SP:Iteration 14Q (540.708995 sec): 3 clusters Score: Raw -102217.527062 + Penalty 2613.341562 = -99604.185499 nChanged 15 SP:Iteration 15Q (540.732126 sec): 3 clusters Score: Raw -102238.182259 + Penalty 2613.341562 = -99624.840697 nChanged 9 SP:Iteration 16Q (540.754998 sec): 3 clusters Score: Raw -102250.101862 + Penalty 2613.341562 = -99636.760300 nChanged 13 SP:Iteration 17Q (540.777975 sec): 3 clusters Score: Raw -102263.848854 + Penalty 2613.341562 = -99650.507291 nChanged 14 SP:Iteration 18Q (540.800887 sec): 3 clusters Score: Raw -102281.311607 + Penalty 2613.341562 = -99667.970045 nChanged 15 SP:Iteration 19Q (540.823855 sec): 3 clusters Score: Raw -102293.486143 + Penalty 2613.341562 = -99680.144581 nChanged 15 SP:Iteration 20F (540.846873 sec): 3 clusters Score: Raw -102303.980274 + Penalty 2613.341562 = -99690.638712 nChanged 15 SP:Iteration 21Q (540.869822 sec): 3 clusters Score: Raw -102314.254069 + Penalty 2613.341562 = -99700.912507 nChanged 10 SP:Iteration 22Q (540.892777 sec): 3 clusters Score: Raw -102319.787434 + Penalty 2613.341562 = -99706.445872 nChanged 7 SP:Iteration 23Q (540.915757 sec): 3 clusters Score: Raw -102325.768499 + Penalty 2613.341562 = -99712.426937 nChanged 9 SP:Iteration 24Q (540.938666 sec): 3 clusters Score: Raw -102333.600825 + Penalty 2613.341562 = -99720.259262 nChanged 9 SP:Iteration 25Q (540.967991 sec): 3 clusters Score: Raw -102338.510603 + Penalty 2613.341562 = -99725.169041 nChanged 6 SP:Iteration 26Q (541.001645 sec): 3 clusters Score: Raw -102342.822684 + Penalty 2613.341562 = -99729.481121 nChanged 9 SP:Iteration 27Q (541.024822 sec): 3 clusters Score: Raw -102349.325288 + Penalty 2613.341562 = -99735.983726 nChanged 7 SP:Iteration 28Q (541.048026 sec): 3 clusters Score: Raw -102352.839086 + Penalty 2613.341562 = -99739.497523 nChanged 3 SP:Iteration 29Q (541.071032 sec): 3 clusters Score: Raw -102353.766759 + Penalty 2613.341562 = -99740.425196 nChanged 3 SP:Iteration 30Q (541.094211 sec): 3 clusters Score: Raw -102355.192568 + Penalty 2613.341562 = -99741.851005 nChanged 2 SP:Iteration 31Q (541.117240 sec): 3 clusters Score: Raw -102355.968028 + Penalty 2613.341562 = -99742.626466 nChanged 4 SP:Iteration 32Q (541.140169 sec): 3 clusters Score: Raw -102359.323753 + Penalty 2613.341562 = -99745.982190 nChanged 5 SP:Iteration 33Q (541.163729 sec): 3 clusters Score: Raw -102363.861746 + Penalty 2613.341562 = -99750.520184 nChanged 7 SP:Iteration 34Q (541.186636 sec): 3 clusters Score: Raw -102367.992213 + Penalty 2613.341562 = -99754.650650 nChanged 8 SP:Iteration 35Q (541.210112 sec): 3 clusters Score: Raw -102374.731053 + Penalty 2613.341562 = -99761.389491 nChanged 7 SP:Iteration 36Q (541.233263 sec): 3 clusters Score: Raw -102382.837906 + Penalty 2613.341562 = -99769.496344 nChanged 6 SP:Iteration 37Q (541.257325 sec): 3 clusters Score: Raw -102386.941954 + Penalty 2613.341562 = -99773.600392 nChanged 3 SP:Iteration 38Q (541.280357 sec): 3 clusters Score: Raw -102389.226363 + Penalty 2613.341562 = -99775.884800 nChanged 3 SP:Iteration 39Q (541.303148 sec): 3 clusters Score: Raw -102390.377103 + Penalty 2613.341562 = -99777.035541 nChanged 4 SP:Iteration 40F (541.418842 sec): 3 clusters Score: Raw -102392.639146 + Penalty 2613.341562 = -99779.297583 nChanged 2 SP:Iteration 41Q (541.497944 sec): 3 clusters Score: Raw -102393.566877 + Penalty 2613.341562 = -99780.225315 nChanged 1 SP:Iteration 42Q (541.520984 sec): 3 clusters Score: Raw -102393.991342 + Penalty 2613.341562 = -99780.649780 nChanged 2 SP:Iteration 43Q (541.543821 sec): 3 clusters Score: Raw -102394.756765 + Penalty 2613.341562 = -99781.415203 nChanged 0 SP:Iteration 44F (541.566972 sec): 3 clusters Score: Raw -102394.756765 + Penalty 2613.341562 = -99781.415203 nChanged 0 Trying to split cluster 18 (2206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (541.602857 sec): 2 clusters Score: Raw -158374.690777 + Penalty 1351.163303 = -157023.527474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (541.632583 sec): 3 clusters Score: Raw -157455.159599 + Penalty 2702.326606 = -154752.832993 nChanged 749 SP:Iteration 1F (541.661132 sec): 3 clusters Score: Raw -157973.699766 + Penalty 2702.326606 = -155271.373160 nChanged 219 SP:Iteration 2F (541.689979 sec): 3 clusters Score: Raw -158250.478244 + Penalty 2702.326606 = -155548.151638 nChanged 197 SP:Iteration 3F (541.718479 sec): 3 clusters Score: Raw -158513.023010 + Penalty 2702.326606 = -155810.696404 nChanged 155 SP:Iteration 4F (541.746869 sec): 3 clusters Score: Raw -158682.612970 + Penalty 2702.326606 = -155980.286364 nChanged 112 SP:Iteration 5F (541.775344 sec): 3 clusters Score: Raw -158835.982780 + Penalty 2702.326606 = -156133.656174 nChanged 91 SP:Iteration 6Q (541.804051 sec): 3 clusters Score: Raw -158961.769541 + Penalty 2702.326606 = -156259.442935 nChanged 75 SP:Iteration 7Q (541.832589 sec): 3 clusters Score: Raw -159065.091256 + Penalty 2702.326606 = -156362.764650 nChanged 63 SP:Iteration 8Q (541.860437 sec): 3 clusters Score: Raw -159134.161545 + Penalty 2702.326606 = -156431.834939 nChanged 53 SP:Iteration 9Q (541.888740 sec): 3 clusters Score: Raw -159195.211484 + Penalty 2702.326606 = -156492.884878 nChanged 50 SP:Iteration 10Q (541.917004 sec): 3 clusters Score: Raw -159271.867139 + Penalty 2702.326606 = -156569.540533 nChanged 35 SP:Iteration 11Q (541.945207 sec): 3 clusters Score: Raw -159318.560571 + Penalty 2702.326606 = -156616.233964 nChanged 34 SP:Iteration 12Q (541.973429 sec): 3 clusters Score: Raw -159357.918296 + Penalty 2702.326606 = -156655.591690 nChanged 31 SP:Iteration 13Q (542.001544 sec): 3 clusters Score: Raw -159392.814788 + Penalty 2702.326606 = -156690.488182 nChanged 22 SP:Iteration 14Q (542.030340 sec): 3 clusters Score: Raw -159422.192874 + Penalty 2702.326606 = -156719.866268 nChanged 19 SP:Iteration 15Q (542.058476 sec): 3 clusters Score: Raw -159440.814594 + Penalty 2702.326606 = -156738.487988 nChanged 14 SP:Iteration 16Q (542.086397 sec): 3 clusters Score: Raw -159450.319331 + Penalty 2702.326606 = -156747.992724 nChanged 12 SP:Iteration 17Q (542.114432 sec): 3 clusters Score: Raw -159458.303338 + Penalty 2702.326606 = -156755.976731 nChanged 5 SP:Iteration 18Q (542.142526 sec): 3 clusters Score: Raw -159461.894722 + Penalty 2702.326606 = -156759.568116 nChanged 7 SP:Iteration 19Q (542.170664 sec): 3 clusters Score: Raw -159466.460511 + Penalty 2702.326606 = -156764.133905 nChanged 4 SP:Iteration 20F (542.198860 sec): 3 clusters Score: Raw -159468.322717 + Penalty 2702.326606 = -156765.996111 nChanged 2 SP:Iteration 21Q (542.226681 sec): 3 clusters Score: Raw -159469.685941 + Penalty 2702.326606 = -156767.359335 nChanged 2 SP:Iteration 22Q (542.254752 sec): 3 clusters Score: Raw -159471.300869 + Penalty 2702.326606 = -156768.974262 nChanged 2 SP:Iteration 23Q (542.282783 sec): 3 clusters Score: Raw -159472.651244 + Penalty 2702.326606 = -156770.324638 nChanged 0 SP:Iteration 24F (542.310860 sec): 3 clusters Score: Raw -159472.651244 + Penalty 2702.326606 = -156770.324638 nChanged 0 Trying to split cluster 19 (3543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (542.350405 sec): 2 clusters Score: Raw -245933.562700 + Penalty 1434.313958 = -244499.248742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (542.396188 sec): 3 clusters Score: Raw -244255.316721 + Penalty 2868.627916 = -241386.688805 nChanged 1313 SP:Iteration 1F (542.438813 sec): 3 clusters Score: Raw -245119.937562 + Penalty 2868.627916 = -242251.309646 nChanged 288 SP:Iteration 2F (542.478911 sec): 3 clusters Score: Raw -245351.481134 + Penalty 2868.627916 = -242482.853218 nChanged 224 SP:Iteration 3F (542.519408 sec): 3 clusters Score: Raw -245530.708048 + Penalty 2868.627916 = -242662.080132 nChanged 184 SP:Iteration 4F (542.560657 sec): 3 clusters Score: Raw -245699.558671 + Penalty 2868.627916 = -242830.930755 nChanged 172 SP:Iteration 5Q (542.602309 sec): 3 clusters Score: Raw -245888.970713 + Penalty 2868.627916 = -243020.342797 nChanged 179 SP:Iteration 6F (542.642763 sec): 3 clusters Score: Raw -246093.257141 + Penalty 2868.627916 = -243224.629226 nChanged 169 SP:Iteration 7Q (542.685228 sec): 3 clusters Score: Raw -246220.115337 + Penalty 2868.627916 = -243351.487421 nChanged 132 SP:Iteration 8Q (542.725682 sec): 3 clusters Score: Raw -246319.815850 + Penalty 2868.627916 = -243451.187935 nChanged 117 SP:Iteration 9Q (542.766217 sec): 3 clusters Score: Raw -246403.754671 + Penalty 2868.627916 = -243535.126755 nChanged 96 SP:Iteration 10Q (542.806848 sec): 3 clusters Score: Raw -246465.594056 + Penalty 2868.627916 = -243596.966141 nChanged 70 SP:Iteration 11Q (542.847299 sec): 3 clusters Score: Raw -246505.885163 + Penalty 2868.627916 = -243637.257247 nChanged 49 SP:Iteration 12Q (542.887874 sec): 3 clusters Score: Raw -246530.575381 + Penalty 2868.627916 = -243661.947465 nChanged 39 SP:Iteration 13Q (542.928520 sec): 3 clusters Score: Raw -246546.035120 + Penalty 2868.627916 = -243677.407204 nChanged 17 SP:Iteration 14Q (542.969210 sec): 3 clusters Score: Raw -246551.274830 + Penalty 2868.627916 = -243682.646914 nChanged 13 SP:Iteration 15Q (543.009847 sec): 3 clusters Score: Raw -246556.320813 + Penalty 2868.627916 = -243687.692897 nChanged 15 SP:Iteration 16Q (543.050443 sec): 3 clusters Score: Raw -246563.866592 + Penalty 2868.627916 = -243695.238677 nChanged 14 SP:Iteration 17Q (543.090909 sec): 3 clusters Score: Raw -246569.729011 + Penalty 2868.627916 = -243701.101095 nChanged 17 SP:Iteration 18Q (543.131551 sec): 3 clusters Score: Raw -246576.240580 + Penalty 2868.627916 = -243707.612664 nChanged 20 SP:Iteration 19Q (543.172308 sec): 3 clusters Score: Raw -246583.749590 + Penalty 2868.627916 = -243715.121674 nChanged 13 SP:Iteration 20F (543.212478 sec): 3 clusters Score: Raw -246589.738174 + Penalty 2868.627916 = -243721.110259 nChanged 14 SP:Iteration 21Q (543.253228 sec): 3 clusters Score: Raw -246595.658921 + Penalty 2868.627916 = -243727.031005 nChanged 10 SP:Iteration 22Q (543.293739 sec): 3 clusters Score: Raw -246600.361338 + Penalty 2868.627916 = -243731.733422 nChanged 11 SP:Iteration 23Q (543.334326 sec): 3 clusters Score: Raw -246604.420055 + Penalty 2868.627916 = -243735.792140 nChanged 11 SP:Iteration 24Q (543.374823 sec): 3 clusters Score: Raw -246607.220581 + Penalty 2868.627916 = -243738.592665 nChanged 10 SP:Iteration 25Q (543.415251 sec): 3 clusters Score: Raw -246610.100502 + Penalty 2868.627916 = -243741.472587 nChanged 4 SP:Iteration 26Q (543.455830 sec): 3 clusters Score: Raw -246610.463295 + Penalty 2868.627916 = -243741.835380 nChanged 1 SP:Iteration 27Q (543.496229 sec): 3 clusters Score: Raw -246610.811845 + Penalty 2868.627916 = -243742.183929 nChanged 1 SP:Iteration 28Q (543.536617 sec): 3 clusters Score: Raw -246611.217685 + Penalty 2868.627916 = -243742.589769 nChanged 1 SP:Iteration 29Q (543.576989 sec): 3 clusters Score: Raw -246611.410988 + Penalty 2868.627916 = -243742.783072 nChanged 1 SP:Iteration 30Q (543.689006 sec): 3 clusters Score: Raw -246611.580691 + Penalty 2868.627916 = -243742.952775 nChanged 0 SP:Iteration 31F (543.742120 sec): 3 clusters Score: Raw -246611.580691 + Penalty 2868.627916 = -243742.952775 nChanged 0 Trying to split cluster 20 (4216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.794705 sec): 2 clusters Score: Raw -332917.316093 + Penalty 1464.835687 = -331452.480406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.845214 sec): 3 clusters Score: Raw -330852.300777 + Penalty 2929.671374 = -327922.629403 nChanged 1663 SP:Iteration 1F (543.894784 sec): 3 clusters Score: Raw -331821.914776 + Penalty 2929.671374 = -328892.243403 nChanged 314 SP:Iteration 2F (543.952461 sec): 3 clusters Score: Raw -332012.009095 + Penalty 2929.671374 = -329082.337722 nChanged 252 SP:Iteration 3F (543.994532 sec): 3 clusters Score: Raw -332144.509184 + Penalty 2929.671374 = -329214.837810 nChanged 165 SP:Iteration 4Q (544.059430 sec): 3 clusters Score: Raw -332220.770949 + Penalty 2929.671374 = -329291.099576 nChanged 131 SP:Iteration 5Q (544.102068 sec): 3 clusters Score: Raw -332286.424835 + Penalty 2929.671374 = -329356.753462 nChanged 129 SP:Iteration 6Q (544.145957 sec): 3 clusters Score: Raw -332351.628262 + Penalty 2929.671374 = -329421.956888 nChanged 125 SP:Iteration 7Q (544.190783 sec): 3 clusters Score: Raw -332410.043695 + Penalty 2929.671374 = -329480.372321 nChanged 121 SP:Iteration 8Q (544.235697 sec): 3 clusters Score: Raw -332472.310294 + Penalty 2929.671374 = -329542.638920 nChanged 112 SP:Iteration 9Q (544.280277 sec): 3 clusters Score: Raw -332530.380122 + Penalty 2929.671374 = -329600.708748 nChanged 96 SP:Iteration 10Q (544.325686 sec): 3 clusters Score: Raw -332574.620175 + Penalty 2929.671374 = -329644.948802 nChanged 86 SP:Iteration 11Q (544.369455 sec): 3 clusters Score: Raw -332614.586051 + Penalty 2929.671374 = -329684.914678 nChanged 80 SP:Iteration 12Q (544.411782 sec): 3 clusters Score: Raw -332651.560479 + Penalty 2929.671374 = -329721.889105 nChanged 74 SP:Iteration 13Q (544.463472 sec): 3 clusters Score: Raw -332687.685604 + Penalty 2929.671374 = -329758.014230 nChanged 79 SP:Iteration 14Q (544.508443 sec): 3 clusters Score: Raw -332731.519798 + Penalty 2929.671374 = -329801.848424 nChanged 64 SP:Iteration 15Q (544.554608 sec): 3 clusters Score: Raw -332766.918360 + Penalty 2929.671374 = -329837.246986 nChanged 80 SP:Iteration 16Q (544.599342 sec): 3 clusters Score: Raw -332814.107540 + Penalty 2929.671374 = -329884.436166 nChanged 73 SP:Iteration 17Q (544.644043 sec): 3 clusters Score: Raw -332853.844739 + Penalty 2929.671374 = -329924.173366 nChanged 56 SP:Iteration 18Q (544.687405 sec): 3 clusters Score: Raw -332889.039675 + Penalty 2929.671374 = -329959.368301 nChanged 61 SP:Iteration 19Q (544.730937 sec): 3 clusters Score: Raw -332924.174442 + Penalty 2929.671374 = -329994.503068 nChanged 45 SP:Iteration 20F (544.773955 sec): 3 clusters Score: Raw -332944.651761 + Penalty 2929.671374 = -330014.980388 nChanged 27 SP:Iteration 21Q (544.817349 sec): 3 clusters Score: Raw -332957.407068 + Penalty 2929.671374 = -330027.735695 nChanged 25 SP:Iteration 22Q (544.862223 sec): 3 clusters Score: Raw -332972.382760 + Penalty 2929.671374 = -330042.711386 nChanged 19 SP:Iteration 23Q (544.907326 sec): 3 clusters Score: Raw -332980.531257 + Penalty 2929.671374 = -330050.859883 nChanged 18 SP:Iteration 24Q (544.952557 sec): 3 clusters Score: Raw -332988.061444 + Penalty 2929.671374 = -330058.390071 nChanged 16 SP:Iteration 25Q (544.997288 sec): 3 clusters Score: Raw -332997.182569 + Penalty 2929.671374 = -330067.511196 nChanged 16 SP:Iteration 26Q (545.040153 sec): 3 clusters Score: Raw -333004.727829 + Penalty 2929.671374 = -330075.056456 nChanged 15 SP:Iteration 27Q (545.083833 sec): 3 clusters Score: Raw -333011.787791 + Penalty 2929.671374 = -330082.116417 nChanged 13 SP:Iteration 28Q (545.197088 sec): 3 clusters Score: Raw -333019.922893 + Penalty 2929.671374 = -330090.251520 nChanged 18 SP:Iteration 29Q (545.247629 sec): 3 clusters Score: Raw -333032.072361 + Penalty 2929.671374 = -330102.400987 nChanged 24 SP:Iteration 30Q (545.295983 sec): 3 clusters Score: Raw -333045.334223 + Penalty 2929.671374 = -330115.662849 nChanged 15 SP:Iteration 31Q (545.338614 sec): 3 clusters Score: Raw -333054.311911 + Penalty 2929.671374 = -330124.640538 nChanged 14 SP:Iteration 32Q (545.381180 sec): 3 clusters Score: Raw -333060.766610 + Penalty 2929.671374 = -330131.095237 nChanged 9 SP:Iteration 33Q (545.423796 sec): 3 clusters Score: Raw -333064.242446 + Penalty 2929.671374 = -330134.571072 nChanged 1 SP:Iteration 34Q (545.471392 sec): 3 clusters Score: Raw -333064.882458 + Penalty 2929.671374 = -330135.211084 nChanged 2 SP:Iteration 35Q (545.519168 sec): 3 clusters Score: Raw -333066.176313 + Penalty 2929.671374 = -330136.504940 nChanged 1 SP:Iteration 36Q (545.607940 sec): 3 clusters Score: Raw -333066.732684 + Penalty 2929.671374 = -330137.061310 nChanged 4 SP:Iteration 37Q (545.649683 sec): 3 clusters Score: Raw -333068.059270 + Penalty 2929.671374 = -330138.387896 nChanged 7 SP:Iteration 38Q (545.691582 sec): 3 clusters Score: Raw -333069.672363 + Penalty 2929.671374 = -330140.000989 nChanged 2 SP:Iteration 39Q (545.733440 sec): 3 clusters Score: Raw -333070.124245 + Penalty 2929.671374 = -330140.452871 nChanged 2 SP:Iteration 40F (545.775397 sec): 3 clusters Score: Raw -333070.819569 + Penalty 2929.671374 = -330141.148195 nChanged 1 SP:Iteration 41Q (545.820963 sec): 3 clusters Score: Raw -333071.545671 + Penalty 2929.671374 = -330141.874297 nChanged 1 SP:Iteration 42Q (545.866818 sec): 3 clusters Score: Raw -333071.906904 + Penalty 2929.671374 = -330142.235530 nChanged 1 SP:Iteration 43Q (545.912632 sec): 3 clusters Score: Raw -333072.191914 + Penalty 2929.671374 = -330142.520541 nChanged 0 SP:Iteration 44F (546.049067 sec): 3 clusters Score: Raw -333072.191914 + Penalty 2929.671374 = -330142.520541 nChanged 0 Trying to split cluster 21 (1474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (546.092275 sec): 2 clusters Score: Raw -67902.765742 + Penalty 1280.401505 = -66622.364237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (546.118542 sec): 3 clusters Score: Raw -67349.026186 + Penalty 2560.803011 = -64788.223176 nChanged 460 SP:Iteration 1F (546.140658 sec): 3 clusters Score: Raw -67767.865684 + Penalty 2560.803011 = -65207.062674 nChanged 155 SP:Iteration 2F (546.162031 sec): 3 clusters Score: Raw -68050.486788 + Penalty 2560.803011 = -65489.683777 nChanged 131 SP:Iteration 3F (546.183456 sec): 3 clusters Score: Raw -68329.177747 + Penalty 2560.803011 = -65768.374736 nChanged 116 SP:Iteration 4F (546.204826 sec): 3 clusters Score: Raw -68546.045304 + Penalty 2560.803011 = -65985.242293 nChanged 88 SP:Iteration 5F (546.226093 sec): 3 clusters Score: Raw -68729.073403 + Penalty 2560.803011 = -66168.270392 nChanged 77 SP:Iteration 6F (546.247257 sec): 3 clusters Score: Raw -68830.843953 + Penalty 2560.803011 = -66270.040942 nChanged 57 SP:Iteration 7Q (546.267800 sec): 3 clusters Score: Raw -68912.356318 + Penalty 2560.803011 = -66351.553307 nChanged 39 SP:Iteration 8Q (546.288311 sec): 3 clusters Score: Raw -68956.769912 + Penalty 2560.803011 = -66395.966901 nChanged 23 SP:Iteration 9Q (546.308761 sec): 3 clusters Score: Raw -68987.302664 + Penalty 2560.803011 = -66426.499653 nChanged 22 SP:Iteration 10Q (546.329369 sec): 3 clusters Score: Raw -69011.723627 + Penalty 2560.803011 = -66450.920616 nChanged 19 SP:Iteration 11Q (546.349837 sec): 3 clusters Score: Raw -69030.606358 + Penalty 2560.803011 = -66469.803347 nChanged 18 SP:Iteration 12Q (546.370216 sec): 3 clusters Score: Raw -69043.261645 + Penalty 2560.803011 = -66482.458634 nChanged 7 SP:Iteration 13Q (546.488196 sec): 3 clusters Score: Raw -69046.371925 + Penalty 2560.803011 = -66485.568915 nChanged 3 SP:Iteration 14Q (546.603423 sec): 3 clusters Score: Raw -69048.120859 + Penalty 2560.803011 = -66487.317848 nChanged 4 SP:Iteration 15Q (546.669607 sec): 3 clusters Score: Raw -69050.952383 + Penalty 2560.803011 = -66490.149373 nChanged 3 SP:Iteration 16Q (546.690065 sec): 3 clusters Score: Raw -69052.929206 + Penalty 2560.803011 = -66492.126195 nChanged 2 SP:Iteration 17Q (546.771880 sec): 3 clusters Score: Raw -69054.145488 + Penalty 2560.803011 = -66493.342478 nChanged 1 SP:Iteration 18Q (546.845277 sec): 3 clusters Score: Raw -69054.391221 + Penalty 2560.803011 = -66493.588211 nChanged 1 SP:Iteration 19Q (546.865920 sec): 3 clusters Score: Raw -69054.565793 + Penalty 2560.803011 = -66493.762782 nChanged 1 SP:Iteration 20F (546.886391 sec): 3 clusters Score: Raw -69055.214854 + Penalty 2560.803011 = -66494.411844 nChanged 1 SP:Iteration 21Q (546.906761 sec): 3 clusters Score: Raw -69055.629203 + Penalty 2560.803011 = -66494.826193 nChanged 2 SP:Iteration 22Q (546.927163 sec): 3 clusters Score: Raw -69056.522726 + Penalty 2560.803011 = -66495.719716 nChanged 3 SP:Iteration 23Q (546.947601 sec): 3 clusters Score: Raw -69058.143643 + Penalty 2560.803011 = -66497.340633 nChanged 0 SP:Iteration 24F (546.968145 sec): 3 clusters Score: Raw -69058.143643 + Penalty 2560.803011 = -66497.340633 nChanged 0 Trying to split cluster 22 (2833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.005897 sec): 2 clusters Score: Raw -209164.367891 + Penalty 1395.065558 = -207769.302333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.042503 sec): 3 clusters Score: Raw -207908.620375 + Penalty 2790.131116 = -205118.489259 nChanged 1046 SP:Iteration 1F (547.077443 sec): 3 clusters Score: Raw -208683.962800 + Penalty 2790.131116 = -205893.831684 nChanged 268 SP:Iteration 2F (547.112100 sec): 3 clusters Score: Raw -208957.250064 + Penalty 2790.131116 = -206167.118948 nChanged 220 SP:Iteration 3F (547.148075 sec): 3 clusters Score: Raw -209214.128487 + Penalty 2790.131116 = -206423.997370 nChanged 180 SP:Iteration 4F (547.184254 sec): 3 clusters Score: Raw -209433.728261 + Penalty 2790.131116 = -206643.597145 nChanged 168 SP:Iteration 5F (547.220187 sec): 3 clusters Score: Raw -209624.645098 + Penalty 2790.131116 = -206834.513981 nChanged 120 SP:Iteration 6Q (547.256559 sec): 3 clusters Score: Raw -209740.857062 + Penalty 2790.131116 = -206950.725945 nChanged 84 SP:Iteration 7Q (547.292992 sec): 3 clusters Score: Raw -209807.088511 + Penalty 2790.131116 = -207016.957395 nChanged 53 SP:Iteration 8Q (547.327970 sec): 3 clusters Score: Raw -209860.254883 + Penalty 2790.131116 = -207070.123766 nChanged 53 SP:Iteration 9Q (547.364440 sec): 3 clusters Score: Raw -209926.005157 + Penalty 2790.131116 = -207135.874041 nChanged 57 SP:Iteration 10Q (547.399668 sec): 3 clusters Score: Raw -209999.156601 + Penalty 2790.131116 = -207209.025484 nChanged 62 SP:Iteration 11Q (547.434745 sec): 3 clusters Score: Raw -210065.647426 + Penalty 2790.131116 = -207275.516310 nChanged 57 SP:Iteration 12Q (547.469587 sec): 3 clusters Score: Raw -210115.752729 + Penalty 2790.131116 = -207325.621612 nChanged 48 SP:Iteration 13Q (547.504454 sec): 3 clusters Score: Raw -210151.227973 + Penalty 2790.131116 = -207361.096856 nChanged 48 SP:Iteration 14Q (547.539340 sec): 3 clusters Score: Raw -210187.684421 + Penalty 2790.131116 = -207397.553304 nChanged 37 SP:Iteration 15Q (547.574273 sec): 3 clusters Score: Raw -210213.111179 + Penalty 2790.131116 = -207422.980063 nChanged 33 SP:Iteration 16Q (547.610289 sec): 3 clusters Score: Raw -210237.210653 + Penalty 2790.131116 = -207447.079537 nChanged 35 SP:Iteration 17Q (547.645009 sec): 3 clusters Score: Raw -210258.337787 + Penalty 2790.131116 = -207468.206670 nChanged 21 SP:Iteration 18Q (547.749029 sec): 3 clusters Score: Raw -210270.352832 + Penalty 2790.131116 = -207480.221715 nChanged 19 SP:Iteration 19Q (547.808105 sec): 3 clusters Score: Raw -210278.654965 + Penalty 2790.131116 = -207488.523848 nChanged 13 SP:Iteration 20F (547.842973 sec): 3 clusters Score: Raw -210284.963840 + Penalty 2790.131116 = -207494.832724 nChanged 9 SP:Iteration 21Q (547.877685 sec): 3 clusters Score: Raw -210288.150728 + Penalty 2790.131116 = -207498.019612 nChanged 8 SP:Iteration 22Q (547.912532 sec): 3 clusters Score: Raw -210290.067944 + Penalty 2790.131116 = -207499.936828 nChanged 4 SP:Iteration 23Q (547.947243 sec): 3 clusters Score: Raw -210291.228409 + Penalty 2790.131116 = -207501.097293 nChanged 6 SP:Iteration 24Q (547.982094 sec): 3 clusters Score: Raw -210292.884526 + Penalty 2790.131116 = -207502.753409 nChanged 3 SP:Iteration 25Q (548.016731 sec): 3 clusters Score: Raw -210293.612787 + Penalty 2790.131116 = -207503.481671 nChanged 2 SP:Iteration 26Q (548.051646 sec): 3 clusters Score: Raw -210294.329477 + Penalty 2790.131116 = -207504.198361 nChanged 3 SP:Iteration 27Q (548.085162 sec): 3 clusters Score: Raw -210295.246796 + Penalty 2790.131116 = -207505.115679 nChanged 3 SP:Iteration 28Q (548.118675 sec): 3 clusters Score: Raw -210296.848742 + Penalty 2790.131116 = -207506.717626 nChanged 6 SP:Iteration 29Q (548.153368 sec): 3 clusters Score: Raw -210298.647928 + Penalty 2790.131116 = -207508.516811 nChanged 9 SP:Iteration 30Q (548.270907 sec): 3 clusters Score: Raw -210301.671406 + Penalty 2790.131116 = -207511.540290 nChanged 7 SP:Iteration 31Q (548.365808 sec): 3 clusters Score: Raw -210303.855845 + Penalty 2790.131116 = -207513.724729 nChanged 4 SP:Iteration 32Q (548.491083 sec): 3 clusters Score: Raw -210304.954269 + Penalty 2790.131116 = -207514.823152 nChanged 5 SP:Iteration 33Q (548.530924 sec): 3 clusters Score: Raw -210305.982419 + Penalty 2790.131116 = -207515.851302 nChanged 5 SP:Iteration 34Q (548.568739 sec): 3 clusters Score: Raw -210307.728528 + Penalty 2790.131116 = -207517.597411 nChanged 4 SP:Iteration 35Q (548.604288 sec): 3 clusters Score: Raw -210309.013996 + Penalty 2790.131116 = -207518.882880 nChanged 3 SP:Iteration 36Q (548.639918 sec): 3 clusters Score: Raw -210310.215219 + Penalty 2790.131116 = -207520.084102 nChanged 5 SP:Iteration 37Q (548.675386 sec): 3 clusters Score: Raw -210311.815783 + Penalty 2790.131116 = -207521.684666 nChanged 2 SP:Iteration 38Q (548.710955 sec): 3 clusters Score: Raw -210312.761123 + Penalty 2790.131116 = -207522.630007 nChanged 5 SP:Iteration 39Q (548.746742 sec): 3 clusters Score: Raw -210315.134845 + Penalty 2790.131116 = -207525.003729 nChanged 1 SP:Iteration 40F (548.781535 sec): 3 clusters Score: Raw -210315.479625 + Penalty 2790.131116 = -207525.348509 nChanged 2 SP:Iteration 41Q (548.816207 sec): 3 clusters Score: Raw -210315.956141 + Penalty 2790.131116 = -207525.825025 nChanged 2 SP:Iteration 42Q (548.850691 sec): 3 clusters Score: Raw -210316.274393 + Penalty 2790.131116 = -207526.143277 nChanged 0 SP:Iteration 43F (548.884289 sec): 3 clusters Score: Raw -210316.274393 + Penalty 2790.131116 = -207526.143277 nChanged 0 Trying to split cluster 23 (2032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (548.918847 sec): 2 clusters Score: Raw -133435.327215 + Penalty 1336.744154 = -132098.583060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (548.947019 sec): 3 clusters Score: Raw -132636.364283 + Penalty 2673.488309 = -129962.875974 nChanged 680 SP:Iteration 1F (548.973699 sec): 3 clusters Score: Raw -133191.600743 + Penalty 2673.488309 = -130518.112434 nChanged 208 SP:Iteration 2F (549.000430 sec): 3 clusters Score: Raw -133454.423650 + Penalty 2673.488309 = -130780.935341 nChanged 156 SP:Iteration 3F (549.027137 sec): 3 clusters Score: Raw -133622.308698 + Penalty 2673.488309 = -130948.820390 nChanged 109 SP:Iteration 4F (549.138047 sec): 3 clusters Score: Raw -133739.436978 + Penalty 2673.488309 = -131065.948669 nChanged 100 SP:Iteration 5Q (549.169694 sec): 3 clusters Score: Raw -133826.089619 + Penalty 2673.488309 = -131152.601310 nChanged 68 SP:Iteration 6Q (549.197424 sec): 3 clusters Score: Raw -133884.577974 + Penalty 2673.488309 = -131211.089666 nChanged 48 SP:Iteration 7Q (549.224832 sec): 3 clusters Score: Raw -133939.867312 + Penalty 2673.488309 = -131266.379004 nChanged 38 SP:Iteration 8Q (549.251849 sec): 3 clusters Score: Raw -133975.327217 + Penalty 2673.488309 = -131301.838908 nChanged 37 SP:Iteration 9Q (549.278397 sec): 3 clusters Score: Raw -134010.675143 + Penalty 2673.488309 = -131337.186835 nChanged 28 SP:Iteration 10Q (549.304795 sec): 3 clusters Score: Raw -134032.979401 + Penalty 2673.488309 = -131359.491092 nChanged 25 SP:Iteration 11Q (549.331249 sec): 3 clusters Score: Raw -134046.304152 + Penalty 2673.488309 = -131372.815843 nChanged 19 SP:Iteration 12Q (549.357782 sec): 3 clusters Score: Raw -134059.507654 + Penalty 2673.488309 = -131386.019346 nChanged 19 SP:Iteration 13Q (549.384226 sec): 3 clusters Score: Raw -134072.370341 + Penalty 2673.488309 = -131398.882032 nChanged 27 SP:Iteration 14Q (549.410580 sec): 3 clusters Score: Raw -134095.558286 + Penalty 2673.488309 = -131422.069977 nChanged 26 SP:Iteration 15Q (549.437282 sec): 3 clusters Score: Raw -134117.037800 + Penalty 2673.488309 = -131443.549491 nChanged 16 SP:Iteration 16Q (549.463656 sec): 3 clusters Score: Raw -134133.273306 + Penalty 2673.488309 = -131459.784997 nChanged 23 SP:Iteration 17Q (549.490080 sec): 3 clusters Score: Raw -134161.340105 + Penalty 2673.488309 = -131487.851796 nChanged 23 SP:Iteration 18Q (549.516437 sec): 3 clusters Score: Raw -134185.566088 + Penalty 2673.488309 = -131512.077779 nChanged 25 SP:Iteration 19Q (549.542286 sec): 3 clusters Score: Raw -134206.387294 + Penalty 2673.488309 = -131532.898985 nChanged 12 SP:Iteration 20F (549.568557 sec): 3 clusters Score: Raw -134215.285329 + Penalty 2673.488309 = -131541.797020 nChanged 9 SP:Iteration 21Q (549.594763 sec): 3 clusters Score: Raw -134221.412023 + Penalty 2673.488309 = -131547.923714 nChanged 16 SP:Iteration 22Q (549.621156 sec): 3 clusters Score: Raw -134234.026151 + Penalty 2673.488309 = -131560.537842 nChanged 14 SP:Iteration 23Q (549.647430 sec): 3 clusters Score: Raw -134241.761448 + Penalty 2673.488309 = -131568.273139 nChanged 11 SP:Iteration 24Q (549.673444 sec): 3 clusters Score: Raw -134249.701219 + Penalty 2673.488309 = -131576.212910 nChanged 10 SP:Iteration 25Q (549.699314 sec): 3 clusters Score: Raw -134255.838817 + Penalty 2673.488309 = -131582.350509 nChanged 6 SP:Iteration 26Q (549.725615 sec): 3 clusters Score: Raw -134259.164676 + Penalty 2673.488309 = -131585.676367 nChanged 5 SP:Iteration 27Q (549.751853 sec): 3 clusters Score: Raw -134262.883493 + Penalty 2673.488309 = -131589.395184 nChanged 4 SP:Iteration 28Q (549.778036 sec): 3 clusters Score: Raw -134264.496025 + Penalty 2673.488309 = -131591.007716 nChanged 4 SP:Iteration 29Q (549.804290 sec): 3 clusters Score: Raw -134266.858634 + Penalty 2673.488309 = -131593.370325 nChanged 7 SP:Iteration 30Q (549.834248 sec): 3 clusters Score: Raw -134272.431100 + Penalty 2673.488309 = -131598.942791 nChanged 4 SP:Iteration 31Q (549.860482 sec): 3 clusters Score: Raw -134275.396704 + Penalty 2673.488309 = -131601.908395 nChanged 6 SP:Iteration 32Q (549.886757 sec): 3 clusters Score: Raw -134277.850815 + Penalty 2673.488309 = -131604.362506 nChanged 0 SP:Iteration 33F (549.913106 sec): 3 clusters Score: Raw -134277.850815 + Penalty 2673.488309 = -131604.362506 nChanged 0 Trying to split cluster 24 (2035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (549.947266 sec): 2 clusters Score: Raw -145567.690307 + Penalty 1337.003068 = -144230.687239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (550.101954 sec): 3 clusters Score: Raw -144722.064522 + Penalty 2674.006135 = -142048.058387 nChanged 707 SP:Iteration 1F (550.117574 sec): 3 clusters Score: Raw -145200.254598 + Penalty 2674.006135 = -142526.248463 nChanged 171 SP:Iteration 2F (550.158855 sec): 3 clusters Score: Raw -145383.220137 + Penalty 2674.006135 = -142709.214002 nChanged 127 SP:Iteration 3F (550.185776 sec): 3 clusters Score: Raw -145551.869753 + Penalty 2674.006135 = -142877.863617 nChanged 117 SP:Iteration 4F (550.212693 sec): 3 clusters Score: Raw -145704.150443 + Penalty 2674.006135 = -143030.144307 nChanged 105 SP:Iteration 5F (550.239619 sec): 3 clusters Score: Raw -145820.177671 + Penalty 2674.006135 = -143146.171536 nChanged 89 SP:Iteration 6Q (550.266856 sec): 3 clusters Score: Raw -145916.740627 + Penalty 2674.006135 = -143242.734491 nChanged 84 SP:Iteration 7Q (550.293869 sec): 3 clusters Score: Raw -145995.328411 + Penalty 2674.006135 = -143321.322276 nChanged 67 SP:Iteration 8Q (550.325802 sec): 3 clusters Score: Raw -146062.150883 + Penalty 2674.006135 = -143388.144748 nChanged 65 SP:Iteration 9Q (550.352485 sec): 3 clusters Score: Raw -146129.692522 + Penalty 2674.006135 = -143455.686387 nChanged 59 SP:Iteration 10Q (550.379228 sec): 3 clusters Score: Raw -146191.555734 + Penalty 2674.006135 = -143517.549598 nChanged 48 SP:Iteration 11Q (550.419088 sec): 3 clusters Score: Raw -146239.616411 + Penalty 2674.006135 = -143565.610275 nChanged 36 SP:Iteration 12Q (550.445711 sec): 3 clusters Score: Raw -146273.492444 + Penalty 2674.006135 = -143599.486309 nChanged 29 SP:Iteration 13Q (550.472195 sec): 3 clusters Score: Raw -146299.720112 + Penalty 2674.006135 = -143625.713977 nChanged 23 SP:Iteration 14Q (550.502071 sec): 3 clusters Score: Raw -146323.790440 + Penalty 2674.006135 = -143649.784305 nChanged 29 SP:Iteration 15Q (550.528529 sec): 3 clusters Score: Raw -146343.125872 + Penalty 2674.006135 = -143669.119736 nChanged 22 SP:Iteration 16Q (550.554902 sec): 3 clusters Score: Raw -146357.217274 + Penalty 2674.006135 = -143683.211139 nChanged 15 SP:Iteration 17Q (550.581222 sec): 3 clusters Score: Raw -146366.816860 + Penalty 2674.006135 = -143692.810724 nChanged 17 SP:Iteration 18Q (550.607691 sec): 3 clusters Score: Raw -146380.083353 + Penalty 2674.006135 = -143706.077218 nChanged 12 SP:Iteration 19Q (550.633198 sec): 3 clusters Score: Raw -146391.776993 + Penalty 2674.006135 = -143717.770858 nChanged 11 SP:Iteration 20F (550.659569 sec): 3 clusters Score: Raw -146399.880818 + Penalty 2674.006135 = -143725.874683 nChanged 10 SP:Iteration 21Q (550.685971 sec): 3 clusters Score: Raw -146407.112806 + Penalty 2674.006135 = -143733.106671 nChanged 8 SP:Iteration 22Q (550.712352 sec): 3 clusters Score: Raw -146411.439153 + Penalty 2674.006135 = -143737.433018 nChanged 5 SP:Iteration 23Q (550.752772 sec): 3 clusters Score: Raw -146415.501104 + Penalty 2674.006135 = -143741.494968 nChanged 7 SP:Iteration 24Q (550.779114 sec): 3 clusters Score: Raw -146418.973471 + Penalty 2674.006135 = -143744.967335 nChanged 6 SP:Iteration 25Q (550.805390 sec): 3 clusters Score: Raw -146423.998551 + Penalty 2674.006135 = -143749.992416 nChanged 7 SP:Iteration 26Q (550.831794 sec): 3 clusters Score: Raw -146428.705303 + Penalty 2674.006135 = -143754.699167 nChanged 5 SP:Iteration 27Q (550.858115 sec): 3 clusters Score: Raw -146431.557607 + Penalty 2674.006135 = -143757.551472 nChanged 7 SP:Iteration 28Q (550.933875 sec): 3 clusters Score: Raw -146435.151124 + Penalty 2674.006135 = -143761.144989 nChanged 3 SP:Iteration 29Q (550.960294 sec): 3 clusters Score: Raw -146436.243753 + Penalty 2674.006135 = -143762.237618 nChanged 3 SP:Iteration 30Q (550.986583 sec): 3 clusters Score: Raw -146438.075521 + Penalty 2674.006135 = -143764.069386 nChanged 0 SP:Iteration 31F (551.013071 sec): 3 clusters Score: Raw -146438.075521 + Penalty 2674.006135 = -143764.069386 nChanged 0 Trying to split cluster 25 (6692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (551.065335 sec): 2 clusters Score: Raw -529018.554319 + Penalty 1545.921245 = -527472.633074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (551.115477 sec): 3 clusters Score: Raw -525438.872017 + Penalty 3091.842490 = -522347.029527 nChanged 2781 SP:Iteration 1F (551.174906 sec): 3 clusters Score: Raw -527129.468962 + Penalty 3091.842490 = -524037.626472 nChanged 553 SP:Iteration 2F (551.238255 sec): 3 clusters Score: Raw -527539.643183 + Penalty 3091.842490 = -524447.800693 nChanged 506 SP:Iteration 3F (551.293989 sec): 3 clusters Score: Raw -527908.754642 + Penalty 3091.842490 = -524816.912153 nChanged 467 SP:Iteration 4F (551.350437 sec): 3 clusters Score: Raw -528233.579166 + Penalty 3091.842490 = -525141.736676 nChanged 407 SP:Iteration 5F (551.403501 sec): 3 clusters Score: Raw -528534.230126 + Penalty 3091.842490 = -525442.387636 nChanged 372 SP:Iteration 6F (551.455263 sec): 3 clusters Score: Raw -528764.916508 + Penalty 3091.842490 = -525673.074018 nChanged 252 SP:Iteration 7Q (551.507094 sec): 3 clusters Score: Raw -528895.062859 + Penalty 3091.842490 = -525803.220369 nChanged 193 SP:Iteration 8Q (551.622614 sec): 3 clusters Score: Raw -528971.353600 + Penalty 3091.842490 = -525879.511110 nChanged 130 SP:Iteration 9Q (551.678909 sec): 3 clusters Score: Raw -529014.433961 + Penalty 3091.842490 = -525922.591471 nChanged 80 SP:Iteration 10Q (551.732160 sec): 3 clusters Score: Raw -529042.334693 + Penalty 3091.842490 = -525950.492204 nChanged 78 SP:Iteration 11Q (551.787321 sec): 3 clusters Score: Raw -529066.920940 + Penalty 3091.842490 = -525975.078450 nChanged 70 SP:Iteration 12Q (551.845492 sec): 3 clusters Score: Raw -529087.865306 + Penalty 3091.842490 = -525996.022816 nChanged 62 SP:Iteration 13Q (551.903848 sec): 3 clusters Score: Raw -529108.815367 + Penalty 3091.842490 = -526016.972877 nChanged 59 SP:Iteration 14Q (551.966464 sec): 3 clusters Score: Raw -529128.742722 + Penalty 3091.842490 = -526036.900232 nChanged 49 SP:Iteration 15Q (552.037528 sec): 3 clusters Score: Raw -529141.203974 + Penalty 3091.842490 = -526049.361484 nChanged 34 SP:Iteration 16Q (552.094212 sec): 3 clusters Score: Raw -529149.442822 + Penalty 3091.842490 = -526057.600332 nChanged 29 SP:Iteration 17Q (552.149575 sec): 3 clusters Score: Raw -529155.930478 + Penalty 3091.842490 = -526064.087988 nChanged 24 SP:Iteration 18Q (552.204635 sec): 3 clusters Score: Raw -529160.840567 + Penalty 3091.842490 = -526068.998077 nChanged 17 SP:Iteration 19Q (552.288165 sec): 3 clusters Score: Raw -529163.872648 + Penalty 3091.842490 = -526072.030158 nChanged 13 SP:Iteration 20F (552.344546 sec): 3 clusters Score: Raw -529166.157974 + Penalty 3091.842490 = -526074.315485 nChanged 12 SP:Iteration 21Q (552.398975 sec): 3 clusters Score: Raw -529168.339279 + Penalty 3091.842490 = -526076.496789 nChanged 13 SP:Iteration 22Q (552.452703 sec): 3 clusters Score: Raw -529171.697859 + Penalty 3091.842490 = -526079.855369 nChanged 10 SP:Iteration 23Q (552.505292 sec): 3 clusters Score: Raw -529173.468789 + Penalty 3091.842490 = -526081.626299 nChanged 9 SP:Iteration 24Q (552.561315 sec): 3 clusters Score: Raw -529175.794662 + Penalty 3091.842490 = -526083.952172 nChanged 5 SP:Iteration 25Q (552.618109 sec): 3 clusters Score: Raw -529176.552304 + Penalty 3091.842490 = -526084.709814 nChanged 8 SP:Iteration 26Q (552.674773 sec): 3 clusters Score: Raw -529177.569192 + Penalty 3091.842490 = -526085.726702 nChanged 11 SP:Iteration 27Q (552.730422 sec): 3 clusters Score: Raw -529179.365831 + Penalty 3091.842490 = -526087.523341 nChanged 10 SP:Iteration 28Q (552.786179 sec): 3 clusters Score: Raw -529181.151444 + Penalty 3091.842490 = -526089.308954 nChanged 10 SP:Iteration 29Q (552.846301 sec): 3 clusters Score: Raw -529182.774332 + Penalty 3091.842490 = -526090.931842 nChanged 7 SP:Iteration 30Q (552.959513 sec): 3 clusters Score: Raw -529183.763474 + Penalty 3091.842490 = -526091.920984 nChanged 6 SP:Iteration 31Q (553.019989 sec): 3 clusters Score: Raw -529184.805023 + Penalty 3091.842490 = -526092.962533 nChanged 3 SP:Iteration 32Q (553.080805 sec): 3 clusters Score: Raw -529185.268245 + Penalty 3091.842490 = -526093.425756 nChanged 0 SP:Iteration 33F (553.140038 sec): 3 clusters Score: Raw -529185.268245 + Penalty 3091.842490 = -526093.425756 nChanged 0 Trying to split cluster 26 (7251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.191866 sec): 2 clusters Score: Raw -572987.393433 + Penalty 1560.001014 = -571427.392418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.275063 sec): 3 clusters Score: Raw -569047.574254 + Penalty 3120.002029 = -565927.572225 nChanged 3049 SP:Iteration 1F (553.354124 sec): 3 clusters Score: Raw -570657.467184 + Penalty 3120.002029 = -567537.465155 nChanged 552 SP:Iteration 2F (553.500115 sec): 3 clusters Score: Raw -570940.500412 + Penalty 3120.002029 = -567820.498383 nChanged 416 SP:Iteration 3F (553.550293 sec): 3 clusters Score: Raw -571163.505183 + Penalty 3120.002029 = -568043.503154 nChanged 382 SP:Iteration 4F (553.606814 sec): 3 clusters Score: Raw -571374.920156 + Penalty 3120.002029 = -568254.918127 nChanged 416 SP:Iteration 5F (553.660883 sec): 3 clusters Score: Raw -571638.389818 + Penalty 3120.002029 = -568518.387789 nChanged 425 SP:Iteration 6F (553.715014 sec): 3 clusters Score: Raw -571899.432045 + Penalty 3120.002029 = -568779.430016 nChanged 379 SP:Iteration 7F (553.768913 sec): 3 clusters Score: Raw -572135.331005 + Penalty 3120.002029 = -569015.328976 nChanged 345 SP:Iteration 8Q (553.831350 sec): 3 clusters Score: Raw -572361.259743 + Penalty 3120.002029 = -569241.257714 nChanged 333 SP:Iteration 9Q (553.887657 sec): 3 clusters Score: Raw -572575.306070 + Penalty 3120.002029 = -569455.304041 nChanged 249 SP:Iteration 10Q (553.946388 sec): 3 clusters Score: Raw -572721.112608 + Penalty 3120.002029 = -569601.110579 nChanged 210 SP:Iteration 11Q (554.004925 sec): 3 clusters Score: Raw -572836.606313 + Penalty 3120.002029 = -569716.604284 nChanged 158 SP:Iteration 12Q (554.063441 sec): 3 clusters Score: Raw -572917.425478 + Penalty 3120.002029 = -569797.423449 nChanged 140 SP:Iteration 13Q (554.121729 sec): 3 clusters Score: Raw -572989.919383 + Penalty 3120.002029 = -569869.917354 nChanged 114 SP:Iteration 14Q (554.180824 sec): 3 clusters Score: Raw -573044.268778 + Penalty 3120.002029 = -569924.266749 nChanged 90 SP:Iteration 15Q (554.237236 sec): 3 clusters Score: Raw -573089.185727 + Penalty 3120.002029 = -569969.183698 nChanged 80 SP:Iteration 16Q (554.293750 sec): 3 clusters Score: Raw -573125.592428 + Penalty 3120.002029 = -570005.590399 nChanged 59 SP:Iteration 17Q (554.350259 sec): 3 clusters Score: Raw -573149.562727 + Penalty 3120.002029 = -570029.560698 nChanged 42 SP:Iteration 18Q (554.406879 sec): 3 clusters Score: Raw -573167.433527 + Penalty 3120.002029 = -570047.431498 nChanged 40 SP:Iteration 19Q (554.464640 sec): 3 clusters Score: Raw -573183.895370 + Penalty 3120.002029 = -570063.893342 nChanged 31 SP:Iteration 20F (554.521512 sec): 3 clusters Score: Raw -573195.754766 + Penalty 3120.002029 = -570075.752737 nChanged 29 SP:Iteration 21Q (554.579821 sec): 3 clusters Score: Raw -573205.371805 + Penalty 3120.002029 = -570085.369776 nChanged 18 SP:Iteration 22Q (554.638085 sec): 3 clusters Score: Raw -573212.426721 + Penalty 3120.002029 = -570092.424692 nChanged 16 SP:Iteration 23Q (554.695532 sec): 3 clusters Score: Raw -573219.006694 + Penalty 3120.002029 = -570099.004665 nChanged 11 SP:Iteration 24Q (554.755928 sec): 3 clusters Score: Raw -573222.598876 + Penalty 3120.002029 = -570102.596847 nChanged 7 SP:Iteration 25Q (554.867737 sec): 3 clusters Score: Raw -573225.024290 + Penalty 3120.002029 = -570105.022261 nChanged 8 SP:Iteration 26Q (554.931570 sec): 3 clusters Score: Raw -573228.156335 + Penalty 3120.002029 = -570108.154306 nChanged 9 SP:Iteration 27Q (554.984247 sec): 3 clusters Score: Raw -573232.470637 + Penalty 3120.002029 = -570112.468608 nChanged 10 SP:Iteration 28Q (555.036977 sec): 3 clusters Score: Raw -573236.024548 + Penalty 3120.002029 = -570116.022519 nChanged 8 SP:Iteration 29Q (555.089735 sec): 3 clusters Score: Raw -573239.187291 + Penalty 3120.002029 = -570119.185262 nChanged 11 SP:Iteration 30Q (555.142343 sec): 3 clusters Score: Raw -573244.117411 + Penalty 3120.002029 = -570124.115382 nChanged 10 SP:Iteration 31Q (555.194776 sec): 3 clusters Score: Raw -573247.329178 + Penalty 3120.002029 = -570127.327149 nChanged 9 SP:Iteration 32Q (555.249093 sec): 3 clusters Score: Raw -573250.605027 + Penalty 3120.002029 = -570130.602998 nChanged 6 SP:Iteration 33Q (555.307347 sec): 3 clusters Score: Raw -573253.237284 + Penalty 3120.002029 = -570133.235255 nChanged 2 SP:Iteration 34Q (555.365843 sec): 3 clusters Score: Raw -573253.524692 + Penalty 3120.002029 = -570133.522663 nChanged 0 SP:Iteration 35F (555.423453 sec): 3 clusters Score: Raw -573253.524692 + Penalty 3120.002029 = -570133.522663 nChanged 0 Trying to split cluster 27 (5280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (555.472910 sec): 2 clusters Score: Raw -414092.129106 + Penalty 1504.330082 = -412587.799024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (555.528375 sec): 3 clusters Score: Raw -411353.976536 + Penalty 3008.660163 = -408345.316373 nChanged 2117 SP:Iteration 1F (555.588139 sec): 3 clusters Score: Raw -412728.889637 + Penalty 3008.660163 = -409720.229473 nChanged 519 SP:Iteration 2F (555.647309 sec): 3 clusters Score: Raw -413216.061998 + Penalty 3008.660163 = -410207.401835 nChanged 475 SP:Iteration 3F (555.691343 sec): 3 clusters Score: Raw -413639.335368 + Penalty 3008.660163 = -410630.675204 nChanged 371 SP:Iteration 4F (555.735612 sec): 3 clusters Score: Raw -413955.912657 + Penalty 3008.660163 = -410947.252493 nChanged 295 SP:Iteration 5F (555.779950 sec): 3 clusters Score: Raw -414158.745126 + Penalty 3008.660163 = -411150.084962 nChanged 198 SP:Iteration 6Q (555.827032 sec): 3 clusters Score: Raw -414270.788990 + Penalty 3008.660163 = -411262.128827 nChanged 141 SP:Iteration 7Q (555.878137 sec): 3 clusters Score: Raw -414339.409323 + Penalty 3008.660163 = -411330.749160 nChanged 92 SP:Iteration 8Q (555.929035 sec): 3 clusters Score: Raw -414378.653249 + Penalty 3008.660163 = -411369.993086 nChanged 75 SP:Iteration 9Q (555.979769 sec): 3 clusters Score: Raw -414405.329891 + Penalty 3008.660163 = -411396.669728 nChanged 53 SP:Iteration 10Q (556.029148 sec): 3 clusters Score: Raw -414421.734422 + Penalty 3008.660163 = -411413.074258 nChanged 36 SP:Iteration 11Q (556.078644 sec): 3 clusters Score: Raw -414432.171805 + Penalty 3008.660163 = -411423.511642 nChanged 26 SP:Iteration 12Q (556.128168 sec): 3 clusters Score: Raw -414440.358552 + Penalty 3008.660163 = -411431.698389 nChanged 23 SP:Iteration 13Q (556.177288 sec): 3 clusters Score: Raw -414446.409998 + Penalty 3008.660163 = -411437.749835 nChanged 14 SP:Iteration 14Q (556.224869 sec): 3 clusters Score: Raw -414450.045345 + Penalty 3008.660163 = -411441.385182 nChanged 11 SP:Iteration 15Q (556.272438 sec): 3 clusters Score: Raw -414452.562137 + Penalty 3008.660163 = -411443.901974 nChanged 9 SP:Iteration 16Q (556.320226 sec): 3 clusters Score: Raw -414454.830507 + Penalty 3008.660163 = -411446.170344 nChanged 8 SP:Iteration 17Q (556.371062 sec): 3 clusters Score: Raw -414456.105618 + Penalty 3008.660163 = -411447.445455 nChanged 5 SP:Iteration 18Q (556.421094 sec): 3 clusters Score: Raw -414457.090280 + Penalty 3008.660163 = -411448.430117 nChanged 3 SP:Iteration 19Q (556.542423 sec): 3 clusters Score: Raw -414457.866039 + Penalty 3008.660163 = -411449.205876 nChanged 4 SP:Iteration 20F (556.598921 sec): 3 clusters Score: Raw -414458.775878 + Penalty 3008.660163 = -411450.115715 nChanged 2 SP:Iteration 21Q (556.647027 sec): 3 clusters Score: Raw -414459.123822 + Penalty 3008.660163 = -411450.463659 nChanged 2 SP:Iteration 22Q (556.693882 sec): 3 clusters Score: Raw -414459.618747 + Penalty 3008.660163 = -411450.958584 nChanged 3 SP:Iteration 23Q (556.740834 sec): 3 clusters Score: Raw -414460.272490 + Penalty 3008.660163 = -411451.612326 nChanged 3 SP:Iteration 24Q (556.842796 sec): 3 clusters Score: Raw -414461.370901 + Penalty 3008.660163 = -411452.710738 nChanged 6 SP:Iteration 25Q (556.892032 sec): 3 clusters Score: Raw -414462.846225 + Penalty 3008.660163 = -411454.186062 nChanged 6 SP:Iteration 26Q (556.941483 sec): 3 clusters Score: Raw -414463.768940 + Penalty 3008.660163 = -411455.108777 nChanged 2 SP:Iteration 27Q (556.989621 sec): 3 clusters Score: Raw -414464.090044 + Penalty 3008.660163 = -411455.429880 nChanged 1 SP:Iteration 28Q (557.037884 sec): 3 clusters Score: Raw -414464.226889 + Penalty 3008.660163 = -411455.566725 nChanged 0 SP:Iteration 29F (557.085835 sec): 3 clusters Score: Raw -414464.226889 + Penalty 3008.660163 = -411455.566725 nChanged 0 Trying to split cluster 28 (3705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (557.127640 sec): 2 clusters Score: Raw -293952.584407 + Penalty 1442.160463 = -292510.423943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (557.171538 sec): 3 clusters Score: Raw -292149.365562 + Penalty 2884.320927 = -289265.044635 nChanged 1419 SP:Iteration 1F (557.219125 sec): 3 clusters Score: Raw -292962.657963 + Penalty 2884.320927 = -290078.337036 nChanged 286 SP:Iteration 2F (557.265573 sec): 3 clusters Score: Raw -293139.199427 + Penalty 2884.320927 = -290254.878500 nChanged 201 SP:Iteration 3F (557.394260 sec): 3 clusters Score: Raw -293264.950934 + Penalty 2884.320927 = -290380.630007 nChanged 155 SP:Iteration 4Q (557.516412 sec): 3 clusters Score: Raw -293353.606659 + Penalty 2884.320927 = -290469.285732 nChanged 97 SP:Iteration 5Q (557.557038 sec): 3 clusters Score: Raw -293410.643760 + Penalty 2884.320927 = -290526.322833 nChanged 98 SP:Iteration 6Q (557.597939 sec): 3 clusters Score: Raw -293460.684458 + Penalty 2884.320927 = -290576.363531 nChanged 82 SP:Iteration 7Q (557.639304 sec): 3 clusters Score: Raw -293503.910548 + Penalty 2884.320927 = -290619.589621 nChanged 90 SP:Iteration 8Q (557.680051 sec): 3 clusters Score: Raw -293570.103471 + Penalty 2884.320927 = -290685.782545 nChanged 92 SP:Iteration 9Q (557.721136 sec): 3 clusters Score: Raw -293634.523219 + Penalty 2884.320927 = -290750.202292 nChanged 88 SP:Iteration 10Q (557.762158 sec): 3 clusters Score: Raw -293692.189414 + Penalty 2884.320927 = -290807.868488 nChanged 78 SP:Iteration 11Q (557.802821 sec): 3 clusters Score: Raw -293731.197030 + Penalty 2884.320927 = -290846.876103 nChanged 64 SP:Iteration 12Q (557.844898 sec): 3 clusters Score: Raw -293757.282419 + Penalty 2884.320927 = -290872.961492 nChanged 58 SP:Iteration 13Q (557.887662 sec): 3 clusters Score: Raw -293784.916474 + Penalty 2884.320927 = -290900.595547 nChanged 59 SP:Iteration 14Q (557.930532 sec): 3 clusters Score: Raw -293813.876854 + Penalty 2884.320927 = -290929.555928 nChanged 56 SP:Iteration 15Q (557.971451 sec): 3 clusters Score: Raw -293854.559758 + Penalty 2884.320927 = -290970.238831 nChanged 73 SP:Iteration 16Q (558.012238 sec): 3 clusters Score: Raw -293910.518776 + Penalty 2884.320927 = -291026.197850 nChanged 74 SP:Iteration 17Q (558.053110 sec): 3 clusters Score: Raw -293950.995111 + Penalty 2884.320927 = -291066.674184 nChanged 61 SP:Iteration 18Q (558.093882 sec): 3 clusters Score: Raw -293980.120971 + Penalty 2884.320927 = -291095.800045 nChanged 45 SP:Iteration 19Q (558.211114 sec): 3 clusters Score: Raw -294000.794225 + Penalty 2884.320927 = -291116.473298 nChanged 36 SP:Iteration 20F (558.261051 sec): 3 clusters Score: Raw -294022.744866 + Penalty 2884.320927 = -291138.423939 nChanged 48 SP:Iteration 21Q (558.311348 sec): 3 clusters Score: Raw -294040.579911 + Penalty 2884.320927 = -291156.258984 nChanged 39 SP:Iteration 22Q (558.364461 sec): 3 clusters Score: Raw -294054.905626 + Penalty 2884.320927 = -291170.584699 nChanged 25 SP:Iteration 23Q (558.414794 sec): 3 clusters Score: Raw -294062.831609 + Penalty 2884.320927 = -291178.510682 nChanged 12 SP:Iteration 24Q (558.455861 sec): 3 clusters Score: Raw -294065.877980 + Penalty 2884.320927 = -291181.557053 nChanged 12 SP:Iteration 25Q (558.496426 sec): 3 clusters Score: Raw -294068.638599 + Penalty 2884.320927 = -291184.317673 nChanged 14 SP:Iteration 26Q (558.536941 sec): 3 clusters Score: Raw -294072.529666 + Penalty 2884.320927 = -291188.208740 nChanged 4 SP:Iteration 27Q (558.577458 sec): 3 clusters Score: Raw -294073.576340 + Penalty 2884.320927 = -291189.255414 nChanged 5 SP:Iteration 28Q (558.618543 sec): 3 clusters Score: Raw -294074.882878 + Penalty 2884.320927 = -291190.561951 nChanged 5 SP:Iteration 29Q (558.659889 sec): 3 clusters Score: Raw -294075.627899 + Penalty 2884.320927 = -291191.306972 nChanged 3 SP:Iteration 30Q (558.701417 sec): 3 clusters Score: Raw -294076.179970 + Penalty 2884.320927 = -291191.859043 nChanged 5 SP:Iteration 31Q (558.742432 sec): 3 clusters Score: Raw -294077.281661 + Penalty 2884.320927 = -291192.960735 nChanged 2 SP:Iteration 32Q (558.783755 sec): 3 clusters Score: Raw -294078.558827 + Penalty 2884.320927 = -291194.237900 nChanged 5 SP:Iteration 33Q (558.825122 sec): 3 clusters Score: Raw -294079.808954 + Penalty 2884.320927 = -291195.488027 nChanged 4 SP:Iteration 34Q (558.881220 sec): 3 clusters Score: Raw -294081.700905 + Penalty 2884.320927 = -291197.379979 nChanged 6 SP:Iteration 35Q (558.922190 sec): 3 clusters Score: Raw -294083.127664 + Penalty 2884.320927 = -291198.806737 nChanged 6 SP:Iteration 36Q (558.963561 sec): 3 clusters Score: Raw -294084.471743 + Penalty 2884.320927 = -291200.150817 nChanged 2 SP:Iteration 37Q (559.004742 sec): 3 clusters Score: Raw -294085.069858 + Penalty 2884.320927 = -291200.748931 nChanged 5 SP:Iteration 38Q (559.046052 sec): 3 clusters Score: Raw -294089.306979 + Penalty 2884.320927 = -291204.986052 nChanged 10 SP:Iteration 39Q (559.087377 sec): 3 clusters Score: Raw -294095.996625 + Penalty 2884.320927 = -291211.675698 nChanged 13 SP:Iteration 40F (559.128635 sec): 3 clusters Score: Raw -294101.697596 + Penalty 2884.320927 = -291217.376670 nChanged 20 SP:Iteration 41Q (559.169965 sec): 3 clusters Score: Raw -294107.662911 + Penalty 2884.320927 = -291223.341984 nChanged 10 SP:Iteration 42Q (559.211296 sec): 3 clusters Score: Raw -294109.325096 + Penalty 2884.320927 = -291225.004169 nChanged 6 SP:Iteration 43Q (559.252616 sec): 3 clusters Score: Raw -294111.092113 + Penalty 2884.320927 = -291226.771186 nChanged 8 SP:Iteration 44Q (559.293524 sec): 3 clusters Score: Raw -294113.145789 + Penalty 2884.320927 = -291228.824862 nChanged 8 SP:Iteration 45Q (559.334665 sec): 3 clusters Score: Raw -294115.296163 + Penalty 2884.320927 = -291230.975237 nChanged 4 SP:Iteration 46Q (559.375864 sec): 3 clusters Score: Raw -294116.153002 + Penalty 2884.320927 = -291231.832076 nChanged 1 SP:Iteration 47Q (559.417190 sec): 3 clusters Score: Raw -294116.298743 + Penalty 2884.320927 = -291231.977816 nChanged 2 SP:Iteration 48Q (559.458325 sec): 3 clusters Score: Raw -294116.550556 + Penalty 2884.320927 = -291232.229630 nChanged 0 SP:Iteration 49F (559.579434 sec): 3 clusters Score: Raw -294116.550556 + Penalty 2884.320927 = -291232.229630 nChanged 0 Iteration 219Q (561.997417 sec): 32 clusters Score: Raw -7135741.076811 + Penalty 62710.690229 = -7073030.386582 nChanged 604 Iteration 220F (565.987539 sec): 32 clusters Score: Raw -7136350.706218 + Penalty 62710.690229 = -7073640.015989 nChanged 682 Iteration 221Q (568.012919 sec): 32 clusters Score: Raw -7136720.707406 + Penalty 62710.690229 = -7074010.017177 nChanged 385 Iteration 222Q (570.039921 sec): 32 clusters Score: Raw -7136892.708072 + Penalty 62710.690229 = -7074182.017843 nChanged 287 Iteration 223Q (571.805091 sec): 32 clusters Score: Raw -7136989.254986 + Penalty 62710.690229 = -7074278.564757 nChanged 208 Iteration 224Q (573.583580 sec): 32 clusters Score: Raw -7137048.031669 + Penalty 62710.690229 = -7074337.341440 nChanged 166 Iteration 225Q (575.304977 sec): 32 clusters Score: Raw -7137092.582916 + Penalty 62710.690229 = -7074381.892687 nChanged 147 Iteration 226Q (577.045529 sec): 32 clusters Score: Raw -7137127.323367 + Penalty 62710.690229 = -7074416.633138 nChanged 137 Iteration 227Q (578.599818 sec): 32 clusters Score: Raw -7137154.802946 + Penalty 62710.690229 = -7074444.112717 nChanged 113 Iteration 228Q (580.179055 sec): 32 clusters Score: Raw -7137176.812200 + Penalty 62710.690229 = -7074466.121971 nChanged 98 Iteration 229Q (582.300503 sec): 32 clusters Score: Raw -7137195.283740 + Penalty 62710.690229 = -7074484.593511 nChanged 95 Iteration 230Q (585.136164 sec): 32 clusters Score: Raw -7137213.569855 + Penalty 62710.690229 = -7074502.879625 nChanged 93 Iteration 231Q (587.976992 sec): 32 clusters Score: Raw -7137232.005207 + Penalty 62710.690229 = -7074521.314978 nChanged 80 Iteration 232Q (590.736267 sec): 32 clusters Score: Raw -7137245.837413 + Penalty 62710.690229 = -7074535.147183 nChanged 83 Iteration 233Q (593.579128 sec): 32 clusters Score: Raw -7137260.455838 + Penalty 62710.690229 = -7074549.765608 nChanged 74 Iteration 234Q (596.442366 sec): 32 clusters Score: Raw -7137273.062797 + Penalty 62710.690229 = -7074562.372567 nChanged 78 Iteration 235Q (599.299402 sec): 32 clusters Score: Raw -7137288.737674 + Penalty 62710.690229 = -7074578.047445 nChanged 72 Iteration 236Q (602.201999 sec): 32 clusters Score: Raw -7137303.693948 + Penalty 62710.690229 = -7074593.003719 nChanged 57 Iteration 237Q (605.046699 sec): 32 clusters Score: Raw -7137314.671560 + Penalty 62710.690229 = -7074603.981331 nChanged 59 Iteration 238Q (607.953460 sec): 32 clusters Score: Raw -7137324.538331 + Penalty 62710.690229 = -7074613.848101 nChanged 39 Iteration 239Q (610.885923 sec): 32 clusters Score: Raw -7137330.000886 + Penalty 62710.690229 = -7074619.310657 nChanged 31 Iteration 240F (615.148349 sec): 32 clusters Score: Raw -7137339.132918 + Penalty 62710.690229 = -7074628.442689 nChanged 44 Iteration 241Q (618.011904 sec): 32 clusters Score: Raw -7137347.891094 + Penalty 62710.690229 = -7074637.200865 nChanged 40 Iteration 242Q (620.894888 sec): 32 clusters Score: Raw -7137355.178589 + Penalty 62710.690229 = -7074644.488360 nChanged 38 Iteration 243Q (623.723901 sec): 32 clusters Score: Raw -7137361.026837 + Penalty 62710.690229 = -7074650.336608 nChanged 23 Iteration 244Q (626.593355 sec): 32 clusters Score: Raw -7137364.815272 + Penalty 62710.690229 = -7074654.125043 nChanged 21 Iteration 245Q (629.367393 sec): 32 clusters Score: Raw -7137368.264781 + Penalty 62710.690229 = -7074657.574552 nChanged 36 Iteration 246Q (632.213585 sec): 32 clusters Score: Raw -7137372.311226 + Penalty 62710.690229 = -7074661.620997 nChanged 27 Iteration 247Q (635.089956 sec): 32 clusters Score: Raw -7137376.171155 + Penalty 62710.690229 = -7074665.480926 nChanged 36 Iteration 248Q (637.947130 sec): 32 clusters Score: Raw -7137381.993372 + Penalty 62710.690229 = -7074671.303143 nChanged 28 Iteration 249Q (640.814079 sec): 32 clusters Score: Raw -7137386.605644 + Penalty 62710.690229 = -7074675.915415 nChanged 24 Iteration 250Q (643.659071 sec): 32 clusters Score: Raw -7137389.591513 + Penalty 62710.690229 = -7074678.901284 nChanged 18 Iteration 251Q (646.527340 sec): 32 clusters Score: Raw -7137392.177578 + Penalty 62710.690229 = -7074681.487349 nChanged 20 Iteration 252Q (649.380343 sec): 32 clusters Score: Raw -7137395.659836 + Penalty 62710.690229 = -7074684.969606 nChanged 22 Iteration 253Q (652.262497 sec): 32 clusters Score: Raw -7137399.057047 + Penalty 62710.690229 = -7074688.366818 nChanged 18 Iteration 254Q (655.085597 sec): 32 clusters Score: Raw -7137401.820502 + Penalty 62710.690229 = -7074691.130272 nChanged 17 Iteration 255Q (657.914912 sec): 32 clusters Score: Raw -7137405.525229 + Penalty 62710.690229 = -7074694.835000 nChanged 25 Iteration 256Q (660.649397 sec): 32 clusters Score: Raw -7137411.552407 + Penalty 62710.690229 = -7074700.862178 nChanged 31 Iteration 257Q (663.480184 sec): 32 clusters Score: Raw -7137416.621619 + Penalty 62710.690229 = -7074705.931390 nChanged 25 Iteration 258Q (666.347573 sec): 32 clusters Score: Raw -7137421.021372 + Penalty 62710.690229 = -7074710.331143 nChanged 26 Writing temp clu file Because OldScore, -7074705.931390, is greater than current (better) Score,-7074710.331143 Compute initial score before splitting: Score: Raw -7137421.021372 + Penalty 62710.690229 = -7074710.331143 Trying to split cluster 1 (2942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.458753 sec): 2 clusters Score: Raw -183998.983202 + Penalty 1401.691280 = -182597.291922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (666.579203 sec): 3 clusters Score: Raw -182679.899681 + Penalty 2803.382560 = -179876.517121 nChanged 1090 SP:Iteration 1F (666.670949 sec): 3 clusters Score: Raw -183425.827127 + Penalty 2803.382560 = -180622.444567 nChanged 287 SP:Iteration 2F (666.757796 sec): 3 clusters Score: Raw -183698.994479 + Penalty 2803.382560 = -180895.611919 nChanged 216 SP:Iteration 3F (666.870750 sec): 3 clusters Score: Raw -183915.913423 + Penalty 2803.382560 = -181112.530863 nChanged 180 SP:Iteration 4F (666.957073 sec): 3 clusters Score: Raw -184117.551418 + Penalty 2803.382560 = -181314.168858 nChanged 175 SP:Iteration 5F (667.056448 sec): 3 clusters Score: Raw -184338.687230 + Penalty 2803.382560 = -181535.304670 nChanged 153 SP:Iteration 6F (667.155888 sec): 3 clusters Score: Raw -184526.169448 + Penalty 2803.382560 = -181722.786887 nChanged 127 SP:Iteration 7Q (667.247053 sec): 3 clusters Score: Raw -184649.137058 + Penalty 2803.382560 = -181845.754498 nChanged 92 SP:Iteration 8Q (667.339502 sec): 3 clusters Score: Raw -184749.384340 + Penalty 2803.382560 = -181946.001780 nChanged 87 SP:Iteration 9Q (667.430556 sec): 3 clusters Score: Raw -184825.289762 + Penalty 2803.382560 = -182021.907202 nChanged 67 SP:Iteration 10Q (667.522115 sec): 3 clusters Score: Raw -184882.659561 + Penalty 2803.382560 = -182079.277001 nChanged 49 SP:Iteration 11Q (667.612817 sec): 3 clusters Score: Raw -184917.424019 + Penalty 2803.382560 = -182114.041459 nChanged 41 SP:Iteration 12Q (667.703437 sec): 3 clusters Score: Raw -184944.800146 + Penalty 2803.382560 = -182141.417586 nChanged 42 SP:Iteration 13Q (667.794357 sec): 3 clusters Score: Raw -184979.183118 + Penalty 2803.382560 = -182175.800557 nChanged 38 SP:Iteration 14Q (667.886121 sec): 3 clusters Score: Raw -185007.391851 + Penalty 2803.382560 = -182204.009291 nChanged 32 SP:Iteration 15Q (667.977360 sec): 3 clusters Score: Raw -185028.960916 + Penalty 2803.382560 = -182225.578356 nChanged 28 SP:Iteration 16Q (668.069179 sec): 3 clusters Score: Raw -185056.579727 + Penalty 2803.382560 = -182253.197167 nChanged 26 SP:Iteration 17Q (668.160937 sec): 3 clusters Score: Raw -185081.321905 + Penalty 2803.382560 = -182277.939345 nChanged 37 SP:Iteration 18Q (668.252237 sec): 3 clusters Score: Raw -185109.216152 + Penalty 2803.382560 = -182305.833591 nChanged 28 SP:Iteration 19Q (668.342088 sec): 3 clusters Score: Raw -185130.591420 + Penalty 2803.382560 = -182327.208860 nChanged 26 SP:Iteration 20F (668.433502 sec): 3 clusters Score: Raw -185146.699354 + Penalty 2803.382560 = -182343.316794 nChanged 19 SP:Iteration 21Q (668.520753 sec): 3 clusters Score: Raw -185154.043017 + Penalty 2803.382560 = -182350.660457 nChanged 14 SP:Iteration 22Q (668.630321 sec): 3 clusters Score: Raw -185160.649328 + Penalty 2803.382560 = -182357.266767 nChanged 12 SP:Iteration 23Q (668.753972 sec): 3 clusters Score: Raw -185166.303967 + Penalty 2803.382560 = -182362.921407 nChanged 11 SP:Iteration 24Q (668.845620 sec): 3 clusters Score: Raw -185170.488353 + Penalty 2803.382560 = -182367.105792 nChanged 6 SP:Iteration 25Q (668.935897 sec): 3 clusters Score: Raw -185172.501794 + Penalty 2803.382560 = -182369.119234 nChanged 6 SP:Iteration 26Q (669.027478 sec): 3 clusters Score: Raw -185175.548847 + Penalty 2803.382560 = -182372.166287 nChanged 7 SP:Iteration 27Q (669.119350 sec): 3 clusters Score: Raw -185178.145306 + Penalty 2803.382560 = -182374.762746 nChanged 6 SP:Iteration 28Q (669.224662 sec): 3 clusters Score: Raw -185182.216442 + Penalty 2803.382560 = -182378.833881 nChanged 5 SP:Iteration 29Q (669.318480 sec): 3 clusters Score: Raw -185184.497530 + Penalty 2803.382560 = -182381.114970 nChanged 6 SP:Iteration 30Q (669.420831 sec): 3 clusters Score: Raw -185186.843450 + Penalty 2803.382560 = -182383.460890 nChanged 4 SP:Iteration 31Q (669.498942 sec): 3 clusters Score: Raw -185187.690901 + Penalty 2803.382560 = -182384.308341 nChanged 2 SP:Iteration 32Q (669.590666 sec): 3 clusters Score: Raw -185188.017971 + Penalty 2803.382560 = -182384.635410 nChanged 2 SP:Iteration 33Q (669.682424 sec): 3 clusters Score: Raw -185188.601323 + Penalty 2803.382560 = -182385.218762 nChanged 2 SP:Iteration 34Q (669.772644 sec): 3 clusters Score: Raw -185189.440139 + Penalty 2803.382560 = -182386.057579 nChanged 1 SP:Iteration 35Q (669.863674 sec): 3 clusters Score: Raw -185189.608248 + Penalty 2803.382560 = -182386.225687 nChanged 1 SP:Iteration 36Q (669.955328 sec): 3 clusters Score: Raw -185189.762562 + Penalty 2803.382560 = -182386.380002 nChanged 2 SP:Iteration 37Q (670.046740 sec): 3 clusters Score: Raw -185190.452214 + Penalty 2803.382560 = -182387.069653 nChanged 1 SP:Iteration 38Q (670.136536 sec): 3 clusters Score: Raw -185190.548565 + Penalty 2803.382560 = -182387.166005 nChanged 1 SP:Iteration 39Q (670.228037 sec): 3 clusters Score: Raw -185190.683739 + Penalty 2803.382560 = -182387.301178 nChanged 0 SP:Iteration 40F (670.332567 sec): 3 clusters Score: Raw -185190.683739 + Penalty 2803.382560 = -182387.301178 nChanged 0 Trying to split cluster 2 (3107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (670.416709 sec): 2 clusters Score: Raw -246321.018584 + Penalty 1411.267966 = -244909.750619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (670.520554 sec): 3 clusters Score: Raw -244876.562374 + Penalty 2822.535931 = -242054.026443 nChanged 1115 SP:Iteration 1F (670.638008 sec): 3 clusters Score: Raw -245579.511350 + Penalty 2822.535931 = -242756.975419 nChanged 260 SP:Iteration 2F (670.749194 sec): 3 clusters Score: Raw -245778.889495 + Penalty 2822.535931 = -242956.353564 nChanged 204 SP:Iteration 3F (670.857012 sec): 3 clusters Score: Raw -245935.904923 + Penalty 2822.535931 = -243113.368992 nChanged 139 SP:Iteration 4Q (670.995463 sec): 3 clusters Score: Raw -246047.716277 + Penalty 2822.535931 = -243225.180346 nChanged 129 SP:Iteration 5Q (671.084026 sec): 3 clusters Score: Raw -246140.617612 + Penalty 2822.535931 = -243318.081681 nChanged 108 SP:Iteration 6Q (671.169356 sec): 3 clusters Score: Raw -246225.394070 + Penalty 2822.535931 = -243402.858139 nChanged 106 SP:Iteration 7Q (671.245927 sec): 3 clusters Score: Raw -246300.300604 + Penalty 2822.535931 = -243477.764672 nChanged 88 SP:Iteration 8Q (671.350452 sec): 3 clusters Score: Raw -246364.748194 + Penalty 2822.535931 = -243542.212263 nChanged 83 SP:Iteration 9Q (671.419506 sec): 3 clusters Score: Raw -246417.972063 + Penalty 2822.535931 = -243595.436132 nChanged 63 SP:Iteration 10Q (671.513455 sec): 3 clusters Score: Raw -246452.117120 + Penalty 2822.535931 = -243629.581189 nChanged 55 SP:Iteration 11Q (671.617848 sec): 3 clusters Score: Raw -246479.117062 + Penalty 2822.535931 = -243656.581131 nChanged 40 SP:Iteration 12Q (671.727806 sec): 3 clusters Score: Raw -246497.541273 + Penalty 2822.535931 = -243675.005342 nChanged 34 SP:Iteration 13Q (671.804133 sec): 3 clusters Score: Raw -246514.793934 + Penalty 2822.535931 = -243692.258002 nChanged 37 SP:Iteration 14Q (671.912231 sec): 3 clusters Score: Raw -246530.531308 + Penalty 2822.535931 = -243707.995377 nChanged 31 SP:Iteration 15Q (671.987461 sec): 3 clusters Score: Raw -246543.501013 + Penalty 2822.535931 = -243720.965082 nChanged 23 SP:Iteration 16Q (672.088148 sec): 3 clusters Score: Raw -246557.167532 + Penalty 2822.535931 = -243734.631600 nChanged 18 SP:Iteration 17Q (672.199992 sec): 3 clusters Score: Raw -246566.133293 + Penalty 2822.535931 = -243743.597362 nChanged 17 SP:Iteration 18Q (672.295452 sec): 3 clusters Score: Raw -246570.630746 + Penalty 2822.535931 = -243748.094815 nChanged 8 SP:Iteration 19Q (672.387338 sec): 3 clusters Score: Raw -246572.373637 + Penalty 2822.535931 = -243749.837705 nChanged 4 SP:Iteration 20F (672.478946 sec): 3 clusters Score: Raw -246573.867626 + Penalty 2822.535931 = -243751.331695 nChanged 5 SP:Iteration 21Q (672.571155 sec): 3 clusters Score: Raw -246575.400050 + Penalty 2822.535931 = -243752.864119 nChanged 7 SP:Iteration 22Q (672.663022 sec): 3 clusters Score: Raw -246578.418452 + Penalty 2822.535931 = -243755.882521 nChanged 9 SP:Iteration 23Q (672.776160 sec): 3 clusters Score: Raw -246581.099797 + Penalty 2822.535931 = -243758.563866 nChanged 5 SP:Iteration 24Q (672.848688 sec): 3 clusters Score: Raw -246582.793426 + Penalty 2822.535931 = -243760.257495 nChanged 7 SP:Iteration 25Q (672.964038 sec): 3 clusters Score: Raw -246585.447447 + Penalty 2822.535931 = -243762.911516 nChanged 5 SP:Iteration 26Q (673.076357 sec): 3 clusters Score: Raw -246586.549877 + Penalty 2822.535931 = -243764.013946 nChanged 6 SP:Iteration 27Q (673.191205 sec): 3 clusters Score: Raw -246588.659400 + Penalty 2822.535931 = -243766.123468 nChanged 4 SP:Iteration 28Q (673.278893 sec): 3 clusters Score: Raw -246590.307195 + Penalty 2822.535931 = -243767.771264 nChanged 5 SP:Iteration 29Q (673.391052 sec): 3 clusters Score: Raw -246591.912617 + Penalty 2822.535931 = -243769.376686 nChanged 3 SP:Iteration 30Q (673.488456 sec): 3 clusters Score: Raw -246592.158759 + Penalty 2822.535931 = -243769.622828 nChanged 0 SP:Iteration 31F (673.576647 sec): 3 clusters Score: Raw -246592.158759 + Penalty 2822.535931 = -243769.622828 nChanged 0 Trying to split cluster 3 (2028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (673.651125 sec): 2 clusters Score: Raw -121300.559659 + Penalty 1336.398342 = -119964.161318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (673.737565 sec): 3 clusters Score: Raw -120402.110216 + Penalty 2672.796683 = -117729.313533 nChanged 724 SP:Iteration 1F (673.856199 sec): 3 clusters Score: Raw -120956.538287 + Penalty 2672.796683 = -118283.741604 nChanged 188 SP:Iteration 2F (673.961428 sec): 3 clusters Score: Raw -121125.954460 + Penalty 2672.796683 = -118453.157777 nChanged 113 SP:Iteration 3F (674.075568 sec): 3 clusters Score: Raw -121216.093529 + Penalty 2672.796683 = -118543.296846 nChanged 88 SP:Iteration 4Q (674.179491 sec): 3 clusters Score: Raw -121288.094503 + Penalty 2672.796683 = -118615.297820 nChanged 63 SP:Iteration 5Q (674.273444 sec): 3 clusters Score: Raw -121335.330203 + Penalty 2672.796683 = -118662.533520 nChanged 46 SP:Iteration 6Q (674.392480 sec): 3 clusters Score: Raw -121364.760183 + Penalty 2672.796683 = -118691.963500 nChanged 42 SP:Iteration 7Q (674.495923 sec): 3 clusters Score: Raw -121400.911033 + Penalty 2672.796683 = -118728.114350 nChanged 35 SP:Iteration 8Q (674.563809 sec): 3 clusters Score: Raw -121419.129024 + Penalty 2672.796683 = -118746.332341 nChanged 21 SP:Iteration 9Q (674.658426 sec): 3 clusters Score: Raw -121432.185492 + Penalty 2672.796683 = -118759.388809 nChanged 29 SP:Iteration 10Q (674.738487 sec): 3 clusters Score: Raw -121452.559099 + Penalty 2672.796683 = -118779.762416 nChanged 28 SP:Iteration 11Q (674.833745 sec): 3 clusters Score: Raw -121475.847998 + Penalty 2672.796683 = -118803.051315 nChanged 19 SP:Iteration 12Q (674.926249 sec): 3 clusters Score: Raw -121489.299140 + Penalty 2672.796683 = -118816.502457 nChanged 14 SP:Iteration 13Q (675.018256 sec): 3 clusters Score: Raw -121500.546316 + Penalty 2672.796683 = -118827.749633 nChanged 17 SP:Iteration 14Q (675.107790 sec): 3 clusters Score: Raw -121515.658889 + Penalty 2672.796683 = -118842.862206 nChanged 19 SP:Iteration 15Q (675.172609 sec): 3 clusters Score: Raw -121537.783370 + Penalty 2672.796683 = -118864.986687 nChanged 20 SP:Iteration 16Q (675.256163 sec): 3 clusters Score: Raw -121555.128268 + Penalty 2672.796683 = -118882.331585 nChanged 20 SP:Iteration 17Q (675.345275 sec): 3 clusters Score: Raw -121569.976122 + Penalty 2672.796683 = -118897.179439 nChanged 23 SP:Iteration 18Q (675.435307 sec): 3 clusters Score: Raw -121583.175059 + Penalty 2672.796683 = -118910.378376 nChanged 10 SP:Iteration 19Q (675.525111 sec): 3 clusters Score: Raw -121590.013036 + Penalty 2672.796683 = -118917.216353 nChanged 5 SP:Iteration 20F (675.608158 sec): 3 clusters Score: Raw -121591.898681 + Penalty 2672.796683 = -118919.101998 nChanged 6 SP:Iteration 21Q (675.691133 sec): 3 clusters Score: Raw -121594.040507 + Penalty 2672.796683 = -118921.243824 nChanged 2 SP:Iteration 22Q (675.774853 sec): 3 clusters Score: Raw -121595.235184 + Penalty 2672.796683 = -118922.438501 nChanged 2 SP:Iteration 23Q (675.862164 sec): 3 clusters Score: Raw -121596.318405 + Penalty 2672.796683 = -118923.521722 nChanged 2 SP:Iteration 24Q (675.951932 sec): 3 clusters Score: Raw -121597.021680 + Penalty 2672.796683 = -118924.224997 nChanged 1 SP:Iteration 25Q (676.041838 sec): 3 clusters Score: Raw -121597.301107 + Penalty 2672.796683 = -118924.504424 nChanged 1 SP:Iteration 26Q (676.125587 sec): 3 clusters Score: Raw -121597.654400 + Penalty 2672.796683 = -118924.857717 nChanged 1 SP:Iteration 27Q (676.214205 sec): 3 clusters Score: Raw -121598.499389 + Penalty 2672.796683 = -118925.702706 nChanged 3 SP:Iteration 28Q (676.297534 sec): 3 clusters Score: Raw -121600.898299 + Penalty 2672.796683 = -118928.101616 nChanged 3 SP:Iteration 29Q (676.387280 sec): 3 clusters Score: Raw -121601.953250 + Penalty 2672.796683 = -118929.156567 nChanged 2 SP:Iteration 30Q (676.476330 sec): 3 clusters Score: Raw -121602.849894 + Penalty 2672.796683 = -118930.053211 nChanged 0 SP:Iteration 31F (676.565925 sec): 3 clusters Score: Raw -121602.849894 + Penalty 2672.796683 = -118930.053211 nChanged 0 Trying to split cluster 4 (1935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (676.633079 sec): 2 clusters Score: Raw -152927.977333 + Penalty 1328.159887 = -151599.817446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (676.715558 sec): 3 clusters Score: Raw -152095.066487 + Penalty 2656.319775 = -149438.746713 nChanged 705 SP:Iteration 1F (676.822285 sec): 3 clusters Score: Raw -152626.063036 + Penalty 2656.319775 = -149969.743261 nChanged 167 SP:Iteration 2F (676.918607 sec): 3 clusters Score: Raw -152773.377456 + Penalty 2656.319775 = -150117.057682 nChanged 104 SP:Iteration 3F (677.001661 sec): 3 clusters Score: Raw -152841.788295 + Penalty 2656.319775 = -150185.468520 nChanged 57 SP:Iteration 4Q (677.072643 sec): 3 clusters Score: Raw -152881.196464 + Penalty 2656.319775 = -150224.876689 nChanged 31 SP:Iteration 5Q (677.156627 sec): 3 clusters Score: Raw -152901.908000 + Penalty 2656.319775 = -150245.588225 nChanged 29 SP:Iteration 6Q (677.257613 sec): 3 clusters Score: Raw -152916.553073 + Penalty 2656.319775 = -150260.233299 nChanged 19 SP:Iteration 7Q (677.346566 sec): 3 clusters Score: Raw -152926.490989 + Penalty 2656.319775 = -150270.171215 nChanged 17 SP:Iteration 8Q (677.435950 sec): 3 clusters Score: Raw -152938.198273 + Penalty 2656.319775 = -150281.878498 nChanged 25 SP:Iteration 9Q (677.525334 sec): 3 clusters Score: Raw -152953.439541 + Penalty 2656.319775 = -150297.119766 nChanged 24 SP:Iteration 10Q (677.614878 sec): 3 clusters Score: Raw -152965.208504 + Penalty 2656.319775 = -150308.888730 nChanged 22 SP:Iteration 11Q (677.679551 sec): 3 clusters Score: Raw -152977.175613 + Penalty 2656.319775 = -150320.855838 nChanged 17 SP:Iteration 12Q (677.769667 sec): 3 clusters Score: Raw -152984.598750 + Penalty 2656.319775 = -150328.278975 nChanged 10 SP:Iteration 13Q (677.858588 sec): 3 clusters Score: Raw -152992.646401 + Penalty 2656.319775 = -150336.326627 nChanged 12 SP:Iteration 14Q (677.946780 sec): 3 clusters Score: Raw -152998.683463 + Penalty 2656.319775 = -150342.363688 nChanged 12 SP:Iteration 15Q (678.035391 sec): 3 clusters Score: Raw -153005.895809 + Penalty 2656.319775 = -150349.576035 nChanged 18 SP:Iteration 16Q (678.109551 sec): 3 clusters Score: Raw -153017.923898 + Penalty 2656.319775 = -150361.604124 nChanged 18 SP:Iteration 17Q (678.192221 sec): 3 clusters Score: Raw -153028.519548 + Penalty 2656.319775 = -150372.199774 nChanged 16 SP:Iteration 18Q (678.290779 sec): 3 clusters Score: Raw -153039.066798 + Penalty 2656.319775 = -150382.747023 nChanged 26 SP:Iteration 19Q (678.382353 sec): 3 clusters Score: Raw -153053.614257 + Penalty 2656.319775 = -150397.294483 nChanged 19 SP:Iteration 20F (678.473949 sec): 3 clusters Score: Raw -153066.399566 + Penalty 2656.319775 = -150410.079791 nChanged 13 SP:Iteration 21Q (678.570536 sec): 3 clusters Score: Raw -153075.436455 + Penalty 2656.319775 = -150419.116680 nChanged 20 SP:Iteration 22Q (678.656008 sec): 3 clusters Score: Raw -153088.498140 + Penalty 2656.319775 = -150432.178365 nChanged 19 SP:Iteration 23Q (678.739375 sec): 3 clusters Score: Raw -153100.449599 + Penalty 2656.319775 = -150444.129824 nChanged 19 SP:Iteration 24Q (678.817614 sec): 3 clusters Score: Raw -153117.004334 + Penalty 2656.319775 = -150460.684560 nChanged 20 SP:Iteration 25Q (678.894428 sec): 3 clusters Score: Raw -153130.138207 + Penalty 2656.319775 = -150473.818432 nChanged 24 SP:Iteration 26Q (678.973319 sec): 3 clusters Score: Raw -153149.475110 + Penalty 2656.319775 = -150493.155335 nChanged 16 SP:Iteration 27Q (679.060844 sec): 3 clusters Score: Raw -153161.798665 + Penalty 2656.319775 = -150505.478891 nChanged 9 SP:Iteration 28Q (679.160918 sec): 3 clusters Score: Raw -153169.031619 + Penalty 2656.319775 = -150512.711844 nChanged 6 SP:Iteration 29Q (679.261899 sec): 3 clusters Score: Raw -153173.473831 + Penalty 2656.319775 = -150517.154056 nChanged 7 SP:Iteration 30Q (679.348708 sec): 3 clusters Score: Raw -153177.433730 + Penalty 2656.319775 = -150521.113956 nChanged 8 SP:Iteration 31Q (679.418249 sec): 3 clusters Score: Raw -153184.214843 + Penalty 2656.319775 = -150527.895069 nChanged 8 SP:Iteration 32Q (679.507433 sec): 3 clusters Score: Raw -153190.653253 + Penalty 2656.319775 = -150534.333478 nChanged 14 SP:Iteration 33Q (679.596235 sec): 3 clusters Score: Raw -153205.639991 + Penalty 2656.319775 = -150549.320216 nChanged 16 SP:Iteration 34Q (679.679026 sec): 3 clusters Score: Raw -153222.296542 + Penalty 2656.319775 = -150565.976768 nChanged 13 SP:Iteration 35Q (679.775429 sec): 3 clusters Score: Raw -153231.573598 + Penalty 2656.319775 = -150575.253824 nChanged 10 SP:Iteration 36Q (679.858486 sec): 3 clusters Score: Raw -153237.460265 + Penalty 2656.319775 = -150581.140491 nChanged 3 SP:Iteration 37Q (679.980460 sec): 3 clusters Score: Raw -153239.378474 + Penalty 2656.319775 = -150583.058699 nChanged 2 SP:Iteration 38Q (680.043688 sec): 3 clusters Score: Raw -153240.645847 + Penalty 2656.319775 = -150584.326073 nChanged 0 SP:Iteration 39F (680.135725 sec): 3 clusters Score: Raw -153240.645847 + Penalty 2656.319775 = -150584.326073 nChanged 0 Trying to split cluster 5 (5704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (680.226019 sec): 2 clusters Score: Raw -370214.570733 + Penalty 1517.885980 = -368696.684753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (680.316555 sec): 3 clusters Score: Raw -367164.967135 + Penalty 3035.771960 = -364129.195176 nChanged 2427 SP:Iteration 1F (680.414030 sec): 3 clusters Score: Raw -368875.025023 + Penalty 3035.771960 = -365839.253063 nChanged 558 SP:Iteration 2F (680.500637 sec): 3 clusters Score: Raw -369382.329282 + Penalty 3035.771960 = -366346.557322 nChanged 439 SP:Iteration 3F (680.608632 sec): 3 clusters Score: Raw -369752.993279 + Penalty 3035.771960 = -366717.221320 nChanged 339 SP:Iteration 4F (680.713875 sec): 3 clusters Score: Raw -369975.233604 + Penalty 3035.771960 = -366939.461645 nChanged 275 SP:Iteration 5Q (680.819203 sec): 3 clusters Score: Raw -370151.474876 + Penalty 3035.771960 = -367115.702917 nChanged 200 SP:Iteration 6Q (680.927687 sec): 3 clusters Score: Raw -370272.396842 + Penalty 3035.771960 = -367236.624882 nChanged 173 SP:Iteration 7Q (681.034413 sec): 3 clusters Score: Raw -370369.908549 + Penalty 3035.771960 = -367334.136590 nChanged 165 SP:Iteration 8Q (681.134205 sec): 3 clusters Score: Raw -370463.049151 + Penalty 3035.771960 = -367427.277192 nChanged 146 SP:Iteration 9Q (681.240360 sec): 3 clusters Score: Raw -370543.564914 + Penalty 3035.771960 = -367507.792954 nChanged 141 SP:Iteration 10Q (681.344739 sec): 3 clusters Score: Raw -370614.018514 + Penalty 3035.771960 = -367578.246554 nChanged 115 SP:Iteration 11Q (681.447433 sec): 3 clusters Score: Raw -370671.163232 + Penalty 3035.771960 = -367635.391272 nChanged 112 SP:Iteration 12Q (681.584646 sec): 3 clusters Score: Raw -370722.404404 + Penalty 3035.771960 = -367686.632445 nChanged 92 SP:Iteration 13Q (681.698215 sec): 3 clusters Score: Raw -370759.988314 + Penalty 3035.771960 = -367724.216354 nChanged 71 SP:Iteration 14Q (681.808588 sec): 3 clusters Score: Raw -370782.556152 + Penalty 3035.771960 = -367746.784192 nChanged 51 SP:Iteration 15Q (681.925091 sec): 3 clusters Score: Raw -370798.831194 + Penalty 3035.771960 = -367763.059234 nChanged 39 SP:Iteration 16Q (682.053527 sec): 3 clusters Score: Raw -370809.418848 + Penalty 3035.771960 = -367773.646888 nChanged 22 SP:Iteration 17Q (682.153258 sec): 3 clusters Score: Raw -370814.486494 + Penalty 3035.771960 = -367778.714534 nChanged 17 SP:Iteration 18Q (682.257348 sec): 3 clusters Score: Raw -370818.386581 + Penalty 3035.771960 = -367782.614621 nChanged 18 SP:Iteration 19Q (682.379547 sec): 3 clusters Score: Raw -370822.489887 + Penalty 3035.771960 = -367786.717927 nChanged 18 SP:Iteration 20F (682.469156 sec): 3 clusters Score: Raw -370826.254054 + Penalty 3035.771960 = -367790.482094 nChanged 10 SP:Iteration 21Q (682.576456 sec): 3 clusters Score: Raw -370827.887041 + Penalty 3035.771960 = -367792.115081 nChanged 5 SP:Iteration 22Q (682.684020 sec): 3 clusters Score: Raw -370828.684836 + Penalty 3035.771960 = -367792.912877 nChanged 6 SP:Iteration 23Q (682.805528 sec): 3 clusters Score: Raw -370830.201040 + Penalty 3035.771960 = -367794.429080 nChanged 11 SP:Iteration 24Q (682.896474 sec): 3 clusters Score: Raw -370832.179586 + Penalty 3035.771960 = -367796.407626 nChanged 4 SP:Iteration 25Q (683.033151 sec): 3 clusters Score: Raw -370832.823466 + Penalty 3035.771960 = -367797.051507 nChanged 5 SP:Iteration 26Q (683.119507 sec): 3 clusters Score: Raw -370833.811648 + Penalty 3035.771960 = -367798.039688 nChanged 5 SP:Iteration 27Q (683.242150 sec): 3 clusters Score: Raw -370834.504219 + Penalty 3035.771960 = -367798.732260 nChanged 4 SP:Iteration 28Q (683.342794 sec): 3 clusters Score: Raw -370835.283556 + Penalty 3035.771960 = -367799.511597 nChanged 3 SP:Iteration 29Q (683.452147 sec): 3 clusters Score: Raw -370835.717376 + Penalty 3035.771960 = -367799.945416 nChanged 4 SP:Iteration 30Q (683.573586 sec): 3 clusters Score: Raw -370836.133206 + Penalty 3035.771960 = -367800.361246 nChanged 2 SP:Iteration 31Q (683.679646 sec): 3 clusters Score: Raw -370836.416303 + Penalty 3035.771960 = -367800.644343 nChanged 2 SP:Iteration 32Q (683.792249 sec): 3 clusters Score: Raw -370836.737182 + Penalty 3035.771960 = -367800.965222 nChanged 2 SP:Iteration 33Q (683.901784 sec): 3 clusters Score: Raw -370837.149714 + Penalty 3035.771960 = -367801.377754 nChanged 4 SP:Iteration 34Q (684.043665 sec): 3 clusters Score: Raw -370837.773220 + Penalty 3035.771960 = -367802.001260 nChanged 2 SP:Iteration 35Q (684.137040 sec): 3 clusters Score: Raw -370838.474156 + Penalty 3035.771960 = -367802.702196 nChanged 6 SP:Iteration 36Q (684.250635 sec): 3 clusters Score: Raw -370839.243918 + Penalty 3035.771960 = -367803.471959 nChanged 2 SP:Iteration 37Q (684.377856 sec): 3 clusters Score: Raw -370839.663230 + Penalty 3035.771960 = -367803.891270 nChanged 3 SP:Iteration 38Q (684.487736 sec): 3 clusters Score: Raw -370840.177132 + Penalty 3035.771960 = -367804.405172 nChanged 2 SP:Iteration 39Q (684.598539 sec): 3 clusters Score: Raw -370840.399569 + Penalty 3035.771960 = -367804.627609 nChanged 0 SP:Iteration 40F (684.707270 sec): 3 clusters Score: Raw -370840.399569 + Penalty 3035.771960 = -367804.627609 nChanged 0 Trying to split cluster 6 (2823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (684.765566 sec): 2 clusters Score: Raw -213986.377015 + Penalty 1394.444978 = -212591.932037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (684.865372 sec): 3 clusters Score: Raw -212723.044579 + Penalty 2788.889955 = -209934.154623 nChanged 1073 SP:Iteration 1F (684.963276 sec): 3 clusters Score: Raw -213511.140842 + Penalty 2788.889955 = -210722.250887 nChanged 264 SP:Iteration 2F (685.061043 sec): 3 clusters Score: Raw -213763.724696 + Penalty 2788.889955 = -210974.834741 nChanged 208 SP:Iteration 3F (685.186057 sec): 3 clusters Score: Raw -213998.375911 + Penalty 2788.889955 = -211209.485955 nChanged 175 SP:Iteration 4F (685.260688 sec): 3 clusters Score: Raw -214158.774889 + Penalty 2788.889955 = -211369.884934 nChanged 129 SP:Iteration 5Q (685.379447 sec): 3 clusters Score: Raw -214272.106700 + Penalty 2788.889955 = -211483.216745 nChanged 99 SP:Iteration 6Q (685.529402 sec): 3 clusters Score: Raw -214344.025777 + Penalty 2788.889955 = -211555.135822 nChanged 61 SP:Iteration 7Q (685.605658 sec): 3 clusters Score: Raw -214380.984899 + Penalty 2788.889955 = -211592.094943 nChanged 54 SP:Iteration 8Q (685.699874 sec): 3 clusters Score: Raw -214412.637771 + Penalty 2788.889955 = -211623.747816 nChanged 42 SP:Iteration 9Q (685.813805 sec): 3 clusters Score: Raw -214439.501951 + Penalty 2788.889955 = -211650.611996 nChanged 39 SP:Iteration 10Q (685.907952 sec): 3 clusters Score: Raw -214461.702621 + Penalty 2788.889955 = -211672.812666 nChanged 21 SP:Iteration 11Q (686.049554 sec): 3 clusters Score: Raw -214470.801997 + Penalty 2788.889955 = -211681.912041 nChanged 19 SP:Iteration 12Q (686.120760 sec): 3 clusters Score: Raw -214479.689741 + Penalty 2788.889955 = -211690.799786 nChanged 15 SP:Iteration 13Q (686.216054 sec): 3 clusters Score: Raw -214487.081201 + Penalty 2788.889955 = -211698.191246 nChanged 9 SP:Iteration 14Q (686.311903 sec): 3 clusters Score: Raw -214492.501886 + Penalty 2788.889955 = -211703.611930 nChanged 8 SP:Iteration 15Q (686.395585 sec): 3 clusters Score: Raw -214496.794227 + Penalty 2788.889955 = -211707.904272 nChanged 10 SP:Iteration 16Q (686.529101 sec): 3 clusters Score: Raw -214501.666645 + Penalty 2788.889955 = -211712.776690 nChanged 13 SP:Iteration 17Q (686.648885 sec): 3 clusters Score: Raw -214507.720341 + Penalty 2788.889955 = -211718.830385 nChanged 6 SP:Iteration 18Q (686.765165 sec): 3 clusters Score: Raw -214510.200494 + Penalty 2788.889955 = -211721.310539 nChanged 3 SP:Iteration 19Q (686.881238 sec): 3 clusters Score: Raw -214511.302132 + Penalty 2788.889955 = -211722.412177 nChanged 4 SP:Iteration 20F (686.996875 sec): 3 clusters Score: Raw -214512.968928 + Penalty 2788.889955 = -211724.078973 nChanged 4 SP:Iteration 21Q (687.112363 sec): 3 clusters Score: Raw -214514.927511 + Penalty 2788.889955 = -211726.037556 nChanged 2 SP:Iteration 22Q (687.227981 sec): 3 clusters Score: Raw -214515.300171 + Penalty 2788.889955 = -211726.410216 nChanged 0 SP:Iteration 23F (687.343225 sec): 3 clusters Score: Raw -214515.300171 + Penalty 2788.889955 = -211726.410216 nChanged 0 Trying to split cluster 7 (2622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (687.431624 sec): 2 clusters Score: Raw -189879.522440 + Penalty 1381.482063 = -188498.040377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (687.509797 sec): 3 clusters Score: Raw -188747.486059 + Penalty 2762.964125 = -185984.521933 nChanged 923 SP:Iteration 1F (687.606543 sec): 3 clusters Score: Raw -189387.475654 + Penalty 2762.964125 = -186624.511529 nChanged 247 SP:Iteration 2F (687.718451 sec): 3 clusters Score: Raw -189635.966460 + Penalty 2762.964125 = -186873.002335 nChanged 203 SP:Iteration 3F (687.834567 sec): 3 clusters Score: Raw -189838.520698 + Penalty 2762.964125 = -187075.556573 nChanged 159 SP:Iteration 4F (687.950279 sec): 3 clusters Score: Raw -189971.925101 + Penalty 2762.964125 = -187208.960975 nChanged 126 SP:Iteration 5Q (688.066426 sec): 3 clusters Score: Raw -190087.588488 + Penalty 2762.964125 = -187324.624363 nChanged 102 SP:Iteration 6Q (688.181529 sec): 3 clusters Score: Raw -190178.157163 + Penalty 2762.964125 = -187415.193038 nChanged 77 SP:Iteration 7Q (688.297593 sec): 3 clusters Score: Raw -190240.707194 + Penalty 2762.964125 = -187477.743069 nChanged 62 SP:Iteration 8Q (688.411397 sec): 3 clusters Score: Raw -190284.595177 + Penalty 2762.964125 = -187521.631052 nChanged 42 SP:Iteration 9Q (688.512786 sec): 3 clusters Score: Raw -190312.279602 + Penalty 2762.964125 = -187549.315477 nChanged 34 SP:Iteration 10Q (688.628852 sec): 3 clusters Score: Raw -190326.697144 + Penalty 2762.964125 = -187563.733018 nChanged 22 SP:Iteration 11Q (688.741581 sec): 3 clusters Score: Raw -190338.191351 + Penalty 2762.964125 = -187575.227226 nChanged 19 SP:Iteration 12Q (688.821763 sec): 3 clusters Score: Raw -190348.488486 + Penalty 2762.964125 = -187585.524361 nChanged 19 SP:Iteration 13Q (688.911503 sec): 3 clusters Score: Raw -190358.413317 + Penalty 2762.964125 = -187595.449192 nChanged 14 SP:Iteration 14Q (689.026318 sec): 3 clusters Score: Raw -190366.489007 + Penalty 2762.964125 = -187603.524882 nChanged 16 SP:Iteration 15Q (689.141787 sec): 3 clusters Score: Raw -190375.485231 + Penalty 2762.964125 = -187612.521106 nChanged 14 SP:Iteration 16Q (689.262332 sec): 3 clusters Score: Raw -190382.283333 + Penalty 2762.964125 = -187619.319207 nChanged 9 SP:Iteration 17Q (689.336804 sec): 3 clusters Score: Raw -190386.932256 + Penalty 2762.964125 = -187623.968131 nChanged 4 SP:Iteration 18Q (689.427458 sec): 3 clusters Score: Raw -190388.432232 + Penalty 2762.964125 = -187625.468106 nChanged 2 SP:Iteration 19Q (689.523625 sec): 3 clusters Score: Raw -190389.209839 + Penalty 2762.964125 = -187626.245714 nChanged 1 SP:Iteration 20F (689.635379 sec): 3 clusters Score: Raw -190389.373693 + Penalty 2762.964125 = -187626.409568 nChanged 0 Trying to split cluster 8 (5695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (689.714180 sec): 2 clusters Score: Raw -451137.924164 + Penalty 1517.608850 = -449620.315314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (689.837783 sec): 3 clusters Score: Raw -448190.131199 + Penalty 3035.217700 = -445154.913498 nChanged 2349 SP:Iteration 1F (689.946797 sec): 3 clusters Score: Raw -449535.031703 + Penalty 3035.217700 = -446499.814002 nChanged 468 SP:Iteration 2F (690.090973 sec): 3 clusters Score: Raw -449900.840145 + Penalty 3035.217700 = -446865.622444 nChanged 434 SP:Iteration 3F (690.191086 sec): 3 clusters Score: Raw -450293.163502 + Penalty 3035.217700 = -447257.945801 nChanged 428 SP:Iteration 4F (690.302848 sec): 3 clusters Score: Raw -450662.518521 + Penalty 3035.217700 = -447627.300820 nChanged 346 SP:Iteration 5F (690.404390 sec): 3 clusters Score: Raw -450946.585425 + Penalty 3035.217700 = -447911.367725 nChanged 294 SP:Iteration 6F (690.520538 sec): 3 clusters Score: Raw -451173.964488 + Penalty 3035.217700 = -448138.746788 nChanged 243 SP:Iteration 7Q (690.631278 sec): 3 clusters Score: Raw -451300.936366 + Penalty 3035.217700 = -448265.718665 nChanged 162 SP:Iteration 8Q (690.740514 sec): 3 clusters Score: Raw -451375.122265 + Penalty 3035.217700 = -448339.904564 nChanged 109 SP:Iteration 9Q (690.852237 sec): 3 clusters Score: Raw -451415.538858 + Penalty 3035.217700 = -448380.321158 nChanged 75 SP:Iteration 10Q (690.973496 sec): 3 clusters Score: Raw -451442.428909 + Penalty 3035.217700 = -448407.211208 nChanged 49 SP:Iteration 11Q (691.080825 sec): 3 clusters Score: Raw -451458.534863 + Penalty 3035.217700 = -448423.317163 nChanged 42 SP:Iteration 12Q (691.192511 sec): 3 clusters Score: Raw -451471.594530 + Penalty 3035.217700 = -448436.376830 nChanged 44 SP:Iteration 13Q (691.303025 sec): 3 clusters Score: Raw -451486.209454 + Penalty 3035.217700 = -448450.991754 nChanged 44 SP:Iteration 14Q (691.412663 sec): 3 clusters Score: Raw -451499.058458 + Penalty 3035.217700 = -448463.840758 nChanged 27 SP:Iteration 15Q (691.524440 sec): 3 clusters Score: Raw -451504.768245 + Penalty 3035.217700 = -448469.550545 nChanged 20 SP:Iteration 16Q (691.634587 sec): 3 clusters Score: Raw -451508.993853 + Penalty 3035.217700 = -448473.776153 nChanged 16 SP:Iteration 17Q (691.743479 sec): 3 clusters Score: Raw -451512.254614 + Penalty 3035.217700 = -448477.036914 nChanged 10 SP:Iteration 18Q (691.854967 sec): 3 clusters Score: Raw -451513.986865 + Penalty 3035.217700 = -448478.769165 nChanged 11 SP:Iteration 19Q (691.974410 sec): 3 clusters Score: Raw -451516.920457 + Penalty 3035.217700 = -448481.702756 nChanged 9 SP:Iteration 20F (692.073092 sec): 3 clusters Score: Raw -451518.695955 + Penalty 3035.217700 = -448483.478255 nChanged 5 SP:Iteration 21Q (692.180049 sec): 3 clusters Score: Raw -451519.665577 + Penalty 3035.217700 = -448484.447876 nChanged 6 SP:Iteration 22Q (692.300799 sec): 3 clusters Score: Raw -451520.693554 + Penalty 3035.217700 = -448485.475853 nChanged 3 SP:Iteration 23Q (692.399445 sec): 3 clusters Score: Raw -451521.139181 + Penalty 3035.217700 = -448485.921480 nChanged 2 SP:Iteration 24Q (692.509314 sec): 3 clusters Score: Raw -451521.339557 + Penalty 3035.217700 = -448486.121856 nChanged 0 SP:Iteration 25F (692.615817 sec): 3 clusters Score: Raw -451521.339557 + Penalty 3035.217700 = -448486.121856 nChanged 0 Trying to split cluster 9 (1962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (692.672368 sec): 2 clusters Score: Raw -109531.434181 + Penalty 1330.591797 = -108200.842384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (692.763755 sec): 3 clusters Score: Raw -108708.493956 + Penalty 2661.183594 = -106047.310362 nChanged 681 SP:Iteration 1F (692.840407 sec): 3 clusters Score: Raw -109401.415714 + Penalty 2661.183594 = -106740.232120 nChanged 229 SP:Iteration 2F (692.934207 sec): 3 clusters Score: Raw -109798.888335 + Penalty 2661.183594 = -107137.704741 nChanged 179 SP:Iteration 3F (693.074687 sec): 3 clusters Score: Raw -110072.171479 + Penalty 2661.183594 = -107410.987885 nChanged 102 SP:Iteration 4F (693.156460 sec): 3 clusters Score: Raw -110202.775830 + Penalty 2661.183594 = -107541.592237 nChanged 65 SP:Iteration 5Q (693.248074 sec): 3 clusters Score: Raw -110269.262225 + Penalty 2661.183594 = -107608.078631 nChanged 40 SP:Iteration 6Q (693.339279 sec): 3 clusters Score: Raw -110302.526278 + Penalty 2661.183594 = -107641.342685 nChanged 22 SP:Iteration 7Q (693.431677 sec): 3 clusters Score: Raw -110318.924681 + Penalty 2661.183594 = -107657.741087 nChanged 9 SP:Iteration 8Q (693.524463 sec): 3 clusters Score: Raw -110324.505141 + Penalty 2661.183594 = -107663.321548 nChanged 10 SP:Iteration 9Q (693.616986 sec): 3 clusters Score: Raw -110333.986869 + Penalty 2661.183594 = -107672.803275 nChanged 14 SP:Iteration 10Q (693.710045 sec): 3 clusters Score: Raw -110343.834146 + Penalty 2661.183594 = -107682.650552 nChanged 9 SP:Iteration 11Q (693.802670 sec): 3 clusters Score: Raw -110349.549343 + Penalty 2661.183594 = -107688.365749 nChanged 8 SP:Iteration 12Q (693.906323 sec): 3 clusters Score: Raw -110355.266590 + Penalty 2661.183594 = -107694.082996 nChanged 10 SP:Iteration 13Q (693.983253 sec): 3 clusters Score: Raw -110363.915133 + Penalty 2661.183594 = -107702.731539 nChanged 7 SP:Iteration 14Q (694.097188 sec): 3 clusters Score: Raw -110371.030802 + Penalty 2661.183594 = -107709.847208 nChanged 8 SP:Iteration 15Q (694.205587 sec): 3 clusters Score: Raw -110375.580208 + Penalty 2661.183594 = -107714.396614 nChanged 7 SP:Iteration 16Q (694.333647 sec): 3 clusters Score: Raw -110378.422299 + Penalty 2661.183594 = -107717.238705 nChanged 4 SP:Iteration 17Q (694.414946 sec): 3 clusters Score: Raw -110381.322447 + Penalty 2661.183594 = -107720.138853 nChanged 2 SP:Iteration 18Q (694.515922 sec): 3 clusters Score: Raw -110383.504246 + Penalty 2661.183594 = -107722.320652 nChanged 1 SP:Iteration 19Q (694.630213 sec): 3 clusters Score: Raw -110384.047923 + Penalty 2661.183594 = -107722.864330 nChanged 0 SP:Iteration 20F (694.736362 sec): 3 clusters Score: Raw -110384.047923 + Penalty 2661.183594 = -107722.864330 nChanged 0 Trying to split cluster 10 (2040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (694.815523 sec): 2 clusters Score: Raw -151399.682883 + Penalty 1337.433743 = -150062.249140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (694.890682 sec): 3 clusters Score: Raw -150565.212603 + Penalty 2674.867485 = -147890.345118 nChanged 702 SP:Iteration 1F (694.981493 sec): 3 clusters Score: Raw -151169.221153 + Penalty 2674.867485 = -148494.353668 nChanged 210 SP:Iteration 2F (695.074812 sec): 3 clusters Score: Raw -151387.446725 + Penalty 2674.867485 = -148712.579240 nChanged 137 SP:Iteration 3F (695.161143 sec): 3 clusters Score: Raw -151508.877392 + Penalty 2674.867485 = -148834.009907 nChanged 112 SP:Iteration 4F (695.253825 sec): 3 clusters Score: Raw -151628.076676 + Penalty 2674.867485 = -148953.209191 nChanged 95 SP:Iteration 5Q (695.346216 sec): 3 clusters Score: Raw -151721.795547 + Penalty 2674.867485 = -149046.928061 nChanged 72 SP:Iteration 6Q (695.439143 sec): 3 clusters Score: Raw -151791.880615 + Penalty 2674.867485 = -149117.013129 nChanged 47 SP:Iteration 7Q (695.532313 sec): 3 clusters Score: Raw -151832.478295 + Penalty 2674.867485 = -149157.610809 nChanged 33 SP:Iteration 8Q (695.625508 sec): 3 clusters Score: Raw -151862.687128 + Penalty 2674.867485 = -149187.819643 nChanged 31 SP:Iteration 9Q (695.717522 sec): 3 clusters Score: Raw -151891.372909 + Penalty 2674.867485 = -149216.505423 nChanged 35 SP:Iteration 10Q (695.810325 sec): 3 clusters Score: Raw -151918.475335 + Penalty 2674.867485 = -149243.607849 nChanged 29 SP:Iteration 11Q (695.897566 sec): 3 clusters Score: Raw -151935.983205 + Penalty 2674.867485 = -149261.115719 nChanged 20 SP:Iteration 12Q (696.051506 sec): 3 clusters Score: Raw -151950.560263 + Penalty 2674.867485 = -149275.692777 nChanged 22 SP:Iteration 13Q (696.137769 sec): 3 clusters Score: Raw -151968.093829 + Penalty 2674.867485 = -149293.226343 nChanged 15 SP:Iteration 14Q (696.246747 sec): 3 clusters Score: Raw -151978.709320 + Penalty 2674.867485 = -149303.841834 nChanged 18 SP:Iteration 15Q (696.345768 sec): 3 clusters Score: Raw -151989.857900 + Penalty 2674.867485 = -149314.990414 nChanged 10 SP:Iteration 16Q (696.444848 sec): 3 clusters Score: Raw -151994.537721 + Penalty 2674.867485 = -149319.670235 nChanged 6 SP:Iteration 17Q (696.543548 sec): 3 clusters Score: Raw -151997.332615 + Penalty 2674.867485 = -149322.465129 nChanged 3 SP:Iteration 18Q (696.623386 sec): 3 clusters Score: Raw -151999.739013 + Penalty 2674.867485 = -149324.871528 nChanged 1 SP:Iteration 19Q (696.713331 sec): 3 clusters Score: Raw -152000.207805 + Penalty 2674.867485 = -149325.340320 nChanged 2 SP:Iteration 20F (696.803016 sec): 3 clusters Score: Raw -152000.783906 + Penalty 2674.867485 = -149325.916420 nChanged 0 Trying to split cluster 11 (1800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (696.855850 sec): 2 clusters Score: Raw -130798.244060 + Penalty 1315.467611 = -129482.776448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (696.938567 sec): 3 clusters Score: Raw -130077.680745 + Penalty 2630.935222 = -127446.745523 nChanged 622 SP:Iteration 1F (697.010971 sec): 3 clusters Score: Raw -130554.492103 + Penalty 2630.935222 = -127923.556880 nChanged 178 SP:Iteration 2F (697.102564 sec): 3 clusters Score: Raw -130798.702235 + Penalty 2630.935222 = -128167.767013 nChanged 120 SP:Iteration 3F (697.189809 sec): 3 clusters Score: Raw -130986.108549 + Penalty 2630.935222 = -128355.173327 nChanged 98 SP:Iteration 4F (697.281275 sec): 3 clusters Score: Raw -131102.097227 + Penalty 2630.935222 = -128471.162005 nChanged 82 SP:Iteration 5Q (697.369106 sec): 3 clusters Score: Raw -131186.043734 + Penalty 2630.935222 = -128555.108511 nChanged 74 SP:Iteration 6Q (697.460982 sec): 3 clusters Score: Raw -131270.078659 + Penalty 2630.935222 = -128639.143437 nChanged 70 SP:Iteration 7Q (697.548734 sec): 3 clusters Score: Raw -131353.917542 + Penalty 2630.935222 = -128722.982320 nChanged 61 SP:Iteration 8Q (697.640360 sec): 3 clusters Score: Raw -131403.754181 + Penalty 2630.935222 = -128772.818959 nChanged 44 SP:Iteration 9Q (697.728021 sec): 3 clusters Score: Raw -131435.631535 + Penalty 2630.935222 = -128804.696312 nChanged 32 SP:Iteration 10Q (697.830707 sec): 3 clusters Score: Raw -131462.146344 + Penalty 2630.935222 = -128831.211122 nChanged 38 SP:Iteration 11Q (697.906593 sec): 3 clusters Score: Raw -131491.466255 + Penalty 2630.935222 = -128860.531032 nChanged 32 SP:Iteration 12Q (697.998979 sec): 3 clusters Score: Raw -131510.008447 + Penalty 2630.935222 = -128879.073224 nChanged 24 SP:Iteration 13Q (698.086132 sec): 3 clusters Score: Raw -131526.361573 + Penalty 2630.935222 = -128895.426351 nChanged 24 SP:Iteration 14Q (698.177830 sec): 3 clusters Score: Raw -131545.396382 + Penalty 2630.935222 = -128914.461160 nChanged 25 SP:Iteration 15Q (698.265682 sec): 3 clusters Score: Raw -131566.084139 + Penalty 2630.935222 = -128935.148916 nChanged 22 SP:Iteration 16Q (698.357470 sec): 3 clusters Score: Raw -131584.070897 + Penalty 2630.935222 = -128953.135674 nChanged 18 SP:Iteration 17Q (698.444864 sec): 3 clusters Score: Raw -131599.233316 + Penalty 2630.935222 = -128968.298094 nChanged 14 SP:Iteration 18Q (698.535104 sec): 3 clusters Score: Raw -131608.299465 + Penalty 2630.935222 = -128977.364243 nChanged 13 SP:Iteration 19Q (698.642358 sec): 3 clusters Score: Raw -131620.322990 + Penalty 2630.935222 = -128989.387768 nChanged 7 SP:Iteration 20F (698.780651 sec): 3 clusters Score: Raw -131627.311031 + Penalty 2630.935222 = -128996.375809 nChanged 12 SP:Iteration 21Q (698.892791 sec): 3 clusters Score: Raw -131633.064923 + Penalty 2630.935222 = -129002.129701 nChanged 7 SP:Iteration 22Q (699.003343 sec): 3 clusters Score: Raw -131636.217265 + Penalty 2630.935222 = -129005.282043 nChanged 5 SP:Iteration 23Q (699.114189 sec): 3 clusters Score: Raw -131637.778465 + Penalty 2630.935222 = -129006.843242 nChanged 3 SP:Iteration 24Q (699.223882 sec): 3 clusters Score: Raw -131639.337336 + Penalty 2630.935222 = -129008.402113 nChanged 3 SP:Iteration 25Q (699.337505 sec): 3 clusters Score: Raw -131640.873796 + Penalty 2630.935222 = -129009.938573 nChanged 3 SP:Iteration 26Q (699.433355 sec): 3 clusters Score: Raw -131642.223102 + Penalty 2630.935222 = -129011.287880 nChanged 1 SP:Iteration 27Q (699.546916 sec): 3 clusters Score: Raw -131643.318158 + Penalty 2630.935222 = -129012.382936 nChanged 2 SP:Iteration 28Q (699.635552 sec): 3 clusters Score: Raw -131644.619240 + Penalty 2630.935222 = -129013.684017 nChanged 5 SP:Iteration 29Q (699.749036 sec): 3 clusters Score: Raw -131648.774772 + Penalty 2630.935222 = -129017.839550 nChanged 6 SP:Iteration 30Q (699.862074 sec): 3 clusters Score: Raw -131651.452282 + Penalty 2630.935222 = -129020.517059 nChanged 5 SP:Iteration 31Q (699.962489 sec): 3 clusters Score: Raw -131653.214506 + Penalty 2630.935222 = -129022.279284 nChanged 5 SP:Iteration 32Q (700.075577 sec): 3 clusters Score: Raw -131655.286251 + Penalty 2630.935222 = -129024.351029 nChanged 2 SP:Iteration 33Q (700.214219 sec): 3 clusters Score: Raw -131656.266247 + Penalty 2630.935222 = -129025.331024 nChanged 3 SP:Iteration 34Q (700.296742 sec): 3 clusters Score: Raw -131657.200710 + Penalty 2630.935222 = -129026.265488 nChanged 3 SP:Iteration 35Q (700.403340 sec): 3 clusters Score: Raw -131658.188131 + Penalty 2630.935222 = -129027.252909 nChanged 0 SP:Iteration 36F (700.507822 sec): 3 clusters Score: Raw -131658.188131 + Penalty 2630.935222 = -129027.252909 nChanged 0 Trying to split cluster 12 (3074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (700.572130 sec): 2 clusters Score: Raw -239365.973103 + Penalty 1409.393979 = -237956.579124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (700.668920 sec): 3 clusters Score: Raw -237973.597717 + Penalty 2818.787958 = -235154.809759 nChanged 1117 SP:Iteration 1F (700.768570 sec): 3 clusters Score: Raw -238670.097039 + Penalty 2818.787958 = -235851.309080 nChanged 250 SP:Iteration 2F (700.883343 sec): 3 clusters Score: Raw -238874.062372 + Penalty 2818.787958 = -236055.274414 nChanged 186 SP:Iteration 3F (700.988702 sec): 3 clusters Score: Raw -239011.019676 + Penalty 2818.787958 = -236192.231717 nChanged 145 SP:Iteration 4Q (701.091264 sec): 3 clusters Score: Raw -239114.318213 + Penalty 2818.787958 = -236295.530255 nChanged 113 SP:Iteration 5Q (701.207745 sec): 3 clusters Score: Raw -239196.898184 + Penalty 2818.787958 = -236378.110225 nChanged 103 SP:Iteration 6Q (701.323189 sec): 3 clusters Score: Raw -239283.996233 + Penalty 2818.787958 = -236465.208274 nChanged 95 SP:Iteration 7Q (701.431791 sec): 3 clusters Score: Raw -239368.468524 + Penalty 2818.787958 = -236549.680566 nChanged 90 SP:Iteration 8Q (701.546765 sec): 3 clusters Score: Raw -239442.832606 + Penalty 2818.787958 = -236624.044648 nChanged 77 SP:Iteration 9Q (701.662097 sec): 3 clusters Score: Raw -239501.734036 + Penalty 2818.787958 = -236682.946078 nChanged 71 SP:Iteration 10Q (701.771089 sec): 3 clusters Score: Raw -239550.516362 + Penalty 2818.787958 = -236731.728404 nChanged 68 SP:Iteration 11Q (701.880781 sec): 3 clusters Score: Raw -239591.625407 + Penalty 2818.787958 = -236772.837448 nChanged 72 SP:Iteration 12Q (701.997058 sec): 3 clusters Score: Raw -239636.980416 + Penalty 2818.787958 = -236818.192458 nChanged 65 SP:Iteration 13Q (702.115209 sec): 3 clusters Score: Raw -239685.751219 + Penalty 2818.787958 = -236866.963261 nChanged 67 SP:Iteration 14Q (702.223854 sec): 3 clusters Score: Raw -239725.487962 + Penalty 2818.787958 = -236906.700004 nChanged 39 SP:Iteration 15Q (702.362493 sec): 3 clusters Score: Raw -239744.004709 + Penalty 2818.787958 = -236925.216751 nChanged 35 SP:Iteration 16Q (702.484540 sec): 3 clusters Score: Raw -239760.465049 + Penalty 2818.787958 = -236941.677090 nChanged 23 SP:Iteration 17Q (702.551914 sec): 3 clusters Score: Raw -239770.156028 + Penalty 2818.787958 = -236951.368070 nChanged 17 SP:Iteration 18Q (702.666253 sec): 3 clusters Score: Raw -239776.304206 + Penalty 2818.787958 = -236957.516248 nChanged 16 SP:Iteration 19Q (702.786187 sec): 3 clusters Score: Raw -239783.478050 + Penalty 2818.787958 = -236964.690091 nChanged 19 SP:Iteration 20F (702.902943 sec): 3 clusters Score: Raw -239790.406107 + Penalty 2818.787958 = -236971.618149 nChanged 11 SP:Iteration 21Q (703.019574 sec): 3 clusters Score: Raw -239795.065730 + Penalty 2818.787958 = -236976.277772 nChanged 10 SP:Iteration 22Q (703.135664 sec): 3 clusters Score: Raw -239798.963241 + Penalty 2818.787958 = -236980.175283 nChanged 10 SP:Iteration 23Q (703.252224 sec): 3 clusters Score: Raw -239802.496261 + Penalty 2818.787958 = -236983.708302 nChanged 8 SP:Iteration 24Q (703.368448 sec): 3 clusters Score: Raw -239805.208727 + Penalty 2818.787958 = -236986.420768 nChanged 5 SP:Iteration 25Q (703.460611 sec): 3 clusters Score: Raw -239808.009920 + Penalty 2818.787958 = -236989.221962 nChanged 9 SP:Iteration 26Q (703.577288 sec): 3 clusters Score: Raw -239811.187057 + Penalty 2818.787958 = -236992.399099 nChanged 7 SP:Iteration 27Q (703.691041 sec): 3 clusters Score: Raw -239814.367929 + Penalty 2818.787958 = -236995.579970 nChanged 7 SP:Iteration 28Q (703.792646 sec): 3 clusters Score: Raw -239818.362791 + Penalty 2818.787958 = -236999.574832 nChanged 11 SP:Iteration 29Q (703.896074 sec): 3 clusters Score: Raw -239822.453609 + Penalty 2818.787958 = -237003.665651 nChanged 7 SP:Iteration 30Q (704.020248 sec): 3 clusters Score: Raw -239824.774211 + Penalty 2818.787958 = -237005.986253 nChanged 9 SP:Iteration 31Q (704.132043 sec): 3 clusters Score: Raw -239827.503549 + Penalty 2818.787958 = -237008.715591 nChanged 8 SP:Iteration 32Q (704.220527 sec): 3 clusters Score: Raw -239830.034147 + Penalty 2818.787958 = -237011.246188 nChanged 7 SP:Iteration 33Q (704.335427 sec): 3 clusters Score: Raw -239831.530727 + Penalty 2818.787958 = -237012.742768 nChanged 1 SP:Iteration 34Q (704.417820 sec): 3 clusters Score: Raw -239831.864434 + Penalty 2818.787958 = -237013.076476 nChanged 1 SP:Iteration 35Q (704.518064 sec): 3 clusters Score: Raw -239832.518394 + Penalty 2818.787958 = -237013.730436 nChanged 0 SP:Iteration 36F (704.622814 sec): 3 clusters Score: Raw -239832.518394 + Penalty 2818.787958 = -237013.730436 nChanged 0 Trying to split cluster 13 (2459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (704.700401 sec): 2 clusters Score: Raw -154300.817443 + Penalty 1370.218012 = -152930.599430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (704.799799 sec): 3 clusters Score: Raw -153255.793257 + Penalty 2740.436025 = -150515.357232 nChanged 871 SP:Iteration 1F (704.901118 sec): 3 clusters Score: Raw -153864.234827 + Penalty 2740.436025 = -151123.798802 nChanged 235 SP:Iteration 2F (705.016535 sec): 3 clusters Score: Raw -154078.955252 + Penalty 2740.436025 = -151338.519227 nChanged 153 SP:Iteration 3F (705.105295 sec): 3 clusters Score: Raw -154254.741844 + Penalty 2740.436025 = -151514.305820 nChanged 120 SP:Iteration 4Q (705.219639 sec): 3 clusters Score: Raw -154366.805453 + Penalty 2740.436025 = -151626.369429 nChanged 123 SP:Iteration 5F (705.324876 sec): 3 clusters Score: Raw -154483.610053 + Penalty 2740.436025 = -151743.174029 nChanged 110 SP:Iteration 6Q (705.423569 sec): 3 clusters Score: Raw -154574.661579 + Penalty 2740.436025 = -151834.225554 nChanged 87 SP:Iteration 7Q (705.580446 sec): 3 clusters Score: Raw -154645.544282 + Penalty 2740.436025 = -151905.108257 nChanged 71 SP:Iteration 8Q (705.723127 sec): 3 clusters Score: Raw -154703.961893 + Penalty 2740.436025 = -151963.525868 nChanged 49 SP:Iteration 9Q (705.815370 sec): 3 clusters Score: Raw -154743.194936 + Penalty 2740.436025 = -152002.758911 nChanged 50 SP:Iteration 10Q (705.934041 sec): 3 clusters Score: Raw -154777.968686 + Penalty 2740.436025 = -152037.532661 nChanged 38 SP:Iteration 11Q (706.050489 sec): 3 clusters Score: Raw -154809.185725 + Penalty 2740.436025 = -152068.749700 nChanged 30 SP:Iteration 12Q (706.160595 sec): 3 clusters Score: Raw -154832.413832 + Penalty 2740.436025 = -152091.977807 nChanged 24 SP:Iteration 13Q (706.270815 sec): 3 clusters Score: Raw -154848.709102 + Penalty 2740.436025 = -152108.273077 nChanged 17 SP:Iteration 14Q (706.377424 sec): 3 clusters Score: Raw -154858.041775 + Penalty 2740.436025 = -152117.605751 nChanged 18 SP:Iteration 15Q (706.484297 sec): 3 clusters Score: Raw -154869.321416 + Penalty 2740.436025 = -152128.885391 nChanged 17 SP:Iteration 16Q (706.591672 sec): 3 clusters Score: Raw -154879.248863 + Penalty 2740.436025 = -152138.812838 nChanged 18 SP:Iteration 17Q (706.698250 sec): 3 clusters Score: Raw -154885.073577 + Penalty 2740.436025 = -152144.637552 nChanged 12 SP:Iteration 18Q (706.805023 sec): 3 clusters Score: Raw -154893.326165 + Penalty 2740.436025 = -152152.890140 nChanged 12 SP:Iteration 19Q (706.917928 sec): 3 clusters Score: Raw -154898.179696 + Penalty 2740.436025 = -152157.743672 nChanged 9 SP:Iteration 20F (707.024150 sec): 3 clusters Score: Raw -154904.130888 + Penalty 2740.436025 = -152163.694863 nChanged 5 SP:Iteration 21Q (707.131269 sec): 3 clusters Score: Raw -154907.417515 + Penalty 2740.436025 = -152166.981490 nChanged 6 SP:Iteration 22Q (707.247179 sec): 3 clusters Score: Raw -154910.606179 + Penalty 2740.436025 = -152170.170154 nChanged 9 SP:Iteration 23Q (707.362458 sec): 3 clusters Score: Raw -154913.570249 + Penalty 2740.436025 = -152173.134224 nChanged 8 SP:Iteration 24Q (707.466780 sec): 3 clusters Score: Raw -154916.958176 + Penalty 2740.436025 = -152176.522151 nChanged 7 SP:Iteration 25Q (707.581562 sec): 3 clusters Score: Raw -154920.163113 + Penalty 2740.436025 = -152179.727088 nChanged 11 SP:Iteration 26Q (707.673125 sec): 3 clusters Score: Raw -154926.291761 + Penalty 2740.436025 = -152185.855736 nChanged 9 SP:Iteration 27Q (707.788843 sec): 3 clusters Score: Raw -154930.193355 + Penalty 2740.436025 = -152189.757330 nChanged 6 SP:Iteration 28Q (707.903266 sec): 3 clusters Score: Raw -154933.824161 + Penalty 2740.436025 = -152193.388136 nChanged 9 SP:Iteration 29Q (707.995133 sec): 3 clusters Score: Raw -154937.307274 + Penalty 2740.436025 = -152196.871249 nChanged 3 SP:Iteration 30Q (708.130573 sec): 3 clusters Score: Raw -154939.012540 + Penalty 2740.436025 = -152198.576515 nChanged 7 SP:Iteration 31Q (708.204710 sec): 3 clusters Score: Raw -154943.513669 + Penalty 2740.436025 = -152203.077644 nChanged 7 SP:Iteration 32Q (708.303788 sec): 3 clusters Score: Raw -154949.018141 + Penalty 2740.436025 = -152208.582116 nChanged 16 SP:Iteration 33Q (708.427992 sec): 3 clusters Score: Raw -154960.383609 + Penalty 2740.436025 = -152219.947584 nChanged 12 SP:Iteration 34Q (708.526556 sec): 3 clusters Score: Raw -154967.077620 + Penalty 2740.436025 = -152226.641596 nChanged 10 SP:Iteration 35Q (708.637525 sec): 3 clusters Score: Raw -154974.327373 + Penalty 2740.436025 = -152233.891348 nChanged 11 SP:Iteration 36Q (708.730565 sec): 3 clusters Score: Raw -154983.921536 + Penalty 2740.436025 = -152243.485511 nChanged 11 SP:Iteration 37Q (708.822041 sec): 3 clusters Score: Raw -154990.082795 + Penalty 2740.436025 = -152249.646770 nChanged 12 SP:Iteration 38Q (708.912551 sec): 3 clusters Score: Raw -154996.583827 + Penalty 2740.436025 = -152256.147803 nChanged 15 SP:Iteration 39Q (709.020141 sec): 3 clusters Score: Raw -155006.638859 + Penalty 2740.436025 = -152266.202834 nChanged 18 SP:Iteration 40F (709.127990 sec): 3 clusters Score: Raw -155015.776353 + Penalty 2740.436025 = -152275.340328 nChanged 14 SP:Iteration 41Q (709.226759 sec): 3 clusters Score: Raw -155024.228896 + Penalty 2740.436025 = -152283.792871 nChanged 16 SP:Iteration 42Q (709.333463 sec): 3 clusters Score: Raw -155035.645687 + Penalty 2740.436025 = -152295.209662 nChanged 17 SP:Iteration 43Q (709.434893 sec): 3 clusters Score: Raw -155047.275722 + Penalty 2740.436025 = -152306.839697 nChanged 15 SP:Iteration 44Q (709.532910 sec): 3 clusters Score: Raw -155058.412397 + Penalty 2740.436025 = -152317.976372 nChanged 13 SP:Iteration 45Q (709.621462 sec): 3 clusters Score: Raw -155066.721604 + Penalty 2740.436025 = -152326.285579 nChanged 11 SP:Iteration 46Q (709.730277 sec): 3 clusters Score: Raw -155071.985164 + Penalty 2740.436025 = -152331.549139 nChanged 9 SP:Iteration 47Q (709.826307 sec): 3 clusters Score: Raw -155075.072189 + Penalty 2740.436025 = -152334.636165 nChanged 6 SP:Iteration 48Q (709.940458 sec): 3 clusters Score: Raw -155078.443887 + Penalty 2740.436025 = -152338.007863 nChanged 6 SP:Iteration 49Q (710.055000 sec): 3 clusters Score: Raw -155080.593489 + Penalty 2740.436025 = -152340.157464 nChanged 6 SP:Iteration 50Q (710.146655 sec): 3 clusters Score: Raw -155082.650115 + Penalty 2740.436025 = -152342.214090 nChanged 4 SP:Iteration 51Q (710.260531 sec): 3 clusters Score: Raw -155084.602501 + Penalty 2740.436025 = -152344.166476 nChanged 4 SP:Iteration 52Q (710.349134 sec): 3 clusters Score: Raw -155087.283252 + Penalty 2740.436025 = -152346.847227 nChanged 6 SP:Iteration 53Q (710.462788 sec): 3 clusters Score: Raw -155090.391090 + Penalty 2740.436025 = -152349.955065 nChanged 7 SP:Iteration 54Q (710.551022 sec): 3 clusters Score: Raw -155094.699338 + Penalty 2740.436025 = -152354.263313 nChanged 6 SP:Iteration 55Q (710.664483 sec): 3 clusters Score: Raw -155098.555287 + Penalty 2740.436025 = -152358.119262 nChanged 9 SP:Iteration 56Q (710.777937 sec): 3 clusters Score: Raw -155103.699792 + Penalty 2740.436025 = -152363.263768 nChanged 8 SP:Iteration 57Q (710.891785 sec): 3 clusters Score: Raw -155107.192949 + Penalty 2740.436025 = -152366.756924 nChanged 6 SP:Iteration 58Q (710.997731 sec): 3 clusters Score: Raw -155109.414055 + Penalty 2740.436025 = -152368.978031 nChanged 5 SP:Iteration 59Q (711.107099 sec): 3 clusters Score: Raw -155111.524763 + Penalty 2740.436025 = -152371.088739 nChanged 3 SP:Iteration 60F (711.202630 sec): 3 clusters Score: Raw -155112.283818 + Penalty 2740.436025 = -152371.847793 nChanged 6 SP:Iteration 61Q (711.299396 sec): 3 clusters Score: Raw -155115.094131 + Penalty 2740.436025 = -152374.658106 nChanged 7 SP:Iteration 62Q (711.416665 sec): 3 clusters Score: Raw -155117.585696 + Penalty 2740.436025 = -152377.149671 nChanged 6 SP:Iteration 63Q (711.501278 sec): 3 clusters Score: Raw -155121.067731 + Penalty 2740.436025 = -152380.631706 nChanged 7 SP:Iteration 64Q (711.624293 sec): 3 clusters Score: Raw -155124.572966 + Penalty 2740.436025 = -152384.136941 nChanged 9 SP:Iteration 65Q (711.757060 sec): 3 clusters Score: Raw -155129.991872 + Penalty 2740.436025 = -152389.555847 nChanged 8 SP:Iteration 66Q (711.861874 sec): 3 clusters Score: Raw -155134.514375 + Penalty 2740.436025 = -152394.078350 nChanged 11 SP:Iteration 67Q (711.976128 sec): 3 clusters Score: Raw -155139.982627 + Penalty 2740.436025 = -152399.546603 nChanged 13 SP:Iteration 68Q (712.065503 sec): 3 clusters Score: Raw -155149.688806 + Penalty 2740.436025 = -152409.252781 nChanged 14 SP:Iteration 69Q (712.179970 sec): 3 clusters Score: Raw -155158.827119 + Penalty 2740.436025 = -152418.391095 nChanged 11 SP:Iteration 70Q (712.300399 sec): 3 clusters Score: Raw -155164.922162 + Penalty 2740.436025 = -152424.486137 nChanged 10 SP:Iteration 71Q (712.420124 sec): 3 clusters Score: Raw -155169.193254 + Penalty 2740.436025 = -152428.757229 nChanged 8 SP:Iteration 72Q (712.523394 sec): 3 clusters Score: Raw -155174.126736 + Penalty 2740.436025 = -152433.690711 nChanged 10 SP:Iteration 73Q (712.632421 sec): 3 clusters Score: Raw -155180.355487 + Penalty 2740.436025 = -152439.919462 nChanged 17 SP:Iteration 74Q (712.745672 sec): 3 clusters Score: Raw -155189.225387 + Penalty 2740.436025 = -152448.789363 nChanged 17 SP:Iteration 75Q (712.839429 sec): 3 clusters Score: Raw -155197.918889 + Penalty 2740.436025 = -152457.482864 nChanged 17 SP:Iteration 76Q (712.929501 sec): 3 clusters Score: Raw -155209.253516 + Penalty 2740.436025 = -152468.817492 nChanged 16 SP:Iteration 77Q (713.017862 sec): 3 clusters Score: Raw -155218.072446 + Penalty 2740.436025 = -152477.636421 nChanged 14 SP:Iteration 78Q (713.113711 sec): 3 clusters Score: Raw -155224.609828 + Penalty 2740.436025 = -152484.173803 nChanged 12 SP:Iteration 79Q (713.203176 sec): 3 clusters Score: Raw -155230.442176 + Penalty 2740.436025 = -152490.006151 nChanged 12 SP:Iteration 80F (713.317588 sec): 3 clusters Score: Raw -155237.061802 + Penalty 2740.436025 = -152496.625778 nChanged 12 SP:Iteration 81Q (713.407060 sec): 3 clusters Score: Raw -155243.572490 + Penalty 2740.436025 = -152503.136465 nChanged 18 SP:Iteration 82Q (713.496854 sec): 3 clusters Score: Raw -155255.741607 + Penalty 2740.436025 = -152515.305582 nChanged 23 SP:Iteration 83Q (713.613845 sec): 3 clusters Score: Raw -155266.004297 + Penalty 2740.436025 = -152525.568273 nChanged 13 SP:Iteration 84Q (713.694453 sec): 3 clusters Score: Raw -155277.048119 + Penalty 2740.436025 = -152536.612094 nChanged 14 SP:Iteration 85Q (713.785767 sec): 3 clusters Score: Raw -155284.362615 + Penalty 2740.436025 = -152543.926591 nChanged 7 SP:Iteration 86Q (713.878489 sec): 3 clusters Score: Raw -155287.882244 + Penalty 2740.436025 = -152547.446219 nChanged 6 SP:Iteration 87Q (713.994137 sec): 3 clusters Score: Raw -155290.556304 + Penalty 2740.436025 = -152550.120279 nChanged 10 SP:Iteration 88Q (714.107877 sec): 3 clusters Score: Raw -155297.106281 + Penalty 2740.436025 = -152556.670257 nChanged 8 SP:Iteration 89Q (714.222955 sec): 3 clusters Score: Raw -155301.417751 + Penalty 2740.436025 = -152560.981726 nChanged 8 SP:Iteration 90Q (714.317201 sec): 3 clusters Score: Raw -155305.400907 + Penalty 2740.436025 = -152564.964882 nChanged 5 SP:Iteration 91Q (714.405272 sec): 3 clusters Score: Raw -155307.905361 + Penalty 2740.436025 = -152567.469336 nChanged 5 SP:Iteration 92Q (714.515892 sec): 3 clusters Score: Raw -155311.904714 + Penalty 2740.436025 = -152571.468689 nChanged 3 SP:Iteration 93Q (714.613710 sec): 3 clusters Score: Raw -155313.156349 + Penalty 2740.436025 = -152572.720325 nChanged 2 SP:Iteration 94Q (714.727476 sec): 3 clusters Score: Raw -155313.461375 + Penalty 2740.436025 = -152573.025351 nChanged 0 SP:Iteration 95F (714.837581 sec): 3 clusters Score: Raw -155313.461375 + Penalty 2740.436025 = -152573.025351 nChanged 0 Trying to split cluster 14 (3101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (714.917211 sec): 2 clusters Score: Raw -235176.541033 + Penalty 1410.928726 = -233765.612307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (715.062571 sec): 3 clusters Score: Raw -233718.609991 + Penalty 2821.857452 = -230896.752539 nChanged 1166 SP:Iteration 1F (715.173088 sec): 3 clusters Score: Raw -234473.051690 + Penalty 2821.857452 = -231651.194238 nChanged 224 SP:Iteration 2F (715.289489 sec): 3 clusters Score: Raw -234631.494003 + Penalty 2821.857452 = -231809.636552 nChanged 163 SP:Iteration 3F (715.392286 sec): 3 clusters Score: Raw -234739.531753 + Penalty 2821.857452 = -231917.674301 nChanged 146 SP:Iteration 4Q (715.543949 sec): 3 clusters Score: Raw -234831.262225 + Penalty 2821.857452 = -232009.404773 nChanged 113 SP:Iteration 5Q (715.636952 sec): 3 clusters Score: Raw -234906.592685 + Penalty 2821.857452 = -232084.735234 nChanged 106 SP:Iteration 6Q (715.759440 sec): 3 clusters Score: Raw -234982.242219 + Penalty 2821.857452 = -232160.384767 nChanged 112 SP:Iteration 7Q (715.878715 sec): 3 clusters Score: Raw -235076.660245 + Penalty 2821.857452 = -232254.802793 nChanged 117 SP:Iteration 8Q (715.991427 sec): 3 clusters Score: Raw -235172.129579 + Penalty 2821.857452 = -232350.272127 nChanged 106 SP:Iteration 9Q (716.092719 sec): 3 clusters Score: Raw -235305.144677 + Penalty 2821.857452 = -232483.287225 nChanged 110 SP:Iteration 10Q (716.209864 sec): 3 clusters Score: Raw -235464.754979 + Penalty 2821.857452 = -232642.897527 nChanged 105 SP:Iteration 11Q (716.324471 sec): 3 clusters Score: Raw -235557.863845 + Penalty 2821.857452 = -232736.006394 nChanged 71 SP:Iteration 12Q (716.438489 sec): 3 clusters Score: Raw -235606.478226 + Penalty 2821.857452 = -232784.620775 nChanged 54 SP:Iteration 13Q (716.583698 sec): 3 clusters Score: Raw -235643.252187 + Penalty 2821.857452 = -232821.394735 nChanged 34 SP:Iteration 14Q (716.669374 sec): 3 clusters Score: Raw -235667.857938 + Penalty 2821.857452 = -232846.000486 nChanged 24 SP:Iteration 15Q (716.703064 sec): 3 clusters Score: Raw -235685.086125 + Penalty 2821.857452 = -232863.228674 nChanged 20 SP:Iteration 16Q (716.738147 sec): 3 clusters Score: Raw -235701.805307 + Penalty 2821.857452 = -232879.947856 nChanged 16 SP:Iteration 17Q (716.773456 sec): 3 clusters Score: Raw -235711.661876 + Penalty 2821.857452 = -232889.804425 nChanged 9 SP:Iteration 18Q (716.809210 sec): 3 clusters Score: Raw -235715.331881 + Penalty 2821.857452 = -232893.474429 nChanged 8 SP:Iteration 19Q (716.845072 sec): 3 clusters Score: Raw -235720.371321 + Penalty 2821.857452 = -232898.513869 nChanged 9 SP:Iteration 20F (716.880940 sec): 3 clusters Score: Raw -235724.908892 + Penalty 2821.857452 = -232903.051440 nChanged 6 SP:Iteration 21Q (716.916674 sec): 3 clusters Score: Raw -235727.620603 + Penalty 2821.857452 = -232905.763152 nChanged 3 SP:Iteration 22Q (716.952381 sec): 3 clusters Score: Raw -235729.079290 + Penalty 2821.857452 = -232907.221838 nChanged 4 SP:Iteration 23Q (716.987254 sec): 3 clusters Score: Raw -235729.943283 + Penalty 2821.857452 = -232908.085832 nChanged 1 SP:Iteration 24Q (717.022037 sec): 3 clusters Score: Raw -235730.733019 + Penalty 2821.857452 = -232908.875568 nChanged 3 SP:Iteration 25Q (717.056849 sec): 3 clusters Score: Raw -235732.483854 + Penalty 2821.857452 = -232910.626402 nChanged 5 SP:Iteration 26Q (717.091675 sec): 3 clusters Score: Raw -235735.680222 + Penalty 2821.857452 = -232913.822771 nChanged 3 SP:Iteration 27Q (717.126528 sec): 3 clusters Score: Raw -235737.379381 + Penalty 2821.857452 = -232915.521929 nChanged 6 SP:Iteration 28Q (717.162262 sec): 3 clusters Score: Raw -235740.233395 + Penalty 2821.857452 = -232918.375943 nChanged 6 SP:Iteration 29Q (717.197922 sec): 3 clusters Score: Raw -235743.827334 + Penalty 2821.857452 = -232921.969882 nChanged 7 SP:Iteration 30Q (717.233576 sec): 3 clusters Score: Raw -235748.862476 + Penalty 2821.857452 = -232927.005025 nChanged 3 SP:Iteration 31Q (717.269736 sec): 3 clusters Score: Raw -235750.215499 + Penalty 2821.857452 = -232928.358048 nChanged 2 SP:Iteration 32Q (717.305359 sec): 3 clusters Score: Raw -235751.388853 + Penalty 2821.857452 = -232929.531402 nChanged 1 SP:Iteration 33Q (717.340840 sec): 3 clusters Score: Raw -235751.941554 + Penalty 2821.857452 = -232930.084103 nChanged 1 SP:Iteration 34Q (717.375573 sec): 3 clusters Score: Raw -235752.246290 + Penalty 2821.857452 = -232930.388838 nChanged 0 SP:Iteration 35F (717.410609 sec): 3 clusters Score: Raw -235752.246290 + Penalty 2821.857452 = -232930.388838 nChanged 0 Trying to split cluster 15 (3683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (717.473641 sec): 2 clusters Score: Raw -272308.794904 + Penalty 1441.115252 = -270867.679653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (717.544378 sec): 3 clusters Score: Raw -270551.755928 + Penalty 2882.230504 = -267669.525424 nChanged 1441 SP:Iteration 1F (717.588300 sec): 3 clusters Score: Raw -271497.308696 + Penalty 2882.230504 = -268615.078192 nChanged 327 SP:Iteration 2F (717.630021 sec): 3 clusters Score: Raw -271743.219676 + Penalty 2882.230504 = -268860.989172 nChanged 217 SP:Iteration 3F (717.667812 sec): 3 clusters Score: Raw -271897.634029 + Penalty 2882.230504 = -269015.403526 nChanged 159 SP:Iteration 4Q (717.705815 sec): 3 clusters Score: Raw -271984.930207 + Penalty 2882.230504 = -269102.699704 nChanged 118 SP:Iteration 5Q (717.744465 sec): 3 clusters Score: Raw -272067.576775 + Penalty 2882.230504 = -269185.346271 nChanged 118 SP:Iteration 6Q (717.782761 sec): 3 clusters Score: Raw -272154.812279 + Penalty 2882.230504 = -269272.581776 nChanged 124 SP:Iteration 7Q (717.823001 sec): 3 clusters Score: Raw -272240.469201 + Penalty 2882.230504 = -269358.238698 nChanged 103 SP:Iteration 8Q (717.863049 sec): 3 clusters Score: Raw -272317.808445 + Penalty 2882.230504 = -269435.577942 nChanged 112 SP:Iteration 9Q (717.902984 sec): 3 clusters Score: Raw -272395.366342 + Penalty 2882.230504 = -269513.135838 nChanged 94 SP:Iteration 10Q (717.944125 sec): 3 clusters Score: Raw -272462.161391 + Penalty 2882.230504 = -269579.930887 nChanged 72 SP:Iteration 11Q (717.983751 sec): 3 clusters Score: Raw -272519.434610 + Penalty 2882.230504 = -269637.204106 nChanged 92 SP:Iteration 12Q (718.022474 sec): 3 clusters Score: Raw -272578.325687 + Penalty 2882.230504 = -269696.095184 nChanged 76 SP:Iteration 13Q (718.144772 sec): 3 clusters Score: Raw -272621.813355 + Penalty 2882.230504 = -269739.582851 nChanged 51 SP:Iteration 14Q (718.233873 sec): 3 clusters Score: Raw -272657.446463 + Penalty 2882.230504 = -269775.215959 nChanged 46 SP:Iteration 15Q (718.279452 sec): 3 clusters Score: Raw -272680.725463 + Penalty 2882.230504 = -269798.494960 nChanged 46 SP:Iteration 16Q (718.320804 sec): 3 clusters Score: Raw -272700.258895 + Penalty 2882.230504 = -269818.028392 nChanged 38 SP:Iteration 17Q (718.359413 sec): 3 clusters Score: Raw -272717.334830 + Penalty 2882.230504 = -269835.104326 nChanged 34 SP:Iteration 18Q (718.398095 sec): 3 clusters Score: Raw -272731.577553 + Penalty 2882.230504 = -269849.347049 nChanged 27 SP:Iteration 19Q (718.436583 sec): 3 clusters Score: Raw -272738.770922 + Penalty 2882.230504 = -269856.540419 nChanged 18 SP:Iteration 20F (718.475649 sec): 3 clusters Score: Raw -272743.661025 + Penalty 2882.230504 = -269861.430522 nChanged 14 SP:Iteration 21Q (718.515334 sec): 3 clusters Score: Raw -272750.148180 + Penalty 2882.230504 = -269867.917676 nChanged 16 SP:Iteration 22Q (718.555135 sec): 3 clusters Score: Raw -272756.396494 + Penalty 2882.230504 = -269874.165990 nChanged 20 SP:Iteration 23Q (718.594814 sec): 3 clusters Score: Raw -272766.424947 + Penalty 2882.230504 = -269884.194443 nChanged 21 SP:Iteration 24Q (718.634434 sec): 3 clusters Score: Raw -272775.396612 + Penalty 2882.230504 = -269893.166108 nChanged 19 SP:Iteration 25Q (718.673929 sec): 3 clusters Score: Raw -272783.384229 + Penalty 2882.230504 = -269901.153725 nChanged 22 SP:Iteration 26Q (718.712165 sec): 3 clusters Score: Raw -272791.797724 + Penalty 2882.230504 = -269909.567220 nChanged 24 SP:Iteration 27Q (718.750479 sec): 3 clusters Score: Raw -272801.269569 + Penalty 2882.230504 = -269919.039065 nChanged 18 SP:Iteration 28Q (718.788863 sec): 3 clusters Score: Raw -272807.070167 + Penalty 2882.230504 = -269924.839664 nChanged 11 SP:Iteration 29Q (718.827177 sec): 3 clusters Score: Raw -272812.576005 + Penalty 2882.230504 = -269930.345501 nChanged 13 SP:Iteration 30Q (718.953007 sec): 3 clusters Score: Raw -272818.409430 + Penalty 2882.230504 = -269936.178926 nChanged 16 SP:Iteration 31Q (719.015753 sec): 3 clusters Score: Raw -272826.824770 + Penalty 2882.230504 = -269944.594266 nChanged 23 SP:Iteration 32Q (719.066052 sec): 3 clusters Score: Raw -272840.599312 + Penalty 2882.230504 = -269958.368809 nChanged 40 SP:Iteration 33Q (719.116760 sec): 3 clusters Score: Raw -272860.044964 + Penalty 2882.230504 = -269977.814460 nChanged 36 SP:Iteration 34Q (719.160303 sec): 3 clusters Score: Raw -272882.120554 + Penalty 2882.230504 = -269999.890050 nChanged 39 SP:Iteration 35Q (719.200688 sec): 3 clusters Score: Raw -272904.558695 + Penalty 2882.230504 = -270022.328192 nChanged 35 SP:Iteration 36Q (719.240716 sec): 3 clusters Score: Raw -272923.935132 + Penalty 2882.230504 = -270041.704628 nChanged 34 SP:Iteration 37Q (719.280823 sec): 3 clusters Score: Raw -272942.108013 + Penalty 2882.230504 = -270059.877510 nChanged 29 SP:Iteration 38Q (719.320352 sec): 3 clusters Score: Raw -272956.376332 + Penalty 2882.230504 = -270074.145828 nChanged 31 SP:Iteration 39Q (719.358525 sec): 3 clusters Score: Raw -272970.058793 + Penalty 2882.230504 = -270087.828290 nChanged 25 SP:Iteration 40F (719.397833 sec): 3 clusters Score: Raw -272981.203437 + Penalty 2882.230504 = -270098.972934 nChanged 25 SP:Iteration 41Q (719.436611 sec): 3 clusters Score: Raw -272989.526083 + Penalty 2882.230504 = -270107.295579 nChanged 19 SP:Iteration 42Q (719.475357 sec): 3 clusters Score: Raw -272995.513435 + Penalty 2882.230504 = -270113.282932 nChanged 11 SP:Iteration 43Q (719.513928 sec): 3 clusters Score: Raw -272998.501606 + Penalty 2882.230504 = -270116.271103 nChanged 8 SP:Iteration 44Q (719.551990 sec): 3 clusters Score: Raw -273000.957923 + Penalty 2882.230504 = -270118.727419 nChanged 6 SP:Iteration 45Q (719.590316 sec): 3 clusters Score: Raw -273002.701270 + Penalty 2882.230504 = -270120.470767 nChanged 9 SP:Iteration 46Q (719.628498 sec): 3 clusters Score: Raw -273005.059590 + Penalty 2882.230504 = -270122.829086 nChanged 9 SP:Iteration 47Q (719.666752 sec): 3 clusters Score: Raw -273008.864432 + Penalty 2882.230504 = -270126.633929 nChanged 13 SP:Iteration 48Q (719.706468 sec): 3 clusters Score: Raw -273013.506790 + Penalty 2882.230504 = -270131.276287 nChanged 17 SP:Iteration 49Q (719.746151 sec): 3 clusters Score: Raw -273020.463390 + Penalty 2882.230504 = -270138.232886 nChanged 18 SP:Iteration 50Q (719.785552 sec): 3 clusters Score: Raw -273027.050203 + Penalty 2882.230504 = -270144.819699 nChanged 17 SP:Iteration 51Q (719.825223 sec): 3 clusters Score: Raw -273034.053398 + Penalty 2882.230504 = -270151.822894 nChanged 16 SP:Iteration 52Q (719.915224 sec): 3 clusters Score: Raw -273038.420623 + Penalty 2882.230504 = -270156.190120 nChanged 14 SP:Iteration 53Q (719.952842 sec): 3 clusters Score: Raw -273045.213499 + Penalty 2882.230504 = -270162.982995 nChanged 19 SP:Iteration 54Q (719.990494 sec): 3 clusters Score: Raw -273053.281036 + Penalty 2882.230504 = -270171.050532 nChanged 18 SP:Iteration 55Q (720.028170 sec): 3 clusters Score: Raw -273059.485468 + Penalty 2882.230504 = -270177.254964 nChanged 12 SP:Iteration 56Q (720.067785 sec): 3 clusters Score: Raw -273064.399604 + Penalty 2882.230504 = -270182.169100 nChanged 9 SP:Iteration 57Q (720.107104 sec): 3 clusters Score: Raw -273066.245146 + Penalty 2882.230504 = -270184.014642 nChanged 3 SP:Iteration 58Q (720.146330 sec): 3 clusters Score: Raw -273066.867115 + Penalty 2882.230504 = -270184.636611 nChanged 0 SP:Iteration 59F (720.186329 sec): 3 clusters Score: Raw -273066.867115 + Penalty 2882.230504 = -270184.636611 nChanged 0 Trying to split cluster 16 (5139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (720.229275 sec): 2 clusters Score: Raw -401745.075114 + Penalty 1499.579720 = -400245.495395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (720.354161 sec): 3 clusters Score: Raw -399113.157313 + Penalty 2999.159439 = -396113.997874 nChanged 2038 SP:Iteration 1F (720.438918 sec): 3 clusters Score: Raw -400231.818399 + Penalty 2999.159439 = -397232.658960 nChanged 397 SP:Iteration 2F (720.576588 sec): 3 clusters Score: Raw -400498.234955 + Penalty 2999.159439 = -397499.075516 nChanged 340 SP:Iteration 3F (720.693952 sec): 3 clusters Score: Raw -400716.231476 + Penalty 2999.159439 = -397717.072037 nChanged 302 SP:Iteration 4F (720.810031 sec): 3 clusters Score: Raw -400927.285406 + Penalty 2999.159439 = -397928.125967 nChanged 251 SP:Iteration 5Q (720.876058 sec): 3 clusters Score: Raw -401095.012290 + Penalty 2999.159439 = -398095.852851 nChanged 228 SP:Iteration 6Q (720.917258 sec): 3 clusters Score: Raw -401254.748660 + Penalty 2999.159439 = -398255.589221 nChanged 197 SP:Iteration 7Q (720.960203 sec): 3 clusters Score: Raw -401389.699279 + Penalty 2999.159439 = -398390.539840 nChanged 211 SP:Iteration 8Q (721.003222 sec): 3 clusters Score: Raw -401518.443403 + Penalty 2999.159439 = -398519.283964 nChanged 167 SP:Iteration 9Q (721.045275 sec): 3 clusters Score: Raw -401620.945593 + Penalty 2999.159439 = -398621.786154 nChanged 150 SP:Iteration 10Q (721.087534 sec): 3 clusters Score: Raw -401706.206769 + Penalty 2999.159439 = -398707.047330 nChanged 118 SP:Iteration 11Q (721.129633 sec): 3 clusters Score: Raw -401771.132743 + Penalty 2999.159439 = -398771.973304 nChanged 109 SP:Iteration 12Q (721.171687 sec): 3 clusters Score: Raw -401836.129535 + Penalty 2999.159439 = -398836.970096 nChanged 99 SP:Iteration 13Q (721.214002 sec): 3 clusters Score: Raw -401896.347564 + Penalty 2999.159439 = -398897.188125 nChanged 99 SP:Iteration 14Q (721.255981 sec): 3 clusters Score: Raw -401968.858584 + Penalty 2999.159439 = -398969.699145 nChanged 110 SP:Iteration 15Q (721.297870 sec): 3 clusters Score: Raw -402058.028706 + Penalty 2999.159439 = -399058.869266 nChanged 103 SP:Iteration 16Q (721.339659 sec): 3 clusters Score: Raw -402147.130781 + Penalty 2999.159439 = -399147.971342 nChanged 96 SP:Iteration 17Q (721.380747 sec): 3 clusters Score: Raw -402253.193071 + Penalty 2999.159439 = -399254.033632 nChanged 114 SP:Iteration 18Q (721.421005 sec): 3 clusters Score: Raw -402352.152268 + Penalty 2999.159439 = -399352.992829 nChanged 104 SP:Iteration 19Q (721.461288 sec): 3 clusters Score: Raw -402424.188609 + Penalty 2999.159439 = -399425.029170 nChanged 77 SP:Iteration 20F (721.502151 sec): 3 clusters Score: Raw -402479.517034 + Penalty 2999.159439 = -399480.357595 nChanged 70 SP:Iteration 21Q (721.542009 sec): 3 clusters Score: Raw -402524.922547 + Penalty 2999.159439 = -399525.763107 nChanged 77 SP:Iteration 22Q (721.581566 sec): 3 clusters Score: Raw -402575.288802 + Penalty 2999.159439 = -399576.129363 nChanged 63 SP:Iteration 23Q (721.621308 sec): 3 clusters Score: Raw -402621.058406 + Penalty 2999.159439 = -399621.898967 nChanged 70 SP:Iteration 24Q (721.660985 sec): 3 clusters Score: Raw -402661.541389 + Penalty 2999.159439 = -399662.381950 nChanged 47 SP:Iteration 25Q (721.703424 sec): 3 clusters Score: Raw -402697.019659 + Penalty 2999.159439 = -399697.860219 nChanged 49 SP:Iteration 26Q (721.743282 sec): 3 clusters Score: Raw -402737.258496 + Penalty 2999.159439 = -399738.099057 nChanged 50 SP:Iteration 27Q (721.798067 sec): 3 clusters Score: Raw -402789.021688 + Penalty 2999.159439 = -399789.862249 nChanged 48 SP:Iteration 28Q (721.848941 sec): 3 clusters Score: Raw -402842.406382 + Penalty 2999.159439 = -399843.246943 nChanged 50 SP:Iteration 29Q (721.898716 sec): 3 clusters Score: Raw -402885.298220 + Penalty 2999.159439 = -399886.138781 nChanged 37 SP:Iteration 30Q (721.939858 sec): 3 clusters Score: Raw -402907.498806 + Penalty 2999.159439 = -399908.339367 nChanged 26 SP:Iteration 31Q (722.070759 sec): 3 clusters Score: Raw -402916.562082 + Penalty 2999.159439 = -399917.402642 nChanged 19 SP:Iteration 32Q (722.116358 sec): 3 clusters Score: Raw -402921.632081 + Penalty 2999.159439 = -399922.472642 nChanged 14 SP:Iteration 33Q (722.168494 sec): 3 clusters Score: Raw -402926.049097 + Penalty 2999.159439 = -399926.889658 nChanged 9 SP:Iteration 34Q (722.210964 sec): 3 clusters Score: Raw -402928.045526 + Penalty 2999.159439 = -399928.886087 nChanged 8 SP:Iteration 35Q (722.251348 sec): 3 clusters Score: Raw -402929.794027 + Penalty 2999.159439 = -399930.634588 nChanged 6 SP:Iteration 36Q (722.290713 sec): 3 clusters Score: Raw -402930.727033 + Penalty 2999.159439 = -399931.567594 nChanged 4 SP:Iteration 37Q (722.330046 sec): 3 clusters Score: Raw -402932.448136 + Penalty 2999.159439 = -399933.288696 nChanged 6 SP:Iteration 38Q (722.370302 sec): 3 clusters Score: Raw -402934.125566 + Penalty 2999.159439 = -399934.966127 nChanged 3 SP:Iteration 39Q (722.409818 sec): 3 clusters Score: Raw -402934.660006 + Penalty 2999.159439 = -399935.500567 nChanged 2 SP:Iteration 40F (722.450755 sec): 3 clusters Score: Raw -402935.006368 + Penalty 2999.159439 = -399935.846929 nChanged 2 SP:Iteration 41Q (722.490464 sec): 3 clusters Score: Raw -402935.766597 + Penalty 2999.159439 = -399936.607158 nChanged 4 SP:Iteration 42Q (722.530201 sec): 3 clusters Score: Raw -402936.874879 + Penalty 2999.159439 = -399937.715440 nChanged 3 SP:Iteration 43Q (722.569800 sec): 3 clusters Score: Raw -402937.777437 + Penalty 2999.159439 = -399938.617998 nChanged 1 SP:Iteration 44Q (722.609374 sec): 3 clusters Score: Raw -402937.951495 + Penalty 2999.159439 = -399938.792056 nChanged 1 SP:Iteration 45Q (722.648944 sec): 3 clusters Score: Raw -402938.126218 + Penalty 2999.159439 = -399938.966779 nChanged 1 SP:Iteration 46Q (722.688401 sec): 3 clusters Score: Raw -402938.279224 + Penalty 2999.159439 = -399939.119785 nChanged 0 SP:Iteration 47F (722.729146 sec): 3 clusters Score: Raw -402938.279224 + Penalty 2999.159439 = -399939.119785 nChanged 0 Trying to split cluster 17 (1698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (722.762847 sec): 2 clusters Score: Raw -100565.440302 + Penalty 1305.229717 = -99260.210585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (722.781582 sec): 3 clusters Score: Raw -99955.923594 + Penalty 2610.459435 = -97345.464159 nChanged 544 SP:Iteration 1F (722.800052 sec): 3 clusters Score: Raw -100490.419984 + Penalty 2610.459435 = -97879.960549 nChanged 157 SP:Iteration 2F (722.818494 sec): 3 clusters Score: Raw -100682.247061 + Penalty 2610.459435 = -98071.787627 nChanged 106 SP:Iteration 3F (722.836935 sec): 3 clusters Score: Raw -100834.292616 + Penalty 2610.459435 = -98223.833181 nChanged 96 SP:Iteration 4F (722.855391 sec): 3 clusters Score: Raw -100954.070183 + Penalty 2610.459435 = -98343.610748 nChanged 58 SP:Iteration 5Q (722.873874 sec): 3 clusters Score: Raw -101011.617166 + Penalty 2610.459435 = -98401.157731 nChanged 47 SP:Iteration 6Q (722.892313 sec): 3 clusters Score: Raw -101066.349128 + Penalty 2610.459435 = -98455.889694 nChanged 44 SP:Iteration 7Q (722.910738 sec): 3 clusters Score: Raw -101126.344620 + Penalty 2610.459435 = -98515.885186 nChanged 41 SP:Iteration 8Q (722.928503 sec): 3 clusters Score: Raw -101192.627359 + Penalty 2610.459435 = -98582.167924 nChanged 50 SP:Iteration 9Q (722.946342 sec): 3 clusters Score: Raw -101250.075916 + Penalty 2610.459435 = -98639.616481 nChanged 41 SP:Iteration 10Q (722.964202 sec): 3 clusters Score: Raw -101300.677440 + Penalty 2610.459435 = -98690.218006 nChanged 37 SP:Iteration 11Q (722.981985 sec): 3 clusters Score: Raw -101332.531524 + Penalty 2610.459435 = -98722.072089 nChanged 19 SP:Iteration 12Q (722.999824 sec): 3 clusters Score: Raw -101352.866667 + Penalty 2610.459435 = -98742.407233 nChanged 29 SP:Iteration 13Q (723.017631 sec): 3 clusters Score: Raw -101389.337275 + Penalty 2610.459435 = -98778.877841 nChanged 32 SP:Iteration 14Q (723.139926 sec): 3 clusters Score: Raw -101428.192151 + Penalty 2610.459435 = -98817.732717 nChanged 23 SP:Iteration 15Q (723.234165 sec): 3 clusters Score: Raw -101460.025369 + Penalty 2610.459435 = -98849.565934 nChanged 18 SP:Iteration 16Q (723.350076 sec): 3 clusters Score: Raw -101486.157755 + Penalty 2610.459435 = -98875.698321 nChanged 17 SP:Iteration 17Q (723.436654 sec): 3 clusters Score: Raw -101508.623834 + Penalty 2610.459435 = -98898.164400 nChanged 11 SP:Iteration 18Q (723.549873 sec): 3 clusters Score: Raw -101515.005454 + Penalty 2610.459435 = -98904.546020 nChanged 5 SP:Iteration 19Q (723.642707 sec): 3 clusters Score: Raw -101517.525016 + Penalty 2610.459435 = -98907.065581 nChanged 4 SP:Iteration 20F (723.755960 sec): 3 clusters Score: Raw -101519.151119 + Penalty 2610.459435 = -98908.691685 nChanged 1 SP:Iteration 21Q (723.774042 sec): 3 clusters Score: Raw -101519.321335 + Penalty 2610.459435 = -98908.861901 nChanged 0 SP:Iteration 22F (723.791861 sec): 3 clusters Score: Raw -101519.321335 + Penalty 2610.459435 = -98908.861901 nChanged 0 Trying to split cluster 18 (2129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (723.825857 sec): 2 clusters Score: Raw -153108.924769 + Penalty 1344.928045 = -151763.996724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (723.853984 sec): 3 clusters Score: Raw -152207.482255 + Penalty 2689.856090 = -149517.626165 nChanged 763 SP:Iteration 1F (723.880602 sec): 3 clusters Score: Raw -152728.449945 + Penalty 2689.856090 = -150038.593854 nChanged 192 SP:Iteration 2F (723.906999 sec): 3 clusters Score: Raw -152905.250563 + Penalty 2689.856090 = -150215.394473 nChanged 145 SP:Iteration 3F (723.933699 sec): 3 clusters Score: Raw -153090.523510 + Penalty 2689.856090 = -150400.667419 nChanged 160 SP:Iteration 4F (723.960465 sec): 3 clusters Score: Raw -153296.938616 + Penalty 2689.856090 = -150607.082525 nChanged 133 SP:Iteration 5F (723.983352 sec): 3 clusters Score: Raw -153465.975434 + Penalty 2689.856090 = -150776.119343 nChanged 103 SP:Iteration 6Q (724.005406 sec): 3 clusters Score: Raw -153584.215508 + Penalty 2689.856090 = -150894.359418 nChanged 91 SP:Iteration 7Q (724.027580 sec): 3 clusters Score: Raw -153687.191475 + Penalty 2689.856090 = -150997.335385 nChanged 58 SP:Iteration 8Q (724.049609 sec): 3 clusters Score: Raw -153753.320276 + Penalty 2689.856090 = -151063.464185 nChanged 49 SP:Iteration 9Q (724.071949 sec): 3 clusters Score: Raw -153815.601486 + Penalty 2689.856090 = -151125.745395 nChanged 50 SP:Iteration 10Q (724.094098 sec): 3 clusters Score: Raw -153881.371457 + Penalty 2689.856090 = -151191.515367 nChanged 48 SP:Iteration 11Q (724.116078 sec): 3 clusters Score: Raw -153945.614875 + Penalty 2689.856090 = -151255.758785 nChanged 50 SP:Iteration 12Q (724.137874 sec): 3 clusters Score: Raw -154010.012763 + Penalty 2689.856090 = -151320.156673 nChanged 41 SP:Iteration 13Q (724.159470 sec): 3 clusters Score: Raw -154057.620529 + Penalty 2689.856090 = -151367.764439 nChanged 19 SP:Iteration 14Q (724.180774 sec): 3 clusters Score: Raw -154076.484159 + Penalty 2689.856090 = -151386.628069 nChanged 13 SP:Iteration 15Q (724.202016 sec): 3 clusters Score: Raw -154090.922220 + Penalty 2689.856090 = -151401.066130 nChanged 18 SP:Iteration 16Q (724.223370 sec): 3 clusters Score: Raw -154106.897205 + Penalty 2689.856090 = -151417.041115 nChanged 17 SP:Iteration 17Q (724.244610 sec): 3 clusters Score: Raw -154122.684075 + Penalty 2689.856090 = -151432.827985 nChanged 22 SP:Iteration 18Q (724.265955 sec): 3 clusters Score: Raw -154139.596178 + Penalty 2689.856090 = -151449.740088 nChanged 15 SP:Iteration 19Q (724.287347 sec): 3 clusters Score: Raw -154150.157402 + Penalty 2689.856090 = -151460.301312 nChanged 8 SP:Iteration 20F (724.395524 sec): 3 clusters Score: Raw -154156.794670 + Penalty 2689.856090 = -151466.938580 nChanged 8 SP:Iteration 21Q (724.425655 sec): 3 clusters Score: Raw -154160.887988 + Penalty 2689.856090 = -151471.031898 nChanged 2 SP:Iteration 22Q (724.454081 sec): 3 clusters Score: Raw -154162.498223 + Penalty 2689.856090 = -151472.642132 nChanged 2 SP:Iteration 23Q (724.482403 sec): 3 clusters Score: Raw -154163.765808 + Penalty 2689.856090 = -151473.909718 nChanged 2 SP:Iteration 24Q (724.509041 sec): 3 clusters Score: Raw -154164.841715 + Penalty 2689.856090 = -151474.985624 nChanged 2 SP:Iteration 25Q (724.534983 sec): 3 clusters Score: Raw -154166.979080 + Penalty 2689.856090 = -151477.122989 nChanged 0 SP:Iteration 26F (724.560963 sec): 3 clusters Score: Raw -154166.979080 + Penalty 2689.856090 = -151477.122989 nChanged 0 Trying to split cluster 19 (3355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (724.599186 sec): 2 clusters Score: Raw -233512.201566 + Penalty 1424.745337 = -232087.456229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (724.640631 sec): 3 clusters Score: Raw -231904.244827 + Penalty 2849.490674 = -229054.754152 nChanged 1306 SP:Iteration 1F (724.684618 sec): 3 clusters Score: Raw -232760.736696 + Penalty 2849.490674 = -229911.246021 nChanged 286 SP:Iteration 2F (724.725176 sec): 3 clusters Score: Raw -233025.067161 + Penalty 2849.490674 = -230175.576487 nChanged 235 SP:Iteration 3F (724.793085 sec): 3 clusters Score: Raw -233221.975794 + Penalty 2849.490674 = -230372.485120 nChanged 178 SP:Iteration 4F (724.888292 sec): 3 clusters Score: Raw -233387.825947 + Penalty 2849.490674 = -230538.335273 nChanged 146 SP:Iteration 5Q (724.935650 sec): 3 clusters Score: Raw -233496.592338 + Penalty 2849.490674 = -230647.101664 nChanged 101 SP:Iteration 6Q (724.981600 sec): 3 clusters Score: Raw -233578.779785 + Penalty 2849.490674 = -230729.289111 nChanged 87 SP:Iteration 7Q (725.027300 sec): 3 clusters Score: Raw -233631.998004 + Penalty 2849.490674 = -230782.507330 nChanged 74 SP:Iteration 8Q (725.073712 sec): 3 clusters Score: Raw -233691.870547 + Penalty 2849.490674 = -230842.379872 nChanged 70 SP:Iteration 9Q (725.116927 sec): 3 clusters Score: Raw -233753.539763 + Penalty 2849.490674 = -230904.049088 nChanged 65 SP:Iteration 10Q (725.154563 sec): 3 clusters Score: Raw -233804.121768 + Penalty 2849.490674 = -230954.631094 nChanged 56 SP:Iteration 11Q (725.192406 sec): 3 clusters Score: Raw -233842.990967 + Penalty 2849.490674 = -230993.500292 nChanged 51 SP:Iteration 12Q (725.231811 sec): 3 clusters Score: Raw -233875.570384 + Penalty 2849.490674 = -231026.079709 nChanged 41 SP:Iteration 13Q (725.268947 sec): 3 clusters Score: Raw -233895.103232 + Penalty 2849.490674 = -231045.612558 nChanged 33 SP:Iteration 14Q (725.306781 sec): 3 clusters Score: Raw -233909.746706 + Penalty 2849.490674 = -231060.256032 nChanged 22 SP:Iteration 15Q (725.345011 sec): 3 clusters Score: Raw -233918.179664 + Penalty 2849.490674 = -231068.688989 nChanged 21 SP:Iteration 16Q (725.383308 sec): 3 clusters Score: Raw -233924.522781 + Penalty 2849.490674 = -231075.032107 nChanged 15 SP:Iteration 17Q (725.421839 sec): 3 clusters Score: Raw -233929.718522 + Penalty 2849.490674 = -231080.227847 nChanged 12 SP:Iteration 18Q (725.460122 sec): 3 clusters Score: Raw -233933.058953 + Penalty 2849.490674 = -231083.568278 nChanged 13 SP:Iteration 19Q (725.498218 sec): 3 clusters Score: Raw -233937.992094 + Penalty 2849.490674 = -231088.501420 nChanged 19 SP:Iteration 20F (725.535830 sec): 3 clusters Score: Raw -233945.598218 + Penalty 2849.490674 = -231096.107544 nChanged 19 SP:Iteration 21Q (725.573964 sec): 3 clusters Score: Raw -233951.320497 + Penalty 2849.490674 = -231101.829823 nChanged 12 SP:Iteration 22Q (725.611734 sec): 3 clusters Score: Raw -233955.913900 + Penalty 2849.490674 = -231106.423226 nChanged 16 SP:Iteration 23Q (725.717974 sec): 3 clusters Score: Raw -233961.210110 + Penalty 2849.490674 = -231111.719436 nChanged 16 SP:Iteration 24Q (725.784877 sec): 3 clusters Score: Raw -233967.279781 + Penalty 2849.490674 = -231117.789107 nChanged 14 SP:Iteration 25Q (725.825181 sec): 3 clusters Score: Raw -233973.276006 + Penalty 2849.490674 = -231123.785332 nChanged 14 SP:Iteration 26Q (725.862127 sec): 3 clusters Score: Raw -233979.170167 + Penalty 2849.490674 = -231129.679493 nChanged 12 SP:Iteration 27Q (725.899077 sec): 3 clusters Score: Raw -233982.579452 + Penalty 2849.490674 = -231133.088777 nChanged 15 SP:Iteration 28Q (725.935972 sec): 3 clusters Score: Raw -233989.218374 + Penalty 2849.490674 = -231139.727700 nChanged 20 SP:Iteration 29Q (725.972773 sec): 3 clusters Score: Raw -233996.955871 + Penalty 2849.490674 = -231147.465197 nChanged 18 SP:Iteration 30Q (726.010155 sec): 3 clusters Score: Raw -234002.615078 + Penalty 2849.490674 = -231153.124404 nChanged 11 SP:Iteration 31Q (726.048425 sec): 3 clusters Score: Raw -234007.738134 + Penalty 2849.490674 = -231158.247460 nChanged 12 SP:Iteration 32Q (726.086262 sec): 3 clusters Score: Raw -234012.635882 + Penalty 2849.490674 = -231163.145208 nChanged 11 SP:Iteration 33Q (726.124274 sec): 3 clusters Score: Raw -234015.921591 + Penalty 2849.490674 = -231166.430917 nChanged 11 SP:Iteration 34Q (726.161997 sec): 3 clusters Score: Raw -234020.920950 + Penalty 2849.490674 = -231171.430276 nChanged 10 SP:Iteration 35Q (726.199424 sec): 3 clusters Score: Raw -234024.174582 + Penalty 2849.490674 = -231174.683908 nChanged 11 SP:Iteration 36Q (726.235952 sec): 3 clusters Score: Raw -234028.235235 + Penalty 2849.490674 = -231178.744561 nChanged 7 SP:Iteration 37Q (726.272545 sec): 3 clusters Score: Raw -234030.832237 + Penalty 2849.490674 = -231181.341562 nChanged 6 SP:Iteration 38Q (726.309125 sec): 3 clusters Score: Raw -234033.274889 + Penalty 2849.490674 = -231183.784214 nChanged 12 SP:Iteration 39Q (726.345682 sec): 3 clusters Score: Raw -234037.827083 + Penalty 2849.490674 = -231188.336408 nChanged 8 SP:Iteration 40F (726.383248 sec): 3 clusters Score: Raw -234039.496324 + Penalty 2849.490674 = -231190.005650 nChanged 6 SP:Iteration 41Q (726.420828 sec): 3 clusters Score: Raw -234042.152933 + Penalty 2849.490674 = -231192.662258 nChanged 5 SP:Iteration 42Q (726.458814 sec): 3 clusters Score: Raw -234043.483998 + Penalty 2849.490674 = -231193.993324 nChanged 5 SP:Iteration 43Q (726.496655 sec): 3 clusters Score: Raw -234045.334146 + Penalty 2849.490674 = -231195.843472 nChanged 10 SP:Iteration 44Q (726.534311 sec): 3 clusters Score: Raw -234048.731431 + Penalty 2849.490674 = -231199.240757 nChanged 6 SP:Iteration 45Q (726.571408 sec): 3 clusters Score: Raw -234051.299284 + Penalty 2849.490674 = -231201.808609 nChanged 8 SP:Iteration 46Q (726.686353 sec): 3 clusters Score: Raw -234054.114108 + Penalty 2849.490674 = -231204.623433 nChanged 9 SP:Iteration 47Q (726.777818 sec): 3 clusters Score: Raw -234058.106713 + Penalty 2849.490674 = -231208.616038 nChanged 8 SP:Iteration 48Q (726.840596 sec): 3 clusters Score: Raw -234061.094200 + Penalty 2849.490674 = -231211.603526 nChanged 3 SP:Iteration 49Q (726.878410 sec): 3 clusters Score: Raw -234061.822817 + Penalty 2849.490674 = -231212.332143 nChanged 3 SP:Iteration 50Q (726.916279 sec): 3 clusters Score: Raw -234062.937372 + Penalty 2849.490674 = -231213.446697 nChanged 1 SP:Iteration 51Q (726.953731 sec): 3 clusters Score: Raw -234063.636573 + Penalty 2849.490674 = -231214.145898 nChanged 0 SP:Iteration 52F (726.991289 sec): 3 clusters Score: Raw -234063.636573 + Penalty 2849.490674 = -231214.145898 nChanged 0 Trying to split cluster 20 (3986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (727.032164 sec): 2 clusters Score: Raw -314728.752163 + Penalty 1454.990384 = -313273.761778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (727.175838 sec): 3 clusters Score: Raw -312795.588684 + Penalty 2909.980769 = -309885.607915 nChanged 1560 SP:Iteration 1F (727.230419 sec): 3 clusters Score: Raw -313641.469823 + Penalty 2909.980769 = -310731.489054 nChanged 293 SP:Iteration 2F (727.276209 sec): 3 clusters Score: Raw -313824.556374 + Penalty 2909.980769 = -310914.575606 nChanged 222 SP:Iteration 3F (727.321765 sec): 3 clusters Score: Raw -313965.489307 + Penalty 2909.980769 = -311055.508538 nChanged 194 SP:Iteration 4Q (727.366856 sec): 3 clusters Score: Raw -314082.653947 + Penalty 2909.980769 = -311172.673178 nChanged 160 SP:Iteration 5Q (727.407652 sec): 3 clusters Score: Raw -314170.222628 + Penalty 2909.980769 = -311260.241860 nChanged 118 SP:Iteration 6Q (727.448151 sec): 3 clusters Score: Raw -314234.261479 + Penalty 2909.980769 = -311324.280710 nChanged 98 SP:Iteration 7Q (727.488883 sec): 3 clusters Score: Raw -314273.511155 + Penalty 2909.980769 = -311363.530386 nChanged 72 SP:Iteration 8Q (727.530041 sec): 3 clusters Score: Raw -314305.132973 + Penalty 2909.980769 = -311395.152204 nChanged 66 SP:Iteration 9Q (727.574248 sec): 3 clusters Score: Raw -314335.202683 + Penalty 2909.980769 = -311425.221914 nChanged 63 SP:Iteration 10Q (727.618341 sec): 3 clusters Score: Raw -314361.200202 + Penalty 2909.980769 = -311451.219434 nChanged 49 SP:Iteration 11Q (727.662221 sec): 3 clusters Score: Raw -314384.173564 + Penalty 2909.980769 = -311474.192796 nChanged 60 SP:Iteration 12Q (727.706560 sec): 3 clusters Score: Raw -314416.678462 + Penalty 2909.980769 = -311506.697693 nChanged 54 SP:Iteration 13Q (727.748775 sec): 3 clusters Score: Raw -314438.455918 + Penalty 2909.980769 = -311528.475149 nChanged 52 SP:Iteration 14Q (727.790577 sec): 3 clusters Score: Raw -314456.442707 + Penalty 2909.980769 = -311546.461939 nChanged 39 SP:Iteration 15Q (727.832635 sec): 3 clusters Score: Raw -314471.264396 + Penalty 2909.980769 = -311561.283627 nChanged 33 SP:Iteration 16Q (727.874770 sec): 3 clusters Score: Raw -314482.124499 + Penalty 2909.980769 = -311572.143731 nChanged 23 SP:Iteration 17Q (727.931918 sec): 3 clusters Score: Raw -314491.461692 + Penalty 2909.980769 = -311581.480924 nChanged 31 SP:Iteration 18Q (727.975529 sec): 3 clusters Score: Raw -314506.100564 + Penalty 2909.980769 = -311596.119795 nChanged 46 SP:Iteration 19Q (728.019191 sec): 3 clusters Score: Raw -314524.605265 + Penalty 2909.980769 = -311614.624496 nChanged 37 SP:Iteration 20F (728.062762 sec): 3 clusters Score: Raw -314540.537431 + Penalty 2909.980769 = -311630.556662 nChanged 35 SP:Iteration 21Q (728.124168 sec): 3 clusters Score: Raw -314552.112524 + Penalty 2909.980769 = -311642.131755 nChanged 32 SP:Iteration 22Q (728.166597 sec): 3 clusters Score: Raw -314563.191118 + Penalty 2909.980769 = -311653.210349 nChanged 27 SP:Iteration 23Q (728.209229 sec): 3 clusters Score: Raw -314573.770803 + Penalty 2909.980769 = -311663.790034 nChanged 19 SP:Iteration 24Q (728.251767 sec): 3 clusters Score: Raw -314581.551074 + Penalty 2909.980769 = -311671.570305 nChanged 24 SP:Iteration 25Q (728.293882 sec): 3 clusters Score: Raw -314591.610481 + Penalty 2909.980769 = -311681.629712 nChanged 21 SP:Iteration 26Q (728.336041 sec): 3 clusters Score: Raw -314601.255249 + Penalty 2909.980769 = -311691.274481 nChanged 30 SP:Iteration 27Q (728.378202 sec): 3 clusters Score: Raw -314612.908140 + Penalty 2909.980769 = -311702.927371 nChanged 22 SP:Iteration 28Q (728.420215 sec): 3 clusters Score: Raw -314620.493539 + Penalty 2909.980769 = -311710.512770 nChanged 24 SP:Iteration 29Q (728.462669 sec): 3 clusters Score: Raw -314628.288779 + Penalty 2909.980769 = -311718.308010 nChanged 22 SP:Iteration 30Q (728.506829 sec): 3 clusters Score: Raw -314635.507067 + Penalty 2909.980769 = -311725.526298 nChanged 20 SP:Iteration 31Q (728.551255 sec): 3 clusters Score: Raw -314641.953176 + Penalty 2909.980769 = -311731.972408 nChanged 19 SP:Iteration 32Q (728.710647 sec): 3 clusters Score: Raw -314647.908489 + Penalty 2909.980769 = -311737.927720 nChanged 16 SP:Iteration 33Q (728.784707 sec): 3 clusters Score: Raw -314652.590688 + Penalty 2909.980769 = -311742.609919 nChanged 8 SP:Iteration 34Q (728.829806 sec): 3 clusters Score: Raw -314655.175152 + Penalty 2909.980769 = -311745.194383 nChanged 7 SP:Iteration 35Q (728.875541 sec): 3 clusters Score: Raw -314657.278017 + Penalty 2909.980769 = -311747.297249 nChanged 10 SP:Iteration 36Q (728.920838 sec): 3 clusters Score: Raw -314660.701378 + Penalty 2909.980769 = -311750.720610 nChanged 8 SP:Iteration 37Q (728.962345 sec): 3 clusters Score: Raw -314662.742162 + Penalty 2909.980769 = -311752.761393 nChanged 8 SP:Iteration 38Q (729.003409 sec): 3 clusters Score: Raw -314664.668512 + Penalty 2909.980769 = -311754.687743 nChanged 4 SP:Iteration 39Q (729.044687 sec): 3 clusters Score: Raw -314665.945866 + Penalty 2909.980769 = -311755.965098 nChanged 5 SP:Iteration 40F (729.085773 sec): 3 clusters Score: Raw -314667.372536 + Penalty 2909.980769 = -311757.391768 nChanged 7 SP:Iteration 41Q (729.129668 sec): 3 clusters Score: Raw -314669.884578 + Penalty 2909.980769 = -311759.903809 nChanged 7 SP:Iteration 42Q (729.173849 sec): 3 clusters Score: Raw -314672.188769 + Penalty 2909.980769 = -311762.208000 nChanged 8 SP:Iteration 43Q (729.217792 sec): 3 clusters Score: Raw -314673.719956 + Penalty 2909.980769 = -311763.739187 nChanged 3 SP:Iteration 44Q (729.262108 sec): 3 clusters Score: Raw -314674.549432 + Penalty 2909.980769 = -311764.568664 nChanged 4 SP:Iteration 45Q (729.304409 sec): 3 clusters Score: Raw -314675.445622 + Penalty 2909.980769 = -311765.464853 nChanged 4 SP:Iteration 46Q (729.347004 sec): 3 clusters Score: Raw -314676.950197 + Penalty 2909.980769 = -311766.969429 nChanged 4 SP:Iteration 47Q (729.470448 sec): 3 clusters Score: Raw -314678.412492 + Penalty 2909.980769 = -311768.431724 nChanged 6 SP:Iteration 48Q (729.511211 sec): 3 clusters Score: Raw -314680.867486 + Penalty 2909.980769 = -311770.886717 nChanged 8 SP:Iteration 49Q (729.553564 sec): 3 clusters Score: Raw -314683.222110 + Penalty 2909.980769 = -311773.241341 nChanged 10 SP:Iteration 50Q (729.594952 sec): 3 clusters Score: Raw -314685.665014 + Penalty 2909.980769 = -311775.684245 nChanged 5 SP:Iteration 51Q (729.664344 sec): 3 clusters Score: Raw -314687.075851 + Penalty 2909.980769 = -311777.095082 nChanged 7 SP:Iteration 52Q (729.774229 sec): 3 clusters Score: Raw -314689.409872 + Penalty 2909.980769 = -311779.429104 nChanged 13 SP:Iteration 53Q (729.897389 sec): 3 clusters Score: Raw -314693.226019 + Penalty 2909.980769 = -311783.245250 nChanged 15 SP:Iteration 54Q (730.026028 sec): 3 clusters Score: Raw -314697.545237 + Penalty 2909.980769 = -311787.564469 nChanged 16 SP:Iteration 55Q (730.071995 sec): 3 clusters Score: Raw -314704.828776 + Penalty 2909.980769 = -311794.848007 nChanged 20 SP:Iteration 56Q (730.116581 sec): 3 clusters Score: Raw -314712.203121 + Penalty 2909.980769 = -311802.222352 nChanged 16 SP:Iteration 57Q (730.159785 sec): 3 clusters Score: Raw -314717.765625 + Penalty 2909.980769 = -311807.784856 nChanged 26 SP:Iteration 58Q (730.204297 sec): 3 clusters Score: Raw -314727.872237 + Penalty 2909.980769 = -311817.891468 nChanged 25 SP:Iteration 59Q (730.247673 sec): 3 clusters Score: Raw -314738.773554 + Penalty 2909.980769 = -311828.792786 nChanged 23 SP:Iteration 60F (730.303398 sec): 3 clusters Score: Raw -314749.434417 + Penalty 2909.980769 = -311839.453649 nChanged 25 SP:Iteration 61Q (730.346813 sec): 3 clusters Score: Raw -314760.635150 + Penalty 2909.980769 = -311850.654381 nChanged 25 SP:Iteration 62Q (730.389992 sec): 3 clusters Score: Raw -314770.433444 + Penalty 2909.980769 = -311860.452675 nChanged 20 SP:Iteration 63Q (730.433118 sec): 3 clusters Score: Raw -314778.020970 + Penalty 2909.980769 = -311868.040202 nChanged 21 SP:Iteration 64Q (730.560302 sec): 3 clusters Score: Raw -314787.402840 + Penalty 2909.980769 = -311877.422071 nChanged 23 SP:Iteration 65Q (730.646073 sec): 3 clusters Score: Raw -314795.549407 + Penalty 2909.980769 = -311885.568638 nChanged 15 SP:Iteration 66Q (730.702042 sec): 3 clusters Score: Raw -314800.963545 + Penalty 2909.980769 = -311890.982777 nChanged 21 SP:Iteration 67Q (730.754731 sec): 3 clusters Score: Raw -314808.409278 + Penalty 2909.980769 = -311898.428509 nChanged 22 SP:Iteration 68Q (730.798352 sec): 3 clusters Score: Raw -314817.678495 + Penalty 2909.980769 = -311907.697726 nChanged 16 SP:Iteration 69Q (730.842427 sec): 3 clusters Score: Raw -314828.088175 + Penalty 2909.980769 = -311918.107406 nChanged 20 SP:Iteration 70Q (730.885822 sec): 3 clusters Score: Raw -314839.877346 + Penalty 2909.980769 = -311929.896577 nChanged 21 SP:Iteration 71Q (730.928709 sec): 3 clusters Score: Raw -314847.481899 + Penalty 2909.980769 = -311937.501130 nChanged 15 SP:Iteration 72Q (730.971561 sec): 3 clusters Score: Raw -314853.567223 + Penalty 2909.980769 = -311943.586455 nChanged 15 SP:Iteration 73Q (731.014234 sec): 3 clusters Score: Raw -314859.273792 + Penalty 2909.980769 = -311949.293023 nChanged 12 SP:Iteration 74Q (731.057044 sec): 3 clusters Score: Raw -314863.611366 + Penalty 2909.980769 = -311953.630598 nChanged 14 SP:Iteration 75Q (731.099851 sec): 3 clusters Score: Raw -314868.582055 + Penalty 2909.980769 = -311958.601287 nChanged 15 SP:Iteration 76Q (731.141700 sec): 3 clusters Score: Raw -314873.728899 + Penalty 2909.980769 = -311963.748130 nChanged 19 SP:Iteration 77Q (731.183799 sec): 3 clusters Score: Raw -314880.386671 + Penalty 2909.980769 = -311970.405902 nChanged 20 SP:Iteration 78Q (731.225689 sec): 3 clusters Score: Raw -314886.855572 + Penalty 2909.980769 = -311976.874804 nChanged 19 SP:Iteration 79Q (731.267965 sec): 3 clusters Score: Raw -314892.359522 + Penalty 2909.980769 = -311982.378754 nChanged 10 SP:Iteration 80F (731.311246 sec): 3 clusters Score: Raw -314896.796400 + Penalty 2909.980769 = -311986.815631 nChanged 20 SP:Iteration 81Q (731.354645 sec): 3 clusters Score: Raw -314908.611110 + Penalty 2909.980769 = -311998.630342 nChanged 16 SP:Iteration 82Q (731.398033 sec): 3 clusters Score: Raw -314915.046417 + Penalty 2909.980769 = -312005.065648 nChanged 13 SP:Iteration 83Q (731.441151 sec): 3 clusters Score: Raw -314921.826270 + Penalty 2909.980769 = -312011.845501 nChanged 13 SP:Iteration 84Q (731.482740 sec): 3 clusters Score: Raw -314926.866364 + Penalty 2909.980769 = -312016.885595 nChanged 13 SP:Iteration 85Q (731.524342 sec): 3 clusters Score: Raw -314934.339902 + Penalty 2909.980769 = -312024.359134 nChanged 14 SP:Iteration 86Q (731.566203 sec): 3 clusters Score: Raw -314943.668114 + Penalty 2909.980769 = -312033.687345 nChanged 20 SP:Iteration 87Q (731.607786 sec): 3 clusters Score: Raw -314954.943313 + Penalty 2909.980769 = -312044.962544 nChanged 20 SP:Iteration 88Q (731.649408 sec): 3 clusters Score: Raw -314965.784501 + Penalty 2909.980769 = -312055.803732 nChanged 21 SP:Iteration 89Q (731.691118 sec): 3 clusters Score: Raw -314975.619168 + Penalty 2909.980769 = -312065.638399 nChanged 15 SP:Iteration 90Q (731.732716 sec): 3 clusters Score: Raw -314981.827354 + Penalty 2909.980769 = -312071.846585 nChanged 14 SP:Iteration 91Q (731.774235 sec): 3 clusters Score: Raw -314988.234723 + Penalty 2909.980769 = -312078.253954 nChanged 19 SP:Iteration 92Q (731.815974 sec): 3 clusters Score: Raw -314997.413497 + Penalty 2909.980769 = -312087.432728 nChanged 16 SP:Iteration 93Q (731.857369 sec): 3 clusters Score: Raw -315003.416076 + Penalty 2909.980769 = -312093.435307 nChanged 10 SP:Iteration 94Q (731.898719 sec): 3 clusters Score: Raw -315009.862772 + Penalty 2909.980769 = -312099.882003 nChanged 8 SP:Iteration 95Q (731.940219 sec): 3 clusters Score: Raw -315014.816567 + Penalty 2909.980769 = -312104.835798 nChanged 6 SP:Iteration 96Q (732.046914 sec): 3 clusters Score: Raw -315018.472929 + Penalty 2909.980769 = -312108.492160 nChanged 6 SP:Iteration 97Q (732.170548 sec): 3 clusters Score: Raw -315020.694419 + Penalty 2909.980769 = -312110.713650 nChanged 3 SP:Iteration 98Q (732.209771 sec): 3 clusters Score: Raw -315021.495513 + Penalty 2909.980769 = -312111.514744 nChanged 2 SP:Iteration 99Q (732.250974 sec): 3 clusters Score: Raw -315022.190707 + Penalty 2909.980769 = -312112.209938 nChanged 3 SP:Iteration 100F (732.292555 sec): 3 clusters Score: Raw -315023.322188 + Penalty 2909.980769 = -312113.341419 nChanged 3 SP:Iteration 101Q (732.333912 sec): 3 clusters Score: Raw -315024.438020 + Penalty 2909.980769 = -312114.457251 nChanged 5 SP:Iteration 102Q (732.375765 sec): 3 clusters Score: Raw -315026.223564 + Penalty 2909.980769 = -312116.242795 nChanged 4 SP:Iteration 103Q (732.417511 sec): 3 clusters Score: Raw -315027.568216 + Penalty 2909.980769 = -312117.587447 nChanged 3 SP:Iteration 104Q (732.459134 sec): 3 clusters Score: Raw -315028.705862 + Penalty 2909.980769 = -312118.725093 nChanged 2 SP:Iteration 105Q (732.500811 sec): 3 clusters Score: Raw -315029.859205 + Penalty 2909.980769 = -312119.878436 nChanged 2 SP:Iteration 106Q (732.542317 sec): 3 clusters Score: Raw -315030.359365 + Penalty 2909.980769 = -312120.378597 nChanged 0 SP:Iteration 107F (732.584863 sec): 3 clusters Score: Raw -315030.359365 + Penalty 2909.980769 = -312120.378597 nChanged 0 Trying to split cluster 21 (1471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (732.620852 sec): 2 clusters Score: Raw -67757.777845 + Penalty 1280.043950 = -66477.733895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (732.648898 sec): 3 clusters Score: Raw -67252.482381 + Penalty 2560.087900 = -64692.394481 nChanged 487 SP:Iteration 1F (732.670464 sec): 3 clusters Score: Raw -67757.974003 + Penalty 2560.087900 = -65197.886104 nChanged 151 SP:Iteration 2F (732.692165 sec): 3 clusters Score: Raw -67996.098851 + Penalty 2560.087900 = -65436.010951 nChanged 115 SP:Iteration 3F (732.713765 sec): 3 clusters Score: Raw -68180.501360 + Penalty 2560.087900 = -65620.413460 nChanged 76 SP:Iteration 4F (732.735382 sec): 3 clusters Score: Raw -68349.513629 + Penalty 2560.087900 = -65789.425729 nChanged 55 SP:Iteration 5Q (732.756983 sec): 3 clusters Score: Raw -68426.462042 + Penalty 2560.087900 = -65866.374142 nChanged 51 SP:Iteration 6Q (732.778483 sec): 3 clusters Score: Raw -68511.329121 + Penalty 2560.087900 = -65951.241221 nChanged 56 SP:Iteration 7Q (732.799982 sec): 3 clusters Score: Raw -68603.239612 + Penalty 2560.087900 = -66043.151712 nChanged 54 SP:Iteration 8Q (732.821287 sec): 3 clusters Score: Raw -68674.154453 + Penalty 2560.087900 = -66114.066553 nChanged 35 SP:Iteration 9Q (732.841760 sec): 3 clusters Score: Raw -68717.587708 + Penalty 2560.087900 = -66157.499808 nChanged 41 SP:Iteration 10Q (732.862183 sec): 3 clusters Score: Raw -68761.750146 + Penalty 2560.087900 = -66201.662246 nChanged 30 SP:Iteration 11Q (732.882572 sec): 3 clusters Score: Raw -68803.290697 + Penalty 2560.087900 = -66243.202797 nChanged 20 SP:Iteration 12Q (732.903017 sec): 3 clusters Score: Raw -68819.354080 + Penalty 2560.087900 = -66259.266180 nChanged 12 SP:Iteration 13Q (732.923401 sec): 3 clusters Score: Raw -68830.076013 + Penalty 2560.087900 = -66269.988113 nChanged 10 SP:Iteration 14Q (732.943751 sec): 3 clusters Score: Raw -68841.797810 + Penalty 2560.087900 = -66281.709910 nChanged 10 SP:Iteration 15Q (732.964158 sec): 3 clusters Score: Raw -68850.362885 + Penalty 2560.087900 = -66290.274985 nChanged 6 SP:Iteration 16Q (732.984450 sec): 3 clusters Score: Raw -68857.004298 + Penalty 2560.087900 = -66296.916398 nChanged 5 SP:Iteration 17Q (733.004735 sec): 3 clusters Score: Raw -68861.661194 + Penalty 2560.087900 = -66301.573294 nChanged 4 SP:Iteration 18Q (733.108997 sec): 3 clusters Score: Raw -68865.259114 + Penalty 2560.087900 = -66305.171214 nChanged 3 SP:Iteration 19Q (733.201294 sec): 3 clusters Score: Raw -68868.911079 + Penalty 2560.087900 = -66308.823179 nChanged 3 SP:Iteration 20F (733.287052 sec): 3 clusters Score: Raw -68873.959732 + Penalty 2560.087900 = -66313.871832 nChanged 2 SP:Iteration 21Q (733.309016 sec): 3 clusters Score: Raw -68874.872319 + Penalty 2560.087900 = -66314.784419 nChanged 3 SP:Iteration 22Q (733.331011 sec): 3 clusters Score: Raw -68876.502747 + Penalty 2560.087900 = -66316.414847 nChanged 3 SP:Iteration 23Q (733.353205 sec): 3 clusters Score: Raw -68878.671320 + Penalty 2560.087900 = -66318.583420 nChanged 0 SP:Iteration 24F (733.373884 sec): 3 clusters Score: Raw -68878.671320 + Penalty 2560.087900 = -66318.583420 nChanged 0 Trying to split cluster 22 (2713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (733.411455 sec): 2 clusters Score: Raw -200432.677241 + Penalty 1387.469710 = -199045.207531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (733.446864 sec): 3 clusters Score: Raw -199223.140610 + Penalty 2774.939420 = -196448.201191 nChanged 1027 SP:Iteration 1F (733.480500 sec): 3 clusters Score: Raw -199865.444613 + Penalty 2774.939420 = -197090.505193 nChanged 240 SP:Iteration 2F (733.515127 sec): 3 clusters Score: Raw -200030.996690 + Penalty 2774.939420 = -197256.057270 nChanged 144 SP:Iteration 3F (733.549475 sec): 3 clusters Score: Raw -200123.592945 + Penalty 2774.939420 = -197348.653525 nChanged 125 SP:Iteration 4Q (733.584719 sec): 3 clusters Score: Raw -200235.794892 + Penalty 2774.939420 = -197460.855472 nChanged 134 SP:Iteration 5Q (733.619907 sec): 3 clusters Score: Raw -200368.829269 + Penalty 2774.939420 = -197593.889850 nChanged 151 SP:Iteration 6F (733.654724 sec): 3 clusters Score: Raw -200533.275305 + Penalty 2774.939420 = -197758.335885 nChanged 147 SP:Iteration 7F (733.689445 sec): 3 clusters Score: Raw -200716.471942 + Penalty 2774.939420 = -197941.532523 nChanged 145 SP:Iteration 8F (733.723014 sec): 3 clusters Score: Raw -200872.408050 + Penalty 2774.939420 = -198097.468630 nChanged 129 SP:Iteration 9Q (733.756957 sec): 3 clusters Score: Raw -201004.171267 + Penalty 2774.939420 = -198229.231847 nChanged 108 SP:Iteration 10Q (733.790703 sec): 3 clusters Score: Raw -201111.553107 + Penalty 2774.939420 = -198336.613687 nChanged 80 SP:Iteration 11Q (733.824533 sec): 3 clusters Score: Raw -201185.272097 + Penalty 2774.939420 = -198410.332677 nChanged 70 SP:Iteration 12Q (733.858051 sec): 3 clusters Score: Raw -201254.816307 + Penalty 2774.939420 = -198479.876887 nChanged 52 SP:Iteration 13Q (733.891809 sec): 3 clusters Score: Raw -201311.126513 + Penalty 2774.939420 = -198536.187093 nChanged 51 SP:Iteration 14Q (733.925475 sec): 3 clusters Score: Raw -201355.896886 + Penalty 2774.939420 = -198580.957466 nChanged 38 SP:Iteration 15Q (733.959207 sec): 3 clusters Score: Raw -201392.403508 + Penalty 2774.939420 = -198617.464088 nChanged 44 SP:Iteration 16Q (734.012090 sec): 3 clusters Score: Raw -201434.335318 + Penalty 2774.939420 = -198659.395898 nChanged 38 SP:Iteration 17Q (734.045699 sec): 3 clusters Score: Raw -201471.848852 + Penalty 2774.939420 = -198696.909432 nChanged 50 SP:Iteration 18Q (734.079373 sec): 3 clusters Score: Raw -201525.922536 + Penalty 2774.939420 = -198750.983116 nChanged 42 SP:Iteration 19Q (734.112898 sec): 3 clusters Score: Raw -201558.415365 + Penalty 2774.939420 = -198783.475946 nChanged 31 SP:Iteration 20F (734.146474 sec): 3 clusters Score: Raw -201577.114540 + Penalty 2774.939420 = -198802.175121 nChanged 23 SP:Iteration 21Q (734.179705 sec): 3 clusters Score: Raw -201588.248887 + Penalty 2774.939420 = -198813.309467 nChanged 13 SP:Iteration 22Q (734.213136 sec): 3 clusters Score: Raw -201593.565645 + Penalty 2774.939420 = -198818.626225 nChanged 16 SP:Iteration 23Q (734.327989 sec): 3 clusters Score: Raw -201603.172814 + Penalty 2774.939420 = -198828.233395 nChanged 14 SP:Iteration 24Q (734.445183 sec): 3 clusters Score: Raw -201608.375291 + Penalty 2774.939420 = -198833.435871 nChanged 9 SP:Iteration 25Q (734.504036 sec): 3 clusters Score: Raw -201612.290655 + Penalty 2774.939420 = -198837.351235 nChanged 6 SP:Iteration 26Q (734.537195 sec): 3 clusters Score: Raw -201614.530580 + Penalty 2774.939420 = -198839.591160 nChanged 6 SP:Iteration 27Q (734.570572 sec): 3 clusters Score: Raw -201618.165203 + Penalty 2774.939420 = -198843.225784 nChanged 8 SP:Iteration 28Q (734.603928 sec): 3 clusters Score: Raw -201620.614864 + Penalty 2774.939420 = -198845.675445 nChanged 4 SP:Iteration 29Q (734.636455 sec): 3 clusters Score: Raw -201621.310040 + Penalty 2774.939420 = -198846.370620 nChanged 5 SP:Iteration 30Q (734.669626 sec): 3 clusters Score: Raw -201622.855420 + Penalty 2774.939420 = -198847.916000 nChanged 3 SP:Iteration 31Q (734.703156 sec): 3 clusters Score: Raw -201623.655739 + Penalty 2774.939420 = -198848.716319 nChanged 3 SP:Iteration 32Q (734.750349 sec): 3 clusters Score: Raw -201624.653329 + Penalty 2774.939420 = -198849.713909 nChanged 2 SP:Iteration 33Q (734.783560 sec): 3 clusters Score: Raw -201625.265653 + Penalty 2774.939420 = -198850.326233 nChanged 1 SP:Iteration 34Q (734.816898 sec): 3 clusters Score: Raw -201625.516210 + Penalty 2774.939420 = -198850.576790 nChanged 1 SP:Iteration 35Q (734.850112 sec): 3 clusters Score: Raw -201625.762108 + Penalty 2774.939420 = -198850.822688 nChanged 0 SP:Iteration 36F (734.882582 sec): 3 clusters Score: Raw -201625.762108 + Penalty 2774.939420 = -198850.822688 nChanged 0 Trying to split cluster 23 (2031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (734.917077 sec): 2 clusters Score: Raw -133444.592724 + Penalty 1336.657765 = -132107.934959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (734.944326 sec): 3 clusters Score: Raw -132613.653957 + Penalty 2673.315530 = -129940.338427 nChanged 731 SP:Iteration 1F (734.971400 sec): 3 clusters Score: Raw -133192.189192 + Penalty 2673.315530 = -130518.873662 nChanged 199 SP:Iteration 2F (734.998539 sec): 3 clusters Score: Raw -133461.822440 + Penalty 2673.315530 = -130788.506910 nChanged 152 SP:Iteration 3F (735.025246 sec): 3 clusters Score: Raw -133693.563944 + Penalty 2673.315530 = -131020.248413 nChanged 141 SP:Iteration 4F (735.068733 sec): 3 clusters Score: Raw -133899.815351 + Penalty 2673.315530 = -131226.499821 nChanged 105 SP:Iteration 5F (735.095640 sec): 3 clusters Score: Raw -134025.435909 + Penalty 2673.315530 = -131352.120378 nChanged 69 SP:Iteration 6Q (735.122599 sec): 3 clusters Score: Raw -134089.373537 + Penalty 2673.315530 = -131416.058007 nChanged 49 SP:Iteration 7Q (735.149566 sec): 3 clusters Score: Raw -134150.695846 + Penalty 2673.315530 = -131477.380315 nChanged 49 SP:Iteration 8Q (735.204026 sec): 3 clusters Score: Raw -134200.561758 + Penalty 2673.315530 = -131527.246228 nChanged 40 SP:Iteration 9Q (735.305175 sec): 3 clusters Score: Raw -134234.305145 + Penalty 2673.315530 = -131560.989615 nChanged 23 SP:Iteration 10Q (735.332765 sec): 3 clusters Score: Raw -134257.628237 + Penalty 2673.315530 = -131584.312707 nChanged 22 SP:Iteration 11Q (735.358819 sec): 3 clusters Score: Raw -134280.360217 + Penalty 2673.315530 = -131607.044687 nChanged 22 SP:Iteration 12Q (735.385071 sec): 3 clusters Score: Raw -134298.813394 + Penalty 2673.315530 = -131625.497864 nChanged 20 SP:Iteration 13Q (735.411626 sec): 3 clusters Score: Raw -134312.270242 + Penalty 2673.315530 = -131638.954712 nChanged 19 SP:Iteration 14Q (735.437049 sec): 3 clusters Score: Raw -134325.710245 + Penalty 2673.315530 = -131652.394715 nChanged 12 SP:Iteration 15Q (735.463453 sec): 3 clusters Score: Raw -134341.211988 + Penalty 2673.315530 = -131667.896458 nChanged 12 SP:Iteration 16Q (735.546091 sec): 3 clusters Score: Raw -134351.002139 + Penalty 2673.315530 = -131677.686609 nChanged 12 SP:Iteration 17Q (735.660164 sec): 3 clusters Score: Raw -134358.390123 + Penalty 2673.315530 = -131685.074593 nChanged 8 SP:Iteration 18Q (735.776185 sec): 3 clusters Score: Raw -134361.808682 + Penalty 2673.315530 = -131688.493152 nChanged 4 SP:Iteration 19Q (735.886420 sec): 3 clusters Score: Raw -134363.650938 + Penalty 2673.315530 = -131690.335408 nChanged 4 SP:Iteration 20F (735.912810 sec): 3 clusters Score: Raw -134365.200376 + Penalty 2673.315530 = -131691.884846 nChanged 4 SP:Iteration 21Q (735.940456 sec): 3 clusters Score: Raw -134368.569137 + Penalty 2673.315530 = -131695.253607 nChanged 3 SP:Iteration 22Q (735.966951 sec): 3 clusters Score: Raw -134369.493235 + Penalty 2673.315530 = -131696.177705 nChanged 2 SP:Iteration 23Q (735.993349 sec): 3 clusters Score: Raw -134370.223476 + Penalty 2673.315530 = -131696.907946 nChanged 2 SP:Iteration 24Q (736.033545 sec): 3 clusters Score: Raw -134370.648714 + Penalty 2673.315530 = -131697.333184 nChanged 0 SP:Iteration 25F (736.060034 sec): 3 clusters Score: Raw -134370.648714 + Penalty 2673.315530 = -131697.333184 nChanged 0 Trying to split cluster 24 (1997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.096997 sec): 2 clusters Score: Raw -142688.158057 + Penalty 1333.694934 = -141354.463123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.124352 sec): 3 clusters Score: Raw -141822.907885 + Penalty 2667.389868 = -139155.518017 nChanged 732 SP:Iteration 1F (736.150452 sec): 3 clusters Score: Raw -142432.759516 + Penalty 2667.389868 = -139765.369648 nChanged 200 SP:Iteration 2F (736.176557 sec): 3 clusters Score: Raw -142681.437118 + Penalty 2667.389868 = -140014.047249 nChanged 152 SP:Iteration 3F (736.202515 sec): 3 clusters Score: Raw -142855.003255 + Penalty 2667.389868 = -140187.613387 nChanged 117 SP:Iteration 4F (736.240244 sec): 3 clusters Score: Raw -142997.033935 + Penalty 2667.389868 = -140329.644067 nChanged 87 SP:Iteration 5Q (736.266545 sec): 3 clusters Score: Raw -143097.044114 + Penalty 2667.389868 = -140429.654246 nChanged 69 SP:Iteration 6Q (736.294067 sec): 3 clusters Score: Raw -143180.850451 + Penalty 2667.389868 = -140513.460583 nChanged 64 SP:Iteration 7Q (736.320479 sec): 3 clusters Score: Raw -143263.275445 + Penalty 2667.389868 = -140595.885577 nChanged 44 SP:Iteration 8Q (736.346687 sec): 3 clusters Score: Raw -143303.636866 + Penalty 2667.389868 = -140636.246998 nChanged 26 SP:Iteration 9Q (736.373038 sec): 3 clusters Score: Raw -143328.789700 + Penalty 2667.389868 = -140661.399832 nChanged 17 SP:Iteration 10Q (736.399359 sec): 3 clusters Score: Raw -143342.379330 + Penalty 2667.389868 = -140674.989462 nChanged 14 SP:Iteration 11Q (736.425485 sec): 3 clusters Score: Raw -143355.221146 + Penalty 2667.389868 = -140687.831278 nChanged 22 SP:Iteration 12Q (736.451461 sec): 3 clusters Score: Raw -143382.398097 + Penalty 2667.389868 = -140715.008229 nChanged 23 SP:Iteration 13Q (736.477528 sec): 3 clusters Score: Raw -143405.045638 + Penalty 2667.389868 = -140737.655770 nChanged 17 SP:Iteration 14Q (736.503512 sec): 3 clusters Score: Raw -143421.984885 + Penalty 2667.389868 = -140754.595017 nChanged 17 SP:Iteration 15Q (736.529470 sec): 3 clusters Score: Raw -143435.948196 + Penalty 2667.389868 = -140768.558328 nChanged 15 SP:Iteration 16Q (736.555284 sec): 3 clusters Score: Raw -143447.226642 + Penalty 2667.389868 = -140779.836774 nChanged 19 SP:Iteration 17Q (736.581154 sec): 3 clusters Score: Raw -143462.932206 + Penalty 2667.389868 = -140795.542338 nChanged 17 SP:Iteration 18Q (736.607049 sec): 3 clusters Score: Raw -143476.530503 + Penalty 2667.389868 = -140809.140635 nChanged 21 SP:Iteration 19Q (736.633005 sec): 3 clusters Score: Raw -143497.780737 + Penalty 2667.389868 = -140830.390869 nChanged 20 SP:Iteration 20F (736.741225 sec): 3 clusters Score: Raw -143511.366334 + Penalty 2667.389868 = -140843.976466 nChanged 13 SP:Iteration 21Q (736.840854 sec): 3 clusters Score: Raw -143520.388141 + Penalty 2667.389868 = -140852.998273 nChanged 7 SP:Iteration 22Q (736.956064 sec): 3 clusters Score: Raw -143523.817536 + Penalty 2667.389868 = -140856.427668 nChanged 3 SP:Iteration 23Q (737.071003 sec): 3 clusters Score: Raw -143528.089028 + Penalty 2667.389868 = -140860.699159 nChanged 5 SP:Iteration 24Q (737.161978 sec): 3 clusters Score: Raw -143532.362075 + Penalty 2667.389868 = -140864.972207 nChanged 4 SP:Iteration 25Q (737.245093 sec): 3 clusters Score: Raw -143533.806884 + Penalty 2667.389868 = -140866.417016 nChanged 1 SP:Iteration 26Q (737.274925 sec): 3 clusters Score: Raw -143534.187133 + Penalty 2667.389868 = -140866.797265 nChanged 2 SP:Iteration 27Q (737.302426 sec): 3 clusters Score: Raw -143534.640344 + Penalty 2667.389868 = -140867.250476 nChanged 1 SP:Iteration 28Q (737.328397 sec): 3 clusters Score: Raw -143535.434043 + Penalty 2667.389868 = -140868.044175 nChanged 2 SP:Iteration 29Q (737.354363 sec): 3 clusters Score: Raw -143536.684426 + Penalty 2667.389868 = -140869.294558 nChanged 2 SP:Iteration 30Q (737.380109 sec): 3 clusters Score: Raw -143537.487510 + Penalty 2667.389868 = -140870.097642 nChanged 1 SP:Iteration 31Q (737.406046 sec): 3 clusters Score: Raw -143537.772578 + Penalty 2667.389868 = -140870.382710 nChanged 1 SP:Iteration 32Q (737.432055 sec): 3 clusters Score: Raw -143538.114006 + Penalty 2667.389868 = -140870.724138 nChanged 1 SP:Iteration 33Q (737.457950 sec): 3 clusters Score: Raw -143538.541290 + Penalty 2667.389868 = -140871.151422 nChanged 1 SP:Iteration 34Q (737.484077 sec): 3 clusters Score: Raw -143538.977286 + Penalty 2667.389868 = -140871.587418 nChanged 1 SP:Iteration 35Q (737.509788 sec): 3 clusters Score: Raw -143539.470174 + Penalty 2667.389868 = -140872.080306 nChanged 1 SP:Iteration 36Q (737.536204 sec): 3 clusters Score: Raw -143539.745068 + Penalty 2667.389868 = -140872.355200 nChanged 0 SP:Iteration 37F (737.562164 sec): 3 clusters Score: Raw -143539.745068 + Penalty 2667.389868 = -140872.355200 nChanged 0 Trying to split cluster 25 (6739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (737.612536 sec): 2 clusters Score: Raw -532656.745839 + Penalty 1547.149528 = -531109.596311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (737.678009 sec): 3 clusters Score: Raw -529122.142800 + Penalty 3094.299056 = -526027.843744 nChanged 2813 SP:Iteration 1F (737.737291 sec): 3 clusters Score: Raw -530694.869622 + Penalty 3094.299056 = -527600.570567 nChanged 523 SP:Iteration 2F (737.789679 sec): 3 clusters Score: Raw -530994.574000 + Penalty 3094.299056 = -527900.274945 nChanged 421 SP:Iteration 3F (737.842291 sec): 3 clusters Score: Raw -531255.939018 + Penalty 3094.299056 = -528161.639963 nChanged 388 SP:Iteration 4F (737.896852 sec): 3 clusters Score: Raw -531543.218271 + Penalty 3094.299056 = -528448.919215 nChanged 410 SP:Iteration 5F (737.951665 sec): 3 clusters Score: Raw -531849.648900 + Penalty 3094.299056 = -528755.349845 nChanged 372 SP:Iteration 6F (738.006468 sec): 3 clusters Score: Raw -532104.936897 + Penalty 3094.299056 = -529010.637841 nChanged 320 SP:Iteration 7Q (738.061834 sec): 3 clusters Score: Raw -532310.222350 + Penalty 3094.299056 = -529215.923294 nChanged 253 SP:Iteration 8Q (738.120831 sec): 3 clusters Score: Raw -532461.236526 + Penalty 3094.299056 = -529366.937470 nChanged 203 SP:Iteration 9Q (738.201261 sec): 3 clusters Score: Raw -532572.588420 + Penalty 3094.299056 = -529478.289364 nChanged 180 SP:Iteration 10Q (738.267721 sec): 3 clusters Score: Raw -532663.541620 + Penalty 3094.299056 = -529569.242565 nChanged 145 SP:Iteration 11Q (738.419633 sec): 3 clusters Score: Raw -532724.612919 + Penalty 3094.299056 = -529630.313864 nChanged 105 SP:Iteration 12Q (738.549497 sec): 3 clusters Score: Raw -532761.771074 + Penalty 3094.299056 = -529667.472018 nChanged 72 SP:Iteration 13Q (738.603831 sec): 3 clusters Score: Raw -532789.752195 + Penalty 3094.299056 = -529695.453140 nChanged 71 SP:Iteration 14Q (738.655543 sec): 3 clusters Score: Raw -532811.932191 + Penalty 3094.299056 = -529717.633136 nChanged 49 SP:Iteration 15Q (738.714457 sec): 3 clusters Score: Raw -532827.303978 + Penalty 3094.299056 = -529733.004923 nChanged 51 SP:Iteration 16Q (738.773132 sec): 3 clusters Score: Raw -532838.837253 + Penalty 3094.299056 = -529744.538198 nChanged 31 SP:Iteration 17Q (738.831197 sec): 3 clusters Score: Raw -532846.566877 + Penalty 3094.299056 = -529752.267822 nChanged 30 SP:Iteration 18Q (738.887887 sec): 3 clusters Score: Raw -532853.180423 + Penalty 3094.299056 = -529758.881367 nChanged 22 SP:Iteration 19Q (738.940296 sec): 3 clusters Score: Raw -532857.992828 + Penalty 3094.299056 = -529763.693773 nChanged 28 SP:Iteration 20F (738.992740 sec): 3 clusters Score: Raw -532863.500952 + Penalty 3094.299056 = -529769.201897 nChanged 17 SP:Iteration 21Q (739.048442 sec): 3 clusters Score: Raw -532867.585393 + Penalty 3094.299056 = -529773.286337 nChanged 20 SP:Iteration 22Q (739.104029 sec): 3 clusters Score: Raw -532871.625469 + Penalty 3094.299056 = -529777.326413 nChanged 15 SP:Iteration 23Q (739.159867 sec): 3 clusters Score: Raw -532874.984549 + Penalty 3094.299056 = -529780.685494 nChanged 16 SP:Iteration 24Q (739.216280 sec): 3 clusters Score: Raw -532877.944745 + Penalty 3094.299056 = -529783.645689 nChanged 14 SP:Iteration 25Q (739.272233 sec): 3 clusters Score: Raw -532880.471233 + Penalty 3094.299056 = -529786.172177 nChanged 11 SP:Iteration 26Q (739.327461 sec): 3 clusters Score: Raw -532881.887247 + Penalty 3094.299056 = -529787.588191 nChanged 3 SP:Iteration 27Q (739.382387 sec): 3 clusters Score: Raw -532882.489692 + Penalty 3094.299056 = -529788.190637 nChanged 4 SP:Iteration 28Q (739.436842 sec): 3 clusters Score: Raw -532883.160814 + Penalty 3094.299056 = -529788.861758 nChanged 4 SP:Iteration 29Q (739.492276 sec): 3 clusters Score: Raw -532883.990238 + Penalty 3094.299056 = -529789.691182 nChanged 7 SP:Iteration 30Q (739.547850 sec): 3 clusters Score: Raw -532884.959768 + Penalty 3094.299056 = -529790.660713 nChanged 6 SP:Iteration 31Q (739.603280 sec): 3 clusters Score: Raw -532886.008053 + Penalty 3094.299056 = -529791.708997 nChanged 4 SP:Iteration 32Q (739.659582 sec): 3 clusters Score: Raw -532886.713035 + Penalty 3094.299056 = -529792.413980 nChanged 2 SP:Iteration 33Q (739.715994 sec): 3 clusters Score: Raw -532887.156737 + Penalty 3094.299056 = -529792.857681 nChanged 2 SP:Iteration 34Q (739.771929 sec): 3 clusters Score: Raw -532887.621492 + Penalty 3094.299056 = -529793.322437 nChanged 3 SP:Iteration 35Q (739.826769 sec): 3 clusters Score: Raw -532888.226655 + Penalty 3094.299056 = -529793.927600 nChanged 2 SP:Iteration 36Q (739.881552 sec): 3 clusters Score: Raw -532888.408688 + Penalty 3094.299056 = -529794.109633 nChanged 1 SP:Iteration 37Q (739.936280 sec): 3 clusters Score: Raw -532888.492986 + Penalty 3094.299056 = -529794.193930 nChanged 1 SP:Iteration 38Q (739.991122 sec): 3 clusters Score: Raw -532888.703087 + Penalty 3094.299056 = -529794.404031 nChanged 2 SP:Iteration 39Q (740.045962 sec): 3 clusters Score: Raw -532889.355385 + Penalty 3094.299056 = -529795.056329 nChanged 5 SP:Iteration 40F (740.100586 sec): 3 clusters Score: Raw -532890.692373 + Penalty 3094.299056 = -529796.393318 nChanged 8 SP:Iteration 41Q (740.155896 sec): 3 clusters Score: Raw -532892.763031 + Penalty 3094.299056 = -529798.463975 nChanged 14 SP:Iteration 42Q (740.210758 sec): 3 clusters Score: Raw -532895.385872 + Penalty 3094.299056 = -529801.086817 nChanged 9 SP:Iteration 43Q (740.354599 sec): 3 clusters Score: Raw -532896.765716 + Penalty 3094.299056 = -529802.466661 nChanged 4 SP:Iteration 44Q (740.412642 sec): 3 clusters Score: Raw -532897.267227 + Penalty 3094.299056 = -529802.968171 nChanged 5 SP:Iteration 45Q (740.473221 sec): 3 clusters Score: Raw -532897.684464 + Penalty 3094.299056 = -529803.385409 nChanged 0 SP:Iteration 46F (740.535128 sec): 3 clusters Score: Raw -532897.684464 + Penalty 3094.299056 = -529803.385409 nChanged 0 Trying to split cluster 26 (6697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (740.590591 sec): 2 clusters Score: Raw -529410.334978 + Penalty 1546.052323 = -527864.282655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (740.668419 sec): 3 clusters Score: Raw -525813.786450 + Penalty 3092.104645 = -522721.681805 nChanged 2747 SP:Iteration 1F (740.743592 sec): 3 clusters Score: Raw -527302.470489 + Penalty 3092.104645 = -524210.365843 nChanged 477 SP:Iteration 2F (740.809468 sec): 3 clusters Score: Raw -527599.129531 + Penalty 3092.104645 = -524507.024886 nChanged 420 SP:Iteration 3F (740.858289 sec): 3 clusters Score: Raw -527864.361258 + Penalty 3092.104645 = -524772.256612 nChanged 378 SP:Iteration 4F (740.906497 sec): 3 clusters Score: Raw -528080.423129 + Penalty 3092.104645 = -524988.318483 nChanged 331 SP:Iteration 5Q (740.955358 sec): 3 clusters Score: Raw -528289.618898 + Penalty 3092.104645 = -525197.514252 nChanged 317 SP:Iteration 6Q (741.004970 sec): 3 clusters Score: Raw -528529.739874 + Penalty 3092.104645 = -525437.635229 nChanged 313 SP:Iteration 7Q (741.054054 sec): 3 clusters Score: Raw -528752.669999 + Penalty 3092.104645 = -525660.565354 nChanged 294 SP:Iteration 8Q (741.102409 sec): 3 clusters Score: Raw -528943.024156 + Penalty 3092.104645 = -525850.919511 nChanged 234 SP:Iteration 9Q (741.151446 sec): 3 clusters Score: Raw -529086.863225 + Penalty 3092.104645 = -525994.758580 nChanged 187 SP:Iteration 10Q (741.200506 sec): 3 clusters Score: Raw -529209.568345 + Penalty 3092.104645 = -526117.463699 nChanged 177 SP:Iteration 11Q (741.269945 sec): 3 clusters Score: Raw -529298.840198 + Penalty 3092.104645 = -526206.735553 nChanged 134 SP:Iteration 12Q (741.324877 sec): 3 clusters Score: Raw -529363.718897 + Penalty 3092.104645 = -526271.614252 nChanged 114 SP:Iteration 13Q (741.381416 sec): 3 clusters Score: Raw -529418.434640 + Penalty 3092.104645 = -526326.329995 nChanged 91 SP:Iteration 14Q (741.436753 sec): 3 clusters Score: Raw -529456.361849 + Penalty 3092.104645 = -526364.257203 nChanged 74 SP:Iteration 15Q (741.491832 sec): 3 clusters Score: Raw -529481.701005 + Penalty 3092.104645 = -526389.596360 nChanged 56 SP:Iteration 16Q (741.546593 sec): 3 clusters Score: Raw -529502.324784 + Penalty 3092.104645 = -526410.220139 nChanged 52 SP:Iteration 17Q (741.601590 sec): 3 clusters Score: Raw -529521.907977 + Penalty 3092.104645 = -526429.803331 nChanged 46 SP:Iteration 18Q (741.656329 sec): 3 clusters Score: Raw -529538.530593 + Penalty 3092.104645 = -526446.425948 nChanged 49 SP:Iteration 19Q (741.711115 sec): 3 clusters Score: Raw -529553.903744 + Penalty 3092.104645 = -526461.799099 nChanged 40 SP:Iteration 20F (741.790474 sec): 3 clusters Score: Raw -529567.722721 + Penalty 3092.104645 = -526475.618076 nChanged 39 SP:Iteration 21Q (741.845105 sec): 3 clusters Score: Raw -529582.428722 + Penalty 3092.104645 = -526490.324077 nChanged 37 SP:Iteration 22Q (741.898441 sec): 3 clusters Score: Raw -529593.120246 + Penalty 3092.104645 = -526501.015601 nChanged 33 SP:Iteration 23Q (741.949612 sec): 3 clusters Score: Raw -529601.274509 + Penalty 3092.104645 = -526509.169864 nChanged 26 SP:Iteration 24Q (742.000623 sec): 3 clusters Score: Raw -529608.100675 + Penalty 3092.104645 = -526515.996030 nChanged 16 SP:Iteration 25Q (742.054342 sec): 3 clusters Score: Raw -529612.172069 + Penalty 3092.104645 = -526520.067423 nChanged 18 SP:Iteration 26Q (742.228801 sec): 3 clusters Score: Raw -529617.093195 + Penalty 3092.104645 = -526524.988550 nChanged 16 SP:Iteration 27Q (742.285875 sec): 3 clusters Score: Raw -529620.434715 + Penalty 3092.104645 = -526528.330070 nChanged 8 SP:Iteration 28Q (742.343913 sec): 3 clusters Score: Raw -529621.832710 + Penalty 3092.104645 = -526529.728065 nChanged 3 SP:Iteration 29Q (742.398828 sec): 3 clusters Score: Raw -529622.191184 + Penalty 3092.104645 = -526530.086539 nChanged 1 SP:Iteration 30Q (742.453568 sec): 3 clusters Score: Raw -529622.332517 + Penalty 3092.104645 = -526530.227872 nChanged 1 SP:Iteration 31Q (742.507555 sec): 3 clusters Score: Raw -529622.555354 + Penalty 3092.104645 = -526530.450709 nChanged 3 SP:Iteration 32Q (742.561679 sec): 3 clusters Score: Raw -529623.060922 + Penalty 3092.104645 = -526530.956277 nChanged 4 SP:Iteration 33Q (742.615669 sec): 3 clusters Score: Raw -529623.731299 + Penalty 3092.104645 = -526531.626654 nChanged 1 SP:Iteration 34Q (742.670175 sec): 3 clusters Score: Raw -529623.905471 + Penalty 3092.104645 = -526531.800825 nChanged 1 SP:Iteration 35Q (742.724595 sec): 3 clusters Score: Raw -529624.067755 + Penalty 3092.104645 = -526531.963110 nChanged 1 SP:Iteration 36Q (742.779022 sec): 3 clusters Score: Raw -529624.151301 + Penalty 3092.104645 = -526532.046655 nChanged 0 SP:Iteration 37F (742.834141 sec): 3 clusters Score: Raw -529624.151301 + Penalty 3092.104645 = -526532.046655 nChanged 0 Trying to split cluster 27 (5285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (742.882426 sec): 2 clusters Score: Raw -414441.973997 + Penalty 1504.496196 = -412937.477801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (742.936478 sec): 3 clusters Score: Raw -411684.745567 + Penalty 3008.992392 = -408675.753175 nChanged 2167 SP:Iteration 1F (742.996143 sec): 3 clusters Score: Raw -412902.624735 + Penalty 3008.992392 = -409893.632342 nChanged 426 SP:Iteration 2F (743.055306 sec): 3 clusters Score: Raw -413189.544290 + Penalty 3008.992392 = -410180.551897 nChanged 344 SP:Iteration 3F (743.099443 sec): 3 clusters Score: Raw -413443.791068 + Penalty 3008.992392 = -410434.798676 nChanged 346 SP:Iteration 4F (743.143813 sec): 3 clusters Score: Raw -413718.469453 + Penalty 3008.992392 = -410709.477061 nChanged 311 SP:Iteration 5F (743.188260 sec): 3 clusters Score: Raw -413952.024847 + Penalty 3008.992392 = -410943.032455 nChanged 258 SP:Iteration 6Q (743.235743 sec): 3 clusters Score: Raw -414155.154241 + Penalty 3008.992392 = -411146.161848 nChanged 251 SP:Iteration 7Q (743.287204 sec): 3 clusters Score: Raw -414325.692549 + Penalty 3008.992392 = -411316.700157 nChanged 200 SP:Iteration 8Q (743.338397 sec): 3 clusters Score: Raw -414439.779243 + Penalty 3008.992392 = -411430.786851 nChanged 150 SP:Iteration 9Q (743.389509 sec): 3 clusters Score: Raw -414510.966521 + Penalty 3008.992392 = -411501.974129 nChanged 125 SP:Iteration 10Q (743.438224 sec): 3 clusters Score: Raw -414577.071045 + Penalty 3008.992392 = -411568.078653 nChanged 99 SP:Iteration 11Q (743.486832 sec): 3 clusters Score: Raw -414613.199671 + Penalty 3008.992392 = -411604.207279 nChanged 68 SP:Iteration 12Q (743.554517 sec): 3 clusters Score: Raw -414638.267698 + Penalty 3008.992392 = -411629.275306 nChanged 57 SP:Iteration 13Q (743.602812 sec): 3 clusters Score: Raw -414656.501929 + Penalty 3008.992392 = -411647.509537 nChanged 44 SP:Iteration 14Q (743.651082 sec): 3 clusters Score: Raw -414669.067921 + Penalty 3008.992392 = -411660.075529 nChanged 28 SP:Iteration 15Q (743.699488 sec): 3 clusters Score: Raw -414676.592169 + Penalty 3008.992392 = -411667.599777 nChanged 24 SP:Iteration 16Q (743.747812 sec): 3 clusters Score: Raw -414683.411364 + Penalty 3008.992392 = -411674.418972 nChanged 30 SP:Iteration 17Q (743.796196 sec): 3 clusters Score: Raw -414691.066668 + Penalty 3008.992392 = -411682.074275 nChanged 26 SP:Iteration 18Q (743.951438 sec): 3 clusters Score: Raw -414697.318894 + Penalty 3008.992392 = -411688.326501 nChanged 21 SP:Iteration 19Q (744.049840 sec): 3 clusters Score: Raw -414702.260056 + Penalty 3008.992392 = -411693.267664 nChanged 13 SP:Iteration 20F (744.095564 sec): 3 clusters Score: Raw -414705.487302 + Penalty 3008.992392 = -411696.494910 nChanged 12 SP:Iteration 21Q (744.144491 sec): 3 clusters Score: Raw -414708.903441 + Penalty 3008.992392 = -411699.911048 nChanged 19 SP:Iteration 22Q (744.192569 sec): 3 clusters Score: Raw -414714.293925 + Penalty 3008.992392 = -411705.301533 nChanged 15 SP:Iteration 23Q (744.239611 sec): 3 clusters Score: Raw -414718.040724 + Penalty 3008.992392 = -411709.048331 nChanged 12 SP:Iteration 24Q (744.287161 sec): 3 clusters Score: Raw -414721.158862 + Penalty 3008.992392 = -411712.166469 nChanged 11 SP:Iteration 25Q (744.334682 sec): 3 clusters Score: Raw -414723.150254 + Penalty 3008.992392 = -411714.157861 nChanged 11 SP:Iteration 26Q (744.382562 sec): 3 clusters Score: Raw -414725.612570 + Penalty 3008.992392 = -411716.620178 nChanged 10 SP:Iteration 27Q (744.431538 sec): 3 clusters Score: Raw -414728.657350 + Penalty 3008.992392 = -411719.664958 nChanged 11 SP:Iteration 28Q (744.480541 sec): 3 clusters Score: Raw -414731.985327 + Penalty 3008.992392 = -411722.992935 nChanged 11 SP:Iteration 29Q (744.529267 sec): 3 clusters Score: Raw -414734.530290 + Penalty 3008.992392 = -411725.537898 nChanged 9 SP:Iteration 30Q (744.578333 sec): 3 clusters Score: Raw -414736.382646 + Penalty 3008.992392 = -411727.390253 nChanged 6 SP:Iteration 31Q (744.641897 sec): 3 clusters Score: Raw -414737.601806 + Penalty 3008.992392 = -411728.609414 nChanged 3 SP:Iteration 32Q (744.692063 sec): 3 clusters Score: Raw -414738.639741 + Penalty 3008.992392 = -411729.647348 nChanged 5 SP:Iteration 33Q (744.747656 sec): 3 clusters Score: Raw -414740.015613 + Penalty 3008.992392 = -411731.023221 nChanged 4 SP:Iteration 34Q (744.795089 sec): 3 clusters Score: Raw -414740.731473 + Penalty 3008.992392 = -411731.739081 nChanged 3 SP:Iteration 35Q (744.842206 sec): 3 clusters Score: Raw -414741.457169 + Penalty 3008.992392 = -411732.464777 nChanged 5 SP:Iteration 36Q (744.890403 sec): 3 clusters Score: Raw -414742.503246 + Penalty 3008.992392 = -411733.510854 nChanged 2 SP:Iteration 37Q (744.939105 sec): 3 clusters Score: Raw -414742.830632 + Penalty 3008.992392 = -411733.838240 nChanged 1 SP:Iteration 38Q (744.987821 sec): 3 clusters Score: Raw -414742.921120 + Penalty 3008.992392 = -411733.928728 nChanged 0 SP:Iteration 39F (745.035779 sec): 3 clusters Score: Raw -414742.921120 + Penalty 3008.992392 = -411733.928728 nChanged 0 Trying to split cluster 28 (3910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (745.077975 sec): 2 clusters Score: Raw -310087.666896 + Penalty 1451.611861 = -308636.055036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (745.194503 sec): 3 clusters Score: Raw -308167.613199 + Penalty 2903.223721 = -305264.389478 nChanged 1509 SP:Iteration 1F (745.309879 sec): 3 clusters Score: Raw -309043.997885 + Penalty 2903.223721 = -306140.774164 nChanged 313 SP:Iteration 2F (745.424369 sec): 3 clusters Score: Raw -309240.508276 + Penalty 2903.223721 = -306337.284555 nChanged 210 SP:Iteration 3F (745.465227 sec): 3 clusters Score: Raw -309356.756098 + Penalty 2903.223721 = -306453.532377 nChanged 151 SP:Iteration 4Q (745.507244 sec): 3 clusters Score: Raw -309450.496814 + Penalty 2903.223721 = -306547.273093 nChanged 141 SP:Iteration 5Q (745.549893 sec): 3 clusters Score: Raw -309546.876725 + Penalty 2903.223721 = -306643.653004 nChanged 149 SP:Iteration 6Q (745.592644 sec): 3 clusters Score: Raw -309659.598878 + Penalty 2903.223721 = -306756.375156 nChanged 167 SP:Iteration 7Q (745.635472 sec): 3 clusters Score: Raw -309778.120244 + Penalty 2903.223721 = -306874.896523 nChanged 150 SP:Iteration 8Q (745.762234 sec): 3 clusters Score: Raw -309881.129517 + Penalty 2903.223721 = -306977.905796 nChanged 134 SP:Iteration 9Q (745.861582 sec): 3 clusters Score: Raw -309964.481113 + Penalty 2903.223721 = -307061.257392 nChanged 123 SP:Iteration 10Q (745.908133 sec): 3 clusters Score: Raw -310036.285655 + Penalty 2903.223721 = -307133.061934 nChanged 103 SP:Iteration 11Q (745.954629 sec): 3 clusters Score: Raw -310103.162352 + Penalty 2903.223721 = -307199.938631 nChanged 82 SP:Iteration 12Q (746.000643 sec): 3 clusters Score: Raw -310149.238563 + Penalty 2903.223721 = -307246.014842 nChanged 82 SP:Iteration 13Q (746.041743 sec): 3 clusters Score: Raw -310194.666435 + Penalty 2903.223721 = -307291.442714 nChanged 68 SP:Iteration 14Q (746.082958 sec): 3 clusters Score: Raw -310229.413967 + Penalty 2903.223721 = -307326.190245 nChanged 56 SP:Iteration 15Q (746.123931 sec): 3 clusters Score: Raw -310253.309498 + Penalty 2903.223721 = -307350.085777 nChanged 47 SP:Iteration 16Q (746.165049 sec): 3 clusters Score: Raw -310273.631477 + Penalty 2903.223721 = -307370.407755 nChanged 32 SP:Iteration 17Q (746.208930 sec): 3 clusters Score: Raw -310286.854478 + Penalty 2903.223721 = -307383.630757 nChanged 28 SP:Iteration 18Q (746.252835 sec): 3 clusters Score: Raw -310300.941640 + Penalty 2903.223721 = -307397.717919 nChanged 30 SP:Iteration 19Q (746.296480 sec): 3 clusters Score: Raw -310313.034702 + Penalty 2903.223721 = -307409.810981 nChanged 20 SP:Iteration 20F (746.339841 sec): 3 clusters Score: Raw -310319.502081 + Penalty 2903.223721 = -307416.278360 nChanged 16 SP:Iteration 21Q (746.382491 sec): 3 clusters Score: Raw -310324.628464 + Penalty 2903.223721 = -307421.404743 nChanged 12 SP:Iteration 22Q (746.424600 sec): 3 clusters Score: Raw -310328.310476 + Penalty 2903.223721 = -307425.086755 nChanged 14 SP:Iteration 23Q (746.466671 sec): 3 clusters Score: Raw -310332.471367 + Penalty 2903.223721 = -307429.247646 nChanged 10 SP:Iteration 24Q (746.508812 sec): 3 clusters Score: Raw -310336.407585 + Penalty 2903.223721 = -307433.183864 nChanged 14 SP:Iteration 25Q (746.551205 sec): 3 clusters Score: Raw -310339.761819 + Penalty 2903.223721 = -307436.538097 nChanged 12 SP:Iteration 26Q (746.593346 sec): 3 clusters Score: Raw -310345.089996 + Penalty 2903.223721 = -307441.866274 nChanged 18 SP:Iteration 27Q (746.635436 sec): 3 clusters Score: Raw -310350.787609 + Penalty 2903.223721 = -307447.563888 nChanged 10 SP:Iteration 28Q (746.677577 sec): 3 clusters Score: Raw -310354.736429 + Penalty 2903.223721 = -307451.512708 nChanged 11 SP:Iteration 29Q (746.719616 sec): 3 clusters Score: Raw -310358.932720 + Penalty 2903.223721 = -307455.708999 nChanged 13 SP:Iteration 30Q (746.761575 sec): 3 clusters Score: Raw -310364.151324 + Penalty 2903.223721 = -307460.927603 nChanged 8 SP:Iteration 31Q (746.803645 sec): 3 clusters Score: Raw -310367.385358 + Penalty 2903.223721 = -307464.161636 nChanged 10 SP:Iteration 32Q (746.845639 sec): 3 clusters Score: Raw -310369.971073 + Penalty 2903.223721 = -307466.747352 nChanged 8 SP:Iteration 33Q (746.887446 sec): 3 clusters Score: Raw -310371.821036 + Penalty 2903.223721 = -307468.597315 nChanged 7 SP:Iteration 34Q (746.929534 sec): 3 clusters Score: Raw -310374.808968 + Penalty 2903.223721 = -307471.585247 nChanged 9 SP:Iteration 35Q (746.972084 sec): 3 clusters Score: Raw -310377.410870 + Penalty 2903.223721 = -307474.187148 nChanged 10 SP:Iteration 36Q (747.014283 sec): 3 clusters Score: Raw -310379.432796 + Penalty 2903.223721 = -307476.209075 nChanged 7 SP:Iteration 37Q (747.058042 sec): 3 clusters Score: Raw -310381.425412 + Penalty 2903.223721 = -307478.201691 nChanged 5 SP:Iteration 38Q (747.101158 sec): 3 clusters Score: Raw -310382.478432 + Penalty 2903.223721 = -307479.254711 nChanged 3 SP:Iteration 39Q (747.144591 sec): 3 clusters Score: Raw -310383.385631 + Penalty 2903.223721 = -307480.161910 nChanged 2 SP:Iteration 40F (747.289359 sec): 3 clusters Score: Raw -310383.796726 + Penalty 2903.223721 = -307480.573004 nChanged 2 SP:Iteration 41Q (747.379139 sec): 3 clusters Score: Raw -310384.401932 + Penalty 2903.223721 = -307481.178211 nChanged 3 SP:Iteration 42Q (747.420410 sec): 3 clusters Score: Raw -310385.301756 + Penalty 2903.223721 = -307482.078035 nChanged 2 SP:Iteration 43Q (747.461856 sec): 3 clusters Score: Raw -310385.527531 + Penalty 2903.223721 = -307482.303810 nChanged 1 SP:Iteration 44Q (747.503393 sec): 3 clusters Score: Raw -310385.583877 + Penalty 2903.223721 = -307482.360156 nChanged 0 SP:Iteration 45F (747.544900 sec): 3 clusters Score: Raw -310385.583877 + Penalty 2903.223721 = -307482.360156 nChanged 0 Trying to split cluster 29 (3080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (747.608821 sec): 2 clusters Score: Raw -234571.313923 + Penalty 1409.736196 = -233161.577728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (747.691460 sec): 3 clusters Score: Raw -233118.568722 + Penalty 2819.472391 = -230299.096330 nChanged 1188 SP:Iteration 1F (747.841454 sec): 3 clusters Score: Raw -233787.656245 + Penalty 2819.472391 = -230968.183854 nChanged 226 SP:Iteration 2F (747.927997 sec): 3 clusters Score: Raw -233944.020095 + Penalty 2819.472391 = -231124.547703 nChanged 178 SP:Iteration 3F (747.997224 sec): 3 clusters Score: Raw -234082.043852 + Penalty 2819.472391 = -231262.571461 nChanged 154 SP:Iteration 4Q (748.050673 sec): 3 clusters Score: Raw -234192.925866 + Penalty 2819.472391 = -231373.453474 nChanged 141 SP:Iteration 5Q (748.088948 sec): 3 clusters Score: Raw -234287.252581 + Penalty 2819.472391 = -231467.780189 nChanged 127 SP:Iteration 6Q (748.126441 sec): 3 clusters Score: Raw -234386.144871 + Penalty 2819.472391 = -231566.672480 nChanged 121 SP:Iteration 7Q (748.177524 sec): 3 clusters Score: Raw -234478.047598 + Penalty 2819.472391 = -231658.575207 nChanged 122 SP:Iteration 8Q (748.215369 sec): 3 clusters Score: Raw -234578.038424 + Penalty 2819.472391 = -231758.566033 nChanged 107 SP:Iteration 9Q (748.253821 sec): 3 clusters Score: Raw -234657.558712 + Penalty 2819.472391 = -231838.086320 nChanged 93 SP:Iteration 10Q (748.291521 sec): 3 clusters Score: Raw -234724.752010 + Penalty 2819.472391 = -231905.279619 nChanged 86 SP:Iteration 11Q (748.329337 sec): 3 clusters Score: Raw -234791.229334 + Penalty 2819.472391 = -231971.756943 nChanged 72 SP:Iteration 12Q (748.367421 sec): 3 clusters Score: Raw -234841.531432 + Penalty 2819.472391 = -232022.059040 nChanged 54 SP:Iteration 13Q (748.405735 sec): 3 clusters Score: Raw -234874.377317 + Penalty 2819.472391 = -232054.904925 nChanged 41 SP:Iteration 14Q (748.443574 sec): 3 clusters Score: Raw -234904.995554 + Penalty 2819.472391 = -232085.523163 nChanged 45 SP:Iteration 15Q (748.481377 sec): 3 clusters Score: Raw -234937.872624 + Penalty 2819.472391 = -232118.400232 nChanged 48 SP:Iteration 16Q (748.519110 sec): 3 clusters Score: Raw -234969.697218 + Penalty 2819.472391 = -232150.224827 nChanged 45 SP:Iteration 17Q (748.557166 sec): 3 clusters Score: Raw -234992.857014 + Penalty 2819.472391 = -232173.384623 nChanged 29 SP:Iteration 18Q (748.595296 sec): 3 clusters Score: Raw -235010.987330 + Penalty 2819.472391 = -232191.514938 nChanged 24 SP:Iteration 19Q (748.633087 sec): 3 clusters Score: Raw -235023.231176 + Penalty 2819.472391 = -232203.758785 nChanged 21 SP:Iteration 20F (748.670220 sec): 3 clusters Score: Raw -235033.213261 + Penalty 2819.472391 = -232213.740870 nChanged 23 SP:Iteration 21Q (748.707938 sec): 3 clusters Score: Raw -235044.203176 + Penalty 2819.472391 = -232224.730784 nChanged 19 SP:Iteration 22Q (748.745503 sec): 3 clusters Score: Raw -235051.109659 + Penalty 2819.472391 = -232231.637268 nChanged 10 SP:Iteration 23Q (748.898135 sec): 3 clusters Score: Raw -235054.416591 + Penalty 2819.472391 = -232234.944200 nChanged 10 SP:Iteration 24Q (748.920306 sec): 3 clusters Score: Raw -235056.467811 + Penalty 2819.472391 = -232236.995419 nChanged 4 SP:Iteration 25Q (748.958023 sec): 3 clusters Score: Raw -235057.707934 + Penalty 2819.472391 = -232238.235542 nChanged 1 SP:Iteration 26Q (748.996056 sec): 3 clusters Score: Raw -235057.950159 + Penalty 2819.472391 = -232238.477767 nChanged 1 SP:Iteration 27Q (749.033917 sec): 3 clusters Score: Raw -235058.191144 + Penalty 2819.472391 = -232238.718752 nChanged 1 SP:Iteration 28Q (749.071366 sec): 3 clusters Score: Raw -235058.551103 + Penalty 2819.472391 = -232239.078711 nChanged 2 SP:Iteration 29Q (749.111967 sec): 3 clusters Score: Raw -235059.394912 + Penalty 2819.472391 = -232239.922520 nChanged 1 SP:Iteration 30Q (749.149725 sec): 3 clusters Score: Raw -235059.593092 + Penalty 2819.472391 = -232240.120701 nChanged 0 SP:Iteration 31F (749.214317 sec): 3 clusters Score: Raw -235059.593092 + Penalty 2819.472391 = -232240.120701 nChanged 0 Trying to split cluster 30 (3371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (749.251519 sec): 2 clusters Score: Raw -273049.659711 + Penalty 1425.580308 = -271624.079403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (749.371422 sec): 3 clusters Score: Raw -271508.279909 + Penalty 2851.160615 = -268657.119294 nChanged 1281 SP:Iteration 1F (749.494297 sec): 3 clusters Score: Raw -272276.533964 + Penalty 2851.160615 = -269425.373349 nChanged 230 SP:Iteration 2F (749.614651 sec): 3 clusters Score: Raw -272427.360398 + Penalty 2851.160615 = -269576.199783 nChanged 159 SP:Iteration 3Q (749.705395 sec): 3 clusters Score: Raw -272525.724570 + Penalty 2851.160615 = -269674.563955 nChanged 150 SP:Iteration 4Q (749.763055 sec): 3 clusters Score: Raw -272618.704760 + Penalty 2851.160615 = -269767.544144 nChanged 128 SP:Iteration 5Q (749.802559 sec): 3 clusters Score: Raw -272697.269511 + Penalty 2851.160615 = -269846.108896 nChanged 121 SP:Iteration 6Q (749.869504 sec): 3 clusters Score: Raw -272777.679672 + Penalty 2851.160615 = -269926.519057 nChanged 106 SP:Iteration 7Q (749.980135 sec): 3 clusters Score: Raw -272845.612296 + Penalty 2851.160615 = -269994.451681 nChanged 105 SP:Iteration 8Q (750.019991 sec): 3 clusters Score: Raw -272918.960289 + Penalty 2851.160615 = -270067.799674 nChanged 106 SP:Iteration 9Q (750.142060 sec): 3 clusters Score: Raw -272988.109896 + Penalty 2851.160615 = -270136.949281 nChanged 95 SP:Iteration 10Q (750.181721 sec): 3 clusters Score: Raw -273049.830953 + Penalty 2851.160615 = -270198.670338 nChanged 73 SP:Iteration 11Q (750.223478 sec): 3 clusters Score: Raw -273092.596800 + Penalty 2851.160615 = -270241.436185 nChanged 50 SP:Iteration 12Q (750.265228 sec): 3 clusters Score: Raw -273120.002928 + Penalty 2851.160615 = -270268.842313 nChanged 43 SP:Iteration 13Q (750.391496 sec): 3 clusters Score: Raw -273149.208077 + Penalty 2851.160615 = -270298.047462 nChanged 35 SP:Iteration 14Q (750.459831 sec): 3 clusters Score: Raw -273174.172863 + Penalty 2851.160615 = -270323.012248 nChanged 34 SP:Iteration 15Q (750.500390 sec): 3 clusters Score: Raw -273192.611932 + Penalty 2851.160615 = -270341.451317 nChanged 32 SP:Iteration 16Q (750.642826 sec): 3 clusters Score: Raw -273209.184138 + Penalty 2851.160615 = -270358.023523 nChanged 14 SP:Iteration 17Q (750.732547 sec): 3 clusters Score: Raw -273216.625906 + Penalty 2851.160615 = -270365.465291 nChanged 22 SP:Iteration 18Q (750.774083 sec): 3 clusters Score: Raw -273226.045421 + Penalty 2851.160615 = -270374.884806 nChanged 10 SP:Iteration 19Q (750.815408 sec): 3 clusters Score: Raw -273230.306666 + Penalty 2851.160615 = -270379.146050 nChanged 4 SP:Iteration 20F (750.855891 sec): 3 clusters Score: Raw -273232.354838 + Penalty 2851.160615 = -270381.194223 nChanged 4 SP:Iteration 21Q (750.982404 sec): 3 clusters Score: Raw -273234.090131 + Penalty 2851.160615 = -270382.929516 nChanged 3 SP:Iteration 22Q (751.105840 sec): 3 clusters Score: Raw -273235.867504 + Penalty 2851.160615 = -270384.706889 nChanged 3 SP:Iteration 23Q (751.188299 sec): 3 clusters Score: Raw -273237.801330 + Penalty 2851.160615 = -270386.640715 nChanged 3 SP:Iteration 24Q (751.228256 sec): 3 clusters Score: Raw -273238.563542 + Penalty 2851.160615 = -270387.402927 nChanged 2 SP:Iteration 25Q (751.268288 sec): 3 clusters Score: Raw -273239.337384 + Penalty 2851.160615 = -270388.176769 nChanged 4 SP:Iteration 26Q (751.308736 sec): 3 clusters Score: Raw -273241.586470 + Penalty 2851.160615 = -270390.425855 nChanged 4 SP:Iteration 27Q (751.348830 sec): 3 clusters Score: Raw -273243.719831 + Penalty 2851.160615 = -270392.559216 nChanged 4 SP:Iteration 28Q (751.389035 sec): 3 clusters Score: Raw -273247.712155 + Penalty 2851.160615 = -270396.551540 nChanged 5 SP:Iteration 29Q (751.506540 sec): 3 clusters Score: Raw -273252.355778 + Penalty 2851.160615 = -270401.195163 nChanged 9 SP:Iteration 30Q (751.645622 sec): 3 clusters Score: Raw -273258.939074 + Penalty 2851.160615 = -270407.778459 nChanged 12 SP:Iteration 31Q (751.785063 sec): 3 clusters Score: Raw -273265.892654 + Penalty 2851.160615 = -270414.732039 nChanged 11 SP:Iteration 32Q (751.900613 sec): 3 clusters Score: Raw -273270.924554 + Penalty 2851.160615 = -270419.763939 nChanged 5 SP:Iteration 33Q (751.991801 sec): 3 clusters Score: Raw -273272.655350 + Penalty 2851.160615 = -270421.494735 nChanged 4 SP:Iteration 34Q (752.054096 sec): 3 clusters Score: Raw -273274.392436 + Penalty 2851.160615 = -270423.231821 nChanged 1 SP:Iteration 35Q (752.093323 sec): 3 clusters Score: Raw -273274.859413 + Penalty 2851.160615 = -270423.698798 nChanged 1 SP:Iteration 36Q (752.132879 sec): 3 clusters Score: Raw -273275.963127 + Penalty 2851.160615 = -270424.802512 nChanged 1 SP:Iteration 37Q (752.176501 sec): 3 clusters Score: Raw -273276.264271 + Penalty 2851.160615 = -270425.103656 nChanged 1 SP:Iteration 38Q (752.215985 sec): 3 clusters Score: Raw -273276.629130 + Penalty 2851.160615 = -270425.468514 nChanged 1 SP:Iteration 39Q (752.255728 sec): 3 clusters Score: Raw -273276.898105 + Penalty 2851.160615 = -270425.737490 nChanged 2 SP:Iteration 40F (752.354543 sec): 3 clusters Score: Raw -273277.427731 + Penalty 2851.160615 = -270426.267116 nChanged 1 SP:Iteration 41Q (752.394321 sec): 3 clusters Score: Raw -273277.819896 + Penalty 2851.160615 = -270426.659281 nChanged 2 SP:Iteration 42Q (752.434605 sec): 3 clusters Score: Raw -273278.548429 + Penalty 2851.160615 = -270427.387814 nChanged 0 SP:Iteration 43F (752.474011 sec): 3 clusters Score: Raw -273278.548429 + Penalty 2851.160615 = -270427.387814 nChanged 0 Trying to split cluster 31 (2756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (752.510496 sec): 2 clusters Score: Raw -211778.136347 + Penalty 1390.229503 = -210387.906843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (752.546200 sec): 3 clusters Score: Raw -210581.644043 + Penalty 2780.459007 = -207801.185036 nChanged 1001 SP:Iteration 1F (752.580816 sec): 3 clusters Score: Raw -211298.233625 + Penalty 2780.459007 = -208517.774618 nChanged 225 SP:Iteration 2F (752.615158 sec): 3 clusters Score: Raw -211476.149501 + Penalty 2780.459007 = -208695.690495 nChanged 183 SP:Iteration 3F (752.649933 sec): 3 clusters Score: Raw -211661.185322 + Penalty 2780.459007 = -208880.726315 nChanged 160 SP:Iteration 4F (752.684337 sec): 3 clusters Score: Raw -211818.023109 + Penalty 2780.459007 = -209037.564102 nChanged 128 SP:Iteration 5Q (752.719443 sec): 3 clusters Score: Raw -211944.102245 + Penalty 2780.459007 = -209163.643238 nChanged 116 SP:Iteration 6Q (752.754973 sec): 3 clusters Score: Raw -212051.008817 + Penalty 2780.459007 = -209270.549810 nChanged 99 SP:Iteration 7Q (752.892194 sec): 3 clusters Score: Raw -212124.473362 + Penalty 2780.459007 = -209344.014355 nChanged 76 SP:Iteration 8Q (753.008156 sec): 3 clusters Score: Raw -212175.533664 + Penalty 2780.459007 = -209395.074657 nChanged 45 SP:Iteration 9Q (753.151715 sec): 3 clusters Score: Raw -212196.327303 + Penalty 2780.459007 = -209415.868296 nChanged 21 SP:Iteration 10Q (753.187210 sec): 3 clusters Score: Raw -212207.909585 + Penalty 2780.459007 = -209427.450578 nChanged 30 SP:Iteration 11Q (753.221413 sec): 3 clusters Score: Raw -212226.146186 + Penalty 2780.459007 = -209445.687179 nChanged 25 SP:Iteration 12Q (753.258438 sec): 3 clusters Score: Raw -212237.731863 + Penalty 2780.459007 = -209457.272856 nChanged 12 SP:Iteration 13Q (753.292637 sec): 3 clusters Score: Raw -212243.824106 + Penalty 2780.459007 = -209463.365099 nChanged 11 SP:Iteration 14Q (753.326787 sec): 3 clusters Score: Raw -212247.870231 + Penalty 2780.459007 = -209467.411224 nChanged 4 SP:Iteration 15Q (753.360935 sec): 3 clusters Score: Raw -212249.280618 + Penalty 2780.459007 = -209468.821611 nChanged 6 SP:Iteration 16Q (753.394858 sec): 3 clusters Score: Raw -212251.211916 + Penalty 2780.459007 = -209470.752909 nChanged 8 SP:Iteration 17Q (753.429133 sec): 3 clusters Score: Raw -212253.976906 + Penalty 2780.459007 = -209473.517900 nChanged 1 SP:Iteration 18Q (753.463297 sec): 3 clusters Score: Raw -212254.310329 + Penalty 2780.459007 = -209473.851322 nChanged 0 SP:Iteration 19F (753.497178 sec): 3 clusters Score: Raw -212254.310329 + Penalty 2780.459007 = -209473.851322 nChanged 0 Iteration 259Q (755.656565 sec): 32 clusters Score: Raw -7137425.824018 + Penalty 62710.690229 = -7074715.133789 nChanged 24 Iteration 260F (759.778180 sec): 32 clusters Score: Raw -7137430.455773 + Penalty 62710.690229 = -7074719.765544 nChanged 21 Iteration 261Q (761.880447 sec): 32 clusters Score: Raw -7137433.911041 + Penalty 62710.690229 = -7074723.220812 nChanged 15 Iteration 262Q (763.858934 sec): 32 clusters Score: Raw -7137436.835095 + Penalty 62710.690229 = -7074726.144866 nChanged 16 Iteration 263Q (765.674058 sec): 32 clusters Score: Raw -7137441.023657 + Penalty 62710.690229 = -7074730.333428 nChanged 21 Iteration 264Q (767.572661 sec): 32 clusters Score: Raw -7137445.519582 + Penalty 62710.690229 = -7074734.829353 nChanged 17 Iteration 265Q (769.385925 sec): 32 clusters Score: Raw -7137448.717857 + Penalty 62710.690229 = -7074738.027627 nChanged 10 Iteration 266Q (771.179249 sec): 32 clusters Score: Raw -7137450.150823 + Penalty 62710.690229 = -7074739.460594 nChanged 8 Iteration 267Q (773.030694 sec): 32 clusters Score: Raw -7137451.284924 + Penalty 62710.690229 = -7074740.594695 nChanged 2 Iteration 268Q (774.616619 sec): 32 clusters Score: Raw -7137451.575614 + Penalty 62710.690229 = -7074740.885385 nChanged 6 Iteration 269Q (776.195069 sec): 32 clusters Score: Raw -7137452.347346 + Penalty 62710.690229 = -7074741.657117 nChanged 7 Iteration 270Q (777.771107 sec): 32 clusters Score: Raw -7137453.334083 + Penalty 62710.690229 = -7074742.643854 nChanged 1 Iteration 271Q (779.475679 sec): 32 clusters Score: Raw -7137453.633572 + Penalty 62710.690229 = -7074742.943343 nChanged 1 Iteration 272Q (781.030144 sec): 32 clusters Score: Raw -7137453.752457 + Penalty 62710.690229 = -7074743.062228 nChanged 0 Iteration 273F (784.280341 sec): 32 clusters Score: Raw -7137453.752457 + Penalty 62710.690229 = -7074743.062228 nChanged 0 Compute initial score before splitting: Score: Raw -7137453.752457 + Penalty 62710.690229 = -7074743.062228 Trying to split cluster 1 (2941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (784.360149 sec): 2 clusters Score: Raw -183933.017681 + Penalty 1401.631617 = -182531.386064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (784.388678 sec): 3 clusters Score: Raw -182605.588126 + Penalty 2803.263233 = -179802.324893 nChanged 1084 SP:Iteration 1F (784.562002 sec): 3 clusters Score: Raw -183389.726794 + Penalty 2803.263233 = -180586.463560 nChanged 301 SP:Iteration 2F (784.594375 sec): 3 clusters Score: Raw -183646.996140 + Penalty 2803.263233 = -180843.732906 nChanged 196 SP:Iteration 3F (784.626899 sec): 3 clusters Score: Raw -183812.344876 + Penalty 2803.263233 = -181009.081643 nChanged 134 SP:Iteration 4Q (784.664617 sec): 3 clusters Score: Raw -183907.674389 + Penalty 2803.263233 = -181104.411156 nChanged 112 SP:Iteration 5Q (784.702331 sec): 3 clusters Score: Raw -183984.274699 + Penalty 2803.263233 = -181181.011466 nChanged 98 SP:Iteration 6Q (784.739892 sec): 3 clusters Score: Raw -184057.448203 + Penalty 2803.263233 = -181254.184970 nChanged 83 SP:Iteration 7Q (784.793563 sec): 3 clusters Score: Raw -184116.665949 + Penalty 2803.263233 = -181313.402715 nChanged 77 SP:Iteration 8Q (784.821293 sec): 3 clusters Score: Raw -184175.902139 + Penalty 2803.263233 = -181372.638906 nChanged 69 SP:Iteration 9Q (784.848797 sec): 3 clusters Score: Raw -184221.161151 + Penalty 2803.263233 = -181417.897917 nChanged 58 SP:Iteration 10Q (784.876299 sec): 3 clusters Score: Raw -184264.468377 + Penalty 2803.263233 = -181461.205143 nChanged 52 SP:Iteration 11Q (784.903686 sec): 3 clusters Score: Raw -184306.031044 + Penalty 2803.263233 = -181502.767810 nChanged 74 SP:Iteration 12Q (784.931338 sec): 3 clusters Score: Raw -184363.417039 + Penalty 2803.263233 = -181560.153806 nChanged 53 SP:Iteration 13Q (784.958815 sec): 3 clusters Score: Raw -184393.610833 + Penalty 2803.263233 = -181590.347600 nChanged 48 SP:Iteration 14Q (784.986328 sec): 3 clusters Score: Raw -184425.735162 + Penalty 2803.263233 = -181622.471928 nChanged 48 SP:Iteration 15Q (785.013812 sec): 3 clusters Score: Raw -184453.813972 + Penalty 2803.263233 = -181650.550738 nChanged 34 SP:Iteration 16Q (785.041135 sec): 3 clusters Score: Raw -184475.937893 + Penalty 2803.263233 = -181672.674660 nChanged 33 SP:Iteration 17Q (785.068502 sec): 3 clusters Score: Raw -184493.303985 + Penalty 2803.263233 = -181690.040752 nChanged 24 SP:Iteration 18Q (785.095976 sec): 3 clusters Score: Raw -184503.310587 + Penalty 2803.263233 = -181700.047354 nChanged 21 SP:Iteration 19Q (785.123306 sec): 3 clusters Score: Raw -184513.790935 + Penalty 2803.263233 = -181710.527702 nChanged 15 SP:Iteration 20F (785.150829 sec): 3 clusters Score: Raw -184528.068181 + Penalty 2803.263233 = -181724.804947 nChanged 16 SP:Iteration 21Q (785.179102 sec): 3 clusters Score: Raw -184541.168251 + Penalty 2803.263233 = -181737.905018 nChanged 14 SP:Iteration 22Q (785.206642 sec): 3 clusters Score: Raw -184551.392906 + Penalty 2803.263233 = -181748.129673 nChanged 18 SP:Iteration 23Q (785.234038 sec): 3 clusters Score: Raw -184568.158295 + Penalty 2803.263233 = -181764.895062 nChanged 27 SP:Iteration 24Q (785.261530 sec): 3 clusters Score: Raw -184600.435475 + Penalty 2803.263233 = -181797.172242 nChanged 41 SP:Iteration 25Q (785.288907 sec): 3 clusters Score: Raw -184637.443707 + Penalty 2803.263233 = -181834.180474 nChanged 30 SP:Iteration 26Q (785.316158 sec): 3 clusters Score: Raw -184657.809039 + Penalty 2803.263233 = -181854.545806 nChanged 33 SP:Iteration 27Q (785.343606 sec): 3 clusters Score: Raw -184678.071358 + Penalty 2803.263233 = -181874.808125 nChanged 22 SP:Iteration 28Q (785.370953 sec): 3 clusters Score: Raw -184690.213352 + Penalty 2803.263233 = -181886.950118 nChanged 25 SP:Iteration 29Q (785.398413 sec): 3 clusters Score: Raw -184700.293608 + Penalty 2803.263233 = -181897.030374 nChanged 16 SP:Iteration 30Q (785.425302 sec): 3 clusters Score: Raw -184707.493732 + Penalty 2803.263233 = -181904.230499 nChanged 13 SP:Iteration 31Q (785.452624 sec): 3 clusters Score: Raw -184713.181714 + Penalty 2803.263233 = -181909.918481 nChanged 19 SP:Iteration 32Q (785.480162 sec): 3 clusters Score: Raw -184720.123822 + Penalty 2803.263233 = -181916.860588 nChanged 22 SP:Iteration 33Q (785.579929 sec): 3 clusters Score: Raw -184728.019433 + Penalty 2803.263233 = -181924.756199 nChanged 13 SP:Iteration 34Q (785.670241 sec): 3 clusters Score: Raw -184733.416069 + Penalty 2803.263233 = -181930.152836 nChanged 13 SP:Iteration 35Q (785.697664 sec): 3 clusters Score: Raw -184737.303717 + Penalty 2803.263233 = -181934.040484 nChanged 4 SP:Iteration 36Q (785.724929 sec): 3 clusters Score: Raw -184739.016730 + Penalty 2803.263233 = -181935.753496 nChanged 2 SP:Iteration 37Q (785.752398 sec): 3 clusters Score: Raw -184739.794555 + Penalty 2803.263233 = -181936.531322 nChanged 2 SP:Iteration 38Q (785.779851 sec): 3 clusters Score: Raw -184740.288077 + Penalty 2803.263233 = -181937.024844 nChanged 1 SP:Iteration 39Q (785.807263 sec): 3 clusters Score: Raw -184740.507094 + Penalty 2803.263233 = -181937.243860 nChanged 2 SP:Iteration 40F (785.834687 sec): 3 clusters Score: Raw -184740.993216 + Penalty 2803.263233 = -181937.729983 nChanged 1 SP:Iteration 41Q (785.862199 sec): 3 clusters Score: Raw -184741.236645 + Penalty 2803.263233 = -181937.973412 nChanged 1 SP:Iteration 42Q (785.889450 sec): 3 clusters Score: Raw -184741.462527 + Penalty 2803.263233 = -181938.199293 nChanged 2 SP:Iteration 43Q (785.916726 sec): 3 clusters Score: Raw -184742.087660 + Penalty 2803.263233 = -181938.824427 nChanged 2 SP:Iteration 44Q (785.944053 sec): 3 clusters Score: Raw -184742.377222 + Penalty 2803.263233 = -181939.113989 nChanged 1 SP:Iteration 45Q (785.971319 sec): 3 clusters Score: Raw -184742.801971 + Penalty 2803.263233 = -181939.538738 nChanged 1 SP:Iteration 46Q (785.998653 sec): 3 clusters Score: Raw -184742.998420 + Penalty 2803.263233 = -181939.735186 nChanged 1 SP:Iteration 47Q (786.025897 sec): 3 clusters Score: Raw -184743.142373 + Penalty 2803.263233 = -181939.879139 nChanged 1 SP:Iteration 48Q (786.053137 sec): 3 clusters Score: Raw -184743.294485 + Penalty 2803.263233 = -181940.031252 nChanged 0 SP:Iteration 49F (786.080202 sec): 3 clusters Score: Raw -184743.294485 + Penalty 2803.263233 = -181940.031252 nChanged 0 Trying to split cluster 2 (3107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (786.108676 sec): 2 clusters Score: Raw -246339.106076 + Penalty 1411.267966 = -244927.838110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (786.138198 sec): 3 clusters Score: Raw -244908.308880 + Penalty 2822.535931 = -242085.772948 nChanged 1111 SP:Iteration 1F (786.167043 sec): 3 clusters Score: Raw -245600.252384 + Penalty 2822.535931 = -242777.716453 nChanged 237 SP:Iteration 2F (786.195701 sec): 3 clusters Score: Raw -245771.763269 + Penalty 2822.535931 = -242949.227338 nChanged 189 SP:Iteration 3F (786.226159 sec): 3 clusters Score: Raw -245906.517655 + Penalty 2822.535931 = -243083.981723 nChanged 138 SP:Iteration 4Q (786.257196 sec): 3 clusters Score: Raw -245992.269228 + Penalty 2822.535931 = -243169.733296 nChanged 101 SP:Iteration 5Q (786.288167 sec): 3 clusters Score: Raw -246057.221171 + Penalty 2822.535931 = -243234.685240 nChanged 85 SP:Iteration 6Q (786.318854 sec): 3 clusters Score: Raw -246111.500076 + Penalty 2822.535931 = -243288.964145 nChanged 71 SP:Iteration 7Q (786.349820 sec): 3 clusters Score: Raw -246149.686169 + Penalty 2822.535931 = -243327.150238 nChanged 53 SP:Iteration 8Q (786.380685 sec): 3 clusters Score: Raw -246179.505612 + Penalty 2822.535931 = -243356.969681 nChanged 53 SP:Iteration 9Q (786.409779 sec): 3 clusters Score: Raw -246204.103896 + Penalty 2822.535931 = -243381.567965 nChanged 42 SP:Iteration 10Q (786.438786 sec): 3 clusters Score: Raw -246222.637284 + Penalty 2822.535931 = -243400.101352 nChanged 43 SP:Iteration 11Q (786.467920 sec): 3 clusters Score: Raw -246243.773560 + Penalty 2822.535931 = -243421.237629 nChanged 36 SP:Iteration 12Q (786.496819 sec): 3 clusters Score: Raw -246263.002233 + Penalty 2822.535931 = -243440.466301 nChanged 34 SP:Iteration 13Q (786.595563 sec): 3 clusters Score: Raw -246284.863869 + Penalty 2822.535931 = -243462.327938 nChanged 37 SP:Iteration 14Q (786.671511 sec): 3 clusters Score: Raw -246302.752112 + Penalty 2822.535931 = -243480.216181 nChanged 26 SP:Iteration 15Q (786.701728 sec): 3 clusters Score: Raw -246317.713018 + Penalty 2822.535931 = -243495.177087 nChanged 26 SP:Iteration 16Q (786.731743 sec): 3 clusters Score: Raw -246332.810309 + Penalty 2822.535931 = -243510.274378 nChanged 27 SP:Iteration 17Q (786.761863 sec): 3 clusters Score: Raw -246346.709584 + Penalty 2822.535931 = -243524.173653 nChanged 28 SP:Iteration 18Q (786.793449 sec): 3 clusters Score: Raw -246357.198365 + Penalty 2822.535931 = -243534.662433 nChanged 19 SP:Iteration 19Q (786.824950 sec): 3 clusters Score: Raw -246364.685589 + Penalty 2822.535931 = -243542.149658 nChanged 13 SP:Iteration 20F (786.856058 sec): 3 clusters Score: Raw -246371.495409 + Penalty 2822.535931 = -243548.959478 nChanged 15 SP:Iteration 21Q (786.887493 sec): 3 clusters Score: Raw -246377.574804 + Penalty 2822.535931 = -243555.038873 nChanged 12 SP:Iteration 22Q (786.918961 sec): 3 clusters Score: Raw -246383.131537 + Penalty 2822.535931 = -243560.595606 nChanged 13 SP:Iteration 23Q (786.950049 sec): 3 clusters Score: Raw -246389.292880 + Penalty 2822.535931 = -243566.756949 nChanged 11 SP:Iteration 24Q (786.980363 sec): 3 clusters Score: Raw -246393.970740 + Penalty 2822.535931 = -243571.434808 nChanged 13 SP:Iteration 25Q (787.010462 sec): 3 clusters Score: Raw -246400.615765 + Penalty 2822.535931 = -243578.079833 nChanged 11 SP:Iteration 26Q (787.040627 sec): 3 clusters Score: Raw -246405.014369 + Penalty 2822.535931 = -243582.478438 nChanged 6 SP:Iteration 27Q (787.070974 sec): 3 clusters Score: Raw -246406.270644 + Penalty 2822.535931 = -243583.734713 nChanged 5 SP:Iteration 28Q (787.101229 sec): 3 clusters Score: Raw -246408.051215 + Penalty 2822.535931 = -243585.515284 nChanged 6 SP:Iteration 29Q (787.130093 sec): 3 clusters Score: Raw -246410.015460 + Penalty 2822.535931 = -243587.479528 nChanged 3 SP:Iteration 30Q (787.158926 sec): 3 clusters Score: Raw -246410.788869 + Penalty 2822.535931 = -243588.252938 nChanged 3 SP:Iteration 31Q (787.187937 sec): 3 clusters Score: Raw -246411.980173 + Penalty 2822.535931 = -243589.444241 nChanged 4 SP:Iteration 32Q (787.216837 sec): 3 clusters Score: Raw -246413.350211 + Penalty 2822.535931 = -243590.814279 nChanged 4 SP:Iteration 33Q (787.245755 sec): 3 clusters Score: Raw -246415.348236 + Penalty 2822.535931 = -243592.812305 nChanged 8 SP:Iteration 34Q (787.274567 sec): 3 clusters Score: Raw -246419.479626 + Penalty 2822.535931 = -243596.943695 nChanged 10 SP:Iteration 35Q (787.303443 sec): 3 clusters Score: Raw -246424.032519 + Penalty 2822.535931 = -243601.496587 nChanged 16 SP:Iteration 36Q (787.332355 sec): 3 clusters Score: Raw -246430.263352 + Penalty 2822.535931 = -243607.727421 nChanged 13 SP:Iteration 37Q (787.361068 sec): 3 clusters Score: Raw -246439.236899 + Penalty 2822.535931 = -243616.700967 nChanged 17 SP:Iteration 38Q (787.390014 sec): 3 clusters Score: Raw -246445.711821 + Penalty 2822.535931 = -243623.175890 nChanged 14 SP:Iteration 39Q (787.418800 sec): 3 clusters Score: Raw -246452.062636 + Penalty 2822.535931 = -243629.526704 nChanged 13 SP:Iteration 40F (787.447339 sec): 3 clusters Score: Raw -246457.530494 + Penalty 2822.535931 = -243634.994563 nChanged 18 SP:Iteration 41Q (787.476143 sec): 3 clusters Score: Raw -246465.937643 + Penalty 2822.535931 = -243643.401711 nChanged 21 SP:Iteration 42Q (787.505091 sec): 3 clusters Score: Raw -246474.761898 + Penalty 2822.535931 = -243652.225966 nChanged 17 SP:Iteration 43Q (787.547523 sec): 3 clusters Score: Raw -246481.789672 + Penalty 2822.535931 = -243659.253741 nChanged 14 SP:Iteration 44Q (787.576745 sec): 3 clusters Score: Raw -246488.554558 + Penalty 2822.535931 = -243666.018627 nChanged 10 SP:Iteration 45Q (787.679439 sec): 3 clusters Score: Raw -246491.949339 + Penalty 2822.535931 = -243669.413408 nChanged 8 SP:Iteration 46Q (787.805487 sec): 3 clusters Score: Raw -246496.656535 + Penalty 2822.535931 = -243674.120604 nChanged 12 SP:Iteration 47Q (787.869173 sec): 3 clusters Score: Raw -246501.471254 + Penalty 2822.535931 = -243678.935323 nChanged 7 SP:Iteration 48Q (787.904592 sec): 3 clusters Score: Raw -246503.457654 + Penalty 2822.535931 = -243680.921723 nChanged 2 SP:Iteration 49Q (787.939836 sec): 3 clusters Score: Raw -246504.509527 + Penalty 2822.535931 = -243681.973595 nChanged 2 SP:Iteration 50Q (787.969958 sec): 3 clusters Score: Raw -246505.553260 + Penalty 2822.535931 = -243683.017329 nChanged 4 SP:Iteration 51Q (788.000117 sec): 3 clusters Score: Raw -246510.164672 + Penalty 2822.535931 = -243687.628741 nChanged 7 SP:Iteration 52Q (788.030101 sec): 3 clusters Score: Raw -246514.276330 + Penalty 2822.535931 = -243691.740399 nChanged 13 SP:Iteration 53Q (788.059959 sec): 3 clusters Score: Raw -246524.887306 + Penalty 2822.535931 = -243702.351375 nChanged 21 SP:Iteration 54Q (788.089769 sec): 3 clusters Score: Raw -246537.478834 + Penalty 2822.535931 = -243714.942903 nChanged 13 SP:Iteration 55Q (788.119665 sec): 3 clusters Score: Raw -246544.138605 + Penalty 2822.535931 = -243721.602674 nChanged 16 SP:Iteration 56Q (788.149633 sec): 3 clusters Score: Raw -246552.630064 + Penalty 2822.535931 = -243730.094133 nChanged 17 SP:Iteration 57Q (788.179124 sec): 3 clusters Score: Raw -246560.851546 + Penalty 2822.535931 = -243738.315615 nChanged 9 SP:Iteration 58Q (788.208654 sec): 3 clusters Score: Raw -246566.125371 + Penalty 2822.535931 = -243743.589440 nChanged 8 SP:Iteration 59Q (788.238134 sec): 3 clusters Score: Raw -246572.953319 + Penalty 2822.535931 = -243750.417388 nChanged 11 SP:Iteration 60F (788.267388 sec): 3 clusters Score: Raw -246578.254200 + Penalty 2822.535931 = -243755.718269 nChanged 14 SP:Iteration 61Q (788.296711 sec): 3 clusters Score: Raw -246585.112408 + Penalty 2822.535931 = -243762.576477 nChanged 11 SP:Iteration 62Q (788.326119 sec): 3 clusters Score: Raw -246591.198715 + Penalty 2822.535931 = -243768.662783 nChanged 11 SP:Iteration 63Q (788.355163 sec): 3 clusters Score: Raw -246597.938227 + Penalty 2822.535931 = -243775.402296 nChanged 11 SP:Iteration 64Q (788.384247 sec): 3 clusters Score: Raw -246602.299176 + Penalty 2822.535931 = -243779.763244 nChanged 7 SP:Iteration 65Q (788.413357 sec): 3 clusters Score: Raw -246605.940589 + Penalty 2822.535931 = -243783.404658 nChanged 6 SP:Iteration 66Q (788.442405 sec): 3 clusters Score: Raw -246609.164348 + Penalty 2822.535931 = -243786.628417 nChanged 3 SP:Iteration 67Q (788.471662 sec): 3 clusters Score: Raw -246610.706717 + Penalty 2822.535931 = -243788.170786 nChanged 2 SP:Iteration 68Q (788.500470 sec): 3 clusters Score: Raw -246611.563902 + Penalty 2822.535931 = -243789.027971 nChanged 2 SP:Iteration 69Q (788.529267 sec): 3 clusters Score: Raw -246612.294903 + Penalty 2822.535931 = -243789.758972 nChanged 1 SP:Iteration 70Q (788.558089 sec): 3 clusters Score: Raw -246612.714698 + Penalty 2822.535931 = -243790.178766 nChanged 1 SP:Iteration 71Q (788.586920 sec): 3 clusters Score: Raw -246612.887565 + Penalty 2822.535931 = -243790.351634 nChanged 1 SP:Iteration 72Q (788.615653 sec): 3 clusters Score: Raw -246613.240857 + Penalty 2822.535931 = -243790.704926 nChanged 1 SP:Iteration 73Q (788.644549 sec): 3 clusters Score: Raw -246613.906596 + Penalty 2822.535931 = -243791.370665 nChanged 1 SP:Iteration 74Q (788.673204 sec): 3 clusters Score: Raw -246614.844675 + Penalty 2822.535931 = -243792.308743 nChanged 2 SP:Iteration 75Q (788.702364 sec): 3 clusters Score: Raw -246615.789404 + Penalty 2822.535931 = -243793.253473 nChanged 3 SP:Iteration 76Q (788.731107 sec): 3 clusters Score: Raw -246616.305988 + Penalty 2822.535931 = -243793.770057 nChanged 1 SP:Iteration 77Q (788.823764 sec): 3 clusters Score: Raw -246616.624699 + Penalty 2822.535931 = -243794.088768 nChanged 1 SP:Iteration 78Q (788.923778 sec): 3 clusters Score: Raw -246617.019382 + Penalty 2822.535931 = -243794.483450 nChanged 3 SP:Iteration 79Q (788.987779 sec): 3 clusters Score: Raw -246618.251523 + Penalty 2822.535931 = -243795.715592 nChanged 2 SP:Iteration 80F (789.027556 sec): 3 clusters Score: Raw -246619.068708 + Penalty 2822.535931 = -243796.532777 nChanged 0 Trying to split cluster 3 (2027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (789.059221 sec): 2 clusters Score: Raw -121233.865631 + Penalty 1336.311782 = -119897.553849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (789.080532 sec): 3 clusters Score: Raw -120364.675388 + Penalty 2672.623563 = -117692.051825 nChanged 723 SP:Iteration 1F (789.100849 sec): 3 clusters Score: Raw -120953.338764 + Penalty 2672.623563 = -118280.715201 nChanged 207 SP:Iteration 2F (789.121120 sec): 3 clusters Score: Raw -121217.991719 + Penalty 2672.623563 = -118545.368156 nChanged 150 SP:Iteration 3F (789.141436 sec): 3 clusters Score: Raw -121434.455214 + Penalty 2672.623563 = -118761.831651 nChanged 127 SP:Iteration 4F (789.161808 sec): 3 clusters Score: Raw -121612.584244 + Penalty 2672.623563 = -118939.960681 nChanged 94 SP:Iteration 5Q (789.182210 sec): 3 clusters Score: Raw -121715.873565 + Penalty 2672.623563 = -119043.250002 nChanged 70 SP:Iteration 6Q (789.202715 sec): 3 clusters Score: Raw -121794.954581 + Penalty 2672.623563 = -119122.331017 nChanged 70 SP:Iteration 7Q (789.223881 sec): 3 clusters Score: Raw -121871.170424 + Penalty 2672.623563 = -119198.546861 nChanged 45 SP:Iteration 8Q (789.244981 sec): 3 clusters Score: Raw -121914.609420 + Penalty 2672.623563 = -119241.985856 nChanged 34 SP:Iteration 9Q (789.266090 sec): 3 clusters Score: Raw -121940.695970 + Penalty 2672.623563 = -119268.072406 nChanged 29 SP:Iteration 10Q (789.287126 sec): 3 clusters Score: Raw -121971.408950 + Penalty 2672.623563 = -119298.785386 nChanged 36 SP:Iteration 11Q (789.308186 sec): 3 clusters Score: Raw -122007.292268 + Penalty 2672.623563 = -119334.668705 nChanged 41 SP:Iteration 12Q (789.329080 sec): 3 clusters Score: Raw -122042.798876 + Penalty 2672.623563 = -119370.175312 nChanged 23 SP:Iteration 13Q (789.349919 sec): 3 clusters Score: Raw -122056.977113 + Penalty 2672.623563 = -119384.353549 nChanged 15 SP:Iteration 14Q (789.370781 sec): 3 clusters Score: Raw -122066.785166 + Penalty 2672.623563 = -119394.161602 nChanged 8 SP:Iteration 15Q (789.391580 sec): 3 clusters Score: Raw -122072.126329 + Penalty 2672.623563 = -119399.502765 nChanged 4 SP:Iteration 16Q (789.411621 sec): 3 clusters Score: Raw -122075.934559 + Penalty 2672.623563 = -119403.310995 nChanged 6 SP:Iteration 17Q (789.431600 sec): 3 clusters Score: Raw -122079.299400 + Penalty 2672.623563 = -119406.675837 nChanged 8 SP:Iteration 18Q (789.451611 sec): 3 clusters Score: Raw -122082.565298 + Penalty 2672.623563 = -119409.941734 nChanged 5 SP:Iteration 19Q (789.471651 sec): 3 clusters Score: Raw -122085.776379 + Penalty 2672.623563 = -119413.152816 nChanged 4 SP:Iteration 20F (789.491648 sec): 3 clusters Score: Raw -122088.881951 + Penalty 2672.623563 = -119416.258388 nChanged 6 SP:Iteration 21Q (789.511607 sec): 3 clusters Score: Raw -122093.726580 + Penalty 2672.623563 = -119421.103017 nChanged 5 SP:Iteration 22Q (789.531634 sec): 3 clusters Score: Raw -122098.282400 + Penalty 2672.623563 = -119425.658837 nChanged 5 SP:Iteration 23Q (789.551603 sec): 3 clusters Score: Raw -122102.519698 + Penalty 2672.623563 = -119429.896135 nChanged 3 SP:Iteration 24Q (789.571610 sec): 3 clusters Score: Raw -122106.420876 + Penalty 2672.623563 = -119433.797313 nChanged 2 SP:Iteration 25Q (789.592340 sec): 3 clusters Score: Raw -122108.113637 + Penalty 2672.623563 = -119435.490074 nChanged 8 SP:Iteration 26Q (789.683053 sec): 3 clusters Score: Raw -122112.471849 + Penalty 2672.623563 = -119439.848286 nChanged 6 SP:Iteration 27Q (789.780989 sec): 3 clusters Score: Raw -122117.146850 + Penalty 2672.623563 = -119444.523287 nChanged 5 SP:Iteration 28Q (789.802766 sec): 3 clusters Score: Raw -122120.139942 + Penalty 2672.623563 = -119447.516379 nChanged 4 SP:Iteration 29Q (789.823824 sec): 3 clusters Score: Raw -122121.873289 + Penalty 2672.623563 = -119449.249725 nChanged 3 SP:Iteration 30Q (789.844937 sec): 3 clusters Score: Raw -122123.818011 + Penalty 2672.623563 = -119451.194448 nChanged 1 SP:Iteration 31Q (789.888073 sec): 3 clusters Score: Raw -122123.996390 + Penalty 2672.623563 = -119451.372826 nChanged 0 SP:Iteration 32F (789.976429 sec): 3 clusters Score: Raw -122123.996390 + Penalty 2672.623563 = -119451.372826 nChanged 0 Trying to split cluster 4 (1935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (790.023845 sec): 2 clusters Score: Raw -152927.977333 + Penalty 1328.159887 = -151599.817446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (790.109819 sec): 3 clusters Score: Raw -152134.702034 + Penalty 2656.319775 = -149478.382259 nChanged 677 SP:Iteration 1F (790.130527 sec): 3 clusters Score: Raw -152601.882175 + Penalty 2656.319775 = -149945.562401 nChanged 165 SP:Iteration 2F (790.150751 sec): 3 clusters Score: Raw -152737.375444 + Penalty 2656.319775 = -150081.055670 nChanged 91 SP:Iteration 3Q (790.171321 sec): 3 clusters Score: Raw -152797.564026 + Penalty 2656.319775 = -150141.244251 nChanged 55 SP:Iteration 4Q (790.192096 sec): 3 clusters Score: Raw -152838.249077 + Penalty 2656.319775 = -150181.929303 nChanged 52 SP:Iteration 5Q (790.212800 sec): 3 clusters Score: Raw -152874.916122 + Penalty 2656.319775 = -150218.596347 nChanged 36 SP:Iteration 6Q (790.233500 sec): 3 clusters Score: Raw -152903.797962 + Penalty 2656.319775 = -150247.478187 nChanged 41 SP:Iteration 7Q (790.258112 sec): 3 clusters Score: Raw -152929.066716 + Penalty 2656.319775 = -150272.746941 nChanged 29 SP:Iteration 8Q (790.284195 sec): 3 clusters Score: Raw -152953.980419 + Penalty 2656.319775 = -150297.660644 nChanged 31 SP:Iteration 9Q (790.310284 sec): 3 clusters Score: Raw -152974.327679 + Penalty 2656.319775 = -150318.007904 nChanged 21 SP:Iteration 10Q (790.335853 sec): 3 clusters Score: Raw -152985.046905 + Penalty 2656.319775 = -150328.727130 nChanged 14 SP:Iteration 11Q (790.361394 sec): 3 clusters Score: Raw -152997.869947 + Penalty 2656.319775 = -150341.550173 nChanged 17 SP:Iteration 12Q (790.386933 sec): 3 clusters Score: Raw -153011.967755 + Penalty 2656.319775 = -150355.647980 nChanged 20 SP:Iteration 13Q (790.412467 sec): 3 clusters Score: Raw -153028.448937 + Penalty 2656.319775 = -150372.129162 nChanged 21 SP:Iteration 14Q (790.437739 sec): 3 clusters Score: Raw -153046.133140 + Penalty 2656.319775 = -150389.813365 nChanged 17 SP:Iteration 15Q (790.457525 sec): 3 clusters Score: Raw -153058.236750 + Penalty 2656.319775 = -150401.916975 nChanged 13 SP:Iteration 16Q (790.477134 sec): 3 clusters Score: Raw -153066.150307 + Penalty 2656.319775 = -150409.830533 nChanged 11 SP:Iteration 17Q (790.496482 sec): 3 clusters Score: Raw -153072.016717 + Penalty 2656.319775 = -150415.696942 nChanged 7 SP:Iteration 18Q (790.515617 sec): 3 clusters Score: Raw -153076.625089 + Penalty 2656.319775 = -150420.305314 nChanged 7 SP:Iteration 19Q (790.534886 sec): 3 clusters Score: Raw -153082.444604 + Penalty 2656.319775 = -150426.124829 nChanged 10 SP:Iteration 20F (790.553969 sec): 3 clusters Score: Raw -153088.697273 + Penalty 2656.319775 = -150432.377498 nChanged 5 SP:Iteration 21Q (790.573204 sec): 3 clusters Score: Raw -153090.473169 + Penalty 2656.319775 = -150434.153394 nChanged 3 SP:Iteration 22Q (790.592505 sec): 3 clusters Score: Raw -153093.198771 + Penalty 2656.319775 = -150436.878996 nChanged 5 SP:Iteration 23Q (790.687920 sec): 3 clusters Score: Raw -153096.484436 + Penalty 2656.319775 = -150440.164661 nChanged 8 SP:Iteration 24Q (790.798198 sec): 3 clusters Score: Raw -153102.121305 + Penalty 2656.319775 = -150445.801530 nChanged 8 SP:Iteration 25Q (790.887402 sec): 3 clusters Score: Raw -153106.294305 + Penalty 2656.319775 = -150449.974531 nChanged 7 SP:Iteration 26Q (790.957041 sec): 3 clusters Score: Raw -153110.872631 + Penalty 2656.319775 = -150454.552857 nChanged 4 SP:Iteration 27Q (790.982125 sec): 3 clusters Score: Raw -153113.364806 + Penalty 2656.319775 = -150457.045032 nChanged 3 SP:Iteration 28Q (791.001417 sec): 3 clusters Score: Raw -153114.296104 + Penalty 2656.319775 = -150457.976330 nChanged 2 SP:Iteration 29Q (791.020868 sec): 3 clusters Score: Raw -153114.599218 + Penalty 2656.319775 = -150458.279443 nChanged 0 SP:Iteration 30F (791.040032 sec): 3 clusters Score: Raw -153114.599218 + Penalty 2656.319775 = -150458.279443 nChanged 0 Trying to split cluster 5 (5703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (791.077695 sec): 2 clusters Score: Raw -370140.945728 + Penalty 1517.855209 = -368623.090518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (791.128630 sec): 3 clusters Score: Raw -367172.647937 + Penalty 3035.710419 = -364136.937519 nChanged 2357 SP:Iteration 1F (791.178717 sec): 3 clusters Score: Raw -368604.829530 + Penalty 3035.710419 = -365569.119111 nChanged 464 SP:Iteration 2F (791.227421 sec): 3 clusters Score: Raw -368966.699769 + Penalty 3035.710419 = -365930.989350 nChanged 379 SP:Iteration 3F (791.269133 sec): 3 clusters Score: Raw -369256.441890 + Penalty 3035.710419 = -366220.731472 nChanged 329 SP:Iteration 4F (791.310987 sec): 3 clusters Score: Raw -369537.755394 + Penalty 3035.710419 = -366502.044976 nChanged 321 SP:Iteration 5F (791.352760 sec): 3 clusters Score: Raw -369811.408002 + Penalty 3035.710419 = -366775.697583 nChanged 310 SP:Iteration 6F (791.394610 sec): 3 clusters Score: Raw -370094.886648 + Penalty 3035.710419 = -367059.176230 nChanged 256 SP:Iteration 7Q (791.438585 sec): 3 clusters Score: Raw -370301.498628 + Penalty 3035.710419 = -367265.788210 nChanged 228 SP:Iteration 8Q (791.482818 sec): 3 clusters Score: Raw -370459.472879 + Penalty 3035.710419 = -367423.762460 nChanged 180 SP:Iteration 9Q (791.526926 sec): 3 clusters Score: Raw -370565.371530 + Penalty 3035.710419 = -367529.661112 nChanged 152 SP:Iteration 10Q (791.570990 sec): 3 clusters Score: Raw -370649.888465 + Penalty 3035.710419 = -367614.178047 nChanged 133 SP:Iteration 11Q (791.613870 sec): 3 clusters Score: Raw -370730.293621 + Penalty 3035.710419 = -367694.583203 nChanged 122 SP:Iteration 12Q (791.656069 sec): 3 clusters Score: Raw -370805.447327 + Penalty 3035.710419 = -367769.736909 nChanged 127 SP:Iteration 13Q (791.698247 sec): 3 clusters Score: Raw -370872.137524 + Penalty 3035.710419 = -367836.427106 nChanged 92 SP:Iteration 14Q (791.740515 sec): 3 clusters Score: Raw -370916.929568 + Penalty 3035.710419 = -367881.219149 nChanged 79 SP:Iteration 15Q (791.785888 sec): 3 clusters Score: Raw -370948.076397 + Penalty 3035.710419 = -367912.365979 nChanged 52 SP:Iteration 16Q (791.829776 sec): 3 clusters Score: Raw -370963.365593 + Penalty 3035.710419 = -367927.655174 nChanged 38 SP:Iteration 17Q (791.873726 sec): 3 clusters Score: Raw -370974.162171 + Penalty 3035.710419 = -367938.451753 nChanged 29 SP:Iteration 18Q (791.917122 sec): 3 clusters Score: Raw -370981.669721 + Penalty 3035.710419 = -367945.959302 nChanged 19 SP:Iteration 19Q (791.960776 sec): 3 clusters Score: Raw -370986.217437 + Penalty 3035.710419 = -367950.507019 nChanged 20 SP:Iteration 20F (792.003856 sec): 3 clusters Score: Raw -370990.530947 + Penalty 3035.710419 = -367954.820528 nChanged 13 SP:Iteration 21Q (792.116515 sec): 3 clusters Score: Raw -370993.622945 + Penalty 3035.710419 = -367957.912527 nChanged 12 SP:Iteration 22Q (792.188254 sec): 3 clusters Score: Raw -370996.557730 + Penalty 3035.710419 = -367960.847311 nChanged 11 SP:Iteration 23Q (792.242198 sec): 3 clusters Score: Raw -370998.029956 + Penalty 3035.710419 = -367962.319537 nChanged 5 SP:Iteration 24Q (792.285828 sec): 3 clusters Score: Raw -370999.207236 + Penalty 3035.710419 = -367963.496817 nChanged 9 SP:Iteration 25Q (792.329451 sec): 3 clusters Score: Raw -371000.794731 + Penalty 3035.710419 = -367965.084313 nChanged 11 SP:Iteration 26Q (792.373134 sec): 3 clusters Score: Raw -371003.232430 + Penalty 3035.710419 = -367967.522012 nChanged 11 SP:Iteration 27Q (792.416809 sec): 3 clusters Score: Raw -371005.275705 + Penalty 3035.710419 = -367969.565286 nChanged 7 SP:Iteration 28Q (792.458799 sec): 3 clusters Score: Raw -371006.958933 + Penalty 3035.710419 = -367971.248514 nChanged 10 SP:Iteration 29Q (792.500967 sec): 3 clusters Score: Raw -371009.207376 + Penalty 3035.710419 = -367973.496958 nChanged 6 SP:Iteration 30Q (792.542924 sec): 3 clusters Score: Raw -371010.055972 + Penalty 3035.710419 = -367974.345554 nChanged 5 SP:Iteration 31Q (792.584739 sec): 3 clusters Score: Raw -371011.575672 + Penalty 3035.710419 = -367975.865253 nChanged 6 SP:Iteration 32Q (792.627668 sec): 3 clusters Score: Raw -371012.346213 + Penalty 3035.710419 = -367976.635794 nChanged 2 SP:Iteration 33Q (792.671240 sec): 3 clusters Score: Raw -371012.656882 + Penalty 3035.710419 = -367976.946464 nChanged 1 SP:Iteration 34Q (792.714746 sec): 3 clusters Score: Raw -371012.959622 + Penalty 3035.710419 = -367977.249203 nChanged 3 SP:Iteration 35Q (792.758473 sec): 3 clusters Score: Raw -371013.679267 + Penalty 3035.710419 = -367977.968849 nChanged 3 SP:Iteration 36Q (792.801277 sec): 3 clusters Score: Raw -371014.527365 + Penalty 3035.710419 = -367978.816946 nChanged 0 SP:Iteration 37F (792.843113 sec): 3 clusters Score: Raw -371014.527365 + Penalty 3035.710419 = -367978.816946 nChanged 0 Trying to split cluster 6 (2823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (792.878291 sec): 2 clusters Score: Raw -213986.377015 + Penalty 1394.444978 = -212591.932037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (792.907226 sec): 3 clusters Score: Raw -212756.263929 + Penalty 2788.889955 = -209967.373974 nChanged 1031 SP:Iteration 1F (792.936206 sec): 3 clusters Score: Raw -213474.934731 + Penalty 2788.889955 = -210686.044775 nChanged 230 SP:Iteration 2F (792.965013 sec): 3 clusters Score: Raw -213690.658785 + Penalty 2788.889955 = -210901.768830 nChanged 204 SP:Iteration 3F (792.993957 sec): 3 clusters Score: Raw -213869.519600 + Penalty 2788.889955 = -211080.629644 nChanged 165 SP:Iteration 4F (793.022859 sec): 3 clusters Score: Raw -214020.518490 + Penalty 2788.889955 = -211231.628534 nChanged 146 SP:Iteration 5F (793.051721 sec): 3 clusters Score: Raw -214146.740896 + Penalty 2788.889955 = -211357.850940 nChanged 128 SP:Iteration 6Q (793.081545 sec): 3 clusters Score: Raw -214240.732286 + Penalty 2788.889955 = -211451.842331 nChanged 85 SP:Iteration 7Q (793.109635 sec): 3 clusters Score: Raw -214298.195159 + Penalty 2788.889955 = -211509.305203 nChanged 78 SP:Iteration 8Q (793.136789 sec): 3 clusters Score: Raw -214337.788444 + Penalty 2788.889955 = -211548.898489 nChanged 40 SP:Iteration 9Q (793.163891 sec): 3 clusters Score: Raw -214355.012191 + Penalty 2788.889955 = -211566.122236 nChanged 25 SP:Iteration 10Q (793.190904 sec): 3 clusters Score: Raw -214366.548495 + Penalty 2788.889955 = -211577.658539 nChanged 20 SP:Iteration 11Q (793.217899 sec): 3 clusters Score: Raw -214375.770136 + Penalty 2788.889955 = -211586.880180 nChanged 16 SP:Iteration 12Q (793.244956 sec): 3 clusters Score: Raw -214384.790271 + Penalty 2788.889955 = -211595.900316 nChanged 19 SP:Iteration 13Q (793.348660 sec): 3 clusters Score: Raw -214396.585262 + Penalty 2788.889955 = -211607.695306 nChanged 16 SP:Iteration 14Q (793.434643 sec): 3 clusters Score: Raw -214404.107042 + Penalty 2788.889955 = -211615.217087 nChanged 14 SP:Iteration 15Q (793.466647 sec): 3 clusters Score: Raw -214411.610784 + Penalty 2788.889955 = -211622.720829 nChanged 13 SP:Iteration 16Q (793.498714 sec): 3 clusters Score: Raw -214417.278187 + Penalty 2788.889955 = -211628.388231 nChanged 13 SP:Iteration 17Q (793.530665 sec): 3 clusters Score: Raw -214424.588239 + Penalty 2788.889955 = -211635.698284 nChanged 17 SP:Iteration 18Q (793.562575 sec): 3 clusters Score: Raw -214432.869956 + Penalty 2788.889955 = -211643.980001 nChanged 22 SP:Iteration 19Q (793.594551 sec): 3 clusters Score: Raw -214442.216401 + Penalty 2788.889955 = -211653.326446 nChanged 17 SP:Iteration 20F (793.627336 sec): 3 clusters Score: Raw -214451.331181 + Penalty 2788.889955 = -211662.441226 nChanged 17 SP:Iteration 21Q (793.660464 sec): 3 clusters Score: Raw -214458.894016 + Penalty 2788.889955 = -211670.004061 nChanged 18 SP:Iteration 22Q (793.693685 sec): 3 clusters Score: Raw -214467.787041 + Penalty 2788.889955 = -211678.897086 nChanged 23 SP:Iteration 23Q (793.726745 sec): 3 clusters Score: Raw -214477.914739 + Penalty 2788.889955 = -211689.024784 nChanged 24 SP:Iteration 24Q (793.759877 sec): 3 clusters Score: Raw -214488.885587 + Penalty 2788.889955 = -211699.995632 nChanged 13 SP:Iteration 25Q (793.792946 sec): 3 clusters Score: Raw -214494.478022 + Penalty 2788.889955 = -211705.588066 nChanged 9 SP:Iteration 26Q (793.825667 sec): 3 clusters Score: Raw -214500.060967 + Penalty 2788.889955 = -211711.171012 nChanged 12 SP:Iteration 27Q (793.856949 sec): 3 clusters Score: Raw -214505.552151 + Penalty 2788.889955 = -211716.662195 nChanged 12 SP:Iteration 28Q (793.888156 sec): 3 clusters Score: Raw -214510.728699 + Penalty 2788.889955 = -211721.838744 nChanged 11 SP:Iteration 29Q (793.919465 sec): 3 clusters Score: Raw -214516.979519 + Penalty 2788.889955 = -211728.089563 nChanged 13 SP:Iteration 30Q (793.950900 sec): 3 clusters Score: Raw -214523.352687 + Penalty 2788.889955 = -211734.462731 nChanged 10 SP:Iteration 31Q (793.982110 sec): 3 clusters Score: Raw -214527.882010 + Penalty 2788.889955 = -211738.992055 nChanged 7 SP:Iteration 32Q (794.030787 sec): 3 clusters Score: Raw -214531.123327 + Penalty 2788.889955 = -211742.233372 nChanged 3 SP:Iteration 33Q (794.063770 sec): 3 clusters Score: Raw -214532.285466 + Penalty 2788.889955 = -211743.395511 nChanged 1 SP:Iteration 34Q (794.120308 sec): 3 clusters Score: Raw -214532.654490 + Penalty 2788.889955 = -211743.764535 nChanged 1 SP:Iteration 35Q (794.153280 sec): 3 clusters Score: Raw -214532.926526 + Penalty 2788.889955 = -211744.036571 nChanged 0 SP:Iteration 36F (794.186026 sec): 3 clusters Score: Raw -214532.926526 + Penalty 2788.889955 = -211744.036571 nChanged 0 Trying to split cluster 7 (2621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (794.219206 sec): 2 clusters Score: Raw -189815.014988 + Penalty 1381.415116 = -188433.599872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (794.250629 sec): 3 clusters Score: Raw -188658.329773 + Penalty 2762.830232 = -185895.499541 nChanged 944 SP:Iteration 1F (794.280580 sec): 3 clusters Score: Raw -189262.621515 + Penalty 2762.830232 = -186499.791282 nChanged 228 SP:Iteration 2F (794.327345 sec): 3 clusters Score: Raw -189460.979639 + Penalty 2762.830232 = -186698.149407 nChanged 164 SP:Iteration 3F (794.359250 sec): 3 clusters Score: Raw -189588.697530 + Penalty 2762.830232 = -186825.867298 nChanged 126 SP:Iteration 4Q (794.390436 sec): 3 clusters Score: Raw -189696.824306 + Penalty 2762.830232 = -186933.994073 nChanged 107 SP:Iteration 5Q (794.422632 sec): 3 clusters Score: Raw -189784.531409 + Penalty 2762.830232 = -187021.701177 nChanged 99 SP:Iteration 6Q (794.583515 sec): 3 clusters Score: Raw -189864.610754 + Penalty 2762.830232 = -187101.780521 nChanged 94 SP:Iteration 7Q (794.650790 sec): 3 clusters Score: Raw -189948.540907 + Penalty 2762.830232 = -187185.710674 nChanged 73 SP:Iteration 8Q (794.682740 sec): 3 clusters Score: Raw -190014.632416 + Penalty 2762.830232 = -187251.802183 nChanged 68 SP:Iteration 9Q (794.714294 sec): 3 clusters Score: Raw -190068.324468 + Penalty 2762.830232 = -187305.494236 nChanged 60 SP:Iteration 10Q (794.745912 sec): 3 clusters Score: Raw -190114.990082 + Penalty 2762.830232 = -187352.159850 nChanged 56 SP:Iteration 11Q (794.777070 sec): 3 clusters Score: Raw -190154.643173 + Penalty 2762.830232 = -187391.812941 nChanged 53 SP:Iteration 12Q (794.808670 sec): 3 clusters Score: Raw -190188.195254 + Penalty 2762.830232 = -187425.365022 nChanged 39 SP:Iteration 13Q (794.840096 sec): 3 clusters Score: Raw -190215.568472 + Penalty 2762.830232 = -187452.738240 nChanged 44 SP:Iteration 14Q (794.870933 sec): 3 clusters Score: Raw -190243.874545 + Penalty 2762.830232 = -187481.044312 nChanged 31 SP:Iteration 15Q (794.901167 sec): 3 clusters Score: Raw -190261.663274 + Penalty 2762.830232 = -187498.833041 nChanged 28 SP:Iteration 16Q (794.931458 sec): 3 clusters Score: Raw -190278.247994 + Penalty 2762.830232 = -187515.417762 nChanged 23 SP:Iteration 17Q (794.961710 sec): 3 clusters Score: Raw -190292.254320 + Penalty 2762.830232 = -187529.424088 nChanged 19 SP:Iteration 18Q (794.992050 sec): 3 clusters Score: Raw -190303.307231 + Penalty 2762.830232 = -187540.476998 nChanged 16 SP:Iteration 19Q (795.022300 sec): 3 clusters Score: Raw -190308.862620 + Penalty 2762.830232 = -187546.032387 nChanged 10 SP:Iteration 20F (795.053160 sec): 3 clusters Score: Raw -190313.753291 + Penalty 2762.830232 = -187550.923058 nChanged 9 SP:Iteration 21Q (795.084093 sec): 3 clusters Score: Raw -190318.700545 + Penalty 2762.830232 = -187555.870312 nChanged 8 SP:Iteration 22Q (795.115042 sec): 3 clusters Score: Raw -190321.821842 + Penalty 2762.830232 = -187558.991610 nChanged 6 SP:Iteration 23Q (795.145990 sec): 3 clusters Score: Raw -190325.091844 + Penalty 2762.830232 = -187562.261612 nChanged 7 SP:Iteration 24Q (795.176989 sec): 3 clusters Score: Raw -190328.352631 + Penalty 2762.830232 = -187565.522399 nChanged 6 SP:Iteration 25Q (795.207919 sec): 3 clusters Score: Raw -190331.476956 + Penalty 2762.830232 = -187568.646723 nChanged 8 SP:Iteration 26Q (795.238525 sec): 3 clusters Score: Raw -190334.836051 + Penalty 2762.830232 = -187572.005818 nChanged 5 SP:Iteration 27Q (795.268734 sec): 3 clusters Score: Raw -190337.283837 + Penalty 2762.830232 = -187574.453605 nChanged 9 SP:Iteration 28Q (795.298952 sec): 3 clusters Score: Raw -190341.417060 + Penalty 2762.830232 = -187578.586828 nChanged 8 SP:Iteration 29Q (795.329142 sec): 3 clusters Score: Raw -190346.478778 + Penalty 2762.830232 = -187583.648546 nChanged 6 SP:Iteration 30Q (795.359231 sec): 3 clusters Score: Raw -190348.679101 + Penalty 2762.830232 = -187585.848868 nChanged 3 SP:Iteration 31Q (795.389387 sec): 3 clusters Score: Raw -190350.144823 + Penalty 2762.830232 = -187587.314590 nChanged 5 SP:Iteration 32Q (795.419825 sec): 3 clusters Score: Raw -190352.175345 + Penalty 2762.830232 = -187589.345112 nChanged 7 SP:Iteration 33Q (795.450750 sec): 3 clusters Score: Raw -190355.259244 + Penalty 2762.830232 = -187592.429012 nChanged 6 SP:Iteration 34Q (795.481555 sec): 3 clusters Score: Raw -190356.999625 + Penalty 2762.830232 = -187594.169393 nChanged 5 SP:Iteration 35Q (795.512502 sec): 3 clusters Score: Raw -190358.650402 + Penalty 2762.830232 = -187595.820169 nChanged 4 SP:Iteration 36Q (795.543418 sec): 3 clusters Score: Raw -190359.736304 + Penalty 2762.830232 = -187596.906072 nChanged 2 SP:Iteration 37Q (795.574438 sec): 3 clusters Score: Raw -190360.146981 + Penalty 2762.830232 = -187597.316748 nChanged 2 SP:Iteration 38Q (795.697683 sec): 3 clusters Score: Raw -190361.613162 + Penalty 2762.830232 = -187598.782930 nChanged 4 SP:Iteration 39Q (795.798404 sec): 3 clusters Score: Raw -190363.146130 + Penalty 2762.830232 = -187600.315897 nChanged 5 SP:Iteration 40F (795.824485 sec): 3 clusters Score: Raw -190366.340433 + Penalty 2762.830232 = -187603.510200 nChanged 9 SP:Iteration 41Q (795.854704 sec): 3 clusters Score: Raw -190370.945832 + Penalty 2762.830232 = -187608.115600 nChanged 9 SP:Iteration 42Q (795.885007 sec): 3 clusters Score: Raw -190374.735772 + Penalty 2762.830232 = -187611.905539 nChanged 8 SP:Iteration 43Q (795.915176 sec): 3 clusters Score: Raw -190379.162631 + Penalty 2762.830232 = -187616.332399 nChanged 11 SP:Iteration 44Q (795.945328 sec): 3 clusters Score: Raw -190385.412471 + Penalty 2762.830232 = -187622.582239 nChanged 9 SP:Iteration 45Q (795.976201 sec): 3 clusters Score: Raw -190389.133234 + Penalty 2762.830232 = -187626.303001 nChanged 5 SP:Iteration 46Q (796.007127 sec): 3 clusters Score: Raw -190391.308614 + Penalty 2762.830232 = -187628.478382 nChanged 11 SP:Iteration 47Q (796.037998 sec): 3 clusters Score: Raw -190396.977245 + Penalty 2762.830232 = -187634.147012 nChanged 9 SP:Iteration 48Q (796.068669 sec): 3 clusters Score: Raw -190401.098571 + Penalty 2762.830232 = -187638.268338 nChanged 11 SP:Iteration 49Q (796.099516 sec): 3 clusters Score: Raw -190407.917245 + Penalty 2762.830232 = -187645.087013 nChanged 13 SP:Iteration 50Q (796.130353 sec): 3 clusters Score: Raw -190417.067861 + Penalty 2762.830232 = -187654.237629 nChanged 16 SP:Iteration 51Q (796.160914 sec): 3 clusters Score: Raw -190428.487562 + Penalty 2762.830232 = -187665.657330 nChanged 20 SP:Iteration 52Q (796.191037 sec): 3 clusters Score: Raw -190445.526446 + Penalty 2762.830232 = -187682.696214 nChanged 29 SP:Iteration 53Q (796.221351 sec): 3 clusters Score: Raw -190469.210510 + Penalty 2762.830232 = -187706.380278 nChanged 23 SP:Iteration 54Q (796.251510 sec): 3 clusters Score: Raw -190489.250914 + Penalty 2762.830232 = -187726.420682 nChanged 30 SP:Iteration 55Q (796.281679 sec): 3 clusters Score: Raw -190517.568036 + Penalty 2762.830232 = -187754.737804 nChanged 27 SP:Iteration 56Q (796.311590 sec): 3 clusters Score: Raw -190539.802109 + Penalty 2762.830232 = -187776.971877 nChanged 39 SP:Iteration 57Q (796.342512 sec): 3 clusters Score: Raw -190571.970408 + Penalty 2762.830232 = -187809.140175 nChanged 43 SP:Iteration 58Q (796.373255 sec): 3 clusters Score: Raw -190618.576653 + Penalty 2762.830232 = -187855.746421 nChanged 46 SP:Iteration 59Q (796.403981 sec): 3 clusters Score: Raw -190668.425664 + Penalty 2762.830232 = -187905.595432 nChanged 43 SP:Iteration 60F (796.434812 sec): 3 clusters Score: Raw -190716.965033 + Penalty 2762.830232 = -187954.134800 nChanged 47 SP:Iteration 61Q (796.465547 sec): 3 clusters Score: Raw -190774.719922 + Penalty 2762.830232 = -188011.889690 nChanged 43 SP:Iteration 62Q (796.496141 sec): 3 clusters Score: Raw -190841.899659 + Penalty 2762.830232 = -188079.069427 nChanged 53 SP:Iteration 63Q (796.526736 sec): 3 clusters Score: Raw -190936.809329 + Penalty 2762.830232 = -188173.979096 nChanged 37 SP:Iteration 64Q (796.556382 sec): 3 clusters Score: Raw -190978.364385 + Penalty 2762.830232 = -188215.534153 nChanged 23 SP:Iteration 65Q (796.586145 sec): 3 clusters Score: Raw -190994.146322 + Penalty 2762.830232 = -188231.316090 nChanged 14 SP:Iteration 66Q (796.615811 sec): 3 clusters Score: Raw -191003.396239 + Penalty 2762.830232 = -188240.566007 nChanged 10 SP:Iteration 67Q (796.645344 sec): 3 clusters Score: Raw -191010.758386 + Penalty 2762.830232 = -188247.928154 nChanged 8 SP:Iteration 68Q (796.675002 sec): 3 clusters Score: Raw -191015.255999 + Penalty 2762.830232 = -188252.425767 nChanged 5 SP:Iteration 69Q (796.704729 sec): 3 clusters Score: Raw -191016.888853 + Penalty 2762.830232 = -188254.058620 nChanged 4 SP:Iteration 70Q (796.822913 sec): 3 clusters Score: Raw -191018.253168 + Penalty 2762.830232 = -188255.422935 nChanged 2 SP:Iteration 71Q (796.957296 sec): 3 clusters Score: Raw -191018.749526 + Penalty 2762.830232 = -188255.919293 nChanged 2 SP:Iteration 72Q (796.997105 sec): 3 clusters Score: Raw -191019.787449 + Penalty 2762.830232 = -188256.957217 nChanged 1 SP:Iteration 73Q (797.032999 sec): 3 clusters Score: Raw -191020.314038 + Penalty 2762.830232 = -188257.483805 nChanged 0 SP:Iteration 74F (797.063725 sec): 3 clusters Score: Raw -191020.314038 + Penalty 2762.830232 = -188257.483805 nChanged 0 Trying to split cluster 8 (5590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (797.109213 sec): 2 clusters Score: Raw -443017.199240 + Penalty 1514.342916 = -441502.856324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (797.155651 sec): 3 clusters Score: Raw -440107.276463 + Penalty 3028.685833 = -437078.590630 nChanged 2298 SP:Iteration 1F (797.298023 sec): 3 clusters Score: Raw -441412.659489 + Penalty 3028.685833 = -438383.973656 nChanged 427 SP:Iteration 2F (797.380707 sec): 3 clusters Score: Raw -441685.560582 + Penalty 3028.685833 = -438656.874750 nChanged 347 SP:Iteration 3F (797.427977 sec): 3 clusters Score: Raw -441937.313405 + Penalty 3028.685833 = -438908.627573 nChanged 341 SP:Iteration 4F (797.533386 sec): 3 clusters Score: Raw -442199.206488 + Penalty 3028.685833 = -439170.520655 nChanged 312 SP:Iteration 5F (797.642997 sec): 3 clusters Score: Raw -442430.537320 + Penalty 3028.685833 = -439401.851488 nChanged 299 SP:Iteration 6F (797.688692 sec): 3 clusters Score: Raw -442650.981656 + Penalty 3028.685833 = -439622.295824 nChanged 272 SP:Iteration 7Q (797.735012 sec): 3 clusters Score: Raw -442859.732088 + Penalty 3028.685833 = -439831.046255 nChanged 234 SP:Iteration 8Q (797.782270 sec): 3 clusters Score: Raw -443021.889614 + Penalty 3028.685833 = -439993.203782 nChanged 180 SP:Iteration 9Q (797.911405 sec): 3 clusters Score: Raw -443140.999684 + Penalty 3028.685833 = -440112.313851 nChanged 154 SP:Iteration 10Q (798.033594 sec): 3 clusters Score: Raw -443222.959158 + Penalty 3028.685833 = -440194.273325 nChanged 114 SP:Iteration 11Q (798.081264 sec): 3 clusters Score: Raw -443274.380571 + Penalty 3028.685833 = -440245.694738 nChanged 94 SP:Iteration 12Q (798.128129 sec): 3 clusters Score: Raw -443320.776005 + Penalty 3028.685833 = -440292.090172 nChanged 83 SP:Iteration 13Q (798.175207 sec): 3 clusters Score: Raw -443355.490144 + Penalty 3028.685833 = -440326.804311 nChanged 57 SP:Iteration 14Q (798.222381 sec): 3 clusters Score: Raw -443377.448952 + Penalty 3028.685833 = -440348.763119 nChanged 52 SP:Iteration 15Q (798.287086 sec): 3 clusters Score: Raw -443397.338601 + Penalty 3028.685833 = -440368.652768 nChanged 47 SP:Iteration 16Q (798.337197 sec): 3 clusters Score: Raw -443412.151691 + Penalty 3028.685833 = -440383.465858 nChanged 42 SP:Iteration 17Q (798.386928 sec): 3 clusters Score: Raw -443427.363227 + Penalty 3028.685833 = -440398.677394 nChanged 42 SP:Iteration 18Q (798.436559 sec): 3 clusters Score: Raw -443441.153172 + Penalty 3028.685833 = -440412.467339 nChanged 33 SP:Iteration 19Q (798.484806 sec): 3 clusters Score: Raw -443449.141872 + Penalty 3028.685833 = -440420.456040 nChanged 21 SP:Iteration 20F (798.605125 sec): 3 clusters Score: Raw -443454.794855 + Penalty 3028.685833 = -440426.109023 nChanged 13 SP:Iteration 21Q (798.653455 sec): 3 clusters Score: Raw -443457.920393 + Penalty 3028.685833 = -440429.234560 nChanged 9 SP:Iteration 22Q (798.703228 sec): 3 clusters Score: Raw -443459.808479 + Penalty 3028.685833 = -440431.122647 nChanged 17 SP:Iteration 23Q (798.753122 sec): 3 clusters Score: Raw -443463.913914 + Penalty 3028.685833 = -440435.228081 nChanged 17 SP:Iteration 24Q (798.802864 sec): 3 clusters Score: Raw -443467.749805 + Penalty 3028.685833 = -440439.063972 nChanged 7 SP:Iteration 25Q (798.977956 sec): 3 clusters Score: Raw -443469.098524 + Penalty 3028.685833 = -440440.412691 nChanged 6 SP:Iteration 26Q (799.040211 sec): 3 clusters Score: Raw -443470.790769 + Penalty 3028.685833 = -440442.104936 nChanged 13 SP:Iteration 27Q (799.117581 sec): 3 clusters Score: Raw -443474.206536 + Penalty 3028.685833 = -440445.520703 nChanged 12 SP:Iteration 28Q (799.166388 sec): 3 clusters Score: Raw -443477.079045 + Penalty 3028.685833 = -440448.393212 nChanged 13 SP:Iteration 29Q (799.218129 sec): 3 clusters Score: Raw -443479.597393 + Penalty 3028.685833 = -440450.911560 nChanged 10 SP:Iteration 30Q (799.269959 sec): 3 clusters Score: Raw -443481.632222 + Penalty 3028.685833 = -440452.946389 nChanged 11 SP:Iteration 31Q (799.321794 sec): 3 clusters Score: Raw -443484.768404 + Penalty 3028.685833 = -440456.082571 nChanged 8 SP:Iteration 32Q (799.371159 sec): 3 clusters Score: Raw -443486.338217 + Penalty 3028.685833 = -440457.652384 nChanged 9 SP:Iteration 33Q (799.419023 sec): 3 clusters Score: Raw -443488.548330 + Penalty 3028.685833 = -440459.862498 nChanged 7 SP:Iteration 34Q (799.467210 sec): 3 clusters Score: Raw -443490.276611 + Penalty 3028.685833 = -440461.590779 nChanged 11 SP:Iteration 35Q (799.515720 sec): 3 clusters Score: Raw -443492.445465 + Penalty 3028.685833 = -440463.759633 nChanged 2 SP:Iteration 36Q (799.566615 sec): 3 clusters Score: Raw -443492.744561 + Penalty 3028.685833 = -440464.058728 nChanged 4 SP:Iteration 37Q (799.617072 sec): 3 clusters Score: Raw -443493.286526 + Penalty 3028.685833 = -440464.600694 nChanged 5 SP:Iteration 38Q (799.668002 sec): 3 clusters Score: Raw -443494.111562 + Penalty 3028.685833 = -440465.425729 nChanged 5 SP:Iteration 39Q (799.719246 sec): 3 clusters Score: Raw -443494.842973 + Penalty 3028.685833 = -440466.157140 nChanged 4 SP:Iteration 40F (799.770497 sec): 3 clusters Score: Raw -443495.481475 + Penalty 3028.685833 = -440466.795642 nChanged 4 SP:Iteration 41Q (799.821916 sec): 3 clusters Score: Raw -443496.301195 + Penalty 3028.685833 = -440467.615363 nChanged 3 SP:Iteration 42Q (799.872128 sec): 3 clusters Score: Raw -443497.655606 + Penalty 3028.685833 = -440468.969773 nChanged 6 SP:Iteration 43Q (799.921128 sec): 3 clusters Score: Raw -443499.046579 + Penalty 3028.685833 = -440470.360747 nChanged 4 SP:Iteration 44Q (799.969946 sec): 3 clusters Score: Raw -443500.105847 + Penalty 3028.685833 = -440471.420015 nChanged 2 SP:Iteration 45Q (800.019010 sec): 3 clusters Score: Raw -443500.658821 + Penalty 3028.685833 = -440471.972988 nChanged 2 SP:Iteration 46Q (800.069145 sec): 3 clusters Score: Raw -443500.978381 + Penalty 3028.685833 = -440472.292549 nChanged 3 SP:Iteration 47Q (800.118704 sec): 3 clusters Score: Raw -443501.323063 + Penalty 3028.685833 = -440472.637230 nChanged 2 SP:Iteration 48Q (800.168467 sec): 3 clusters Score: Raw -443501.821404 + Penalty 3028.685833 = -440473.135571 nChanged 3 SP:Iteration 49Q (800.220094 sec): 3 clusters Score: Raw -443502.245545 + Penalty 3028.685833 = -440473.559712 nChanged 2 SP:Iteration 50Q (800.273647 sec): 3 clusters Score: Raw -443502.580513 + Penalty 3028.685833 = -440473.894680 nChanged 1 SP:Iteration 51Q (800.325293 sec): 3 clusters Score: Raw -443502.790955 + Penalty 3028.685833 = -440474.105122 nChanged 1 SP:Iteration 52Q (800.374806 sec): 3 clusters Score: Raw -443502.861372 + Penalty 3028.685833 = -440474.175539 nChanged 0 SP:Iteration 53F (800.422970 sec): 3 clusters Score: Raw -443502.861372 + Penalty 3028.685833 = -440474.175539 nChanged 0 Trying to split cluster 9 (1962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (800.461247 sec): 2 clusters Score: Raw -109531.434181 + Penalty 1330.591797 = -108200.842384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (800.488374 sec): 3 clusters Score: Raw -108732.374358 + Penalty 2661.183594 = -106071.190764 nChanged 662 SP:Iteration 1F (800.636974 sec): 3 clusters Score: Raw -109290.760162 + Penalty 2661.183594 = -106629.576568 nChanged 197 SP:Iteration 2F (800.731555 sec): 3 clusters Score: Raw -109554.136503 + Penalty 2661.183594 = -106892.952910 nChanged 154 SP:Iteration 3F (800.757578 sec): 3 clusters Score: Raw -109772.195844 + Penalty 2661.183594 = -107111.012250 nChanged 130 SP:Iteration 4F (800.783531 sec): 3 clusters Score: Raw -109922.280409 + Penalty 2661.183594 = -107261.096815 nChanged 97 SP:Iteration 5Q (800.809647 sec): 3 clusters Score: Raw -110018.761688 + Penalty 2661.183594 = -107357.578095 nChanged 67 SP:Iteration 6Q (800.835692 sec): 3 clusters Score: Raw -110080.846915 + Penalty 2661.183594 = -107419.663322 nChanged 53 SP:Iteration 7Q (800.945397 sec): 3 clusters Score: Raw -110130.904483 + Penalty 2661.183594 = -107469.720889 nChanged 40 SP:Iteration 8Q (800.996126 sec): 3 clusters Score: Raw -110182.130619 + Penalty 2661.183594 = -107520.947025 nChanged 40 SP:Iteration 9Q (801.021990 sec): 3 clusters Score: Raw -110224.903321 + Penalty 2661.183594 = -107563.719727 nChanged 31 SP:Iteration 10Q (801.047631 sec): 3 clusters Score: Raw -110256.986714 + Penalty 2661.183594 = -107595.803120 nChanged 39 SP:Iteration 11Q (801.073214 sec): 3 clusters Score: Raw -110295.649896 + Penalty 2661.183594 = -107634.466302 nChanged 32 SP:Iteration 12Q (801.098919 sec): 3 clusters Score: Raw -110332.048781 + Penalty 2661.183594 = -107670.865188 nChanged 29 SP:Iteration 13Q (801.123423 sec): 3 clusters Score: Raw -110357.504936 + Penalty 2661.183594 = -107696.321342 nChanged 20 SP:Iteration 14Q (801.149175 sec): 3 clusters Score: Raw -110377.470290 + Penalty 2661.183594 = -107716.286697 nChanged 21 SP:Iteration 15Q (801.174801 sec): 3 clusters Score: Raw -110394.144146 + Penalty 2661.183594 = -107732.960553 nChanged 14 SP:Iteration 16Q (801.200369 sec): 3 clusters Score: Raw -110409.378408 + Penalty 2661.183594 = -107748.194814 nChanged 17 SP:Iteration 17Q (801.226122 sec): 3 clusters Score: Raw -110421.329104 + Penalty 2661.183594 = -107760.145510 nChanged 18 SP:Iteration 18Q (801.250501 sec): 3 clusters Score: Raw -110435.131043 + Penalty 2661.183594 = -107773.947449 nChanged 20 SP:Iteration 19Q (801.275939 sec): 3 clusters Score: Raw -110446.954440 + Penalty 2661.183594 = -107785.770846 nChanged 5 SP:Iteration 20F (801.300997 sec): 3 clusters Score: Raw -110449.578796 + Penalty 2661.183594 = -107788.395203 nChanged 5 SP:Iteration 21Q (801.326531 sec): 3 clusters Score: Raw -110452.447071 + Penalty 2661.183594 = -107791.263477 nChanged 6 SP:Iteration 22Q (801.373762 sec): 3 clusters Score: Raw -110454.791536 + Penalty 2661.183594 = -107793.607943 nChanged 4 SP:Iteration 23Q (801.399331 sec): 3 clusters Score: Raw -110456.317146 + Penalty 2661.183594 = -107795.133552 nChanged 2 SP:Iteration 24Q (801.424808 sec): 3 clusters Score: Raw -110457.218515 + Penalty 2661.183594 = -107796.034921 nChanged 2 SP:Iteration 25Q (801.450290 sec): 3 clusters Score: Raw -110458.942088 + Penalty 2661.183594 = -107797.758494 nChanged 4 SP:Iteration 26Q (801.475871 sec): 3 clusters Score: Raw -110461.097476 + Penalty 2661.183594 = -107799.913882 nChanged 4 SP:Iteration 27Q (801.502062 sec): 3 clusters Score: Raw -110464.986567 + Penalty 2661.183594 = -107803.802974 nChanged 5 SP:Iteration 28Q (801.528340 sec): 3 clusters Score: Raw -110469.024838 + Penalty 2661.183594 = -107807.841244 nChanged 1 SP:Iteration 29Q (801.553749 sec): 3 clusters Score: Raw -110469.411238 + Penalty 2661.183594 = -107808.227644 nChanged 0 SP:Iteration 30F (801.579108 sec): 3 clusters Score: Raw -110469.411238 + Penalty 2661.183594 = -107808.227644 nChanged 0 Trying to split cluster 10 (2040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (801.613297 sec): 2 clusters Score: Raw -151399.682883 + Penalty 1337.433743 = -150062.249140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (801.708802 sec): 3 clusters Score: Raw -150570.670168 + Penalty 2674.867485 = -147895.802682 nChanged 724 SP:Iteration 1F (801.830120 sec): 3 clusters Score: Raw -151136.887930 + Penalty 2674.867485 = -148462.020445 nChanged 179 SP:Iteration 2F (801.890696 sec): 3 clusters Score: Raw -151315.699948 + Penalty 2674.867485 = -148640.832463 nChanged 122 SP:Iteration 3F (801.917271 sec): 3 clusters Score: Raw -151436.264166 + Penalty 2674.867485 = -148761.396680 nChanged 112 SP:Iteration 4F (801.943810 sec): 3 clusters Score: Raw -151553.654050 + Penalty 2674.867485 = -148878.786564 nChanged 89 SP:Iteration 5Q (801.970778 sec): 3 clusters Score: Raw -151642.269839 + Penalty 2674.867485 = -148967.402353 nChanged 78 SP:Iteration 6Q (801.997541 sec): 3 clusters Score: Raw -151717.813420 + Penalty 2674.867485 = -149042.945934 nChanged 77 SP:Iteration 7Q (802.024453 sec): 3 clusters Score: Raw -151793.249867 + Penalty 2674.867485 = -149118.382381 nChanged 65 SP:Iteration 8Q (802.103227 sec): 3 clusters Score: Raw -151852.530059 + Penalty 2674.867485 = -149177.662574 nChanged 43 SP:Iteration 9Q (802.130156 sec): 3 clusters Score: Raw -151885.595416 + Penalty 2674.867485 = -149210.727931 nChanged 37 SP:Iteration 10Q (802.171727 sec): 3 clusters Score: Raw -151909.655263 + Penalty 2674.867485 = -149234.787777 nChanged 21 SP:Iteration 11Q (802.198604 sec): 3 clusters Score: Raw -151923.387300 + Penalty 2674.867485 = -149248.519815 nChanged 15 SP:Iteration 12Q (802.225234 sec): 3 clusters Score: Raw -151932.174640 + Penalty 2674.867485 = -149257.307154 nChanged 8 SP:Iteration 13Q (802.252269 sec): 3 clusters Score: Raw -151936.540923 + Penalty 2674.867485 = -149261.673438 nChanged 6 SP:Iteration 14Q (802.279058 sec): 3 clusters Score: Raw -151940.898014 + Penalty 2674.867485 = -149266.030529 nChanged 8 SP:Iteration 15Q (802.304671 sec): 3 clusters Score: Raw -151946.139327 + Penalty 2674.867485 = -149271.271841 nChanged 3 SP:Iteration 16Q (802.331423 sec): 3 clusters Score: Raw -151947.283599 + Penalty 2674.867485 = -149272.416114 nChanged 3 SP:Iteration 17Q (802.358239 sec): 3 clusters Score: Raw -151948.781703 + Penalty 2674.867485 = -149273.914218 nChanged 2 SP:Iteration 18Q (802.385076 sec): 3 clusters Score: Raw -151950.159861 + Penalty 2674.867485 = -149275.292376 nChanged 1 SP:Iteration 19Q (802.425734 sec): 3 clusters Score: Raw -151950.783200 + Penalty 2674.867485 = -149275.915715 nChanged 0 SP:Iteration 20F (802.452223 sec): 3 clusters Score: Raw -151950.783200 + Penalty 2674.867485 = -149275.915715 nChanged 0 Trying to split cluster 11 (1800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (802.485950 sec): 2 clusters Score: Raw -130798.244060 + Penalty 1315.467611 = -129482.776448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (802.530487 sec): 3 clusters Score: Raw -130129.814225 + Penalty 2630.935222 = -127498.879002 nChanged 615 SP:Iteration 1F (802.554404 sec): 3 clusters Score: Raw -130614.827411 + Penalty 2630.935222 = -127983.892189 nChanged 148 SP:Iteration 2F (802.578387 sec): 3 clusters Score: Raw -130805.720980 + Penalty 2630.935222 = -128174.785757 nChanged 109 SP:Iteration 3F (802.602526 sec): 3 clusters Score: Raw -130960.979290 + Penalty 2630.935222 = -128330.044068 nChanged 86 SP:Iteration 4Q (802.626867 sec): 3 clusters Score: Raw -131035.488927 + Penalty 2630.935222 = -128404.553705 nChanged 51 SP:Iteration 5Q (802.657516 sec): 3 clusters Score: Raw -131080.928820 + Penalty 2630.935222 = -128449.993598 nChanged 48 SP:Iteration 6Q (802.681855 sec): 3 clusters Score: Raw -131121.060932 + Penalty 2630.935222 = -128490.125710 nChanged 46 SP:Iteration 7Q (802.705855 sec): 3 clusters Score: Raw -131166.693372 + Penalty 2630.935222 = -128535.758150 nChanged 42 SP:Iteration 8Q (802.730176 sec): 3 clusters Score: Raw -131197.347262 + Penalty 2630.935222 = -128566.412040 nChanged 35 SP:Iteration 9Q (802.849700 sec): 3 clusters Score: Raw -131223.350107 + Penalty 2630.935222 = -128592.414885 nChanged 36 SP:Iteration 10Q (802.968613 sec): 3 clusters Score: Raw -131245.929521 + Penalty 2630.935222 = -128614.994299 nChanged 32 SP:Iteration 11Q (803.086805 sec): 3 clusters Score: Raw -131264.788851 + Penalty 2630.935222 = -128633.853629 nChanged 24 SP:Iteration 12Q (803.164411 sec): 3 clusters Score: Raw -131280.112539 + Penalty 2630.935222 = -128649.177317 nChanged 20 SP:Iteration 13Q (803.216035 sec): 3 clusters Score: Raw -131294.944042 + Penalty 2630.935222 = -128664.008820 nChanged 21 SP:Iteration 14Q (803.267453 sec): 3 clusters Score: Raw -131309.642604 + Penalty 2630.935222 = -128678.707382 nChanged 18 SP:Iteration 15Q (803.300807 sec): 3 clusters Score: Raw -131322.886161 + Penalty 2630.935222 = -128691.950938 nChanged 16 SP:Iteration 16Q (803.327718 sec): 3 clusters Score: Raw -131334.132297 + Penalty 2630.935222 = -128703.197074 nChanged 8 SP:Iteration 17Q (803.354752 sec): 3 clusters Score: Raw -131340.028826 + Penalty 2630.935222 = -128709.093604 nChanged 10 SP:Iteration 18Q (803.381618 sec): 3 clusters Score: Raw -131346.329066 + Penalty 2630.935222 = -128715.393844 nChanged 5 SP:Iteration 19Q (803.408405 sec): 3 clusters Score: Raw -131351.337323 + Penalty 2630.935222 = -128720.402101 nChanged 6 SP:Iteration 20F (803.434975 sec): 3 clusters Score: Raw -131355.728881 + Penalty 2630.935222 = -128724.793658 nChanged 5 SP:Iteration 21Q (803.461641 sec): 3 clusters Score: Raw -131358.145403 + Penalty 2630.935222 = -128727.210181 nChanged 6 SP:Iteration 22Q (803.487855 sec): 3 clusters Score: Raw -131362.707004 + Penalty 2630.935222 = -128731.771781 nChanged 4 SP:Iteration 23Q (803.513886 sec): 3 clusters Score: Raw -131364.607975 + Penalty 2630.935222 = -128733.672753 nChanged 2 SP:Iteration 24Q (803.539987 sec): 3 clusters Score: Raw -131365.669702 + Penalty 2630.935222 = -128734.734480 nChanged 4 SP:Iteration 25Q (803.566114 sec): 3 clusters Score: Raw -131367.619012 + Penalty 2630.935222 = -128736.683790 nChanged 4 SP:Iteration 26Q (803.592177 sec): 3 clusters Score: Raw -131369.677255 + Penalty 2630.935222 = -128738.742033 nChanged 5 SP:Iteration 27Q (803.618147 sec): 3 clusters Score: Raw -131372.281757 + Penalty 2630.935222 = -128741.346534 nChanged 4 SP:Iteration 28Q (803.643806 sec): 3 clusters Score: Raw -131373.755606 + Penalty 2630.935222 = -128742.820384 nChanged 5 SP:Iteration 29Q (803.669313 sec): 3 clusters Score: Raw -131376.545180 + Penalty 2630.935222 = -128745.609957 nChanged 5 SP:Iteration 30Q (803.694736 sec): 3 clusters Score: Raw -131380.036948 + Penalty 2630.935222 = -128749.101726 nChanged 5 SP:Iteration 31Q (803.720331 sec): 3 clusters Score: Raw -131382.522290 + Penalty 2630.935222 = -128751.587067 nChanged 6 SP:Iteration 32Q (803.745900 sec): 3 clusters Score: Raw -131384.696874 + Penalty 2630.935222 = -128753.761651 nChanged 4 SP:Iteration 33Q (803.771391 sec): 3 clusters Score: Raw -131386.741291 + Penalty 2630.935222 = -128755.806068 nChanged 3 SP:Iteration 34Q (803.796464 sec): 3 clusters Score: Raw -131390.689073 + Penalty 2630.935222 = -128759.753851 nChanged 9 SP:Iteration 35Q (803.821575 sec): 3 clusters Score: Raw -131396.524600 + Penalty 2630.935222 = -128765.589377 nChanged 8 SP:Iteration 36Q (803.846590 sec): 3 clusters Score: Raw -131400.147396 + Penalty 2630.935222 = -128769.212174 nChanged 6 SP:Iteration 37Q (803.871817 sec): 3 clusters Score: Raw -131403.070462 + Penalty 2630.935222 = -128772.135240 nChanged 6 SP:Iteration 38Q (803.896882 sec): 3 clusters Score: Raw -131407.078356 + Penalty 2630.935222 = -128776.143134 nChanged 6 SP:Iteration 39Q (803.922053 sec): 3 clusters Score: Raw -131409.838048 + Penalty 2630.935222 = -128778.902826 nChanged 6 SP:Iteration 40F (803.946722 sec): 3 clusters Score: Raw -131413.571744 + Penalty 2630.935222 = -128782.636522 nChanged 5 SP:Iteration 41Q (804.021150 sec): 3 clusters Score: Raw -131417.191961 + Penalty 2630.935222 = -128786.256739 nChanged 5 SP:Iteration 42Q (804.168948 sec): 3 clusters Score: Raw -131419.506524 + Penalty 2630.935222 = -128788.571301 nChanged 6 SP:Iteration 43Q (804.190357 sec): 3 clusters Score: Raw -131423.337684 + Penalty 2630.935222 = -128792.402461 nChanged 6 SP:Iteration 44Q (804.214502 sec): 3 clusters Score: Raw -131427.312917 + Penalty 2630.935222 = -128796.377695 nChanged 5 SP:Iteration 45Q (804.238616 sec): 3 clusters Score: Raw -131432.284048 + Penalty 2630.935222 = -128801.348826 nChanged 5 SP:Iteration 46Q (804.262955 sec): 3 clusters Score: Raw -131435.231246 + Penalty 2630.935222 = -128804.296024 nChanged 8 SP:Iteration 47Q (804.287034 sec): 3 clusters Score: Raw -131437.921953 + Penalty 2630.935222 = -128806.986731 nChanged 2 SP:Iteration 48Q (804.311072 sec): 3 clusters Score: Raw -131438.645283 + Penalty 2630.935222 = -128807.710061 nChanged 1 SP:Iteration 49Q (804.335548 sec): 3 clusters Score: Raw -131438.936176 + Penalty 2630.935222 = -128808.000954 nChanged 2 SP:Iteration 50Q (804.359676 sec): 3 clusters Score: Raw -131439.911377 + Penalty 2630.935222 = -128808.976154 nChanged 0 SP:Iteration 51F (804.383818 sec): 3 clusters Score: Raw -131439.911377 + Penalty 2630.935222 = -128808.976154 nChanged 0 Trying to split cluster 12 (3074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (804.427832 sec): 2 clusters Score: Raw -239365.973103 + Penalty 1409.393979 = -237956.579124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (804.466280 sec): 3 clusters Score: Raw -237970.956938 + Penalty 2818.787958 = -235152.168980 nChanged 1146 SP:Iteration 1F (804.503118 sec): 3 clusters Score: Raw -238697.903871 + Penalty 2818.787958 = -235879.115913 nChanged 251 SP:Iteration 2F (804.542144 sec): 3 clusters Score: Raw -238891.328546 + Penalty 2818.787958 = -236072.540587 nChanged 189 SP:Iteration 3F (804.580810 sec): 3 clusters Score: Raw -239067.393226 + Penalty 2818.787958 = -236248.605268 nChanged 163 SP:Iteration 4F (804.619270 sec): 3 clusters Score: Raw -239226.944055 + Penalty 2818.787958 = -236408.156097 nChanged 162 SP:Iteration 5F (804.657846 sec): 3 clusters Score: Raw -239368.610791 + Penalty 2818.787958 = -236549.822832 nChanged 140 SP:Iteration 6Q (804.696972 sec): 3 clusters Score: Raw -239486.055815 + Penalty 2818.787958 = -236667.267856 nChanged 106 SP:Iteration 7Q (804.734728 sec): 3 clusters Score: Raw -239566.973495 + Penalty 2818.787958 = -236748.185537 nChanged 84 SP:Iteration 8Q (804.772495 sec): 3 clusters Score: Raw -239621.522911 + Penalty 2818.787958 = -236802.734952 nChanged 50 SP:Iteration 9Q (804.810294 sec): 3 clusters Score: Raw -239649.374962 + Penalty 2818.787958 = -236830.587003 nChanged 48 SP:Iteration 10Q (804.850301 sec): 3 clusters Score: Raw -239667.885366 + Penalty 2818.787958 = -236849.097408 nChanged 46 SP:Iteration 11Q (804.887886 sec): 3 clusters Score: Raw -239690.688733 + Penalty 2818.787958 = -236871.900775 nChanged 33 SP:Iteration 12Q (804.925686 sec): 3 clusters Score: Raw -239707.744717 + Penalty 2818.787958 = -236888.956759 nChanged 31 SP:Iteration 13Q (804.962787 sec): 3 clusters Score: Raw -239718.879209 + Penalty 2818.787958 = -236900.091250 nChanged 20 SP:Iteration 14Q (804.999937 sec): 3 clusters Score: Raw -239728.296440 + Penalty 2818.787958 = -236909.508481 nChanged 13 SP:Iteration 15Q (805.037574 sec): 3 clusters Score: Raw -239733.350183 + Penalty 2818.787958 = -236914.562225 nChanged 12 SP:Iteration 16Q (805.075135 sec): 3 clusters Score: Raw -239739.024548 + Penalty 2818.787958 = -236920.236590 nChanged 10 SP:Iteration 17Q (805.112956 sec): 3 clusters Score: Raw -239742.022004 + Penalty 2818.787958 = -236923.234046 nChanged 8 SP:Iteration 18Q (805.233876 sec): 3 clusters Score: Raw -239746.289397 + Penalty 2818.787958 = -236927.501438 nChanged 11 SP:Iteration 19Q (805.358277 sec): 3 clusters Score: Raw -239750.099099 + Penalty 2818.787958 = -236931.311141 nChanged 6 SP:Iteration 20F (805.398652 sec): 3 clusters Score: Raw -239752.339649 + Penalty 2818.787958 = -236933.551691 nChanged 8 SP:Iteration 21Q (805.437384 sec): 3 clusters Score: Raw -239755.380402 + Penalty 2818.787958 = -236936.592444 nChanged 2 SP:Iteration 22Q (805.476265 sec): 3 clusters Score: Raw -239755.882842 + Penalty 2818.787958 = -236937.094883 nChanged 2 SP:Iteration 23Q (805.514732 sec): 3 clusters Score: Raw -239756.774402 + Penalty 2818.787958 = -236937.986443 nChanged 2 SP:Iteration 24Q (805.553024 sec): 3 clusters Score: Raw -239757.533463 + Penalty 2818.787958 = -236938.745505 nChanged 1 SP:Iteration 25Q (805.591325 sec): 3 clusters Score: Raw -239757.901224 + Penalty 2818.787958 = -236939.113266 nChanged 0 SP:Iteration 26F (805.629532 sec): 3 clusters Score: Raw -239757.901224 + Penalty 2818.787958 = -236939.113266 nChanged 0 Trying to split cluster 13 (2459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (805.664698 sec): 2 clusters Score: Raw -154300.817443 + Penalty 1370.218012 = -152930.599430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (805.697219 sec): 3 clusters Score: Raw -153205.371555 + Penalty 2740.436025 = -150464.935530 nChanged 904 SP:Iteration 1F (805.728188 sec): 3 clusters Score: Raw -153885.366236 + Penalty 2740.436025 = -151144.930211 nChanged 233 SP:Iteration 2F (805.759425 sec): 3 clusters Score: Raw -154116.081850 + Penalty 2740.436025 = -151375.645825 nChanged 178 SP:Iteration 3F (805.791086 sec): 3 clusters Score: Raw -154341.059669 + Penalty 2740.436025 = -151600.623645 nChanged 181 SP:Iteration 4F (805.822639 sec): 3 clusters Score: Raw -154564.659516 + Penalty 2740.436025 = -151824.223491 nChanged 124 SP:Iteration 5F (805.853979 sec): 3 clusters Score: Raw -154720.949312 + Penalty 2740.436025 = -151980.513287 nChanged 101 SP:Iteration 6Q (805.885836 sec): 3 clusters Score: Raw -154810.696489 + Penalty 2740.436025 = -152070.260464 nChanged 58 SP:Iteration 7Q (805.917550 sec): 3 clusters Score: Raw -154853.970996 + Penalty 2740.436025 = -152113.534971 nChanged 45 SP:Iteration 8Q (805.949395 sec): 3 clusters Score: Raw -154894.528018 + Penalty 2740.436025 = -152154.091993 nChanged 43 SP:Iteration 9Q (805.980461 sec): 3 clusters Score: Raw -154928.319752 + Penalty 2740.436025 = -152187.883728 nChanged 30 SP:Iteration 10Q (806.011547 sec): 3 clusters Score: Raw -154952.139397 + Penalty 2740.436025 = -152211.703372 nChanged 30 SP:Iteration 11Q (806.042641 sec): 3 clusters Score: Raw -154987.864802 + Penalty 2740.436025 = -152247.428777 nChanged 32 SP:Iteration 12Q (806.073569 sec): 3 clusters Score: Raw -155015.740754 + Penalty 2740.436025 = -152275.304729 nChanged 26 SP:Iteration 13Q (806.104574 sec): 3 clusters Score: Raw -155033.492977 + Penalty 2740.436025 = -152293.056952 nChanged 28 SP:Iteration 14Q (806.135641 sec): 3 clusters Score: Raw -155049.534537 + Penalty 2740.436025 = -152309.098513 nChanged 22 SP:Iteration 15Q (806.167270 sec): 3 clusters Score: Raw -155061.454244 + Penalty 2740.436025 = -152321.018219 nChanged 20 SP:Iteration 16Q (806.202968 sec): 3 clusters Score: Raw -155074.513705 + Penalty 2740.436025 = -152334.077681 nChanged 16 SP:Iteration 17Q (806.234102 sec): 3 clusters Score: Raw -155083.467524 + Penalty 2740.436025 = -152343.031499 nChanged 6 SP:Iteration 18Q (806.264951 sec): 3 clusters Score: Raw -155086.045097 + Penalty 2740.436025 = -152345.609072 nChanged 2 SP:Iteration 19Q (806.295882 sec): 3 clusters Score: Raw -155086.764854 + Penalty 2740.436025 = -152346.328829 nChanged 1 SP:Iteration 20F (806.326789 sec): 3 clusters Score: Raw -155086.999530 + Penalty 2740.436025 = -152346.563505 nChanged 0 Trying to split cluster 14 (3100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (806.391336 sec): 2 clusters Score: Raw -235102.607189 + Penalty 1410.872122 = -233691.735067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (806.520273 sec): 3 clusters Score: Raw -233638.305344 + Penalty 2821.744244 = -230816.561099 nChanged 1174 SP:Iteration 1F (806.566788 sec): 3 clusters Score: Raw -234350.478066 + Penalty 2821.744244 = -231528.733822 nChanged 253 SP:Iteration 2F (806.610965 sec): 3 clusters Score: Raw -234528.978223 + Penalty 2821.744244 = -231707.233979 nChanged 188 SP:Iteration 3F (806.650807 sec): 3 clusters Score: Raw -234658.930656 + Penalty 2821.744244 = -231837.186412 nChanged 143 SP:Iteration 4Q (806.691818 sec): 3 clusters Score: Raw -234761.316396 + Penalty 2821.744244 = -231939.572152 nChanged 135 SP:Iteration 5Q (806.756356 sec): 3 clusters Score: Raw -234856.243625 + Penalty 2821.744244 = -232034.499381 nChanged 114 SP:Iteration 6Q (806.795077 sec): 3 clusters Score: Raw -234938.844270 + Penalty 2821.744244 = -232117.100026 nChanged 102 SP:Iteration 7Q (806.833751 sec): 3 clusters Score: Raw -235013.186783 + Penalty 2821.744244 = -232191.442539 nChanged 100 SP:Iteration 8Q (806.874174 sec): 3 clusters Score: Raw -235093.495179 + Penalty 2821.744244 = -232271.750935 nChanged 102 SP:Iteration 9Q (806.913001 sec): 3 clusters Score: Raw -235190.408777 + Penalty 2821.744244 = -232368.664533 nChanged 100 SP:Iteration 10Q (806.951193 sec): 3 clusters Score: Raw -235280.223164 + Penalty 2821.744244 = -232458.478920 nChanged 87 SP:Iteration 11Q (806.989015 sec): 3 clusters Score: Raw -235348.954353 + Penalty 2821.744244 = -232527.210109 nChanged 76 SP:Iteration 12Q (807.026785 sec): 3 clusters Score: Raw -235405.431701 + Penalty 2821.744244 = -232583.687457 nChanged 51 SP:Iteration 13Q (807.064446 sec): 3 clusters Score: Raw -235439.979363 + Penalty 2821.744244 = -232618.235119 nChanged 37 SP:Iteration 14Q (807.102329 sec): 3 clusters Score: Raw -235460.737029 + Penalty 2821.744244 = -232638.992785 nChanged 19 SP:Iteration 15Q (807.139993 sec): 3 clusters Score: Raw -235468.777849 + Penalty 2821.744244 = -232647.033605 nChanged 17 SP:Iteration 16Q (807.177646 sec): 3 clusters Score: Raw -235478.822430 + Penalty 2821.744244 = -232657.078186 nChanged 14 SP:Iteration 17Q (807.215470 sec): 3 clusters Score: Raw -235488.766027 + Penalty 2821.744244 = -232667.021783 nChanged 18 SP:Iteration 18Q (807.253064 sec): 3 clusters Score: Raw -235497.920496 + Penalty 2821.744244 = -232676.176252 nChanged 13 SP:Iteration 19Q (807.290901 sec): 3 clusters Score: Raw -235503.712418 + Penalty 2821.744244 = -232681.968174 nChanged 14 SP:Iteration 20F (807.328136 sec): 3 clusters Score: Raw -235517.549526 + Penalty 2821.744244 = -232695.805282 nChanged 14 SP:Iteration 21Q (807.365725 sec): 3 clusters Score: Raw -235525.362999 + Penalty 2821.744244 = -232703.618755 nChanged 12 SP:Iteration 22Q (807.403360 sec): 3 clusters Score: Raw -235530.851964 + Penalty 2821.744244 = -232709.107720 nChanged 11 SP:Iteration 23Q (807.441212 sec): 3 clusters Score: Raw -235536.805893 + Penalty 2821.744244 = -232715.061649 nChanged 13 SP:Iteration 24Q (807.478786 sec): 3 clusters Score: Raw -235542.577893 + Penalty 2821.744244 = -232720.833649 nChanged 11 SP:Iteration 25Q (807.516147 sec): 3 clusters Score: Raw -235548.271582 + Penalty 2821.744244 = -232726.527338 nChanged 6 SP:Iteration 26Q (807.553684 sec): 3 clusters Score: Raw -235552.102574 + Penalty 2821.744244 = -232730.358330 nChanged 6 SP:Iteration 27Q (807.591191 sec): 3 clusters Score: Raw -235553.766450 + Penalty 2821.744244 = -232732.022206 nChanged 2 SP:Iteration 28Q (807.628742 sec): 3 clusters Score: Raw -235554.359363 + Penalty 2821.744244 = -232732.615119 nChanged 2 SP:Iteration 29Q (807.666431 sec): 3 clusters Score: Raw -235554.943748 + Penalty 2821.744244 = -232733.199503 nChanged 1 SP:Iteration 30Q (807.783448 sec): 3 clusters Score: Raw -235555.116430 + Penalty 2821.744244 = -232733.372186 nChanged 0 SP:Iteration 31F (807.902776 sec): 3 clusters Score: Raw -235555.116430 + Penalty 2821.744244 = -232733.372186 nChanged 0 Trying to split cluster 15 (3689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (807.963229 sec): 2 clusters Score: Raw -272729.136901 + Penalty 1441.400927 = -271287.735974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (808.003814 sec): 3 clusters Score: Raw -270946.472054 + Penalty 2882.801855 = -268063.670199 nChanged 1456 SP:Iteration 1F (808.051178 sec): 3 clusters Score: Raw -271890.329616 + Penalty 2882.801855 = -269007.527761 nChanged 320 SP:Iteration 2F (808.096795 sec): 3 clusters Score: Raw -272137.107465 + Penalty 2882.801855 = -269254.305610 nChanged 214 SP:Iteration 3F (808.142535 sec): 3 clusters Score: Raw -272309.000766 + Penalty 2882.801855 = -269426.198911 nChanged 171 SP:Iteration 4Q (808.188790 sec): 3 clusters Score: Raw -272453.820318 + Penalty 2882.801855 = -269571.018463 nChanged 162 SP:Iteration 5Q (808.232751 sec): 3 clusters Score: Raw -272573.620007 + Penalty 2882.801855 = -269690.818152 nChanged 141 SP:Iteration 6Q (808.272982 sec): 3 clusters Score: Raw -272684.130736 + Penalty 2882.801855 = -269801.328881 nChanged 139 SP:Iteration 7Q (808.313336 sec): 3 clusters Score: Raw -272818.818774 + Penalty 2882.801855 = -269936.016919 nChanged 140 SP:Iteration 8Q (808.353776 sec): 3 clusters Score: Raw -272943.059964 + Penalty 2882.801855 = -270060.258109 nChanged 114 SP:Iteration 9Q (808.394453 sec): 3 clusters Score: Raw -273044.676188 + Penalty 2882.801855 = -270161.874334 nChanged 88 SP:Iteration 10Q (808.519282 sec): 3 clusters Score: Raw -273142.875819 + Penalty 2882.801855 = -270260.073964 nChanged 88 SP:Iteration 11Q (808.611576 sec): 3 clusters Score: Raw -273235.568760 + Penalty 2882.801855 = -270352.766905 nChanged 85 SP:Iteration 12Q (808.652576 sec): 3 clusters Score: Raw -273333.215881 + Penalty 2882.801855 = -270450.414026 nChanged 80 SP:Iteration 13Q (808.692107 sec): 3 clusters Score: Raw -273421.740261 + Penalty 2882.801855 = -270538.938406 nChanged 58 SP:Iteration 14Q (808.732882 sec): 3 clusters Score: Raw -273471.902941 + Penalty 2882.801855 = -270589.101086 nChanged 31 SP:Iteration 15Q (808.773424 sec): 3 clusters Score: Raw -273494.080523 + Penalty 2882.801855 = -270611.278668 nChanged 32 SP:Iteration 16Q (808.814482 sec): 3 clusters Score: Raw -273521.610541 + Penalty 2882.801855 = -270638.808686 nChanged 41 SP:Iteration 17Q (808.855368 sec): 3 clusters Score: Raw -273562.163956 + Penalty 2882.801855 = -270679.362101 nChanged 51 SP:Iteration 18Q (808.913460 sec): 3 clusters Score: Raw -273613.314781 + Penalty 2882.801855 = -270730.512926 nChanged 51 SP:Iteration 19Q (808.953692 sec): 3 clusters Score: Raw -273645.255212 + Penalty 2882.801855 = -270762.453357 nChanged 49 SP:Iteration 20F (808.994740 sec): 3 clusters Score: Raw -273676.729178 + Penalty 2882.801855 = -270793.927323 nChanged 53 SP:Iteration 21Q (809.111003 sec): 3 clusters Score: Raw -273709.327064 + Penalty 2882.801855 = -270826.525209 nChanged 49 SP:Iteration 22Q (809.225899 sec): 3 clusters Score: Raw -273737.466536 + Penalty 2882.801855 = -270854.664681 nChanged 38 SP:Iteration 23Q (809.346828 sec): 3 clusters Score: Raw -273757.138844 + Penalty 2882.801855 = -270874.336989 nChanged 27 SP:Iteration 24Q (809.446006 sec): 3 clusters Score: Raw -273776.502473 + Penalty 2882.801855 = -270893.700618 nChanged 39 SP:Iteration 25Q (809.567725 sec): 3 clusters Score: Raw -273801.952852 + Penalty 2882.801855 = -270919.150997 nChanged 38 SP:Iteration 26Q (809.647130 sec): 3 clusters Score: Raw -273822.927335 + Penalty 2882.801855 = -270940.125480 nChanged 37 SP:Iteration 27Q (809.685690 sec): 3 clusters Score: Raw -273839.164102 + Penalty 2882.801855 = -270956.362247 nChanged 29 SP:Iteration 28Q (809.844898 sec): 3 clusters Score: Raw -273853.219822 + Penalty 2882.801855 = -270970.417967 nChanged 28 SP:Iteration 29Q (809.895498 sec): 3 clusters Score: Raw -273865.921612 + Penalty 2882.801855 = -270983.119757 nChanged 23 SP:Iteration 30Q (809.938935 sec): 3 clusters Score: Raw -273875.518749 + Penalty 2882.801855 = -270992.716895 nChanged 16 SP:Iteration 31Q (809.980791 sec): 3 clusters Score: Raw -273884.781924 + Penalty 2882.801855 = -271001.980069 nChanged 19 SP:Iteration 32Q (810.022780 sec): 3 clusters Score: Raw -273894.266775 + Penalty 2882.801855 = -271011.464920 nChanged 16 SP:Iteration 33Q (810.062506 sec): 3 clusters Score: Raw -273902.536098 + Penalty 2882.801855 = -271019.734243 nChanged 18 SP:Iteration 34Q (810.103349 sec): 3 clusters Score: Raw -273910.925781 + Penalty 2882.801855 = -271028.123926 nChanged 9 SP:Iteration 35Q (810.149511 sec): 3 clusters Score: Raw -273913.723994 + Penalty 2882.801855 = -271030.922139 nChanged 9 SP:Iteration 36Q (810.190804 sec): 3 clusters Score: Raw -273916.215706 + Penalty 2882.801855 = -271033.413851 nChanged 3 SP:Iteration 37Q (810.231437 sec): 3 clusters Score: Raw -273917.003928 + Penalty 2882.801855 = -271034.202073 nChanged 3 SP:Iteration 38Q (810.320757 sec): 3 clusters Score: Raw -273918.294054 + Penalty 2882.801855 = -271035.492199 nChanged 6 SP:Iteration 39Q (810.360700 sec): 3 clusters Score: Raw -273920.418358 + Penalty 2882.801855 = -271037.616504 nChanged 5 SP:Iteration 40F (810.484772 sec): 3 clusters Score: Raw -273921.808649 + Penalty 2882.801855 = -271039.006794 nChanged 3 SP:Iteration 41Q (810.611949 sec): 3 clusters Score: Raw -273923.101430 + Penalty 2882.801855 = -271040.299575 nChanged 6 SP:Iteration 42Q (810.726889 sec): 3 clusters Score: Raw -273924.945284 + Penalty 2882.801855 = -271042.143429 nChanged 3 SP:Iteration 43Q (810.815110 sec): 3 clusters Score: Raw -273926.011840 + Penalty 2882.801855 = -271043.209985 nChanged 0 SP:Iteration 44F (810.860466 sec): 3 clusters Score: Raw -273926.011840 + Penalty 2882.801855 = -271043.209985 nChanged 0 Trying to split cluster 16 (5138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (810.904503 sec): 2 clusters Score: Raw -401661.360677 + Penalty 1499.545566 = -400161.815111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (810.950090 sec): 3 clusters Score: Raw -399006.708306 + Penalty 2999.091131 = -396007.617175 nChanged 2079 SP:Iteration 1F (811.012986 sec): 3 clusters Score: Raw -400366.653633 + Penalty 2999.091131 = -397367.562502 nChanged 425 SP:Iteration 2F (811.074192 sec): 3 clusters Score: Raw -400657.908893 + Penalty 2999.091131 = -397658.817761 nChanged 352 SP:Iteration 3F (811.150315 sec): 3 clusters Score: Raw -400906.214353 + Penalty 2999.091131 = -397907.123221 nChanged 305 SP:Iteration 4F (811.194172 sec): 3 clusters Score: Raw -401108.212427 + Penalty 2999.091131 = -398109.121296 nChanged 264 SP:Iteration 5F (811.238130 sec): 3 clusters Score: Raw -401267.627567 + Penalty 2999.091131 = -398268.536436 nChanged 203 SP:Iteration 6Q (811.282932 sec): 3 clusters Score: Raw -401381.911367 + Penalty 2999.091131 = -398382.820236 nChanged 164 SP:Iteration 7Q (811.328703 sec): 3 clusters Score: Raw -401471.772277 + Penalty 2999.091131 = -398472.681146 nChanged 130 SP:Iteration 8Q (811.379784 sec): 3 clusters Score: Raw -401527.513346 + Penalty 2999.091131 = -398528.422214 nChanged 104 SP:Iteration 9Q (811.432507 sec): 3 clusters Score: Raw -401569.418055 + Penalty 2999.091131 = -398570.326923 nChanged 74 SP:Iteration 10Q (811.481686 sec): 3 clusters Score: Raw -401595.995824 + Penalty 2999.091131 = -398596.904693 nChanged 63 SP:Iteration 11Q (811.531388 sec): 3 clusters Score: Raw -401615.744890 + Penalty 2999.091131 = -398616.653759 nChanged 47 SP:Iteration 12Q (811.603343 sec): 3 clusters Score: Raw -401629.985524 + Penalty 2999.091131 = -398630.894392 nChanged 44 SP:Iteration 13Q (811.734383 sec): 3 clusters Score: Raw -401644.456063 + Penalty 2999.091131 = -398645.364932 nChanged 40 SP:Iteration 14Q (811.837705 sec): 3 clusters Score: Raw -401659.943415 + Penalty 2999.091131 = -398660.852284 nChanged 34 SP:Iteration 15Q (811.883473 sec): 3 clusters Score: Raw -401671.734092 + Penalty 2999.091131 = -398672.642961 nChanged 26 SP:Iteration 16Q (811.929064 sec): 3 clusters Score: Raw -401680.646551 + Penalty 2999.091131 = -398681.555419 nChanged 25 SP:Iteration 17Q (811.980198 sec): 3 clusters Score: Raw -401688.605689 + Penalty 2999.091131 = -398689.514558 nChanged 22 SP:Iteration 18Q (812.027659 sec): 3 clusters Score: Raw -401695.493856 + Penalty 2999.091131 = -398696.402725 nChanged 21 SP:Iteration 19Q (812.075473 sec): 3 clusters Score: Raw -401701.910868 + Penalty 2999.091131 = -398702.819737 nChanged 13 SP:Iteration 20F (812.122364 sec): 3 clusters Score: Raw -401705.293282 + Penalty 2999.091131 = -398706.202151 nChanged 7 SP:Iteration 21Q (812.169556 sec): 3 clusters Score: Raw -401706.417210 + Penalty 2999.091131 = -398707.326079 nChanged 3 SP:Iteration 22Q (812.219593 sec): 3 clusters Score: Raw -401707.406802 + Penalty 2999.091131 = -398708.315671 nChanged 4 SP:Iteration 23Q (812.269490 sec): 3 clusters Score: Raw -401708.232461 + Penalty 2999.091131 = -398709.141329 nChanged 1 SP:Iteration 24Q (812.316655 sec): 3 clusters Score: Raw -401708.362937 + Penalty 2999.091131 = -398709.271806 nChanged 2 SP:Iteration 25Q (812.362427 sec): 3 clusters Score: Raw -401709.043009 + Penalty 2999.091131 = -398709.951878 nChanged 5 SP:Iteration 26Q (812.408292 sec): 3 clusters Score: Raw -401710.651149 + Penalty 2999.091131 = -398711.560018 nChanged 7 SP:Iteration 27Q (812.454830 sec): 3 clusters Score: Raw -401712.258610 + Penalty 2999.091131 = -398713.167478 nChanged 4 SP:Iteration 28Q (812.505523 sec): 3 clusters Score: Raw -401713.652956 + Penalty 2999.091131 = -398714.561825 nChanged 3 SP:Iteration 29Q (812.556234 sec): 3 clusters Score: Raw -401714.347587 + Penalty 2999.091131 = -398715.256455 nChanged 3 SP:Iteration 30Q (812.607026 sec): 3 clusters Score: Raw -401715.090604 + Penalty 2999.091131 = -398715.999473 nChanged 1 SP:Iteration 31Q (812.655013 sec): 3 clusters Score: Raw -401715.263174 + Penalty 2999.091131 = -398716.172042 nChanged 0 SP:Iteration 32F (812.699958 sec): 3 clusters Score: Raw -401715.263174 + Penalty 2999.091131 = -398716.172042 nChanged 0 Trying to split cluster 17 (1698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (812.735863 sec): 2 clusters Score: Raw -100565.440302 + Penalty 1305.229717 = -99260.210585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (812.760325 sec): 3 clusters Score: Raw -99945.492853 + Penalty 2610.459435 = -97335.033419 nChanged 573 SP:Iteration 1F (812.783303 sec): 3 clusters Score: Raw -100480.831397 + Penalty 2610.459435 = -97870.371962 nChanged 152 SP:Iteration 2F (812.806820 sec): 3 clusters Score: Raw -100647.109478 + Penalty 2610.459435 = -98036.650044 nChanged 109 SP:Iteration 3F (812.830496 sec): 3 clusters Score: Raw -100777.436444 + Penalty 2610.459435 = -98166.977009 nChanged 80 SP:Iteration 4Q (812.854384 sec): 3 clusters Score: Raw -100864.162228 + Penalty 2610.459435 = -98253.702793 nChanged 49 SP:Iteration 5Q (812.878278 sec): 3 clusters Score: Raw -100909.987684 + Penalty 2610.459435 = -98299.528249 nChanged 34 SP:Iteration 6Q (812.902200 sec): 3 clusters Score: Raw -100942.805398 + Penalty 2610.459435 = -98332.345963 nChanged 32 SP:Iteration 7Q (812.926074 sec): 3 clusters Score: Raw -100968.731354 + Penalty 2610.459435 = -98358.271920 nChanged 18 SP:Iteration 8Q (812.949101 sec): 3 clusters Score: Raw -100979.102803 + Penalty 2610.459435 = -98368.643368 nChanged 19 SP:Iteration 9Q (812.971994 sec): 3 clusters Score: Raw -100990.015070 + Penalty 2610.459435 = -98379.555635 nChanged 18 SP:Iteration 10Q (813.088824 sec): 3 clusters Score: Raw -100999.562386 + Penalty 2610.459435 = -98389.102952 nChanged 15 SP:Iteration 11Q (813.196470 sec): 3 clusters Score: Raw -101013.458997 + Penalty 2610.459435 = -98402.999562 nChanged 17 SP:Iteration 12Q (813.274696 sec): 3 clusters Score: Raw -101022.751807 + Penalty 2610.459435 = -98412.292373 nChanged 7 SP:Iteration 13Q (813.298163 sec): 3 clusters Score: Raw -101027.104224 + Penalty 2610.459435 = -98416.644789 nChanged 4 SP:Iteration 14Q (813.321168 sec): 3 clusters Score: Raw -101028.340724 + Penalty 2610.459435 = -98417.881289 nChanged 1 SP:Iteration 15Q (813.344171 sec): 3 clusters Score: Raw -101028.813817 + Penalty 2610.459435 = -98418.354382 nChanged 0 SP:Iteration 16F (813.367027 sec): 3 clusters Score: Raw -101028.813817 + Penalty 2610.459435 = -98418.354382 nChanged 0 Trying to split cluster 18 (2127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (813.423277 sec): 2 clusters Score: Raw -152966.675162 + Penalty 1344.763102 = -151621.912060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (813.452693 sec): 3 clusters Score: Raw -152058.783878 + Penalty 2689.526203 = -149369.257675 nChanged 803 SP:Iteration 1F (813.480708 sec): 3 clusters Score: Raw -152775.571028 + Penalty 2689.526203 = -150086.044825 nChanged 257 SP:Iteration 2F (813.508438 sec): 3 clusters Score: Raw -153148.048818 + Penalty 2689.526203 = -150458.522615 nChanged 190 SP:Iteration 3F (813.535479 sec): 3 clusters Score: Raw -153430.348982 + Penalty 2689.526203 = -150740.822779 nChanged 126 SP:Iteration 4F (813.562979 sec): 3 clusters Score: Raw -153612.156510 + Penalty 2689.526203 = -150922.630307 nChanged 93 SP:Iteration 5Q (813.590849 sec): 3 clusters Score: Raw -153731.820800 + Penalty 2689.526203 = -151042.294597 nChanged 67 SP:Iteration 6Q (813.619347 sec): 3 clusters Score: Raw -153809.591180 + Penalty 2689.526203 = -151120.064977 nChanged 53 SP:Iteration 7Q (813.646795 sec): 3 clusters Score: Raw -153866.005638 + Penalty 2689.526203 = -151176.479435 nChanged 40 SP:Iteration 8Q (813.674224 sec): 3 clusters Score: Raw -153909.316267 + Penalty 2689.526203 = -151219.790064 nChanged 38 SP:Iteration 9Q (813.701742 sec): 3 clusters Score: Raw -153947.377392 + Penalty 2689.526203 = -151257.851189 nChanged 33 SP:Iteration 10Q (813.729098 sec): 3 clusters Score: Raw -153976.740766 + Penalty 2689.526203 = -151287.214563 nChanged 25 SP:Iteration 11Q (813.756409 sec): 3 clusters Score: Raw -154001.548088 + Penalty 2689.526203 = -151312.021884 nChanged 21 SP:Iteration 12Q (813.784188 sec): 3 clusters Score: Raw -154014.897510 + Penalty 2689.526203 = -151325.371307 nChanged 12 SP:Iteration 13Q (813.811540 sec): 3 clusters Score: Raw -154022.925208 + Penalty 2689.526203 = -151333.399005 nChanged 5 SP:Iteration 14Q (813.838829 sec): 3 clusters Score: Raw -154025.462814 + Penalty 2689.526203 = -151335.936611 nChanged 3 SP:Iteration 15Q (813.866033 sec): 3 clusters Score: Raw -154027.349362 + Penalty 2689.526203 = -151337.823159 nChanged 3 SP:Iteration 16Q (813.893383 sec): 3 clusters Score: Raw -154029.017081 + Penalty 2689.526203 = -151339.490878 nChanged 2 SP:Iteration 17Q (813.920483 sec): 3 clusters Score: Raw -154030.449363 + Penalty 2689.526203 = -151340.923160 nChanged 1 SP:Iteration 18Q (813.948120 sec): 3 clusters Score: Raw -154030.905773 + Penalty 2689.526203 = -151341.379570 nChanged 0 SP:Iteration 19F (813.975483 sec): 3 clusters Score: Raw -154030.905773 + Penalty 2689.526203 = -151341.379570 nChanged 0 Trying to split cluster 19 (3353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (814.040512 sec): 2 clusters Score: Raw -233367.481838 + Penalty 1424.640686 = -231942.841152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (814.124111 sec): 3 clusters Score: Raw -231813.626056 + Penalty 2849.281372 = -228964.344684 nChanged 1250 SP:Iteration 1F (814.275981 sec): 3 clusters Score: Raw -232594.679711 + Penalty 2849.281372 = -229745.398339 nChanged 293 SP:Iteration 2F (814.402210 sec): 3 clusters Score: Raw -232873.393198 + Penalty 2849.281372 = -230024.111826 nChanged 233 SP:Iteration 3F (814.518685 sec): 3 clusters Score: Raw -233109.883284 + Penalty 2849.281372 = -230260.601912 nChanged 215 SP:Iteration 4F (814.581629 sec): 3 clusters Score: Raw -233365.163632 + Penalty 2849.281372 = -230515.882260 nChanged 191 SP:Iteration 5F (814.623118 sec): 3 clusters Score: Raw -233534.701691 + Penalty 2849.281372 = -230685.420319 nChanged 156 SP:Iteration 6Q (814.662200 sec): 3 clusters Score: Raw -233672.970116 + Penalty 2849.281372 = -230823.688744 nChanged 114 SP:Iteration 7Q (814.782565 sec): 3 clusters Score: Raw -233761.897030 + Penalty 2849.281372 = -230912.615658 nChanged 90 SP:Iteration 8Q (814.902034 sec): 3 clusters Score: Raw -233824.253773 + Penalty 2849.281372 = -230974.972401 nChanged 66 SP:Iteration 9Q (815.038933 sec): 3 clusters Score: Raw -233863.591939 + Penalty 2849.281372 = -231014.310567 nChanged 51 SP:Iteration 10Q (815.136728 sec): 3 clusters Score: Raw -233895.245355 + Penalty 2849.281372 = -231045.963983 nChanged 40 SP:Iteration 11Q (815.254431 sec): 3 clusters Score: Raw -233915.878384 + Penalty 2849.281372 = -231066.597012 nChanged 25 SP:Iteration 12Q (815.397942 sec): 3 clusters Score: Raw -233930.675097 + Penalty 2849.281372 = -231081.393725 nChanged 23 SP:Iteration 13Q (815.410535 sec): 3 clusters Score: Raw -233940.534067 + Penalty 2849.281372 = -231091.252695 nChanged 19 SP:Iteration 14Q (815.449778 sec): 3 clusters Score: Raw -233948.699107 + Penalty 2849.281372 = -231099.417735 nChanged 14 SP:Iteration 15Q (815.489259 sec): 3 clusters Score: Raw -233955.775473 + Penalty 2849.281372 = -231106.494101 nChanged 13 SP:Iteration 16Q (815.529711 sec): 3 clusters Score: Raw -233962.433035 + Penalty 2849.281372 = -231113.151663 nChanged 15 SP:Iteration 17Q (815.570766 sec): 3 clusters Score: Raw -233969.527199 + Penalty 2849.281372 = -231120.245827 nChanged 15 SP:Iteration 18Q (815.611469 sec): 3 clusters Score: Raw -233976.367078 + Penalty 2849.281372 = -231127.085706 nChanged 16 SP:Iteration 19Q (815.654878 sec): 3 clusters Score: Raw -233982.065542 + Penalty 2849.281372 = -231132.784170 nChanged 14 SP:Iteration 20F (815.695008 sec): 3 clusters Score: Raw -233987.704569 + Penalty 2849.281372 = -231138.423197 nChanged 7 SP:Iteration 21Q (815.733619 sec): 3 clusters Score: Raw -233991.122278 + Penalty 2849.281372 = -231141.840906 nChanged 8 SP:Iteration 22Q (815.772231 sec): 3 clusters Score: Raw -233996.328215 + Penalty 2849.281372 = -231147.046843 nChanged 14 SP:Iteration 23Q (815.810889 sec): 3 clusters Score: Raw -234004.684332 + Penalty 2849.281372 = -231155.402960 nChanged 10 SP:Iteration 24Q (815.849579 sec): 3 clusters Score: Raw -234009.950072 + Penalty 2849.281372 = -231160.668700 nChanged 11 SP:Iteration 25Q (815.888816 sec): 3 clusters Score: Raw -234013.667685 + Penalty 2849.281372 = -231164.386313 nChanged 7 SP:Iteration 26Q (815.928156 sec): 3 clusters Score: Raw -234016.024661 + Penalty 2849.281372 = -231166.743289 nChanged 6 SP:Iteration 27Q (815.967503 sec): 3 clusters Score: Raw -234018.985513 + Penalty 2849.281372 = -231169.704141 nChanged 10 SP:Iteration 28Q (816.006933 sec): 3 clusters Score: Raw -234023.620769 + Penalty 2849.281372 = -231174.339397 nChanged 9 SP:Iteration 29Q (816.046449 sec): 3 clusters Score: Raw -234026.547433 + Penalty 2849.281372 = -231177.266061 nChanged 9 SP:Iteration 30Q (816.085712 sec): 3 clusters Score: Raw -234028.956184 + Penalty 2849.281372 = -231179.674812 nChanged 7 SP:Iteration 31Q (816.126894 sec): 3 clusters Score: Raw -234031.267087 + Penalty 2849.281372 = -231181.985715 nChanged 4 SP:Iteration 32Q (816.165702 sec): 3 clusters Score: Raw -234033.060350 + Penalty 2849.281372 = -231183.778978 nChanged 5 SP:Iteration 33Q (816.290920 sec): 3 clusters Score: Raw -234035.049071 + Penalty 2849.281372 = -231185.767699 nChanged 4 SP:Iteration 34Q (816.418210 sec): 3 clusters Score: Raw -234036.312605 + Penalty 2849.281372 = -231187.031233 nChanged 4 SP:Iteration 35Q (816.484543 sec): 3 clusters Score: Raw -234037.656440 + Penalty 2849.281372 = -231188.375068 nChanged 3 SP:Iteration 36Q (816.550981 sec): 3 clusters Score: Raw -234038.903738 + Penalty 2849.281372 = -231189.622366 nChanged 3 SP:Iteration 37Q (816.615255 sec): 3 clusters Score: Raw -234040.353465 + Penalty 2849.281372 = -231191.072093 nChanged 2 SP:Iteration 38Q (816.657049 sec): 3 clusters Score: Raw -234041.295582 + Penalty 2849.281372 = -231192.014210 nChanged 3 SP:Iteration 39Q (816.698953 sec): 3 clusters Score: Raw -234042.738440 + Penalty 2849.281372 = -231193.457068 nChanged 4 SP:Iteration 40F (816.740597 sec): 3 clusters Score: Raw -234044.216492 + Penalty 2849.281372 = -231194.935120 nChanged 3 SP:Iteration 41Q (816.782191 sec): 3 clusters Score: Raw -234045.555174 + Penalty 2849.281372 = -231196.273802 nChanged 6 SP:Iteration 42Q (816.823817 sec): 3 clusters Score: Raw -234047.845023 + Penalty 2849.281372 = -231198.563651 nChanged 7 SP:Iteration 43Q (816.865270 sec): 3 clusters Score: Raw -234051.274049 + Penalty 2849.281372 = -231201.992677 nChanged 11 SP:Iteration 44Q (816.906849 sec): 3 clusters Score: Raw -234059.512118 + Penalty 2849.281372 = -231210.230746 nChanged 11 SP:Iteration 45Q (816.947637 sec): 3 clusters Score: Raw -234067.270713 + Penalty 2849.281372 = -231217.989341 nChanged 11 SP:Iteration 46Q (816.988313 sec): 3 clusters Score: Raw -234072.795653 + Penalty 2849.281372 = -231223.514281 nChanged 12 SP:Iteration 47Q (817.029172 sec): 3 clusters Score: Raw -234077.798543 + Penalty 2849.281372 = -231228.517171 nChanged 17 SP:Iteration 48Q (817.070230 sec): 3 clusters Score: Raw -234086.019820 + Penalty 2849.281372 = -231236.738448 nChanged 14 SP:Iteration 49Q (817.110778 sec): 3 clusters Score: Raw -234091.271763 + Penalty 2849.281372 = -231241.990391 nChanged 8 SP:Iteration 50Q (817.151174 sec): 3 clusters Score: Raw -234094.668292 + Penalty 2849.281372 = -231245.386920 nChanged 5 SP:Iteration 51Q (817.191574 sec): 3 clusters Score: Raw -234096.422749 + Penalty 2849.281372 = -231247.141377 nChanged 4 SP:Iteration 52Q (817.317512 sec): 3 clusters Score: Raw -234097.445957 + Penalty 2849.281372 = -231248.164585 nChanged 4 SP:Iteration 53Q (817.348251 sec): 3 clusters Score: Raw -234098.591201 + Penalty 2849.281372 = -231249.309829 nChanged 5 SP:Iteration 54Q (817.387463 sec): 3 clusters Score: Raw -234100.227944 + Penalty 2849.281372 = -231250.946572 nChanged 5 SP:Iteration 55Q (817.426335 sec): 3 clusters Score: Raw -234102.239747 + Penalty 2849.281372 = -231252.958375 nChanged 4 SP:Iteration 56Q (817.465101 sec): 3 clusters Score: Raw -234103.798789 + Penalty 2849.281372 = -231254.517417 nChanged 3 SP:Iteration 57Q (817.504243 sec): 3 clusters Score: Raw -234105.395629 + Penalty 2849.281372 = -231256.114257 nChanged 5 SP:Iteration 58Q (817.543850 sec): 3 clusters Score: Raw -234106.690558 + Penalty 2849.281372 = -231257.409186 nChanged 5 SP:Iteration 59Q (817.583519 sec): 3 clusters Score: Raw -234108.864292 + Penalty 2849.281372 = -231259.582920 nChanged 6 SP:Iteration 60F (817.623258 sec): 3 clusters Score: Raw -234110.924541 + Penalty 2849.281372 = -231261.643169 nChanged 3 SP:Iteration 61Q (817.663050 sec): 3 clusters Score: Raw -234112.332849 + Penalty 2849.281372 = -231263.051477 nChanged 3 SP:Iteration 62Q (817.702790 sec): 3 clusters Score: Raw -234114.250940 + Penalty 2849.281372 = -231264.969568 nChanged 5 SP:Iteration 63Q (817.741556 sec): 3 clusters Score: Raw -234116.533330 + Penalty 2849.281372 = -231267.251958 nChanged 6 SP:Iteration 64Q (817.780124 sec): 3 clusters Score: Raw -234118.999417 + Penalty 2849.281372 = -231269.718045 nChanged 6 SP:Iteration 65Q (817.895423 sec): 3 clusters Score: Raw -234121.618669 + Penalty 2849.281372 = -231272.337297 nChanged 3 SP:Iteration 66Q (818.030841 sec): 3 clusters Score: Raw -234122.518231 + Penalty 2849.281372 = -231273.236859 nChanged 3 SP:Iteration 67Q (818.084117 sec): 3 clusters Score: Raw -234123.279548 + Penalty 2849.281372 = -231273.998176 nChanged 2 SP:Iteration 68Q (818.122848 sec): 3 clusters Score: Raw -234124.033665 + Penalty 2849.281372 = -231274.752293 nChanged 5 SP:Iteration 69Q (818.168311 sec): 3 clusters Score: Raw -234126.676347 + Penalty 2849.281372 = -231277.394975 nChanged 9 SP:Iteration 70Q (818.239987 sec): 3 clusters Score: Raw -234130.186192 + Penalty 2849.281372 = -231280.904820 nChanged 7 SP:Iteration 71Q (818.278675 sec): 3 clusters Score: Raw -234132.063966 + Penalty 2849.281372 = -231282.782594 nChanged 7 SP:Iteration 72Q (818.317552 sec): 3 clusters Score: Raw -234134.051263 + Penalty 2849.281372 = -231284.769891 nChanged 6 SP:Iteration 73Q (818.356064 sec): 3 clusters Score: Raw -234136.176306 + Penalty 2849.281372 = -231286.894934 nChanged 4 SP:Iteration 74Q (818.436500 sec): 3 clusters Score: Raw -234137.733550 + Penalty 2849.281372 = -231288.452178 nChanged 6 SP:Iteration 75Q (818.475481 sec): 3 clusters Score: Raw -234139.848903 + Penalty 2849.281372 = -231290.567531 nChanged 7 SP:Iteration 76Q (818.514513 sec): 3 clusters Score: Raw -234142.824543 + Penalty 2849.281372 = -231293.543171 nChanged 5 SP:Iteration 77Q (818.554039 sec): 3 clusters Score: Raw -234144.512046 + Penalty 2849.281372 = -231295.230674 nChanged 8 SP:Iteration 78Q (818.593244 sec): 3 clusters Score: Raw -234146.909632 + Penalty 2849.281372 = -231297.628260 nChanged 4 SP:Iteration 79Q (818.632339 sec): 3 clusters Score: Raw -234148.150348 + Penalty 2849.281372 = -231298.868976 nChanged 2 SP:Iteration 80F (818.671484 sec): 3 clusters Score: Raw -234148.705742 + Penalty 2849.281372 = -231299.424370 nChanged 0 Trying to split cluster 20 (3986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (818.711227 sec): 2 clusters Score: Raw -314728.752163 + Penalty 1454.990384 = -313273.761778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (818.755768 sec): 3 clusters Score: Raw -312745.784966 + Penalty 2909.980769 = -309835.804197 nChanged 1572 SP:Iteration 1F (818.802862 sec): 3 clusters Score: Raw -313672.146248 + Penalty 2909.980769 = -310762.165479 nChanged 296 SP:Iteration 2F (818.849982 sec): 3 clusters Score: Raw -313859.862158 + Penalty 2909.980769 = -310949.881390 nChanged 209 SP:Iteration 3F (818.894724 sec): 3 clusters Score: Raw -313968.191285 + Penalty 2909.980769 = -311058.210516 nChanged 134 SP:Iteration 4Q (818.937182 sec): 3 clusters Score: Raw -314034.976551 + Penalty 2909.980769 = -311124.995782 nChanged 123 SP:Iteration 5Q (818.979501 sec): 3 clusters Score: Raw -314105.889620 + Penalty 2909.980769 = -311195.908852 nChanged 128 SP:Iteration 6Q (819.021817 sec): 3 clusters Score: Raw -314175.308781 + Penalty 2909.980769 = -311265.328012 nChanged 116 SP:Iteration 7Q (819.064059 sec): 3 clusters Score: Raw -314218.849693 + Penalty 2909.980769 = -311308.868924 nChanged 84 SP:Iteration 8Q (819.106557 sec): 3 clusters Score: Raw -314250.076492 + Penalty 2909.980769 = -311340.095723 nChanged 70 SP:Iteration 9Q (819.148935 sec): 3 clusters Score: Raw -314279.748596 + Penalty 2909.980769 = -311369.767827 nChanged 65 SP:Iteration 10Q (819.191578 sec): 3 clusters Score: Raw -314306.743005 + Penalty 2909.980769 = -311396.762236 nChanged 67 SP:Iteration 11Q (819.234080 sec): 3 clusters Score: Raw -314329.060396 + Penalty 2909.980769 = -311419.079628 nChanged 44 SP:Iteration 12Q (819.277321 sec): 3 clusters Score: Raw -314346.553328 + Penalty 2909.980769 = -311436.572559 nChanged 46 SP:Iteration 13Q (819.441961 sec): 3 clusters Score: Raw -314364.948557 + Penalty 2909.980769 = -311454.967788 nChanged 51 SP:Iteration 14Q (819.530270 sec): 3 clusters Score: Raw -314386.997688 + Penalty 2909.980769 = -311477.016919 nChanged 60 SP:Iteration 15Q (819.635586 sec): 3 clusters Score: Raw -314411.637004 + Penalty 2909.980769 = -311501.656235 nChanged 55 SP:Iteration 16Q (819.680824 sec): 3 clusters Score: Raw -314431.765299 + Penalty 2909.980769 = -311521.784531 nChanged 42 SP:Iteration 17Q (819.723012 sec): 3 clusters Score: Raw -314445.101845 + Penalty 2909.980769 = -311535.121076 nChanged 36 SP:Iteration 18Q (819.765250 sec): 3 clusters Score: Raw -314458.478794 + Penalty 2909.980769 = -311548.498025 nChanged 34 SP:Iteration 19Q (819.807595 sec): 3 clusters Score: Raw -314471.581424 + Penalty 2909.980769 = -311561.600655 nChanged 34 SP:Iteration 20F (819.850076 sec): 3 clusters Score: Raw -314482.945166 + Penalty 2909.980769 = -311572.964397 nChanged 39 SP:Iteration 21Q (819.895072 sec): 3 clusters Score: Raw -314496.033558 + Penalty 2909.980769 = -311586.052789 nChanged 28 SP:Iteration 22Q (819.940143 sec): 3 clusters Score: Raw -314507.765356 + Penalty 2909.980769 = -311597.784587 nChanged 26 SP:Iteration 23Q (819.985323 sec): 3 clusters Score: Raw -314518.444649 + Penalty 2909.980769 = -311608.463880 nChanged 38 SP:Iteration 24Q (820.030616 sec): 3 clusters Score: Raw -314532.986191 + Penalty 2909.980769 = -311623.005422 nChanged 30 SP:Iteration 25Q (820.072679 sec): 3 clusters Score: Raw -314541.389872 + Penalty 2909.980769 = -311631.409103 nChanged 19 SP:Iteration 26Q (820.114530 sec): 3 clusters Score: Raw -314548.176047 + Penalty 2909.980769 = -311638.195279 nChanged 23 SP:Iteration 27Q (820.156260 sec): 3 clusters Score: Raw -314554.754690 + Penalty 2909.980769 = -311644.773921 nChanged 18 SP:Iteration 28Q (820.197893 sec): 3 clusters Score: Raw -314560.997994 + Penalty 2909.980769 = -311651.017225 nChanged 19 SP:Iteration 29Q (820.241707 sec): 3 clusters Score: Raw -314568.510361 + Penalty 2909.980769 = -311658.529592 nChanged 26 SP:Iteration 30Q (820.286005 sec): 3 clusters Score: Raw -314582.593459 + Penalty 2909.980769 = -311672.612690 nChanged 25 SP:Iteration 31Q (820.330109 sec): 3 clusters Score: Raw -314594.947661 + Penalty 2909.980769 = -311684.966892 nChanged 27 SP:Iteration 32Q (820.374350 sec): 3 clusters Score: Raw -314602.605957 + Penalty 2909.980769 = -311692.625189 nChanged 29 SP:Iteration 33Q (820.417585 sec): 3 clusters Score: Raw -314612.061675 + Penalty 2909.980769 = -311702.080906 nChanged 28 SP:Iteration 34Q (820.460353 sec): 3 clusters Score: Raw -314623.090814 + Penalty 2909.980769 = -311713.110046 nChanged 21 SP:Iteration 35Q (820.503125 sec): 3 clusters Score: Raw -314630.180013 + Penalty 2909.980769 = -311720.199244 nChanged 17 SP:Iteration 36Q (820.545838 sec): 3 clusters Score: Raw -314636.346039 + Penalty 2909.980769 = -311726.365270 nChanged 17 SP:Iteration 37Q (820.588324 sec): 3 clusters Score: Raw -314641.463637 + Penalty 2909.980769 = -311731.482868 nChanged 16 SP:Iteration 38Q (820.631031 sec): 3 clusters Score: Raw -314646.202315 + Penalty 2909.980769 = -311736.221546 nChanged 14 SP:Iteration 39Q (820.673449 sec): 3 clusters Score: Raw -314651.294683 + Penalty 2909.980769 = -311741.313914 nChanged 13 SP:Iteration 40F (820.715457 sec): 3 clusters Score: Raw -314655.126880 + Penalty 2909.980769 = -311745.146111 nChanged 19 SP:Iteration 41Q (820.758479 sec): 3 clusters Score: Raw -314661.176730 + Penalty 2909.980769 = -311751.195961 nChanged 15 SP:Iteration 42Q (820.802021 sec): 3 clusters Score: Raw -314665.947489 + Penalty 2909.980769 = -311755.966720 nChanged 21 SP:Iteration 43Q (820.845468 sec): 3 clusters Score: Raw -314674.333164 + Penalty 2909.980769 = -311764.352396 nChanged 28 SP:Iteration 44Q (820.888891 sec): 3 clusters Score: Raw -314685.028972 + Penalty 2909.980769 = -311775.048203 nChanged 25 SP:Iteration 45Q (821.019131 sec): 3 clusters Score: Raw -314694.207663 + Penalty 2909.980769 = -311784.226894 nChanged 32 SP:Iteration 46Q (821.150135 sec): 3 clusters Score: Raw -314707.106073 + Penalty 2909.980769 = -311797.125304 nChanged 31 SP:Iteration 47Q (821.244754 sec): 3 clusters Score: Raw -314720.554632 + Penalty 2909.980769 = -311810.573863 nChanged 37 SP:Iteration 48Q (821.286248 sec): 3 clusters Score: Raw -314733.070131 + Penalty 2909.980769 = -311823.089362 nChanged 26 SP:Iteration 49Q (821.327879 sec): 3 clusters Score: Raw -314742.777706 + Penalty 2909.980769 = -311832.796937 nChanged 21 SP:Iteration 50Q (821.369454 sec): 3 clusters Score: Raw -314750.933303 + Penalty 2909.980769 = -311840.952534 nChanged 22 SP:Iteration 51Q (821.411075 sec): 3 clusters Score: Raw -314760.758251 + Penalty 2909.980769 = -311850.777482 nChanged 20 SP:Iteration 52Q (821.454729 sec): 3 clusters Score: Raw -314767.968463 + Penalty 2909.980769 = -311857.987695 nChanged 20 SP:Iteration 53Q (821.498603 sec): 3 clusters Score: Raw -314774.313642 + Penalty 2909.980769 = -311864.332873 nChanged 14 SP:Iteration 54Q (821.542445 sec): 3 clusters Score: Raw -314779.127555 + Penalty 2909.980769 = -311869.146787 nChanged 18 SP:Iteration 55Q (821.586369 sec): 3 clusters Score: Raw -314785.959497 + Penalty 2909.980769 = -311875.978728 nChanged 14 SP:Iteration 56Q (821.629916 sec): 3 clusters Score: Raw -314790.637987 + Penalty 2909.980769 = -311880.657218 nChanged 13 SP:Iteration 57Q (821.672918 sec): 3 clusters Score: Raw -314794.456515 + Penalty 2909.980769 = -311884.475746 nChanged 13 SP:Iteration 58Q (821.715924 sec): 3 clusters Score: Raw -314800.744132 + Penalty 2909.980769 = -311890.763363 nChanged 18 SP:Iteration 59Q (821.758984 sec): 3 clusters Score: Raw -314806.526321 + Penalty 2909.980769 = -311896.545552 nChanged 14 SP:Iteration 60F (821.801188 sec): 3 clusters Score: Raw -314810.822252 + Penalty 2909.980769 = -311900.841483 nChanged 9 SP:Iteration 61Q (821.843353 sec): 3 clusters Score: Raw -314814.060073 + Penalty 2909.980769 = -311904.079305 nChanged 11 SP:Iteration 62Q (821.885769 sec): 3 clusters Score: Raw -314818.612292 + Penalty 2909.980769 = -311908.631523 nChanged 14 SP:Iteration 63Q (821.928155 sec): 3 clusters Score: Raw -314822.661522 + Penalty 2909.980769 = -311912.680753 nChanged 9 SP:Iteration 64Q (821.970615 sec): 3 clusters Score: Raw -314825.969376 + Penalty 2909.980769 = -311915.988607 nChanged 4 SP:Iteration 65Q (822.013225 sec): 3 clusters Score: Raw -314827.315682 + Penalty 2909.980769 = -311917.334914 nChanged 9 SP:Iteration 66Q (822.055782 sec): 3 clusters Score: Raw -314830.269415 + Penalty 2909.980769 = -311920.288646 nChanged 10 SP:Iteration 67Q (822.098249 sec): 3 clusters Score: Raw -314834.329375 + Penalty 2909.980769 = -311924.348606 nChanged 12 SP:Iteration 68Q (822.141074 sec): 3 clusters Score: Raw -314838.676565 + Penalty 2909.980769 = -311928.695796 nChanged 9 SP:Iteration 69Q (822.184682 sec): 3 clusters Score: Raw -314841.375479 + Penalty 2909.980769 = -311931.394710 nChanged 10 SP:Iteration 70Q (822.227819 sec): 3 clusters Score: Raw -314845.740350 + Penalty 2909.980769 = -311935.759582 nChanged 15 SP:Iteration 71Q (822.271324 sec): 3 clusters Score: Raw -314851.989752 + Penalty 2909.980769 = -311942.008983 nChanged 12 SP:Iteration 72Q (822.314642 sec): 3 clusters Score: Raw -314855.313576 + Penalty 2909.980769 = -311945.332807 nChanged 3 SP:Iteration 73Q (822.356546 sec): 3 clusters Score: Raw -314856.239984 + Penalty 2909.980769 = -311946.259216 nChanged 3 SP:Iteration 74Q (822.398589 sec): 3 clusters Score: Raw -314857.063120 + Penalty 2909.980769 = -311947.082352 nChanged 7 SP:Iteration 75Q (822.504633 sec): 3 clusters Score: Raw -314859.764686 + Penalty 2909.980769 = -311949.783918 nChanged 5 SP:Iteration 76Q (822.546521 sec): 3 clusters Score: Raw -314862.464500 + Penalty 2909.980769 = -311952.483731 nChanged 8 SP:Iteration 77Q (822.674346 sec): 3 clusters Score: Raw -314864.761410 + Penalty 2909.980769 = -311954.780641 nChanged 7 SP:Iteration 78Q (822.793420 sec): 3 clusters Score: Raw -314866.829252 + Penalty 2909.980769 = -311956.848483 nChanged 7 SP:Iteration 79Q (822.881805 sec): 3 clusters Score: Raw -314869.238759 + Penalty 2909.980769 = -311959.257990 nChanged 8 SP:Iteration 80F (822.923014 sec): 3 clusters Score: Raw -314872.637200 + Penalty 2909.980769 = -311962.656431 nChanged 8 SP:Iteration 81Q (822.964654 sec): 3 clusters Score: Raw -314875.819761 + Penalty 2909.980769 = -311965.838993 nChanged 11 SP:Iteration 82Q (823.024071 sec): 3 clusters Score: Raw -314879.911101 + Penalty 2909.980769 = -311969.930333 nChanged 6 SP:Iteration 83Q (823.066647 sec): 3 clusters Score: Raw -314882.344367 + Penalty 2909.980769 = -311972.363598 nChanged 7 SP:Iteration 84Q (823.109094 sec): 3 clusters Score: Raw -314885.125311 + Penalty 2909.980769 = -311975.144542 nChanged 10 SP:Iteration 85Q (823.151850 sec): 3 clusters Score: Raw -314889.378750 + Penalty 2909.980769 = -311979.397982 nChanged 5 SP:Iteration 86Q (823.194154 sec): 3 clusters Score: Raw -314891.435637 + Penalty 2909.980769 = -311981.454868 nChanged 7 SP:Iteration 87Q (823.235553 sec): 3 clusters Score: Raw -314893.223538 + Penalty 2909.980769 = -311983.242769 nChanged 3 SP:Iteration 88Q (823.277375 sec): 3 clusters Score: Raw -314894.510094 + Penalty 2909.980769 = -311984.529326 nChanged 2 SP:Iteration 89Q (823.319507 sec): 3 clusters Score: Raw -314894.889553 + Penalty 2909.980769 = -311984.908784 nChanged 1 SP:Iteration 90Q (823.360633 sec): 3 clusters Score: Raw -314895.591776 + Penalty 2909.980769 = -311985.611007 nChanged 5 SP:Iteration 91Q (823.403214 sec): 3 clusters Score: Raw -314897.468782 + Penalty 2909.980769 = -311987.488013 nChanged 4 SP:Iteration 92Q (823.463264 sec): 3 clusters Score: Raw -314899.433561 + Penalty 2909.980769 = -311989.452792 nChanged 2 SP:Iteration 93Q (823.506359 sec): 3 clusters Score: Raw -314900.928353 + Penalty 2909.980769 = -311990.947584 nChanged 3 SP:Iteration 94Q (823.630329 sec): 3 clusters Score: Raw -314901.999564 + Penalty 2909.980769 = -311992.018795 nChanged 5 SP:Iteration 95Q (823.697498 sec): 3 clusters Score: Raw -314903.825420 + Penalty 2909.980769 = -311993.844651 nChanged 6 SP:Iteration 96Q (823.740360 sec): 3 clusters Score: Raw -314906.107737 + Penalty 2909.980769 = -311996.126968 nChanged 6 SP:Iteration 97Q (823.810944 sec): 3 clusters Score: Raw -314909.647584 + Penalty 2909.980769 = -311999.666815 nChanged 8 SP:Iteration 98Q (823.853210 sec): 3 clusters Score: Raw -314913.934334 + Penalty 2909.980769 = -312003.953565 nChanged 8 SP:Iteration 99Q (823.894600 sec): 3 clusters Score: Raw -314916.411757 + Penalty 2909.980769 = -312006.430988 nChanged 9 SP:Iteration 100F (823.936486 sec): 3 clusters Score: Raw -314919.275732 + Penalty 2909.980769 = -312009.294964 nChanged 9 SP:Iteration 101Q (823.978384 sec): 3 clusters Score: Raw -314921.377968 + Penalty 2909.980769 = -312011.397199 nChanged 3 SP:Iteration 102Q (824.019399 sec): 3 clusters Score: Raw -314921.971793 + Penalty 2909.980769 = -312011.991025 nChanged 4 SP:Iteration 103Q (824.061763 sec): 3 clusters Score: Raw -314922.891282 + Penalty 2909.980769 = -312012.910513 nChanged 3 SP:Iteration 104Q (824.104138 sec): 3 clusters Score: Raw -314924.759248 + Penalty 2909.980769 = -312014.778479 nChanged 6 SP:Iteration 105Q (824.145572 sec): 3 clusters Score: Raw -314927.648899 + Penalty 2909.980769 = -312017.668130 nChanged 5 SP:Iteration 106Q (824.188044 sec): 3 clusters Score: Raw -314929.769762 + Penalty 2909.980769 = -312019.788994 nChanged 6 SP:Iteration 107Q (824.242667 sec): 3 clusters Score: Raw -314931.229008 + Penalty 2909.980769 = -312021.248239 nChanged 3 SP:Iteration 108Q (824.284707 sec): 3 clusters Score: Raw -314932.297736 + Penalty 2909.980769 = -312022.316967 nChanged 4 SP:Iteration 109Q (824.415313 sec): 3 clusters Score: Raw -314933.893806 + Penalty 2909.980769 = -312023.913038 nChanged 6 SP:Iteration 110Q (824.547159 sec): 3 clusters Score: Raw -314935.895970 + Penalty 2909.980769 = -312025.915201 nChanged 5 SP:Iteration 111Q (824.632504 sec): 3 clusters Score: Raw -314937.711073 + Penalty 2909.980769 = -312027.730304 nChanged 2 SP:Iteration 112Q (824.673387 sec): 3 clusters Score: Raw -314938.362152 + Penalty 2909.980769 = -312028.381383 nChanged 2 SP:Iteration 113Q (824.715412 sec): 3 clusters Score: Raw -314939.826059 + Penalty 2909.980769 = -312029.845291 nChanged 3 SP:Iteration 114Q (824.757858 sec): 3 clusters Score: Raw -314941.339015 + Penalty 2909.980769 = -312031.358246 nChanged 4 SP:Iteration 115Q (824.798812 sec): 3 clusters Score: Raw -314942.755158 + Penalty 2909.980769 = -312032.774390 nChanged 1 SP:Iteration 116Q (824.840782 sec): 3 clusters Score: Raw -314943.795420 + Penalty 2909.980769 = -312033.814651 nChanged 4 SP:Iteration 117Q (824.883114 sec): 3 clusters Score: Raw -314946.165332 + Penalty 2909.980769 = -312036.184563 nChanged 5 SP:Iteration 118Q (824.925532 sec): 3 clusters Score: Raw -314947.443061 + Penalty 2909.980769 = -312037.462293 nChanged 3 SP:Iteration 119Q (824.981037 sec): 3 clusters Score: Raw -314948.563032 + Penalty 2909.980769 = -312038.582263 nChanged 3 SP:Iteration 120F (825.023488 sec): 3 clusters Score: Raw -314949.453235 + Penalty 2909.980769 = -312039.472466 nChanged 0 Trying to split cluster 21 (1471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (825.058259 sec): 2 clusters Score: Raw -67757.777845 + Penalty 1280.043950 = -66477.733895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (825.083517 sec): 3 clusters Score: Raw -67293.264245 + Penalty 2560.087900 = -64733.176346 nChanged 488 SP:Iteration 1F (825.103721 sec): 3 clusters Score: Raw -67908.071957 + Penalty 2560.087900 = -65347.984057 nChanged 166 SP:Iteration 2F (825.124355 sec): 3 clusters Score: Raw -68214.984505 + Penalty 2560.087900 = -65654.896605 nChanged 116 SP:Iteration 3F (825.144939 sec): 3 clusters Score: Raw -68402.841563 + Penalty 2560.087900 = -65842.753663 nChanged 79 SP:Iteration 4F (825.165518 sec): 3 clusters Score: Raw -68526.238059 + Penalty 2560.087900 = -65966.150159 nChanged 65 SP:Iteration 5Q (825.186408 sec): 3 clusters Score: Raw -68624.040206 + Penalty 2560.087900 = -66063.952306 nChanged 54 SP:Iteration 6Q (825.207215 sec): 3 clusters Score: Raw -68694.979437 + Penalty 2560.087900 = -66134.891537 nChanged 31 SP:Iteration 7Q (825.228054 sec): 3 clusters Score: Raw -68735.672959 + Penalty 2560.087900 = -66175.585059 nChanged 28 SP:Iteration 8Q (825.248867 sec): 3 clusters Score: Raw -68779.497515 + Penalty 2560.087900 = -66219.409615 nChanged 24 SP:Iteration 9Q (825.276835 sec): 3 clusters Score: Raw -68805.827575 + Penalty 2560.087900 = -66245.739675 nChanged 8 SP:Iteration 10Q (825.297521 sec): 3 clusters Score: Raw -68812.629977 + Penalty 2560.087900 = -66252.542077 nChanged 12 SP:Iteration 11Q (825.318293 sec): 3 clusters Score: Raw -68819.894787 + Penalty 2560.087900 = -66259.806887 nChanged 8 SP:Iteration 12Q (825.339017 sec): 3 clusters Score: Raw -68826.805172 + Penalty 2560.087900 = -66266.717272 nChanged 7 SP:Iteration 13Q (825.359629 sec): 3 clusters Score: Raw -68833.211041 + Penalty 2560.087900 = -66273.123141 nChanged 6 SP:Iteration 14Q (825.379967 sec): 3 clusters Score: Raw -68838.706510 + Penalty 2560.087900 = -66278.618610 nChanged 7 SP:Iteration 15Q (825.400398 sec): 3 clusters Score: Raw -68845.695625 + Penalty 2560.087900 = -66285.607725 nChanged 5 SP:Iteration 16Q (825.420710 sec): 3 clusters Score: Raw -68849.371830 + Penalty 2560.087900 = -66289.283930 nChanged 7 SP:Iteration 17Q (825.441048 sec): 3 clusters Score: Raw -68859.791869 + Penalty 2560.087900 = -66299.703969 nChanged 5 SP:Iteration 18Q (825.548416 sec): 3 clusters Score: Raw -68861.655601 + Penalty 2560.087900 = -66301.567701 nChanged 2 SP:Iteration 19Q (825.662409 sec): 3 clusters Score: Raw -68862.463874 + Penalty 2560.087900 = -66302.375974 nChanged 1 SP:Iteration 20F (825.774805 sec): 3 clusters Score: Raw -68863.396746 + Penalty 2560.087900 = -66303.308846 nChanged 2 SP:Iteration 21Q (825.887281 sec): 3 clusters Score: Raw -68864.053487 + Penalty 2560.087900 = -66303.965587 nChanged 0 SP:Iteration 22F (826.001359 sec): 3 clusters Score: Raw -68864.053487 + Penalty 2560.087900 = -66303.965587 nChanged 0 Trying to split cluster 22 (2713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (826.092710 sec): 2 clusters Score: Raw -200432.677241 + Penalty 1387.469710 = -199045.207531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (826.195308 sec): 3 clusters Score: Raw -199215.896866 + Penalty 2774.939420 = -196440.957446 nChanged 1001 SP:Iteration 1F (826.315913 sec): 3 clusters Score: Raw -199857.852643 + Penalty 2774.939420 = -197082.913223 nChanged 219 SP:Iteration 2F (826.425603 sec): 3 clusters Score: Raw -200046.496612 + Penalty 2774.939420 = -197271.557192 nChanged 177 SP:Iteration 3F (826.520818 sec): 3 clusters Score: Raw -200170.142828 + Penalty 2774.939420 = -197395.203409 nChanged 137 SP:Iteration 4F (826.618611 sec): 3 clusters Score: Raw -200294.226170 + Penalty 2774.939420 = -197519.286750 nChanged 146 SP:Iteration 5F (826.652826 sec): 3 clusters Score: Raw -200446.604125 + Penalty 2774.939420 = -197671.664706 nChanged 161 SP:Iteration 6F (826.686662 sec): 3 clusters Score: Raw -200643.299737 + Penalty 2774.939420 = -197868.360318 nChanged 170 SP:Iteration 7F (826.720196 sec): 3 clusters Score: Raw -200856.282791 + Penalty 2774.939420 = -198081.343371 nChanged 148 SP:Iteration 8F (826.754016 sec): 3 clusters Score: Raw -201055.074495 + Penalty 2774.939420 = -198280.135075 nChanged 123 SP:Iteration 9Q (826.788432 sec): 3 clusters Score: Raw -201208.301323 + Penalty 2774.939420 = -198433.361903 nChanged 102 SP:Iteration 10Q (826.822636 sec): 3 clusters Score: Raw -201335.502896 + Penalty 2774.939420 = -198560.563476 nChanged 82 SP:Iteration 11Q (826.856194 sec): 3 clusters Score: Raw -201431.840988 + Penalty 2774.939420 = -198656.901568 nChanged 69 SP:Iteration 12Q (826.889802 sec): 3 clusters Score: Raw -201497.423991 + Penalty 2774.939420 = -198722.484571 nChanged 50 SP:Iteration 13Q (826.923124 sec): 3 clusters Score: Raw -201534.601448 + Penalty 2774.939420 = -198759.662028 nChanged 36 SP:Iteration 14Q (826.956557 sec): 3 clusters Score: Raw -201559.287333 + Penalty 2774.939420 = -198784.347913 nChanged 25 SP:Iteration 15Q (826.990159 sec): 3 clusters Score: Raw -201576.515642 + Penalty 2774.939420 = -198801.576223 nChanged 24 SP:Iteration 16Q (827.023294 sec): 3 clusters Score: Raw -201587.771542 + Penalty 2774.939420 = -198812.832122 nChanged 15 SP:Iteration 17Q (827.057128 sec): 3 clusters Score: Raw -201594.972079 + Penalty 2774.939420 = -198820.032659 nChanged 13 SP:Iteration 18Q (827.091200 sec): 3 clusters Score: Raw -201602.382744 + Penalty 2774.939420 = -198827.443325 nChanged 12 SP:Iteration 19Q (827.124556 sec): 3 clusters Score: Raw -201608.268759 + Penalty 2774.939420 = -198833.329339 nChanged 13 SP:Iteration 20F (827.158319 sec): 3 clusters Score: Raw -201614.106186 + Penalty 2774.939420 = -198839.166767 nChanged 8 SP:Iteration 21Q (827.191580 sec): 3 clusters Score: Raw -201617.816224 + Penalty 2774.939420 = -198842.876804 nChanged 10 SP:Iteration 22Q (827.224748 sec): 3 clusters Score: Raw -201622.897822 + Penalty 2774.939420 = -198847.958402 nChanged 6 SP:Iteration 23Q (827.257842 sec): 3 clusters Score: Raw -201624.562841 + Penalty 2774.939420 = -198849.623421 nChanged 5 SP:Iteration 24Q (827.307878 sec): 3 clusters Score: Raw -201628.274699 + Penalty 2774.939420 = -198853.335279 nChanged 6 SP:Iteration 25Q (827.444436 sec): 3 clusters Score: Raw -201631.157157 + Penalty 2774.939420 = -198856.217737 nChanged 6 SP:Iteration 26Q (827.520163 sec): 3 clusters Score: Raw -201634.710442 + Penalty 2774.939420 = -198859.771022 nChanged 5 SP:Iteration 27Q (827.553890 sec): 3 clusters Score: Raw -201636.363220 + Penalty 2774.939420 = -198861.423800 nChanged 3 SP:Iteration 28Q (827.587294 sec): 3 clusters Score: Raw -201637.350984 + Penalty 2774.939420 = -198862.411564 nChanged 1 SP:Iteration 29Q (827.620939 sec): 3 clusters Score: Raw -201637.664070 + Penalty 2774.939420 = -198862.724651 nChanged 1 SP:Iteration 30Q (827.654234 sec): 3 clusters Score: Raw -201637.970622 + Penalty 2774.939420 = -198863.031203 nChanged 0 SP:Iteration 31F (827.688103 sec): 3 clusters Score: Raw -201637.970622 + Penalty 2774.939420 = -198863.031203 nChanged 0 Trying to split cluster 23 (2031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (827.725169 sec): 2 clusters Score: Raw -133444.592724 + Penalty 1336.657765 = -132107.934959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (827.753058 sec): 3 clusters Score: Raw -132615.885185 + Penalty 2673.315530 = -129942.569655 nChanged 714 SP:Iteration 1F (827.779941 sec): 3 clusters Score: Raw -133226.162326 + Penalty 2673.315530 = -130552.846796 nChanged 208 SP:Iteration 2F (827.806630 sec): 3 clusters Score: Raw -133463.995208 + Penalty 2673.315530 = -130790.679678 nChanged 140 SP:Iteration 3F (827.833414 sec): 3 clusters Score: Raw -133634.147392 + Penalty 2673.315530 = -130960.831862 nChanged 112 SP:Iteration 4F (827.860151 sec): 3 clusters Score: Raw -133745.604827 + Penalty 2673.315530 = -131072.289297 nChanged 78 SP:Iteration 5Q (827.887019 sec): 3 clusters Score: Raw -133817.233440 + Penalty 2673.315530 = -131143.917910 nChanged 48 SP:Iteration 6Q (827.913725 sec): 3 clusters Score: Raw -133870.157451 + Penalty 2673.315530 = -131196.841921 nChanged 47 SP:Iteration 7Q (827.940363 sec): 3 clusters Score: Raw -133918.869300 + Penalty 2673.315530 = -131245.553770 nChanged 43 SP:Iteration 8Q (827.966933 sec): 3 clusters Score: Raw -133961.873754 + Penalty 2673.315530 = -131288.558223 nChanged 34 SP:Iteration 9Q (827.993512 sec): 3 clusters Score: Raw -133990.222746 + Penalty 2673.315530 = -131316.907216 nChanged 27 SP:Iteration 10Q (828.020645 sec): 3 clusters Score: Raw -134008.870190 + Penalty 2673.315530 = -131335.554660 nChanged 25 SP:Iteration 11Q (828.047103 sec): 3 clusters Score: Raw -134026.918843 + Penalty 2673.315530 = -131353.603313 nChanged 13 SP:Iteration 12Q (828.094100 sec): 3 clusters Score: Raw -134036.603811 + Penalty 2673.315530 = -131363.288280 nChanged 13 SP:Iteration 13Q (828.120546 sec): 3 clusters Score: Raw -134046.333397 + Penalty 2673.315530 = -131373.017867 nChanged 17 SP:Iteration 14Q (828.146998 sec): 3 clusters Score: Raw -134065.944969 + Penalty 2673.315530 = -131392.629439 nChanged 17 SP:Iteration 15Q (828.173507 sec): 3 clusters Score: Raw -134080.249047 + Penalty 2673.315530 = -131406.933517 nChanged 11 SP:Iteration 16Q (828.214908 sec): 3 clusters Score: Raw -134085.877046 + Penalty 2673.315530 = -131412.561516 nChanged 10 SP:Iteration 17Q (828.241711 sec): 3 clusters Score: Raw -134092.498674 + Penalty 2673.315530 = -131419.183144 nChanged 7 SP:Iteration 18Q (828.268292 sec): 3 clusters Score: Raw -134097.595339 + Penalty 2673.315530 = -131424.279809 nChanged 5 SP:Iteration 19Q (828.294811 sec): 3 clusters Score: Raw -134099.508988 + Penalty 2673.315530 = -131426.193458 nChanged 5 SP:Iteration 20F (828.321181 sec): 3 clusters Score: Raw -134102.025096 + Penalty 2673.315530 = -131428.709566 nChanged 4 SP:Iteration 21Q (828.346853 sec): 3 clusters Score: Raw -134106.833887 + Penalty 2673.315530 = -131433.518357 nChanged 5 SP:Iteration 22Q (828.373371 sec): 3 clusters Score: Raw -134113.266494 + Penalty 2673.315530 = -131439.950964 nChanged 8 SP:Iteration 23Q (828.490819 sec): 3 clusters Score: Raw -134124.011538 + Penalty 2673.315530 = -131450.696008 nChanged 14 SP:Iteration 24Q (828.607794 sec): 3 clusters Score: Raw -134137.803201 + Penalty 2673.315530 = -131464.487671 nChanged 8 SP:Iteration 25Q (828.684631 sec): 3 clusters Score: Raw -134142.761265 + Penalty 2673.315530 = -131469.445735 nChanged 9 SP:Iteration 26Q (828.711523 sec): 3 clusters Score: Raw -134148.447137 + Penalty 2673.315530 = -131475.131607 nChanged 4 SP:Iteration 27Q (828.738067 sec): 3 clusters Score: Raw -134151.463407 + Penalty 2673.315530 = -131478.147877 nChanged 3 SP:Iteration 28Q (828.764454 sec): 3 clusters Score: Raw -134153.138145 + Penalty 2673.315530 = -131479.822615 nChanged 2 SP:Iteration 29Q (828.789827 sec): 3 clusters Score: Raw -134153.419157 + Penalty 2673.315530 = -131480.103627 nChanged 0 SP:Iteration 30F (828.816102 sec): 3 clusters Score: Raw -134153.419157 + Penalty 2673.315530 = -131480.103627 nChanged 0 Trying to split cluster 24 (1997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (828.850365 sec): 2 clusters Score: Raw -142688.158057 + Penalty 1333.694934 = -141354.463123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (828.895824 sec): 3 clusters Score: Raw -141830.126301 + Penalty 2667.389868 = -139162.736433 nChanged 709 SP:Iteration 1F (828.921729 sec): 3 clusters Score: Raw -142367.229036 + Penalty 2667.389868 = -139699.839168 nChanged 177 SP:Iteration 2F (828.947920 sec): 3 clusters Score: Raw -142559.588378 + Penalty 2667.389868 = -139892.198510 nChanged 123 SP:Iteration 3F (828.974004 sec): 3 clusters Score: Raw -142672.149650 + Penalty 2667.389868 = -140004.759782 nChanged 80 SP:Iteration 4Q (829.017225 sec): 3 clusters Score: Raw -142749.048026 + Penalty 2667.389868 = -140081.658158 nChanged 69 SP:Iteration 5Q (829.043909 sec): 3 clusters Score: Raw -142826.953958 + Penalty 2667.389868 = -140159.564090 nChanged 73 SP:Iteration 6Q (829.070412 sec): 3 clusters Score: Raw -142899.543244 + Penalty 2667.389868 = -140232.153376 nChanged 69 SP:Iteration 7Q (829.096789 sec): 3 clusters Score: Raw -142962.827268 + Penalty 2667.389868 = -140295.437400 nChanged 54 SP:Iteration 8Q (829.141652 sec): 3 clusters Score: Raw -143023.124471 + Penalty 2667.389868 = -140355.734603 nChanged 57 SP:Iteration 9Q (829.167964 sec): 3 clusters Score: Raw -143086.949986 + Penalty 2667.389868 = -140419.560118 nChanged 68 SP:Iteration 10Q (829.194151 sec): 3 clusters Score: Raw -143154.702082 + Penalty 2667.389868 = -140487.312214 nChanged 55 SP:Iteration 11Q (829.220485 sec): 3 clusters Score: Raw -143210.120665 + Penalty 2667.389868 = -140542.730797 nChanged 47 SP:Iteration 12Q (829.261298 sec): 3 clusters Score: Raw -143252.671411 + Penalty 2667.389868 = -140585.281543 nChanged 48 SP:Iteration 13Q (829.287517 sec): 3 clusters Score: Raw -143296.861252 + Penalty 2667.389868 = -140629.471384 nChanged 44 SP:Iteration 14Q (829.313713 sec): 3 clusters Score: Raw -143342.057199 + Penalty 2667.389868 = -140674.667331 nChanged 44 SP:Iteration 15Q (829.339795 sec): 3 clusters Score: Raw -143378.037861 + Penalty 2667.389868 = -140710.647993 nChanged 43 SP:Iteration 16Q (829.366032 sec): 3 clusters Score: Raw -143420.608575 + Penalty 2667.389868 = -140753.218707 nChanged 31 SP:Iteration 17Q (829.391093 sec): 3 clusters Score: Raw -143445.432175 + Penalty 2667.389868 = -140778.042307 nChanged 24 SP:Iteration 18Q (829.417190 sec): 3 clusters Score: Raw -143464.382753 + Penalty 2667.389868 = -140796.992885 nChanged 18 SP:Iteration 19Q (829.443008 sec): 3 clusters Score: Raw -143484.762719 + Penalty 2667.389868 = -140817.372851 nChanged 27 SP:Iteration 20F (829.469037 sec): 3 clusters Score: Raw -143504.997013 + Penalty 2667.389868 = -140837.607144 nChanged 18 SP:Iteration 21Q (829.495069 sec): 3 clusters Score: Raw -143519.314914 + Penalty 2667.389868 = -140851.925046 nChanged 9 SP:Iteration 22Q (829.612944 sec): 3 clusters Score: Raw -143523.467378 + Penalty 2667.389868 = -140856.077510 nChanged 6 SP:Iteration 23Q (829.729444 sec): 3 clusters Score: Raw -143527.820537 + Penalty 2667.389868 = -140860.430669 nChanged 1 SP:Iteration 24Q (829.860468 sec): 3 clusters Score: Raw -143530.070287 + Penalty 2667.389868 = -140862.680419 nChanged 1 SP:Iteration 25Q (829.995854 sec): 3 clusters Score: Raw -143531.508458 + Penalty 2667.389868 = -140864.118590 nChanged 1 SP:Iteration 26Q (830.101265 sec): 3 clusters Score: Raw -143532.469108 + Penalty 2667.389868 = -140865.079240 nChanged 0 SP:Iteration 27F (830.139924 sec): 3 clusters Score: Raw -143532.469108 + Penalty 2667.389868 = -140865.079240 nChanged 0 Trying to split cluster 25 (6739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (830.193511 sec): 2 clusters Score: Raw -532656.745839 + Penalty 1547.149528 = -531109.596311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (830.261724 sec): 3 clusters Score: Raw -529017.491944 + Penalty 3094.299056 = -525923.192889 nChanged 2823 SP:Iteration 1F (830.337967 sec): 3 clusters Score: Raw -530826.868763 + Penalty 3094.299056 = -527732.569708 nChanged 602 SP:Iteration 2F (830.422463 sec): 3 clusters Score: Raw -531325.020739 + Penalty 3094.299056 = -528230.721683 nChanged 564 SP:Iteration 3F (830.470549 sec): 3 clusters Score: Raw -531761.494522 + Penalty 3094.299056 = -528667.195467 nChanged 463 SP:Iteration 4F (830.520745 sec): 3 clusters Score: Raw -532084.542550 + Penalty 3094.299056 = -528990.243495 nChanged 357 SP:Iteration 5F (830.660142 sec): 3 clusters Score: Raw -532297.519762 + Penalty 3094.299056 = -529203.220706 nChanged 262 SP:Iteration 6Q (830.736750 sec): 3 clusters Score: Raw -532423.070126 + Penalty 3094.299056 = -529328.771070 nChanged 188 SP:Iteration 7Q (830.786713 sec): 3 clusters Score: Raw -532514.012460 + Penalty 3094.299056 = -529419.713404 nChanged 152 SP:Iteration 8Q (830.838348 sec): 3 clusters Score: Raw -532572.380105 + Penalty 3094.299056 = -529478.081050 nChanged 120 SP:Iteration 9Q (830.898894 sec): 3 clusters Score: Raw -532623.119942 + Penalty 3094.299056 = -529528.820886 nChanged 104 SP:Iteration 10Q (830.959500 sec): 3 clusters Score: Raw -532654.953612 + Penalty 3094.299056 = -529560.654556 nChanged 84 SP:Iteration 11Q (831.017876 sec): 3 clusters Score: Raw -532678.931199 + Penalty 3094.299056 = -529584.632144 nChanged 74 SP:Iteration 12Q (831.068818 sec): 3 clusters Score: Raw -532698.718834 + Penalty 3094.299056 = -529604.419778 nChanged 54 SP:Iteration 13Q (831.120277 sec): 3 clusters Score: Raw -532712.941666 + Penalty 3094.299056 = -529618.642610 nChanged 53 SP:Iteration 14Q (831.170274 sec): 3 clusters Score: Raw -532727.034890 + Penalty 3094.299056 = -529632.735834 nChanged 51 SP:Iteration 15Q (831.229718 sec): 3 clusters Score: Raw -532741.230927 + Penalty 3094.299056 = -529646.931872 nChanged 55 SP:Iteration 16Q (831.281401 sec): 3 clusters Score: Raw -532756.916488 + Penalty 3094.299056 = -529662.617433 nChanged 51 SP:Iteration 17Q (831.337645 sec): 3 clusters Score: Raw -532774.176651 + Penalty 3094.299056 = -529679.877596 nChanged 66 SP:Iteration 18Q (831.393580 sec): 3 clusters Score: Raw -532797.785637 + Penalty 3094.299056 = -529703.486582 nChanged 65 SP:Iteration 19Q (831.502300 sec): 3 clusters Score: Raw -532826.289679 + Penalty 3094.299056 = -529731.990623 nChanged 92 SP:Iteration 20F (831.614341 sec): 3 clusters Score: Raw -532874.801072 + Penalty 3094.299056 = -529780.502017 nChanged 114 SP:Iteration 21Q (831.669849 sec): 3 clusters Score: Raw -532946.601430 + Penalty 3094.299056 = -529852.302375 nChanged 142 SP:Iteration 22Q (831.725731 sec): 3 clusters Score: Raw -533047.802941 + Penalty 3094.299056 = -529953.503886 nChanged 146 SP:Iteration 23Q (831.783965 sec): 3 clusters Score: Raw -533151.957276 + Penalty 3094.299056 = -530057.658220 nChanged 157 SP:Iteration 24Q (831.942839 sec): 3 clusters Score: Raw -533296.586899 + Penalty 3094.299056 = -530202.287843 nChanged 173 SP:Iteration 25Q (832.041079 sec): 3 clusters Score: Raw -533498.861674 + Penalty 3094.299056 = -530404.562619 nChanged 191 SP:Iteration 26Q (832.110252 sec): 3 clusters Score: Raw -533822.294973 + Penalty 3094.299056 = -530727.995917 nChanged 202 SP:Iteration 27Q (832.166231 sec): 3 clusters Score: Raw -534146.460332 + Penalty 3094.299056 = -531052.161276 nChanged 169 SP:Iteration 28Q (832.218417 sec): 3 clusters Score: Raw -534303.844734 + Penalty 3094.299056 = -531209.545678 nChanged 142 SP:Iteration 29Q (832.267974 sec): 3 clusters Score: Raw -534461.558410 + Penalty 3094.299056 = -531367.259354 nChanged 139 SP:Iteration 30Q (832.338255 sec): 3 clusters Score: Raw -534644.302504 + Penalty 3094.299056 = -531550.003449 nChanged 116 SP:Iteration 31Q (832.391796 sec): 3 clusters Score: Raw -534797.947480 + Penalty 3094.299056 = -531703.648424 nChanged 99 SP:Iteration 32Q (832.445322 sec): 3 clusters Score: Raw -534920.224255 + Penalty 3094.299056 = -531825.925200 nChanged 73 SP:Iteration 33Q (832.498550 sec): 3 clusters Score: Raw -535000.277409 + Penalty 3094.299056 = -531905.978354 nChanged 41 SP:Iteration 34Q (832.604167 sec): 3 clusters Score: Raw -535033.924054 + Penalty 3094.299056 = -531939.624999 nChanged 24 SP:Iteration 35Q (832.653934 sec): 3 clusters Score: Raw -535053.448951 + Penalty 3094.299056 = -531959.149895 nChanged 22 SP:Iteration 36Q (832.705355 sec): 3 clusters Score: Raw -535061.703149 + Penalty 3094.299056 = -531967.404093 nChanged 18 SP:Iteration 37Q (832.756506 sec): 3 clusters Score: Raw -535066.187040 + Penalty 3094.299056 = -531971.887984 nChanged 3 SP:Iteration 38Q (832.807701 sec): 3 clusters Score: Raw -535066.445343 + Penalty 3094.299056 = -531972.146287 nChanged 3 SP:Iteration 39Q (832.858355 sec): 3 clusters Score: Raw -535067.305582 + Penalty 3094.299056 = -531973.006526 nChanged 3 SP:Iteration 40F (832.932319 sec): 3 clusters Score: Raw -535073.663630 + Penalty 3094.299056 = -531979.364574 nChanged 4 SP:Iteration 41Q (832.983016 sec): 3 clusters Score: Raw -535075.581797 + Penalty 3094.299056 = -531981.282741 nChanged 2 SP:Iteration 42Q (833.033991 sec): 3 clusters Score: Raw -535075.998056 + Penalty 3094.299056 = -531981.699001 nChanged 2 SP:Iteration 43Q (833.085082 sec): 3 clusters Score: Raw -535076.221566 + Penalty 3094.299056 = -531981.922510 nChanged 0 SP:Iteration 44F (833.191782 sec): 3 clusters Score: Raw -535076.221566 + Penalty 3094.299056 = -531981.922510 nChanged 0 Score: Raw -7139873.228183 + Penalty 64733.615720 = -7075139.612463 Splitting cluster 25 changes total score from -7074743.062228 to -7075139.612463 So it's getting split into cluster 32. Trying to split cluster 26 (6692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (837.394976 sec): 2 clusters Score: Raw -529054.944827 + Penalty 1545.921245 = -527509.023582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (837.467537 sec): 3 clusters Score: Raw -525441.731913 + Penalty 3091.842490 = -522349.889423 nChanged 2827 SP:Iteration 1F (837.517961 sec): 3 clusters Score: Raw -526944.050240 + Penalty 3091.842490 = -523852.207750 nChanged 489 SP:Iteration 2F (837.568516 sec): 3 clusters Score: Raw -527206.842916 + Penalty 3091.842490 = -524115.000426 nChanged 400 SP:Iteration 3F (837.618789 sec): 3 clusters Score: Raw -527446.214580 + Penalty 3091.842490 = -524354.372090 nChanged 339 SP:Iteration 4F (837.677752 sec): 3 clusters Score: Raw -527653.321480 + Penalty 3091.842490 = -524561.478990 nChanged 310 SP:Iteration 5Q (837.730330 sec): 3 clusters Score: Raw -527844.768510 + Penalty 3091.842490 = -524752.926020 nChanged 300 SP:Iteration 6Q (837.784131 sec): 3 clusters Score: Raw -528006.776239 + Penalty 3091.842490 = -524914.933749 nChanged 255 SP:Iteration 7Q (837.915555 sec): 3 clusters Score: Raw -528150.771953 + Penalty 3091.842490 = -525058.929463 nChanged 248 SP:Iteration 8Q (838.076369 sec): 3 clusters Score: Raw -528304.631931 + Penalty 3091.842490 = -525212.789442 nChanged 249 SP:Iteration 9Q (838.198566 sec): 3 clusters Score: Raw -528453.344283 + Penalty 3091.842490 = -525361.501793 nChanged 228 SP:Iteration 10Q (838.321329 sec): 3 clusters Score: Raw -528573.093798 + Penalty 3091.842490 = -525481.251308 nChanged 188 SP:Iteration 11Q (838.392655 sec): 3 clusters Score: Raw -528673.558798 + Penalty 3091.842490 = -525581.716309 nChanged 176 SP:Iteration 12Q (838.447306 sec): 3 clusters Score: Raw -528758.872399 + Penalty 3091.842490 = -525667.029909 nChanged 144 SP:Iteration 13Q (838.502953 sec): 3 clusters Score: Raw -528823.480105 + Penalty 3091.842490 = -525731.637615 nChanged 114 SP:Iteration 14Q (838.557021 sec): 3 clusters Score: Raw -528866.246118 + Penalty 3091.842490 = -525774.403628 nChanged 83 SP:Iteration 15Q (838.612004 sec): 3 clusters Score: Raw -528895.994273 + Penalty 3091.842490 = -525804.151783 nChanged 77 SP:Iteration 16Q (838.670663 sec): 3 clusters Score: Raw -528923.353243 + Penalty 3091.842490 = -525831.510753 nChanged 91 SP:Iteration 17Q (838.727133 sec): 3 clusters Score: Raw -528960.084516 + Penalty 3091.842490 = -525868.242027 nChanged 86 SP:Iteration 18Q (838.783570 sec): 3 clusters Score: Raw -528991.278243 + Penalty 3091.842490 = -525899.435753 nChanged 75 SP:Iteration 19Q (838.838585 sec): 3 clusters Score: Raw -529018.108199 + Penalty 3091.842490 = -525926.265709 nChanged 78 SP:Iteration 20F (838.892669 sec): 3 clusters Score: Raw -529046.589853 + Penalty 3091.842490 = -525954.747363 nChanged 77 SP:Iteration 21Q (838.947148 sec): 3 clusters Score: Raw -529077.503264 + Penalty 3091.842490 = -525985.660774 nChanged 82 SP:Iteration 22Q (839.002684 sec): 3 clusters Score: Raw -529107.622727 + Penalty 3091.842490 = -526015.780237 nChanged 54 SP:Iteration 23Q (839.058610 sec): 3 clusters Score: Raw -529126.040060 + Penalty 3091.842490 = -526034.197570 nChanged 67 SP:Iteration 24Q (839.114550 sec): 3 clusters Score: Raw -529147.737442 + Penalty 3091.842490 = -526055.894952 nChanged 56 SP:Iteration 25Q (839.169907 sec): 3 clusters Score: Raw -529161.903551 + Penalty 3091.842490 = -526070.061061 nChanged 47 SP:Iteration 26Q (839.225075 sec): 3 clusters Score: Raw -529172.620500 + Penalty 3091.842490 = -526080.778011 nChanged 29 SP:Iteration 27Q (839.280460 sec): 3 clusters Score: Raw -529178.875157 + Penalty 3091.842490 = -526087.032667 nChanged 23 SP:Iteration 28Q (839.335455 sec): 3 clusters Score: Raw -529184.746825 + Penalty 3091.842490 = -526092.904335 nChanged 19 SP:Iteration 29Q (839.390397 sec): 3 clusters Score: Raw -529187.596580 + Penalty 3091.842490 = -526095.754090 nChanged 15 SP:Iteration 30Q (839.445522 sec): 3 clusters Score: Raw -529189.775271 + Penalty 3091.842490 = -526097.932781 nChanged 16 SP:Iteration 31Q (839.500747 sec): 3 clusters Score: Raw -529192.272572 + Penalty 3091.842490 = -526100.430082 nChanged 11 SP:Iteration 32Q (839.556135 sec): 3 clusters Score: Raw -529193.839518 + Penalty 3091.842490 = -526101.997028 nChanged 10 SP:Iteration 33Q (839.611445 sec): 3 clusters Score: Raw -529195.921004 + Penalty 3091.842490 = -526104.078514 nChanged 11 SP:Iteration 34Q (839.666700 sec): 3 clusters Score: Raw -529199.117731 + Penalty 3091.842490 = -526107.275241 nChanged 15 SP:Iteration 35Q (839.721793 sec): 3 clusters Score: Raw -529202.723032 + Penalty 3091.842490 = -526110.880542 nChanged 18 SP:Iteration 36Q (839.776720 sec): 3 clusters Score: Raw -529207.125221 + Penalty 3091.842490 = -526115.282732 nChanged 21 SP:Iteration 37Q (839.830442 sec): 3 clusters Score: Raw -529211.477308 + Penalty 3091.842490 = -526119.634818 nChanged 20 SP:Iteration 38Q (839.884223 sec): 3 clusters Score: Raw -529217.442219 + Penalty 3091.842490 = -526125.599730 nChanged 22 SP:Iteration 39Q (840.041464 sec): 3 clusters Score: Raw -529222.761913 + Penalty 3091.842490 = -526130.919423 nChanged 28 SP:Iteration 40F (840.136448 sec): 3 clusters Score: Raw -529227.585977 + Penalty 3091.842490 = -526135.743488 nChanged 23 SP:Iteration 41Q (840.196718 sec): 3 clusters Score: Raw -529231.007499 + Penalty 3091.842490 = -526139.165010 nChanged 25 SP:Iteration 42Q (840.254755 sec): 3 clusters Score: Raw -529235.597371 + Penalty 3091.842490 = -526143.754882 nChanged 14 SP:Iteration 43Q (840.312008 sec): 3 clusters Score: Raw -529238.202858 + Penalty 3091.842490 = -526146.360368 nChanged 18 SP:Iteration 44Q (840.369927 sec): 3 clusters Score: Raw -529241.461849 + Penalty 3091.842490 = -526149.619359 nChanged 21 SP:Iteration 45Q (840.425729 sec): 3 clusters Score: Raw -529244.844567 + Penalty 3091.842490 = -526153.002077 nChanged 16 SP:Iteration 46Q (840.479391 sec): 3 clusters Score: Raw -529247.778611 + Penalty 3091.842490 = -526155.936122 nChanged 16 SP:Iteration 47Q (840.533476 sec): 3 clusters Score: Raw -529250.713323 + Penalty 3091.842490 = -526158.870834 nChanged 14 SP:Iteration 48Q (840.590037 sec): 3 clusters Score: Raw -529253.067047 + Penalty 3091.842490 = -526161.224557 nChanged 13 SP:Iteration 49Q (840.644977 sec): 3 clusters Score: Raw -529255.341504 + Penalty 3091.842490 = -526163.499014 nChanged 15 SP:Iteration 50Q (840.700030 sec): 3 clusters Score: Raw -529258.023714 + Penalty 3091.842490 = -526166.181224 nChanged 9 SP:Iteration 51Q (840.755402 sec): 3 clusters Score: Raw -529259.152951 + Penalty 3091.842490 = -526167.310461 nChanged 8 SP:Iteration 52Q (840.810903 sec): 3 clusters Score: Raw -529260.256695 + Penalty 3091.842490 = -526168.414206 nChanged 7 SP:Iteration 53Q (840.865986 sec): 3 clusters Score: Raw -529260.996030 + Penalty 3091.842490 = -526169.153540 nChanged 5 SP:Iteration 54Q (840.921063 sec): 3 clusters Score: Raw -529261.543735 + Penalty 3091.842490 = -526169.701246 nChanged 6 SP:Iteration 55Q (840.975990 sec): 3 clusters Score: Raw -529262.120375 + Penalty 3091.842490 = -526170.277885 nChanged 5 SP:Iteration 56Q (841.031299 sec): 3 clusters Score: Raw -529262.983874 + Penalty 3091.842490 = -526171.141384 nChanged 9 SP:Iteration 57Q (841.086575 sec): 3 clusters Score: Raw -529264.346835 + Penalty 3091.842490 = -526172.504345 nChanged 7 SP:Iteration 58Q (841.142669 sec): 3 clusters Score: Raw -529265.326876 + Penalty 3091.842490 = -526173.484386 nChanged 5 SP:Iteration 59Q (841.198130 sec): 3 clusters Score: Raw -529266.193226 + Penalty 3091.842490 = -526174.350736 nChanged 7 SP:Iteration 60F (841.253124 sec): 3 clusters Score: Raw -529267.532973 + Penalty 3091.842490 = -526175.690483 nChanged 7 SP:Iteration 61Q (841.308324 sec): 3 clusters Score: Raw -529269.345917 + Penalty 3091.842490 = -526177.503427 nChanged 9 SP:Iteration 62Q (841.363461 sec): 3 clusters Score: Raw -529270.660342 + Penalty 3091.842490 = -526178.817852 nChanged 7 SP:Iteration 63Q (841.418967 sec): 3 clusters Score: Raw -529272.260398 + Penalty 3091.842490 = -526180.417908 nChanged 7 SP:Iteration 64Q (841.474058 sec): 3 clusters Score: Raw -529272.760315 + Penalty 3091.842490 = -526180.917826 nChanged 8 SP:Iteration 65Q (841.528962 sec): 3 clusters Score: Raw -529273.714802 + Penalty 3091.842490 = -526181.872312 nChanged 4 SP:Iteration 66Q (841.584087 sec): 3 clusters Score: Raw -529274.068150 + Penalty 3091.842490 = -526182.225660 nChanged 3 SP:Iteration 67Q (841.639223 sec): 3 clusters Score: Raw -529274.443740 + Penalty 3091.842490 = -526182.601250 nChanged 0 SP:Iteration 68F (841.694018 sec): 3 clusters Score: Raw -529274.443740 + Penalty 3091.842490 = -526182.601250 nChanged 0 Trying to split cluster 27 (5285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (841.744290 sec): 2 clusters Score: Raw -414441.973997 + Penalty 1504.496196 = -412937.477801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (841.887411 sec): 3 clusters Score: Raw -411690.436312 + Penalty 3008.992392 = -408681.443920 nChanged 2159 SP:Iteration 1F (842.006876 sec): 3 clusters Score: Raw -412933.423702 + Penalty 3008.992392 = -409924.431309 nChanged 386 SP:Iteration 2F (842.078809 sec): 3 clusters Score: Raw -413161.302757 + Penalty 3008.992392 = -410152.310365 nChanged 295 SP:Iteration 3F (842.144942 sec): 3 clusters Score: Raw -413317.687299 + Penalty 3008.992392 = -410308.694907 nChanged 233 SP:Iteration 4Q (842.209113 sec): 3 clusters Score: Raw -413427.478339 + Penalty 3008.992392 = -410418.485947 nChanged 207 SP:Iteration 5Q (842.273572 sec): 3 clusters Score: Raw -413523.579419 + Penalty 3008.992392 = -410514.587026 nChanged 169 SP:Iteration 6Q (842.333539 sec): 3 clusters Score: Raw -413617.400518 + Penalty 3008.992392 = -410608.408125 nChanged 193 SP:Iteration 7Q (842.386037 sec): 3 clusters Score: Raw -413725.521626 + Penalty 3008.992392 = -410716.529233 nChanged 174 SP:Iteration 8Q (842.438597 sec): 3 clusters Score: Raw -413830.078387 + Penalty 3008.992392 = -410821.085995 nChanged 171 SP:Iteration 9Q (842.489597 sec): 3 clusters Score: Raw -413938.004386 + Penalty 3008.992392 = -410929.011994 nChanged 174 SP:Iteration 10Q (842.537894 sec): 3 clusters Score: Raw -414045.483706 + Penalty 3008.992392 = -411036.491314 nChanged 182 SP:Iteration 11Q (842.586521 sec): 3 clusters Score: Raw -414138.326463 + Penalty 3008.992392 = -411129.334071 nChanged 151 SP:Iteration 12Q (842.638485 sec): 3 clusters Score: Raw -414206.527146 + Penalty 3008.992392 = -411197.534754 nChanged 117 SP:Iteration 13Q (842.687704 sec): 3 clusters Score: Raw -414260.701531 + Penalty 3008.992392 = -411251.709139 nChanged 109 SP:Iteration 14Q (842.737124 sec): 3 clusters Score: Raw -414304.960853 + Penalty 3008.992392 = -411295.968460 nChanged 94 SP:Iteration 15Q (842.785908 sec): 3 clusters Score: Raw -414343.203885 + Penalty 3008.992392 = -411334.211492 nChanged 83 SP:Iteration 16Q (842.836246 sec): 3 clusters Score: Raw -414374.548383 + Penalty 3008.992392 = -411365.555990 nChanged 69 SP:Iteration 17Q (842.963281 sec): 3 clusters Score: Raw -414397.696736 + Penalty 3008.992392 = -411388.704344 nChanged 57 SP:Iteration 18Q (843.032056 sec): 3 clusters Score: Raw -414417.744519 + Penalty 3008.992392 = -411408.752127 nChanged 54 SP:Iteration 19Q (843.078815 sec): 3 clusters Score: Raw -414437.643302 + Penalty 3008.992392 = -411428.650910 nChanged 48 SP:Iteration 20F (843.124796 sec): 3 clusters Score: Raw -414456.418624 + Penalty 3008.992392 = -411447.426232 nChanged 53 SP:Iteration 21Q (843.172309 sec): 3 clusters Score: Raw -414473.599560 + Penalty 3008.992392 = -411464.607168 nChanged 45 SP:Iteration 22Q (843.224900 sec): 3 clusters Score: Raw -414485.663798 + Penalty 3008.992392 = -411476.671406 nChanged 41 SP:Iteration 23Q (843.277300 sec): 3 clusters Score: Raw -414499.050162 + Penalty 3008.992392 = -411490.057770 nChanged 39 SP:Iteration 24Q (843.373015 sec): 3 clusters Score: Raw -414508.969626 + Penalty 3008.992392 = -411499.977233 nChanged 36 SP:Iteration 25Q (843.419004 sec): 3 clusters Score: Raw -414518.572349 + Penalty 3008.992392 = -411509.579957 nChanged 28 SP:Iteration 26Q (843.466239 sec): 3 clusters Score: Raw -414525.497306 + Penalty 3008.992392 = -411516.504913 nChanged 30 SP:Iteration 27Q (843.523524 sec): 3 clusters Score: Raw -414535.694416 + Penalty 3008.992392 = -411526.702024 nChanged 32 SP:Iteration 28Q (843.642675 sec): 3 clusters Score: Raw -414544.695463 + Penalty 3008.992392 = -411535.703070 nChanged 37 SP:Iteration 29Q (843.774729 sec): 3 clusters Score: Raw -414555.357946 + Penalty 3008.992392 = -411546.365554 nChanged 27 SP:Iteration 30Q (843.844971 sec): 3 clusters Score: Raw -414562.170777 + Penalty 3008.992392 = -411553.178385 nChanged 22 SP:Iteration 31Q (843.978671 sec): 3 clusters Score: Raw -414568.622036 + Penalty 3008.992392 = -411559.629644 nChanged 32 SP:Iteration 32Q (844.111347 sec): 3 clusters Score: Raw -414579.111903 + Penalty 3008.992392 = -411570.119511 nChanged 32 SP:Iteration 33Q (844.156037 sec): 3 clusters Score: Raw -414587.171981 + Penalty 3008.992392 = -411578.179588 nChanged 36 SP:Iteration 34Q (844.201553 sec): 3 clusters Score: Raw -414597.450416 + Penalty 3008.992392 = -411588.458023 nChanged 38 SP:Iteration 35Q (844.247189 sec): 3 clusters Score: Raw -414607.115269 + Penalty 3008.992392 = -411598.122877 nChanged 31 SP:Iteration 36Q (844.293321 sec): 3 clusters Score: Raw -414616.018794 + Penalty 3008.992392 = -411607.026402 nChanged 36 SP:Iteration 37Q (844.343954 sec): 3 clusters Score: Raw -414628.860808 + Penalty 3008.992392 = -411619.868416 nChanged 40 SP:Iteration 38Q (844.395025 sec): 3 clusters Score: Raw -414642.698487 + Penalty 3008.992392 = -411633.706095 nChanged 45 SP:Iteration 39Q (844.442959 sec): 3 clusters Score: Raw -414660.939074 + Penalty 3008.992392 = -411651.946682 nChanged 54 SP:Iteration 40F (844.488532 sec): 3 clusters Score: Raw -414680.436950 + Penalty 3008.992392 = -411671.444558 nChanged 51 SP:Iteration 41Q (844.534739 sec): 3 clusters Score: Raw -414695.952255 + Penalty 3008.992392 = -411686.959863 nChanged 39 SP:Iteration 42Q (844.581054 sec): 3 clusters Score: Raw -414705.903589 + Penalty 3008.992392 = -411696.911196 nChanged 31 SP:Iteration 43Q (844.627896 sec): 3 clusters Score: Raw -414713.366513 + Penalty 3008.992392 = -411704.374121 nChanged 15 SP:Iteration 44Q (844.704156 sec): 3 clusters Score: Raw -414715.934840 + Penalty 3008.992392 = -411706.942447 nChanged 12 SP:Iteration 45Q (844.754165 sec): 3 clusters Score: Raw -414718.370574 + Penalty 3008.992392 = -411709.378181 nChanged 9 SP:Iteration 46Q (844.800223 sec): 3 clusters Score: Raw -414720.715485 + Penalty 3008.992392 = -411711.723093 nChanged 11 SP:Iteration 47Q (844.846079 sec): 3 clusters Score: Raw -414723.420055 + Penalty 3008.992392 = -411714.427663 nChanged 16 SP:Iteration 48Q (844.891902 sec): 3 clusters Score: Raw -414726.426182 + Penalty 3008.992392 = -411717.433789 nChanged 15 SP:Iteration 49Q (844.942612 sec): 3 clusters Score: Raw -414730.305612 + Penalty 3008.992392 = -411721.313219 nChanged 12 SP:Iteration 50Q (844.993870 sec): 3 clusters Score: Raw -414733.201913 + Penalty 3008.992392 = -411724.209521 nChanged 9 SP:Iteration 51Q (845.044755 sec): 3 clusters Score: Raw -414735.231949 + Penalty 3008.992392 = -411726.239557 nChanged 13 SP:Iteration 52Q (845.094892 sec): 3 clusters Score: Raw -414738.064505 + Penalty 3008.992392 = -411729.072113 nChanged 11 SP:Iteration 53Q (845.140831 sec): 3 clusters Score: Raw -414740.684196 + Penalty 3008.992392 = -411731.691803 nChanged 12 SP:Iteration 54Q (845.186693 sec): 3 clusters Score: Raw -414743.386150 + Penalty 3008.992392 = -411734.393757 nChanged 14 SP:Iteration 55Q (845.232580 sec): 3 clusters Score: Raw -414747.213177 + Penalty 3008.992392 = -411738.220785 nChanged 9 SP:Iteration 56Q (845.283096 sec): 3 clusters Score: Raw -414749.571831 + Penalty 3008.992392 = -411740.579439 nChanged 10 SP:Iteration 57Q (845.334066 sec): 3 clusters Score: Raw -414751.969769 + Penalty 3008.992392 = -411742.977377 nChanged 7 SP:Iteration 58Q (845.385169 sec): 3 clusters Score: Raw -414753.453929 + Penalty 3008.992392 = -411744.461537 nChanged 9 SP:Iteration 59Q (845.434284 sec): 3 clusters Score: Raw -414755.590386 + Penalty 3008.992392 = -411746.597994 nChanged 5 SP:Iteration 60F (845.481517 sec): 3 clusters Score: Raw -414756.565645 + Penalty 3008.992392 = -411747.573253 nChanged 1 SP:Iteration 61Q (845.527428 sec): 3 clusters Score: Raw -414756.719654 + Penalty 3008.992392 = -411747.727262 nChanged 2 SP:Iteration 62Q (845.573681 sec): 3 clusters Score: Raw -414757.046773 + Penalty 3008.992392 = -411748.054381 nChanged 3 SP:Iteration 63Q (845.703443 sec): 3 clusters Score: Raw -414757.930390 + Penalty 3008.992392 = -411748.937998 nChanged 5 SP:Iteration 64Q (845.841151 sec): 3 clusters Score: Raw -414759.386052 + Penalty 3008.992392 = -411750.393660 nChanged 5 SP:Iteration 65Q (845.893077 sec): 3 clusters Score: Raw -414760.519871 + Penalty 3008.992392 = -411751.527479 nChanged 4 SP:Iteration 66Q (845.942481 sec): 3 clusters Score: Raw -414761.458718 + Penalty 3008.992392 = -411752.466326 nChanged 2 SP:Iteration 67Q (845.991678 sec): 3 clusters Score: Raw -414761.976528 + Penalty 3008.992392 = -411752.984136 nChanged 3 SP:Iteration 68Q (846.041273 sec): 3 clusters Score: Raw -414762.775599 + Penalty 3008.992392 = -411753.783207 nChanged 2 SP:Iteration 69Q (846.090673 sec): 3 clusters Score: Raw -414763.146833 + Penalty 3008.992392 = -411754.154441 nChanged 1 SP:Iteration 70Q (846.139863 sec): 3 clusters Score: Raw -414763.969909 + Penalty 3008.992392 = -411754.977517 nChanged 3 SP:Iteration 71Q (846.189526 sec): 3 clusters Score: Raw -414764.857758 + Penalty 3008.992392 = -411755.865365 nChanged 1 SP:Iteration 72Q (846.238191 sec): 3 clusters Score: Raw -414765.107760 + Penalty 3008.992392 = -411756.115368 nChanged 1 SP:Iteration 73Q (846.286161 sec): 3 clusters Score: Raw -414765.258142 + Penalty 3008.992392 = -411756.265750 nChanged 0 SP:Iteration 74F (846.333485 sec): 3 clusters Score: Raw -414765.258142 + Penalty 3008.992392 = -411756.265750 nChanged 0 Trying to split cluster 28 (3910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (846.375121 sec): 2 clusters Score: Raw -310087.666896 + Penalty 1451.611861 = -308636.055036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (846.419145 sec): 3 clusters Score: Raw -308128.968029 + Penalty 2903.223721 = -305225.744308 nChanged 1511 SP:Iteration 1F (846.466207 sec): 3 clusters Score: Raw -309029.557155 + Penalty 2903.223721 = -306126.333434 nChanged 295 SP:Iteration 2F (846.511127 sec): 3 clusters Score: Raw -309212.729711 + Penalty 2903.223721 = -306309.505990 nChanged 208 SP:Iteration 3F (846.551686 sec): 3 clusters Score: Raw -309325.002047 + Penalty 2903.223721 = -306421.778326 nChanged 155 SP:Iteration 4Q (846.592778 sec): 3 clusters Score: Raw -309405.112568 + Penalty 2903.223721 = -306501.888847 nChanged 127 SP:Iteration 5Q (846.634032 sec): 3 clusters Score: Raw -309469.697522 + Penalty 2903.223721 = -306566.473801 nChanged 108 SP:Iteration 6Q (846.675457 sec): 3 clusters Score: Raw -309520.940462 + Penalty 2903.223721 = -306617.716741 nChanged 93 SP:Iteration 7Q (846.732741 sec): 3 clusters Score: Raw -309578.514390 + Penalty 2903.223721 = -306675.290668 nChanged 92 SP:Iteration 8Q (846.775135 sec): 3 clusters Score: Raw -309626.182898 + Penalty 2903.223721 = -306722.959177 nChanged 75 SP:Iteration 9Q (846.817502 sec): 3 clusters Score: Raw -309663.448881 + Penalty 2903.223721 = -306760.225160 nChanged 90 SP:Iteration 10Q (846.859657 sec): 3 clusters Score: Raw -309720.044902 + Penalty 2903.223721 = -306816.821180 nChanged 91 SP:Iteration 11Q (846.901663 sec): 3 clusters Score: Raw -309790.432385 + Penalty 2903.223721 = -306887.208664 nChanged 110 SP:Iteration 12Q (846.943879 sec): 3 clusters Score: Raw -309877.255795 + Penalty 2903.223721 = -306974.032074 nChanged 118 SP:Iteration 13Q (846.986149 sec): 3 clusters Score: Raw -309952.277829 + Penalty 2903.223721 = -307049.054108 nChanged 110 SP:Iteration 14Q (847.029155 sec): 3 clusters Score: Raw -310037.435182 + Penalty 2903.223721 = -307134.211461 nChanged 95 SP:Iteration 15Q (847.071509 sec): 3 clusters Score: Raw -310107.282274 + Penalty 2903.223721 = -307204.058553 nChanged 101 SP:Iteration 16Q (847.113665 sec): 3 clusters Score: Raw -310177.508579 + Penalty 2903.223721 = -307274.284858 nChanged 88 SP:Iteration 17Q (847.155918 sec): 3 clusters Score: Raw -310228.896933 + Penalty 2903.223721 = -307325.673212 nChanged 65 SP:Iteration 18Q (847.255896 sec): 3 clusters Score: Raw -310264.009354 + Penalty 2903.223721 = -307360.785633 nChanged 60 SP:Iteration 19Q (847.415055 sec): 3 clusters Score: Raw -310296.067251 + Penalty 2903.223721 = -307392.843530 nChanged 57 SP:Iteration 20F (847.450302 sec): 3 clusters Score: Raw -310327.540753 + Penalty 2903.223721 = -307424.317032 nChanged 56 SP:Iteration 21Q (847.491611 sec): 3 clusters Score: Raw -310361.941703 + Penalty 2903.223721 = -307458.717981 nChanged 59 SP:Iteration 22Q (847.538242 sec): 3 clusters Score: Raw -310391.185516 + Penalty 2903.223721 = -307487.961795 nChanged 41 SP:Iteration 23Q (847.584137 sec): 3 clusters Score: Raw -310412.729083 + Penalty 2903.223721 = -307509.505362 nChanged 39 SP:Iteration 24Q (847.630336 sec): 3 clusters Score: Raw -310432.251189 + Penalty 2903.223721 = -307529.027468 nChanged 40 SP:Iteration 25Q (847.676209 sec): 3 clusters Score: Raw -310451.343776 + Penalty 2903.223721 = -307548.120054 nChanged 30 SP:Iteration 26Q (847.716734 sec): 3 clusters Score: Raw -310466.330475 + Penalty 2903.223721 = -307563.106754 nChanged 25 SP:Iteration 27Q (847.757417 sec): 3 clusters Score: Raw -310474.827129 + Penalty 2903.223721 = -307571.603408 nChanged 18 SP:Iteration 28Q (847.798364 sec): 3 clusters Score: Raw -310482.027307 + Penalty 2903.223721 = -307578.803586 nChanged 19 SP:Iteration 29Q (847.838815 sec): 3 clusters Score: Raw -310489.204949 + Penalty 2903.223721 = -307585.981227 nChanged 13 SP:Iteration 30Q (847.881660 sec): 3 clusters Score: Raw -310493.652639 + Penalty 2903.223721 = -307590.428917 nChanged 14 SP:Iteration 31Q (847.925409 sec): 3 clusters Score: Raw -310497.953747 + Penalty 2903.223721 = -307594.730026 nChanged 13 SP:Iteration 32Q (847.968888 sec): 3 clusters Score: Raw -310501.540681 + Penalty 2903.223721 = -307598.316960 nChanged 9 SP:Iteration 33Q (848.012458 sec): 3 clusters Score: Raw -310504.059884 + Penalty 2903.223721 = -307600.836163 nChanged 4 SP:Iteration 34Q (848.055163 sec): 3 clusters Score: Raw -310504.974837 + Penalty 2903.223721 = -307601.751116 nChanged 5 SP:Iteration 35Q (848.097016 sec): 3 clusters Score: Raw -310507.038035 + Penalty 2903.223721 = -307603.814314 nChanged 5 SP:Iteration 36Q (848.138523 sec): 3 clusters Score: Raw -310508.362128 + Penalty 2903.223721 = -307605.138407 nChanged 8 SP:Iteration 37Q (848.180468 sec): 3 clusters Score: Raw -310511.053121 + Penalty 2903.223721 = -307607.829400 nChanged 6 SP:Iteration 38Q (848.222132 sec): 3 clusters Score: Raw -310512.769739 + Penalty 2903.223721 = -307609.546017 nChanged 5 SP:Iteration 39Q (848.263672 sec): 3 clusters Score: Raw -310515.793591 + Penalty 2903.223721 = -307612.569870 nChanged 6 SP:Iteration 40F (848.305594 sec): 3 clusters Score: Raw -310518.891148 + Penalty 2903.223721 = -307615.667427 nChanged 7 SP:Iteration 41Q (848.347461 sec): 3 clusters Score: Raw -310521.403984 + Penalty 2903.223721 = -307618.180263 nChanged 9 SP:Iteration 42Q (848.389159 sec): 3 clusters Score: Raw -310524.528425 + Penalty 2903.223721 = -307621.304704 nChanged 7 SP:Iteration 43Q (848.430683 sec): 3 clusters Score: Raw -310527.300842 + Penalty 2903.223721 = -307624.077121 nChanged 4 SP:Iteration 44Q (848.473214 sec): 3 clusters Score: Raw -310529.281023 + Penalty 2903.223721 = -307626.057302 nChanged 5 SP:Iteration 45Q (848.516016 sec): 3 clusters Score: Raw -310531.196977 + Penalty 2903.223721 = -307627.973256 nChanged 3 SP:Iteration 46Q (848.559041 sec): 3 clusters Score: Raw -310532.517698 + Penalty 2903.223721 = -307629.293976 nChanged 1 SP:Iteration 47Q (848.601169 sec): 3 clusters Score: Raw -310532.705699 + Penalty 2903.223721 = -307629.481978 nChanged 1 SP:Iteration 48Q (848.643298 sec): 3 clusters Score: Raw -310532.758380 + Penalty 2903.223721 = -307629.534659 nChanged 0 SP:Iteration 49F (848.685651 sec): 3 clusters Score: Raw -310532.758380 + Penalty 2903.223721 = -307629.534659 nChanged 0 Trying to split cluster 29 (3080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (848.780923 sec): 2 clusters Score: Raw -234571.313923 + Penalty 1409.736196 = -233161.577728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (848.877951 sec): 3 clusters Score: Raw -233199.213029 + Penalty 2819.472391 = -230379.740638 nChanged 1135 SP:Iteration 1F (848.914121 sec): 3 clusters Score: Raw -233832.801767 + Penalty 2819.472391 = -231013.329375 nChanged 231 SP:Iteration 2F (848.951157 sec): 3 clusters Score: Raw -233977.213621 + Penalty 2819.472391 = -231157.741229 nChanged 137 SP:Iteration 3Q (848.989111 sec): 3 clusters Score: Raw -234048.161086 + Penalty 2819.472391 = -231228.688695 nChanged 105 SP:Iteration 4Q (849.027026 sec): 3 clusters Score: Raw -234098.070529 + Penalty 2819.472391 = -231278.598137 nChanged 76 SP:Iteration 5Q (849.065069 sec): 3 clusters Score: Raw -234137.241546 + Penalty 2819.472391 = -231317.769155 nChanged 59 SP:Iteration 6Q (849.102920 sec): 3 clusters Score: Raw -234163.293635 + Penalty 2819.472391 = -231343.821243 nChanged 54 SP:Iteration 7Q (849.140678 sec): 3 clusters Score: Raw -234195.007194 + Penalty 2819.472391 = -231375.534803 nChanged 51 SP:Iteration 8Q (849.178668 sec): 3 clusters Score: Raw -234223.548391 + Penalty 2819.472391 = -231404.076000 nChanged 53 SP:Iteration 9Q (849.216605 sec): 3 clusters Score: Raw -234263.016382 + Penalty 2819.472391 = -231443.543991 nChanged 66 SP:Iteration 10Q (849.254554 sec): 3 clusters Score: Raw -234310.954219 + Penalty 2819.472391 = -231491.481828 nChanged 78 SP:Iteration 11Q (849.292726 sec): 3 clusters Score: Raw -234372.509222 + Penalty 2819.472391 = -231553.036830 nChanged 89 SP:Iteration 12Q (849.330273 sec): 3 clusters Score: Raw -234465.478791 + Penalty 2819.472391 = -231646.006400 nChanged 118 SP:Iteration 13Q (849.368409 sec): 3 clusters Score: Raw -234580.936315 + Penalty 2819.472391 = -231761.463924 nChanged 129 SP:Iteration 14Q (849.406191 sec): 3 clusters Score: Raw -234693.769063 + Penalty 2819.472391 = -231874.296671 nChanged 121 SP:Iteration 15Q (849.444354 sec): 3 clusters Score: Raw -234804.596726 + Penalty 2819.472391 = -231985.124335 nChanged 105 SP:Iteration 16Q (849.482458 sec): 3 clusters Score: Raw -234890.373986 + Penalty 2819.472391 = -232070.901594 nChanged 89 SP:Iteration 17Q (849.520160 sec): 3 clusters Score: Raw -234954.882454 + Penalty 2819.472391 = -232135.410063 nChanged 85 SP:Iteration 18Q (849.557976 sec): 3 clusters Score: Raw -234999.951279 + Penalty 2819.472391 = -232180.478887 nChanged 49 SP:Iteration 19Q (849.595599 sec): 3 clusters Score: Raw -235024.702714 + Penalty 2819.472391 = -232205.230323 nChanged 27 SP:Iteration 20F (849.632698 sec): 3 clusters Score: Raw -235037.407067 + Penalty 2819.472391 = -232217.934676 nChanged 20 SP:Iteration 21Q (849.669868 sec): 3 clusters Score: Raw -235046.838110 + Penalty 2819.472391 = -232227.365718 nChanged 21 SP:Iteration 22Q (849.707596 sec): 3 clusters Score: Raw -235057.786958 + Penalty 2819.472391 = -232238.314567 nChanged 12 SP:Iteration 23Q (849.745265 sec): 3 clusters Score: Raw -235062.735182 + Penalty 2819.472391 = -232243.262791 nChanged 7 SP:Iteration 24Q (849.782877 sec): 3 clusters Score: Raw -235065.109526 + Penalty 2819.472391 = -232245.637134 nChanged 8 SP:Iteration 25Q (849.820461 sec): 3 clusters Score: Raw -235068.156272 + Penalty 2819.472391 = -232248.683881 nChanged 7 SP:Iteration 26Q (849.858025 sec): 3 clusters Score: Raw -235070.448263 + Penalty 2819.472391 = -232250.975872 nChanged 9 SP:Iteration 27Q (849.895672 sec): 3 clusters Score: Raw -235073.389876 + Penalty 2819.472391 = -232253.917484 nChanged 10 SP:Iteration 28Q (849.933254 sec): 3 clusters Score: Raw -235075.668097 + Penalty 2819.472391 = -232256.195705 nChanged 4 SP:Iteration 29Q (849.970806 sec): 3 clusters Score: Raw -235076.887237 + Penalty 2819.472391 = -232257.414845 nChanged 3 SP:Iteration 30Q (850.090392 sec): 3 clusters Score: Raw -235077.899888 + Penalty 2819.472391 = -232258.427496 nChanged 1 SP:Iteration 31Q (850.209640 sec): 3 clusters Score: Raw -235078.111325 + Penalty 2819.472391 = -232258.638934 nChanged 0 SP:Iteration 32F (850.306774 sec): 3 clusters Score: Raw -235078.111325 + Penalty 2819.472391 = -232258.638934 nChanged 0 Trying to split cluster 30 (3485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (850.347179 sec): 2 clusters Score: Raw -281886.030035 + Penalty 1431.417193 = -280454.612842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (850.389352 sec): 3 clusters Score: Raw -280271.524963 + Penalty 2862.834386 = -277408.690577 nChanged 1300 SP:Iteration 1F (850.518491 sec): 3 clusters Score: Raw -281031.847777 + Penalty 2862.834386 = -278169.013390 nChanged 257 SP:Iteration 2F (850.584108 sec): 3 clusters Score: Raw -281219.483903 + Penalty 2862.834386 = -278356.649516 nChanged 194 SP:Iteration 3F (850.623489 sec): 3 clusters Score: Raw -281355.251588 + Penalty 2862.834386 = -278492.417202 nChanged 179 SP:Iteration 4F (850.673680 sec): 3 clusters Score: Raw -281472.736814 + Penalty 2862.834386 = -278609.902428 nChanged 131 SP:Iteration 5Q (850.762272 sec): 3 clusters Score: Raw -281560.526140 + Penalty 2862.834386 = -278697.691754 nChanged 134 SP:Iteration 6Q (850.823192 sec): 3 clusters Score: Raw -281652.341720 + Penalty 2862.834386 = -278789.507333 nChanged 124 SP:Iteration 7Q (850.863668 sec): 3 clusters Score: Raw -281746.974716 + Penalty 2862.834386 = -278884.140330 nChanged 121 SP:Iteration 8Q (850.923879 sec): 3 clusters Score: Raw -281834.928165 + Penalty 2862.834386 = -278972.093778 nChanged 105 SP:Iteration 9Q (850.964265 sec): 3 clusters Score: Raw -281910.910853 + Penalty 2862.834386 = -279048.076466 nChanged 88 SP:Iteration 10Q (851.003819 sec): 3 clusters Score: Raw -281977.963031 + Penalty 2862.834386 = -279115.128645 nChanged 77 SP:Iteration 11Q (851.042711 sec): 3 clusters Score: Raw -282027.034796 + Penalty 2862.834386 = -279164.200410 nChanged 62 SP:Iteration 12Q (851.082329 sec): 3 clusters Score: Raw -282070.382595 + Penalty 2862.834386 = -279207.548209 nChanged 56 SP:Iteration 13Q (851.122242 sec): 3 clusters Score: Raw -282099.891816 + Penalty 2862.834386 = -279237.057430 nChanged 45 SP:Iteration 14Q (851.183299 sec): 3 clusters Score: Raw -282130.233388 + Penalty 2862.834386 = -279267.399001 nChanged 35 SP:Iteration 15Q (851.223760 sec): 3 clusters Score: Raw -282148.678346 + Penalty 2862.834386 = -279285.843959 nChanged 33 SP:Iteration 16Q (851.279590 sec): 3 clusters Score: Raw -282167.220856 + Penalty 2862.834386 = -279304.386469 nChanged 28 SP:Iteration 17Q (851.320617 sec): 3 clusters Score: Raw -282183.894803 + Penalty 2862.834386 = -279321.060416 nChanged 22 SP:Iteration 18Q (851.360513 sec): 3 clusters Score: Raw -282193.813270 + Penalty 2862.834386 = -279330.978884 nChanged 17 SP:Iteration 19Q (851.403635 sec): 3 clusters Score: Raw -282202.058299 + Penalty 2862.834386 = -279339.223912 nChanged 15 SP:Iteration 20F (851.442846 sec): 3 clusters Score: Raw -282214.077162 + Penalty 2862.834386 = -279351.242776 nChanged 17 SP:Iteration 21Q (851.540153 sec): 3 clusters Score: Raw -282224.570507 + Penalty 2862.834386 = -279361.736120 nChanged 11 SP:Iteration 22Q (851.664402 sec): 3 clusters Score: Raw -282233.564770 + Penalty 2862.834386 = -279370.730383 nChanged 12 SP:Iteration 23Q (851.726380 sec): 3 clusters Score: Raw -282238.280405 + Penalty 2862.834386 = -279375.446019 nChanged 12 SP:Iteration 24Q (851.766200 sec): 3 clusters Score: Raw -282247.016634 + Penalty 2862.834386 = -279384.182247 nChanged 13 SP:Iteration 25Q (851.806016 sec): 3 clusters Score: Raw -282257.486723 + Penalty 2862.834386 = -279394.652337 nChanged 19 SP:Iteration 26Q (851.848670 sec): 3 clusters Score: Raw -282268.988286 + Penalty 2862.834386 = -279406.153900 nChanged 16 SP:Iteration 27Q (851.969873 sec): 3 clusters Score: Raw -282277.443979 + Penalty 2862.834386 = -279414.609592 nChanged 9 SP:Iteration 28Q (852.090764 sec): 3 clusters Score: Raw -282281.691923 + Penalty 2862.834386 = -279418.857537 nChanged 8 SP:Iteration 29Q (852.211001 sec): 3 clusters Score: Raw -282285.687012 + Penalty 2862.834386 = -279422.852626 nChanged 6 SP:Iteration 30Q (852.329407 sec): 3 clusters Score: Raw -282287.817956 + Penalty 2862.834386 = -279424.983570 nChanged 5 SP:Iteration 31Q (852.448012 sec): 3 clusters Score: Raw -282288.536353 + Penalty 2862.834386 = -279425.701967 nChanged 1 SP:Iteration 32Q (852.485617 sec): 3 clusters Score: Raw -282288.996435 + Penalty 2862.834386 = -279426.162049 nChanged 2 SP:Iteration 33Q (852.539830 sec): 3 clusters Score: Raw -282290.640256 + Penalty 2862.834386 = -279427.805870 nChanged 3 SP:Iteration 34Q (852.579993 sec): 3 clusters Score: Raw -282291.663611 + Penalty 2862.834386 = -279428.829224 nChanged 3 SP:Iteration 35Q (852.642588 sec): 3 clusters Score: Raw -282292.255942 + Penalty 2862.834386 = -279429.421555 nChanged 1 SP:Iteration 36Q (852.683170 sec): 3 clusters Score: Raw -282292.382554 + Penalty 2862.834386 = -279429.548168 nChanged 1 SP:Iteration 37Q (852.723938 sec): 3 clusters Score: Raw -282292.579291 + Penalty 2862.834386 = -279429.744905 nChanged 0 SP:Iteration 38F (852.762819 sec): 3 clusters Score: Raw -282292.579291 + Penalty 2862.834386 = -279429.744905 nChanged 0 Trying to split cluster 31 (2756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (852.799184 sec): 2 clusters Score: Raw -211778.136347 + Penalty 1390.229503 = -210387.906843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (852.839799 sec): 3 clusters Score: Raw -210539.637308 + Penalty 2780.459007 = -207759.178301 nChanged 1023 SP:Iteration 1F (852.874898 sec): 3 clusters Score: Raw -211201.897634 + Penalty 2780.459007 = -208421.438627 nChanged 228 SP:Iteration 2F (852.910036 sec): 3 clusters Score: Raw -211367.614339 + Penalty 2780.459007 = -208587.155332 nChanged 163 SP:Iteration 3F (852.961098 sec): 3 clusters Score: Raw -211506.227373 + Penalty 2780.459007 = -208725.768367 nChanged 150 SP:Iteration 4F (852.997054 sec): 3 clusters Score: Raw -211609.408758 + Penalty 2780.459007 = -208828.949751 nChanged 101 SP:Iteration 5Q (853.032432 sec): 3 clusters Score: Raw -211686.401643 + Penalty 2780.459007 = -208905.942637 nChanged 78 SP:Iteration 6Q (853.067166 sec): 3 clusters Score: Raw -211740.385427 + Penalty 2780.459007 = -208959.926420 nChanged 67 SP:Iteration 7Q (853.100667 sec): 3 clusters Score: Raw -211786.452356 + Penalty 2780.459007 = -209005.993349 nChanged 65 SP:Iteration 8Q (853.135445 sec): 3 clusters Score: Raw -211833.533906 + Penalty 2780.459007 = -209053.074899 nChanged 63 SP:Iteration 9Q (853.169988 sec): 3 clusters Score: Raw -211880.970346 + Penalty 2780.459007 = -209100.511339 nChanged 73 SP:Iteration 10Q (853.215160 sec): 3 clusters Score: Raw -211933.575376 + Penalty 2780.459007 = -209153.116369 nChanged 63 SP:Iteration 11Q (853.250148 sec): 3 clusters Score: Raw -211977.803671 + Penalty 2780.459007 = -209197.344664 nChanged 57 SP:Iteration 12Q (853.284575 sec): 3 clusters Score: Raw -212015.895663 + Penalty 2780.459007 = -209235.436656 nChanged 36 SP:Iteration 13Q (853.319467 sec): 3 clusters Score: Raw -212039.256465 + Penalty 2780.459007 = -209258.797458 nChanged 33 SP:Iteration 14Q (853.352927 sec): 3 clusters Score: Raw -212057.375575 + Penalty 2780.459007 = -209276.916568 nChanged 26 SP:Iteration 15Q (853.387488 sec): 3 clusters Score: Raw -212073.000063 + Penalty 2780.459007 = -209292.541056 nChanged 21 SP:Iteration 16Q (853.421889 sec): 3 clusters Score: Raw -212086.615264 + Penalty 2780.459007 = -209306.156257 nChanged 23 SP:Iteration 17Q (853.542465 sec): 3 clusters Score: Raw -212096.942178 + Penalty 2780.459007 = -209316.483171 nChanged 16 SP:Iteration 18Q (853.659412 sec): 3 clusters Score: Raw -212105.968159 + Penalty 2780.459007 = -209325.509152 nChanged 16 SP:Iteration 19Q (853.776861 sec): 3 clusters Score: Raw -212114.313360 + Penalty 2780.459007 = -209333.854353 nChanged 15 SP:Iteration 20F (853.870480 sec): 3 clusters Score: Raw -212125.784031 + Penalty 2780.459007 = -209345.325024 nChanged 20 SP:Iteration 21Q (853.906066 sec): 3 clusters Score: Raw -212136.179853 + Penalty 2780.459007 = -209355.720846 nChanged 11 SP:Iteration 22Q (853.943487 sec): 3 clusters Score: Raw -212142.274503 + Penalty 2780.459007 = -209361.815497 nChanged 12 SP:Iteration 23Q (853.980819 sec): 3 clusters Score: Raw -212147.984155 + Penalty 2780.459007 = -209367.525148 nChanged 12 SP:Iteration 24Q (854.018249 sec): 3 clusters Score: Raw -212153.395670 + Penalty 2780.459007 = -209372.936663 nChanged 10 SP:Iteration 25Q (854.055792 sec): 3 clusters Score: Raw -212158.320903 + Penalty 2780.459007 = -209377.861896 nChanged 10 SP:Iteration 26Q (854.093667 sec): 3 clusters Score: Raw -212162.913570 + Penalty 2780.459007 = -209382.454563 nChanged 8 SP:Iteration 27Q (854.131332 sec): 3 clusters Score: Raw -212168.790562 + Penalty 2780.459007 = -209388.331555 nChanged 8 SP:Iteration 28Q (854.165994 sec): 3 clusters Score: Raw -212172.687261 + Penalty 2780.459007 = -209392.228254 nChanged 6 SP:Iteration 29Q (854.204039 sec): 3 clusters Score: Raw -212178.714171 + Penalty 2780.459007 = -209398.255164 nChanged 9 SP:Iteration 30Q (854.238872 sec): 3 clusters Score: Raw -212183.455354 + Penalty 2780.459007 = -209402.996347 nChanged 6 SP:Iteration 31Q (854.273164 sec): 3 clusters Score: Raw -212187.851966 + Penalty 2780.459007 = -209407.392959 nChanged 10 SP:Iteration 32Q (854.315495 sec): 3 clusters Score: Raw -212191.927377 + Penalty 2780.459007 = -209411.468370 nChanged 6 SP:Iteration 33Q (854.350458 sec): 3 clusters Score: Raw -212194.269948 + Penalty 2780.459007 = -209413.810941 nChanged 6 SP:Iteration 34Q (854.385274 sec): 3 clusters Score: Raw -212198.185549 + Penalty 2780.459007 = -209417.726542 nChanged 8 SP:Iteration 35Q (854.420049 sec): 3 clusters Score: Raw -212202.686760 + Penalty 2780.459007 = -209422.227753 nChanged 3 SP:Iteration 36Q (854.453172 sec): 3 clusters Score: Raw -212204.477303 + Penalty 2780.459007 = -209424.018297 nChanged 1 SP:Iteration 37Q (854.487522 sec): 3 clusters Score: Raw -212204.769698 + Penalty 2780.459007 = -209424.310691 nChanged 0 SP:Iteration 38F (854.521775 sec): 3 clusters Score: Raw -212204.769698 + Penalty 2780.459007 = -209424.310691 nChanged 0 Iteration 274F (858.695281 sec): 33 clusters Score: Raw -7140193.277527 + Penalty 64733.615720 = -7075459.661806 nChanged 360 Iteration 275Q (860.830938 sec): 33 clusters Score: Raw -7140390.668505 + Penalty 64733.615720 = -7075657.052785 nChanged 163 Iteration 276Q (863.292012 sec): 33 clusters Score: Raw -7140443.529834 + Penalty 64733.615720 = -7075709.914114 nChanged 96 Iteration 277Q (866.582150 sec): 33 clusters Score: Raw -7140466.325225 + Penalty 64733.615720 = -7075732.709504 nChanged 58 Iteration 278Q (869.628290 sec): 33 clusters Score: Raw -7140478.210988 + Penalty 64733.615720 = -7075744.595267 nChanged 42 Iteration 279Q (871.689246 sec): 33 clusters Score: Raw -7140486.685679 + Penalty 64733.615720 = -7075753.069958 nChanged 28 Iteration 280F (874.816035 sec): 33 clusters Score: Raw -7140491.737103 + Penalty 64733.615720 = -7075758.121382 nChanged 20 Iteration 281Q (876.452317 sec): 33 clusters Score: Raw -7140494.760771 + Penalty 64733.615720 = -7075761.145051 nChanged 6 Iteration 282Q (878.059448 sec): 33 clusters Score: Raw -7140495.960716 + Penalty 64733.615720 = -7075762.344996 nChanged 6 Iteration 283Q (879.630128 sec): 33 clusters Score: Raw -7140497.218035 + Penalty 64733.615720 = -7075763.602315 nChanged 4 Iteration 284Q (881.198629 sec): 33 clusters Score: Raw -7140497.701721 + Penalty 64733.615720 = -7075764.086000 nChanged 6 Iteration 285Q (882.833807 sec): 33 clusters Score: Raw -7140498.613066 + Penalty 64733.615720 = -7075764.997345 nChanged 3 Iteration 286Q (884.487024 sec): 33 clusters Score: Raw -7140499.154930 + Penalty 64733.615720 = -7075765.539209 nChanged 2 Iteration 287Q (886.093504 sec): 33 clusters Score: Raw -7140499.595149 + Penalty 64733.615720 = -7075765.979429 nChanged 1 Iteration 288Q (887.700268 sec): 33 clusters Score: Raw -7140499.719863 + Penalty 64733.615720 = -7075766.104143 nChanged 1 Iteration 289Q (889.307588 sec): 33 clusters Score: Raw -7140499.926371 + Penalty 64733.615720 = -7075766.310651 nChanged 0 Iteration 290F (892.561081 sec): 33 clusters Score: Raw -7140499.926371 + Penalty 64733.615720 = -7075766.310651 nChanged 0 Compute initial score before splitting: Score: Raw -7140499.926371 + Penalty 64733.615720 = -7075766.310651 Trying to split cluster 1 (2939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (892.641178 sec): 2 clusters Score: Raw -183867.054029 + Penalty 1401.512229 = -182465.541800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (892.674697 sec): 3 clusters Score: Raw -182528.845612 + Penalty 2803.024458 = -179725.821154 nChanged 1045 SP:Iteration 1F (892.770533 sec): 3 clusters Score: Raw -183256.537014 + Penalty 2803.024458 = -180453.512556 nChanged 286 SP:Iteration 2F (892.859822 sec): 3 clusters Score: Raw -183623.672719 + Penalty 2803.024458 = -180820.648261 nChanged 263 SP:Iteration 3F (892.903266 sec): 3 clusters Score: Raw -184010.225532 + Penalty 2803.024458 = -181207.201074 nChanged 253 SP:Iteration 4F (892.931219 sec): 3 clusters Score: Raw -184352.303400 + Penalty 2803.024458 = -181549.278942 nChanged 200 SP:Iteration 5F (893.032010 sec): 3 clusters Score: Raw -184618.294109 + Penalty 2803.024458 = -181815.269651 nChanged 149 SP:Iteration 6F (893.094134 sec): 3 clusters Score: Raw -184793.463614 + Penalty 2803.024458 = -181990.439156 nChanged 114 SP:Iteration 7Q (893.127222 sec): 3 clusters Score: Raw -184904.548167 + Penalty 2803.024458 = -182101.523709 nChanged 81 SP:Iteration 8Q (893.160515 sec): 3 clusters Score: Raw -184962.685412 + Penalty 2803.024458 = -182159.660954 nChanged 41 SP:Iteration 9Q (893.195565 sec): 3 clusters Score: Raw -184985.550463 + Penalty 2803.024458 = -182182.526005 nChanged 37 SP:Iteration 10Q (893.233412 sec): 3 clusters Score: Raw -185008.601336 + Penalty 2803.024458 = -182205.576878 nChanged 24 SP:Iteration 11Q (893.261754 sec): 3 clusters Score: Raw -185022.687346 + Penalty 2803.024458 = -182219.662888 nChanged 21 SP:Iteration 12Q (893.290541 sec): 3 clusters Score: Raw -185032.914446 + Penalty 2803.024458 = -182229.889988 nChanged 21 SP:Iteration 13Q (893.320499 sec): 3 clusters Score: Raw -185044.410371 + Penalty 2803.024458 = -182241.385913 nChanged 22 SP:Iteration 14Q (893.349903 sec): 3 clusters Score: Raw -185057.575708 + Penalty 2803.024458 = -182254.551250 nChanged 17 SP:Iteration 15Q (893.384403 sec): 3 clusters Score: Raw -185070.308011 + Penalty 2803.024458 = -182267.283553 nChanged 18 SP:Iteration 16Q (893.411635 sec): 3 clusters Score: Raw -185081.513195 + Penalty 2803.024458 = -182278.488737 nChanged 13 SP:Iteration 17Q (893.438871 sec): 3 clusters Score: Raw -185085.767085 + Penalty 2803.024458 = -182282.742627 nChanged 7 SP:Iteration 18Q (893.466198 sec): 3 clusters Score: Raw -185088.423717 + Penalty 2803.024458 = -182285.399259 nChanged 5 SP:Iteration 19Q (893.493296 sec): 3 clusters Score: Raw -185090.544688 + Penalty 2803.024458 = -182287.520230 nChanged 6 SP:Iteration 20F (893.520524 sec): 3 clusters Score: Raw -185092.409157 + Penalty 2803.024458 = -182289.384699 nChanged 4 SP:Iteration 21Q (893.547368 sec): 3 clusters Score: Raw -185093.692614 + Penalty 2803.024458 = -182290.668156 nChanged 6 SP:Iteration 22Q (893.636865 sec): 3 clusters Score: Raw -185095.207059 + Penalty 2803.024458 = -182292.182601 nChanged 3 SP:Iteration 23Q (893.749277 sec): 3 clusters Score: Raw -185096.235432 + Penalty 2803.024458 = -182293.210974 nChanged 4 SP:Iteration 24Q (893.785815 sec): 3 clusters Score: Raw -185097.592345 + Penalty 2803.024458 = -182294.567887 nChanged 2 SP:Iteration 25Q (893.812928 sec): 3 clusters Score: Raw -185097.855139 + Penalty 2803.024458 = -182294.830681 nChanged 0 SP:Iteration 26F (893.840086 sec): 3 clusters Score: Raw -185097.855139 + Penalty 2803.024458 = -182294.830681 nChanged 0 Trying to split cluster 2 (3108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (893.868376 sec): 2 clusters Score: Raw -246411.006891 + Penalty 1411.324442 = -244999.682449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (893.900380 sec): 3 clusters Score: Raw -244971.770024 + Penalty 2822.648884 = -242149.121141 nChanged 1132 SP:Iteration 1F (893.931020 sec): 3 clusters Score: Raw -245604.122485 + Penalty 2822.648884 = -242781.473602 nChanged 227 SP:Iteration 2F (893.961706 sec): 3 clusters Score: Raw -245767.339496 + Penalty 2822.648884 = -242944.690612 nChanged 188 SP:Iteration 3F (893.992009 sec): 3 clusters Score: Raw -245900.702299 + Penalty 2822.648884 = -243078.053415 nChanged 135 SP:Iteration 4Q (894.023124 sec): 3 clusters Score: Raw -245990.911671 + Penalty 2822.648884 = -243168.262787 nChanged 113 SP:Iteration 5Q (894.054036 sec): 3 clusters Score: Raw -246079.114195 + Penalty 2822.648884 = -243256.465311 nChanged 123 SP:Iteration 6Q (894.082869 sec): 3 clusters Score: Raw -246187.504545 + Penalty 2822.648884 = -243364.855661 nChanged 120 SP:Iteration 7Q (894.111903 sec): 3 clusters Score: Raw -246291.443694 + Penalty 2822.648884 = -243468.794810 nChanged 138 SP:Iteration 8Q (894.141000 sec): 3 clusters Score: Raw -246409.365398 + Penalty 2822.648884 = -243586.716514 nChanged 126 SP:Iteration 9Q (894.170098 sec): 3 clusters Score: Raw -246519.624222 + Penalty 2822.648884 = -243696.975338 nChanged 107 SP:Iteration 10Q (894.199136 sec): 3 clusters Score: Raw -246615.819348 + Penalty 2822.648884 = -243793.170464 nChanged 103 SP:Iteration 11Q (894.228106 sec): 3 clusters Score: Raw -246673.820130 + Penalty 2822.648884 = -243851.171247 nChanged 53 SP:Iteration 12Q (894.257076 sec): 3 clusters Score: Raw -246702.002611 + Penalty 2822.648884 = -243879.353727 nChanged 32 SP:Iteration 13Q (894.285900 sec): 3 clusters Score: Raw -246714.994542 + Penalty 2822.648884 = -243892.345658 nChanged 24 SP:Iteration 14Q (894.314830 sec): 3 clusters Score: Raw -246725.725300 + Penalty 2822.648884 = -243903.076416 nChanged 19 SP:Iteration 15Q (894.343791 sec): 3 clusters Score: Raw -246732.566893 + Penalty 2822.648884 = -243909.918009 nChanged 25 SP:Iteration 16Q (894.372640 sec): 3 clusters Score: Raw -246742.636044 + Penalty 2822.648884 = -243919.987161 nChanged 22 SP:Iteration 17Q (894.401549 sec): 3 clusters Score: Raw -246750.605388 + Penalty 2822.648884 = -243927.956504 nChanged 18 SP:Iteration 18Q (894.430422 sec): 3 clusters Score: Raw -246757.135764 + Penalty 2822.648884 = -243934.486880 nChanged 16 SP:Iteration 19Q (894.459354 sec): 3 clusters Score: Raw -246762.233969 + Penalty 2822.648884 = -243939.585085 nChanged 15 SP:Iteration 20F (894.488038 sec): 3 clusters Score: Raw -246768.622631 + Penalty 2822.648884 = -243945.973748 nChanged 13 SP:Iteration 21Q (894.519616 sec): 3 clusters Score: Raw -246774.395231 + Penalty 2822.648884 = -243951.746348 nChanged 13 SP:Iteration 22Q (894.550732 sec): 3 clusters Score: Raw -246780.739999 + Penalty 2822.648884 = -243958.091115 nChanged 13 SP:Iteration 23Q (894.579596 sec): 3 clusters Score: Raw -246785.300223 + Penalty 2822.648884 = -243962.651339 nChanged 9 SP:Iteration 24Q (894.608306 sec): 3 clusters Score: Raw -246788.717814 + Penalty 2822.648884 = -243966.068930 nChanged 6 SP:Iteration 25Q (894.675447 sec): 3 clusters Score: Raw -246792.354398 + Penalty 2822.648884 = -243969.705514 nChanged 8 SP:Iteration 26Q (894.785754 sec): 3 clusters Score: Raw -246794.613631 + Penalty 2822.648884 = -243971.964748 nChanged 6 SP:Iteration 27Q (894.863025 sec): 3 clusters Score: Raw -246796.344324 + Penalty 2822.648884 = -243973.695441 nChanged 2 SP:Iteration 28Q (894.895426 sec): 3 clusters Score: Raw -246796.716580 + Penalty 2822.648884 = -243974.067696 nChanged 2 SP:Iteration 29Q (894.927689 sec): 3 clusters Score: Raw -246797.161389 + Penalty 2822.648884 = -243974.512505 nChanged 1 SP:Iteration 30Q (894.959068 sec): 3 clusters Score: Raw -246797.273761 + Penalty 2822.648884 = -243974.624877 nChanged 0 SP:Iteration 31F (894.987688 sec): 3 clusters Score: Raw -246797.273761 + Penalty 2822.648884 = -243974.624877 nChanged 0 Trying to split cluster 3 (2031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (895.014994 sec): 2 clusters Score: Raw -121386.735581 + Penalty 1336.657765 = -120050.077816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (895.036923 sec): 3 clusters Score: Raw -120534.783744 + Penalty 2673.315530 = -117861.468214 nChanged 710 SP:Iteration 1F (895.057921 sec): 3 clusters Score: Raw -121160.105059 + Penalty 2673.315530 = -118486.789529 nChanged 188 SP:Iteration 2F (895.078765 sec): 3 clusters Score: Raw -121358.307498 + Penalty 2673.315530 = -118684.991968 nChanged 133 SP:Iteration 3F (895.104693 sec): 3 clusters Score: Raw -121492.908916 + Penalty 2673.315530 = -118819.593386 nChanged 102 SP:Iteration 4F (895.126310 sec): 3 clusters Score: Raw -121583.469582 + Penalty 2673.315530 = -118910.154052 nChanged 70 SP:Iteration 5Q (895.148028 sec): 3 clusters Score: Raw -121641.539887 + Penalty 2673.315530 = -118968.224357 nChanged 52 SP:Iteration 6Q (895.169671 sec): 3 clusters Score: Raw -121686.940237 + Penalty 2673.315530 = -119013.624707 nChanged 51 SP:Iteration 7Q (895.191403 sec): 3 clusters Score: Raw -121735.000087 + Penalty 2673.315530 = -119061.684557 nChanged 50 SP:Iteration 8Q (895.213020 sec): 3 clusters Score: Raw -121768.208460 + Penalty 2673.315530 = -119094.892930 nChanged 32 SP:Iteration 9Q (895.234666 sec): 3 clusters Score: Raw -121786.039703 + Penalty 2673.315530 = -119112.724173 nChanged 22 SP:Iteration 10Q (895.256313 sec): 3 clusters Score: Raw -121799.772253 + Penalty 2673.315530 = -119126.456723 nChanged 23 SP:Iteration 11Q (895.277874 sec): 3 clusters Score: Raw -121818.398108 + Penalty 2673.315530 = -119145.082578 nChanged 25 SP:Iteration 12Q (895.298851 sec): 3 clusters Score: Raw -121836.090823 + Penalty 2673.315530 = -119162.775293 nChanged 25 SP:Iteration 13Q (895.319143 sec): 3 clusters Score: Raw -121848.989290 + Penalty 2673.315530 = -119175.673760 nChanged 23 SP:Iteration 14Q (895.339316 sec): 3 clusters Score: Raw -121864.424235 + Penalty 2673.315530 = -119191.108705 nChanged 22 SP:Iteration 15Q (895.359577 sec): 3 clusters Score: Raw -121877.771310 + Penalty 2673.315530 = -119204.455780 nChanged 18 SP:Iteration 16Q (895.379740 sec): 3 clusters Score: Raw -121886.580153 + Penalty 2673.315530 = -119213.264623 nChanged 11 SP:Iteration 17Q (895.399925 sec): 3 clusters Score: Raw -121892.953018 + Penalty 2673.315530 = -119219.637488 nChanged 12 SP:Iteration 18Q (895.420072 sec): 3 clusters Score: Raw -121901.227805 + Penalty 2673.315530 = -119227.912275 nChanged 15 SP:Iteration 19Q (895.440347 sec): 3 clusters Score: Raw -121911.321376 + Penalty 2673.315530 = -119238.005846 nChanged 21 SP:Iteration 20F (895.460398 sec): 3 clusters Score: Raw -121928.266399 + Penalty 2673.315530 = -119254.950869 nChanged 26 SP:Iteration 21Q (895.480623 sec): 3 clusters Score: Raw -121952.706771 + Penalty 2673.315530 = -119279.391241 nChanged 30 SP:Iteration 22Q (895.500925 sec): 3 clusters Score: Raw -121976.667915 + Penalty 2673.315530 = -119303.352385 nChanged 18 SP:Iteration 23Q (895.591107 sec): 3 clusters Score: Raw -121989.887322 + Penalty 2673.315530 = -119316.571792 nChanged 12 SP:Iteration 24Q (895.693228 sec): 3 clusters Score: Raw -121995.494483 + Penalty 2673.315530 = -119322.178953 nChanged 7 SP:Iteration 25Q (895.723748 sec): 3 clusters Score: Raw -121999.309343 + Penalty 2673.315530 = -119325.993813 nChanged 6 SP:Iteration 26Q (895.754736 sec): 3 clusters Score: Raw -122004.892105 + Penalty 2673.315530 = -119331.576575 nChanged 14 SP:Iteration 27Q (895.784920 sec): 3 clusters Score: Raw -122015.307224 + Penalty 2673.315530 = -119341.991694 nChanged 15 SP:Iteration 28Q (895.815056 sec): 3 clusters Score: Raw -122025.822625 + Penalty 2673.315530 = -119352.507095 nChanged 7 SP:Iteration 29Q (895.836489 sec): 3 clusters Score: Raw -122032.080346 + Penalty 2673.315530 = -119358.764816 nChanged 9 SP:Iteration 30Q (895.856762 sec): 3 clusters Score: Raw -122036.451475 + Penalty 2673.315530 = -119363.135945 nChanged 9 SP:Iteration 31Q (895.877297 sec): 3 clusters Score: Raw -122039.800637 + Penalty 2673.315530 = -119366.485107 nChanged 5 SP:Iteration 32Q (895.897619 sec): 3 clusters Score: Raw -122043.716106 + Penalty 2673.315530 = -119370.400576 nChanged 5 SP:Iteration 33Q (895.917868 sec): 3 clusters Score: Raw -122045.794048 + Penalty 2673.315530 = -119372.478518 nChanged 5 SP:Iteration 34Q (895.938077 sec): 3 clusters Score: Raw -122047.704818 + Penalty 2673.315530 = -119374.389288 nChanged 4 SP:Iteration 35Q (895.958350 sec): 3 clusters Score: Raw -122049.948721 + Penalty 2673.315530 = -119376.633190 nChanged 3 SP:Iteration 36Q (896.061042 sec): 3 clusters Score: Raw -122051.230434 + Penalty 2673.315530 = -119377.914904 nChanged 1 SP:Iteration 37Q (896.156863 sec): 3 clusters Score: Raw -122052.396218 + Penalty 2673.315530 = -119379.080687 nChanged 2 SP:Iteration 38Q (896.253582 sec): 3 clusters Score: Raw -122052.795666 + Penalty 2673.315530 = -119379.480136 nChanged 1 SP:Iteration 39Q (896.331506 sec): 3 clusters Score: Raw -122052.944653 + Penalty 2673.315530 = -119379.629123 nChanged 1 SP:Iteration 40F (896.356909 sec): 3 clusters Score: Raw -122053.180573 + Penalty 2673.315530 = -119379.865043 nChanged 0 Trying to split cluster 4 (1936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (896.389142 sec): 2 clusters Score: Raw -153005.378917 + Penalty 1328.250562 = -151677.128356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (896.414865 sec): 3 clusters Score: Raw -152201.951650 + Penalty 2656.501123 = -149545.450527 nChanged 656 SP:Iteration 1F (896.439448 sec): 3 clusters Score: Raw -152671.289363 + Penalty 2656.501123 = -150014.788240 nChanged 145 SP:Iteration 2F (896.463977 sec): 3 clusters Score: Raw -152798.781390 + Penalty 2656.501123 = -150142.280267 nChanged 100 SP:Iteration 3F (896.488368 sec): 3 clusters Score: Raw -152888.466189 + Penalty 2656.501123 = -150231.965066 nChanged 81 SP:Iteration 4Q (896.513464 sec): 3 clusters Score: Raw -152950.611844 + Penalty 2656.501123 = -150294.110721 nChanged 64 SP:Iteration 5Q (896.533687 sec): 3 clusters Score: Raw -153008.415086 + Penalty 2656.501123 = -150351.913963 nChanged 60 SP:Iteration 6Q (896.553829 sec): 3 clusters Score: Raw -153071.045335 + Penalty 2656.501123 = -150414.544212 nChanged 52 SP:Iteration 7Q (896.574023 sec): 3 clusters Score: Raw -153107.035747 + Penalty 2656.501123 = -150450.534624 nChanged 34 SP:Iteration 8Q (896.594112 sec): 3 clusters Score: Raw -153134.954520 + Penalty 2656.501123 = -150478.453397 nChanged 36 SP:Iteration 9Q (896.614147 sec): 3 clusters Score: Raw -153159.377152 + Penalty 2656.501123 = -150502.876029 nChanged 31 SP:Iteration 10Q (896.634191 sec): 3 clusters Score: Raw -153178.096773 + Penalty 2656.501123 = -150521.595650 nChanged 17 SP:Iteration 11Q (896.654259 sec): 3 clusters Score: Raw -153191.940373 + Penalty 2656.501123 = -150535.439250 nChanged 21 SP:Iteration 12Q (896.779443 sec): 3 clusters Score: Raw -153204.710967 + Penalty 2656.501123 = -150548.209844 nChanged 21 SP:Iteration 13Q (896.864713 sec): 3 clusters Score: Raw -153215.631674 + Penalty 2656.501123 = -150559.130551 nChanged 16 SP:Iteration 14Q (896.885037 sec): 3 clusters Score: Raw -153227.314158 + Penalty 2656.501123 = -150570.813035 nChanged 17 SP:Iteration 15Q (896.905230 sec): 3 clusters Score: Raw -153240.740737 + Penalty 2656.501123 = -150584.239614 nChanged 21 SP:Iteration 16Q (896.925323 sec): 3 clusters Score: Raw -153258.501664 + Penalty 2656.501123 = -150602.000541 nChanged 22 SP:Iteration 17Q (896.945437 sec): 3 clusters Score: Raw -153273.155582 + Penalty 2656.501123 = -150616.654459 nChanged 15 SP:Iteration 18Q (896.965370 sec): 3 clusters Score: Raw -153278.656076 + Penalty 2656.501123 = -150622.154953 nChanged 13 SP:Iteration 19Q (896.985436 sec): 3 clusters Score: Raw -153284.205318 + Penalty 2656.501123 = -150627.704195 nChanged 9 SP:Iteration 20F (897.005285 sec): 3 clusters Score: Raw -153289.820440 + Penalty 2656.501123 = -150633.319317 nChanged 9 SP:Iteration 21Q (897.025316 sec): 3 clusters Score: Raw -153296.798647 + Penalty 2656.501123 = -150640.297524 nChanged 11 SP:Iteration 22Q (897.044785 sec): 3 clusters Score: Raw -153305.645678 + Penalty 2656.501123 = -150649.144555 nChanged 10 SP:Iteration 23Q (897.064171 sec): 3 clusters Score: Raw -153311.777932 + Penalty 2656.501123 = -150655.276809 nChanged 10 SP:Iteration 24Q (897.083505 sec): 3 clusters Score: Raw -153317.310036 + Penalty 2656.501123 = -150660.808913 nChanged 9 SP:Iteration 25Q (897.102891 sec): 3 clusters Score: Raw -153321.118016 + Penalty 2656.501123 = -150664.616893 nChanged 7 SP:Iteration 26Q (897.121990 sec): 3 clusters Score: Raw -153325.964601 + Penalty 2656.501123 = -150669.463478 nChanged 6 SP:Iteration 27Q (897.141312 sec): 3 clusters Score: Raw -153328.887313 + Penalty 2656.501123 = -150672.386190 nChanged 7 SP:Iteration 28Q (897.160650 sec): 3 clusters Score: Raw -153331.619317 + Penalty 2656.501123 = -150675.118194 nChanged 9 SP:Iteration 29Q (897.179997 sec): 3 clusters Score: Raw -153337.810193 + Penalty 2656.501123 = -150681.309070 nChanged 8 SP:Iteration 30Q (897.199312 sec): 3 clusters Score: Raw -153340.974265 + Penalty 2656.501123 = -150684.473142 nChanged 3 SP:Iteration 31Q (897.218604 sec): 3 clusters Score: Raw -153342.087794 + Penalty 2656.501123 = -150685.586671 nChanged 1 SP:Iteration 32Q (897.237902 sec): 3 clusters Score: Raw -153343.151274 + Penalty 2656.501123 = -150686.650151 nChanged 3 SP:Iteration 33Q (897.257158 sec): 3 clusters Score: Raw -153344.066903 + Penalty 2656.501123 = -150687.565780 nChanged 3 SP:Iteration 34Q (897.276543 sec): 3 clusters Score: Raw -153345.768828 + Penalty 2656.501123 = -150689.267705 nChanged 0 SP:Iteration 35F (897.295813 sec): 3 clusters Score: Raw -153345.768828 + Penalty 2656.501123 = -150689.267705 nChanged 0 Trying to split cluster 5 (5608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (897.332101 sec): 2 clusters Score: Raw -363606.177025 + Penalty 1514.907125 = -362091.269900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (897.425833 sec): 3 clusters Score: Raw -360721.060049 + Penalty 3029.814249 = -357691.245799 nChanged 2251 SP:Iteration 1F (897.471992 sec): 3 clusters Score: Raw -362142.034070 + Penalty 3029.814249 = -359112.219821 nChanged 509 SP:Iteration 2F (897.511979 sec): 3 clusters Score: Raw -362531.183831 + Penalty 3029.814249 = -359501.369582 nChanged 392 SP:Iteration 3F (897.547975 sec): 3 clusters Score: Raw -362845.339933 + Penalty 3029.814249 = -359815.525684 nChanged 324 SP:Iteration 4F (897.583929 sec): 3 clusters Score: Raw -363117.316449 + Penalty 3029.814249 = -360087.502200 nChanged 304 SP:Iteration 5F (897.619950 sec): 3 clusters Score: Raw -363339.644077 + Penalty 3029.814249 = -360309.829828 nChanged 263 SP:Iteration 6Q (897.723488 sec): 3 clusters Score: Raw -363524.885303 + Penalty 3029.814249 = -360495.071054 nChanged 240 SP:Iteration 7Q (897.835107 sec): 3 clusters Score: Raw -363683.488359 + Penalty 3029.814249 = -360653.674110 nChanged 190 SP:Iteration 8Q (897.880498 sec): 3 clusters Score: Raw -363809.916811 + Penalty 3029.814249 = -360780.102562 nChanged 157 SP:Iteration 9Q (897.925536 sec): 3 clusters Score: Raw -363893.871285 + Penalty 3029.814249 = -360864.057036 nChanged 138 SP:Iteration 10Q (897.969882 sec): 3 clusters Score: Raw -363965.055741 + Penalty 3029.814249 = -360935.241492 nChanged 102 SP:Iteration 11Q (898.030311 sec): 3 clusters Score: Raw -364018.967282 + Penalty 3029.814249 = -360989.153032 nChanged 90 SP:Iteration 12Q (898.068924 sec): 3 clusters Score: Raw -364055.060651 + Penalty 3029.814249 = -361025.246401 nChanged 62 SP:Iteration 13Q (898.121501 sec): 3 clusters Score: Raw -364078.523582 + Penalty 3029.814249 = -361048.709332 nChanged 50 SP:Iteration 14Q (898.168615 sec): 3 clusters Score: Raw -364099.007901 + Penalty 3029.814249 = -361069.193652 nChanged 60 SP:Iteration 15Q (898.215874 sec): 3 clusters Score: Raw -364118.538769 + Penalty 3029.814249 = -361088.724520 nChanged 49 SP:Iteration 16Q (898.263251 sec): 3 clusters Score: Raw -364136.910269 + Penalty 3029.814249 = -361107.096020 nChanged 48 SP:Iteration 17Q (898.306194 sec): 3 clusters Score: Raw -364154.495512 + Penalty 3029.814249 = -361124.681262 nChanged 41 SP:Iteration 18Q (898.341185 sec): 3 clusters Score: Raw -364170.373417 + Penalty 3029.814249 = -361140.559167 nChanged 45 SP:Iteration 19Q (898.376135 sec): 3 clusters Score: Raw -364187.095007 + Penalty 3029.814249 = -361157.280758 nChanged 40 SP:Iteration 20F (898.411021 sec): 3 clusters Score: Raw -364200.222834 + Penalty 3029.814249 = -361170.408585 nChanged 41 SP:Iteration 21Q (898.446914 sec): 3 clusters Score: Raw -364214.955872 + Penalty 3029.814249 = -361185.141623 nChanged 48 SP:Iteration 22Q (898.493553 sec): 3 clusters Score: Raw -364231.029253 + Penalty 3029.814249 = -361201.215003 nChanged 41 SP:Iteration 23Q (898.540131 sec): 3 clusters Score: Raw -364241.801954 + Penalty 3029.814249 = -361211.987705 nChanged 33 SP:Iteration 24Q (898.586826 sec): 3 clusters Score: Raw -364250.677574 + Penalty 3029.814249 = -361220.863325 nChanged 31 SP:Iteration 25Q (898.654971 sec): 3 clusters Score: Raw -364256.673570 + Penalty 3029.814249 = -361226.859321 nChanged 13 SP:Iteration 26Q (898.706306 sec): 3 clusters Score: Raw -364259.132817 + Penalty 3029.814249 = -361229.318567 nChanged 11 SP:Iteration 27Q (898.740704 sec): 3 clusters Score: Raw -364260.970605 + Penalty 3029.814249 = -361231.156356 nChanged 10 SP:Iteration 28Q (898.783529 sec): 3 clusters Score: Raw -364263.542695 + Penalty 3029.814249 = -361233.728445 nChanged 10 SP:Iteration 29Q (898.839898 sec): 3 clusters Score: Raw -364265.391595 + Penalty 3029.814249 = -361235.577345 nChanged 7 SP:Iteration 30Q (898.896250 sec): 3 clusters Score: Raw -364267.596810 + Penalty 3029.814249 = -361237.782560 nChanged 10 SP:Iteration 31Q (898.948972 sec): 3 clusters Score: Raw -364270.107656 + Penalty 3029.814249 = -361240.293407 nChanged 9 SP:Iteration 32Q (898.995546 sec): 3 clusters Score: Raw -364271.823008 + Penalty 3029.814249 = -361242.008758 nChanged 10 SP:Iteration 33Q (899.042368 sec): 3 clusters Score: Raw -364273.300886 + Penalty 3029.814249 = -361243.486637 nChanged 3 SP:Iteration 34Q (899.089348 sec): 3 clusters Score: Raw -364273.752633 + Penalty 3029.814249 = -361243.938384 nChanged 2 SP:Iteration 35Q (899.130020 sec): 3 clusters Score: Raw -364274.153079 + Penalty 3029.814249 = -361244.338830 nChanged 2 SP:Iteration 36Q (899.166119 sec): 3 clusters Score: Raw -364274.934842 + Penalty 3029.814249 = -361245.120592 nChanged 4 SP:Iteration 37Q (899.202059 sec): 3 clusters Score: Raw -364276.040572 + Penalty 3029.814249 = -361246.226322 nChanged 4 SP:Iteration 38Q (899.308371 sec): 3 clusters Score: Raw -364277.088629 + Penalty 3029.814249 = -361247.274379 nChanged 3 SP:Iteration 39Q (899.374518 sec): 3 clusters Score: Raw -364278.042023 + Penalty 3029.814249 = -361248.227774 nChanged 6 SP:Iteration 40F (899.418177 sec): 3 clusters Score: Raw -364278.783986 + Penalty 3029.814249 = -361248.969737 nChanged 3 SP:Iteration 41Q (899.465747 sec): 3 clusters Score: Raw -364279.391406 + Penalty 3029.814249 = -361249.577157 nChanged 4 SP:Iteration 42Q (899.511769 sec): 3 clusters Score: Raw -364280.374953 + Penalty 3029.814249 = -361250.560703 nChanged 4 SP:Iteration 43Q (899.559464 sec): 3 clusters Score: Raw -364281.852114 + Penalty 3029.814249 = -361252.037864 nChanged 7 SP:Iteration 44Q (899.604563 sec): 3 clusters Score: Raw -364284.067738 + Penalty 3029.814249 = -361254.253489 nChanged 9 SP:Iteration 45Q (899.650914 sec): 3 clusters Score: Raw -364285.924125 + Penalty 3029.814249 = -361256.109875 nChanged 5 SP:Iteration 46Q (899.697157 sec): 3 clusters Score: Raw -364286.838057 + Penalty 3029.814249 = -361257.023808 nChanged 3 SP:Iteration 47Q (899.738753 sec): 3 clusters Score: Raw -364287.286506 + Penalty 3029.814249 = -361257.472257 nChanged 4 SP:Iteration 48Q (899.774463 sec): 3 clusters Score: Raw -364287.765635 + Penalty 3029.814249 = -361257.951386 nChanged 3 SP:Iteration 49Q (899.810603 sec): 3 clusters Score: Raw -364288.170012 + Penalty 3029.814249 = -361258.355763 nChanged 1 SP:Iteration 50Q (899.846539 sec): 3 clusters Score: Raw -364288.233095 + Penalty 3029.814249 = -361258.418845 nChanged 0 SP:Iteration 51F (899.882111 sec): 3 clusters Score: Raw -364288.233095 + Penalty 3029.814249 = -361258.418845 nChanged 0 Trying to split cluster 6 (2823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (899.911994 sec): 2 clusters Score: Raw -213971.815955 + Penalty 1394.444978 = -212577.370977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (899.941465 sec): 3 clusters Score: Raw -212636.622048 + Penalty 2788.889955 = -209847.732093 nChanged 1070 SP:Iteration 1F (899.970034 sec): 3 clusters Score: Raw -213267.326455 + Penalty 2788.889955 = -210478.436500 nChanged 230 SP:Iteration 2F (899.998315 sec): 3 clusters Score: Raw -213420.277635 + Penalty 2788.889955 = -210631.387679 nChanged 140 SP:Iteration 3Q (900.025149 sec): 3 clusters Score: Raw -213511.357858 + Penalty 2788.889955 = -210722.467903 nChanged 108 SP:Iteration 4Q (900.052216 sec): 3 clusters Score: Raw -213581.716878 + Penalty 2788.889955 = -210792.826923 nChanged 94 SP:Iteration 5Q (900.079534 sec): 3 clusters Score: Raw -213647.808982 + Penalty 2788.889955 = -210858.919026 nChanged 96 SP:Iteration 6Q (900.106642 sec): 3 clusters Score: Raw -213711.664238 + Penalty 2788.889955 = -210922.774283 nChanged 102 SP:Iteration 7Q (900.133727 sec): 3 clusters Score: Raw -213797.763284 + Penalty 2788.889955 = -211008.873328 nChanged 137 SP:Iteration 8Q (900.160838 sec): 3 clusters Score: Raw -213917.357552 + Penalty 2788.889955 = -211128.467597 nChanged 151 SP:Iteration 9F (900.187538 sec): 3 clusters Score: Raw -214053.207368 + Penalty 2788.889955 = -211264.317413 nChanged 137 SP:Iteration 10Q (900.214470 sec): 3 clusters Score: Raw -214177.212863 + Penalty 2788.889955 = -211388.322907 nChanged 121 SP:Iteration 11Q (900.241297 sec): 3 clusters Score: Raw -214271.937577 + Penalty 2788.889955 = -211483.047622 nChanged 87 SP:Iteration 12Q (900.268254 sec): 3 clusters Score: Raw -214334.614422 + Penalty 2788.889955 = -211545.724467 nChanged 56 SP:Iteration 13Q (900.294941 sec): 3 clusters Score: Raw -214371.364055 + Penalty 2788.889955 = -211582.474100 nChanged 42 SP:Iteration 14Q (900.321686 sec): 3 clusters Score: Raw -214403.675313 + Penalty 2788.889955 = -211614.785358 nChanged 35 SP:Iteration 15Q (900.347466 sec): 3 clusters Score: Raw -214427.143303 + Penalty 2788.889955 = -211638.253348 nChanged 35 SP:Iteration 16Q (900.415983 sec): 3 clusters Score: Raw -214443.089307 + Penalty 2788.889955 = -211654.199352 nChanged 20 SP:Iteration 17Q (900.520222 sec): 3 clusters Score: Raw -214453.922144 + Penalty 2788.889955 = -211665.032189 nChanged 24 SP:Iteration 18Q (900.577791 sec): 3 clusters Score: Raw -214472.481807 + Penalty 2788.889955 = -211683.591851 nChanged 19 SP:Iteration 19Q (900.608165 sec): 3 clusters Score: Raw -214484.561569 + Penalty 2788.889955 = -211695.671614 nChanged 16 SP:Iteration 20F (900.638187 sec): 3 clusters Score: Raw -214497.221215 + Penalty 2788.889955 = -211708.331260 nChanged 21 SP:Iteration 21Q (900.668720 sec): 3 clusters Score: Raw -214507.194146 + Penalty 2788.889955 = -211718.304191 nChanged 16 SP:Iteration 22Q (900.699035 sec): 3 clusters Score: Raw -214514.613882 + Penalty 2788.889955 = -211725.723927 nChanged 10 SP:Iteration 23Q (900.726589 sec): 3 clusters Score: Raw -214519.070249 + Penalty 2788.889955 = -211730.180293 nChanged 6 SP:Iteration 24Q (900.753538 sec): 3 clusters Score: Raw -214521.631859 + Penalty 2788.889955 = -211732.741904 nChanged 4 SP:Iteration 25Q (900.781578 sec): 3 clusters Score: Raw -214523.699116 + Penalty 2788.889955 = -211734.809160 nChanged 7 SP:Iteration 26Q (900.809543 sec): 3 clusters Score: Raw -214526.118877 + Penalty 2788.889955 = -211737.228921 nChanged 2 SP:Iteration 27Q (900.837762 sec): 3 clusters Score: Raw -214526.684628 + Penalty 2788.889955 = -211737.794673 nChanged 0 SP:Iteration 28F (900.865693 sec): 3 clusters Score: Raw -214526.684628 + Penalty 2788.889955 = -211737.794673 nChanged 0 Trying to split cluster 7 (2622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (900.899633 sec): 2 clusters Score: Raw -189891.727942 + Penalty 1381.482063 = -188510.245879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (900.925887 sec): 3 clusters Score: Raw -188725.469438 + Penalty 2762.964125 = -185962.505313 nChanged 984 SP:Iteration 1F (900.950860 sec): 3 clusters Score: Raw -189389.518277 + Penalty 2762.964125 = -186626.554152 nChanged 230 SP:Iteration 2F (900.975567 sec): 3 clusters Score: Raw -189596.270391 + Penalty 2762.964125 = -186833.306266 nChanged 176 SP:Iteration 3F (901.000608 sec): 3 clusters Score: Raw -189766.631243 + Penalty 2762.964125 = -187003.667117 nChanged 129 SP:Iteration 4Q (901.025922 sec): 3 clusters Score: Raw -189878.326701 + Penalty 2762.964125 = -187115.362576 nChanged 105 SP:Iteration 5Q (901.052160 sec): 3 clusters Score: Raw -189973.109963 + Penalty 2762.964125 = -187210.145838 nChanged 95 SP:Iteration 6Q (901.078595 sec): 3 clusters Score: Raw -190044.352370 + Penalty 2762.964125 = -187281.388245 nChanged 85 SP:Iteration 7Q (901.104928 sec): 3 clusters Score: Raw -190099.892979 + Penalty 2762.964125 = -187336.928854 nChanged 76 SP:Iteration 8Q (901.131291 sec): 3 clusters Score: Raw -190141.126450 + Penalty 2762.964125 = -187378.162325 nChanged 57 SP:Iteration 9Q (901.157668 sec): 3 clusters Score: Raw -190179.778540 + Penalty 2762.964125 = -187416.814415 nChanged 46 SP:Iteration 10Q (901.183990 sec): 3 clusters Score: Raw -190215.249169 + Penalty 2762.964125 = -187452.285044 nChanged 39 SP:Iteration 11Q (901.210264 sec): 3 clusters Score: Raw -190243.457694 + Penalty 2762.964125 = -187480.493569 nChanged 35 SP:Iteration 12Q (901.236489 sec): 3 clusters Score: Raw -190265.649012 + Penalty 2762.964125 = -187502.684886 nChanged 34 SP:Iteration 13Q (901.261603 sec): 3 clusters Score: Raw -190290.230840 + Penalty 2762.964125 = -187527.266715 nChanged 29 SP:Iteration 14Q (901.286721 sec): 3 clusters Score: Raw -190315.002744 + Penalty 2762.964125 = -187552.038619 nChanged 35 SP:Iteration 15Q (901.311863 sec): 3 clusters Score: Raw -190341.453450 + Penalty 2762.964125 = -187578.489325 nChanged 32 SP:Iteration 16Q (901.416192 sec): 3 clusters Score: Raw -190362.536313 + Penalty 2762.964125 = -187599.572188 nChanged 25 SP:Iteration 17Q (901.555747 sec): 3 clusters Score: Raw -190378.957594 + Penalty 2762.964125 = -187615.993469 nChanged 22 SP:Iteration 18Q (901.661373 sec): 3 clusters Score: Raw -190390.293206 + Penalty 2762.964125 = -187627.329081 nChanged 14 SP:Iteration 19Q (901.747583 sec): 3 clusters Score: Raw -190395.505790 + Penalty 2762.964125 = -187632.541664 nChanged 9 SP:Iteration 20F (901.795742 sec): 3 clusters Score: Raw -190400.084185 + Penalty 2762.964125 = -187637.120060 nChanged 13 SP:Iteration 21Q (901.820902 sec): 3 clusters Score: Raw -190409.014989 + Penalty 2762.964125 = -187646.050864 nChanged 15 SP:Iteration 22Q (901.846164 sec): 3 clusters Score: Raw -190420.186002 + Penalty 2762.964125 = -187657.221876 nChanged 14 SP:Iteration 23Q (901.871654 sec): 3 clusters Score: Raw -190430.839503 + Penalty 2762.964125 = -187667.875378 nChanged 15 SP:Iteration 24Q (901.896741 sec): 3 clusters Score: Raw -190449.712281 + Penalty 2762.964125 = -187686.748156 nChanged 21 SP:Iteration 25Q (901.921925 sec): 3 clusters Score: Raw -190469.017858 + Penalty 2762.964125 = -187706.053733 nChanged 32 SP:Iteration 26Q (901.946872 sec): 3 clusters Score: Raw -190496.011980 + Penalty 2762.964125 = -187733.047855 nChanged 35 SP:Iteration 27Q (901.971904 sec): 3 clusters Score: Raw -190522.046131 + Penalty 2762.964125 = -187759.082006 nChanged 30 SP:Iteration 28Q (901.996853 sec): 3 clusters Score: Raw -190538.241527 + Penalty 2762.964125 = -187775.277402 nChanged 17 SP:Iteration 29Q (902.021783 sec): 3 clusters Score: Raw -190548.451128 + Penalty 2762.964125 = -187785.487003 nChanged 20 SP:Iteration 30Q (902.046812 sec): 3 clusters Score: Raw -190559.499119 + Penalty 2762.964125 = -187796.534994 nChanged 20 SP:Iteration 31Q (902.071741 sec): 3 clusters Score: Raw -190570.630327 + Penalty 2762.964125 = -187807.666202 nChanged 18 SP:Iteration 32Q (902.096638 sec): 3 clusters Score: Raw -190580.029818 + Penalty 2762.964125 = -187817.065693 nChanged 11 SP:Iteration 33Q (902.121592 sec): 3 clusters Score: Raw -190584.030841 + Penalty 2762.964125 = -187821.066716 nChanged 9 SP:Iteration 34Q (902.146503 sec): 3 clusters Score: Raw -190587.726851 + Penalty 2762.964125 = -187824.762726 nChanged 7 SP:Iteration 35Q (902.171438 sec): 3 clusters Score: Raw -190591.526455 + Penalty 2762.964125 = -187828.562330 nChanged 9 SP:Iteration 36Q (902.196342 sec): 3 clusters Score: Raw -190597.534755 + Penalty 2762.964125 = -187834.570630 nChanged 16 SP:Iteration 37Q (902.221147 sec): 3 clusters Score: Raw -190604.210370 + Penalty 2762.964125 = -187841.246245 nChanged 18 SP:Iteration 38Q (902.246075 sec): 3 clusters Score: Raw -190614.925576 + Penalty 2762.964125 = -187851.961451 nChanged 16 SP:Iteration 39Q (902.270908 sec): 3 clusters Score: Raw -190623.485991 + Penalty 2762.964125 = -187860.521866 nChanged 22 SP:Iteration 40F (902.296031 sec): 3 clusters Score: Raw -190636.170950 + Penalty 2762.964125 = -187873.206824 nChanged 25 SP:Iteration 41Q (902.320868 sec): 3 clusters Score: Raw -190651.450363 + Penalty 2762.964125 = -187888.486238 nChanged 27 SP:Iteration 42Q (902.345664 sec): 3 clusters Score: Raw -190669.642161 + Penalty 2762.964125 = -187906.678036 nChanged 24 SP:Iteration 43Q (902.370569 sec): 3 clusters Score: Raw -190686.574769 + Penalty 2762.964125 = -187923.610644 nChanged 30 SP:Iteration 44Q (902.395440 sec): 3 clusters Score: Raw -190706.339204 + Penalty 2762.964125 = -187943.375079 nChanged 33 SP:Iteration 45Q (902.420185 sec): 3 clusters Score: Raw -190730.639031 + Penalty 2762.964125 = -187967.674906 nChanged 40 SP:Iteration 46Q (902.445006 sec): 3 clusters Score: Raw -190776.989192 + Penalty 2762.964125 = -188014.025067 nChanged 53 SP:Iteration 47Q (902.469816 sec): 3 clusters Score: Raw -190824.215156 + Penalty 2762.964125 = -188061.251031 nChanged 36 SP:Iteration 48Q (902.565962 sec): 3 clusters Score: Raw -190858.191345 + Penalty 2762.964125 = -188095.227219 nChanged 34 SP:Iteration 49Q (902.649451 sec): 3 clusters Score: Raw -190887.314620 + Penalty 2762.964125 = -188124.350495 nChanged 39 SP:Iteration 50Q (902.678731 sec): 3 clusters Score: Raw -190928.790214 + Penalty 2762.964125 = -188165.826089 nChanged 40 SP:Iteration 51Q (902.705897 sec): 3 clusters Score: Raw -190973.528595 + Penalty 2762.964125 = -188210.564469 nChanged 33 SP:Iteration 52Q (902.733153 sec): 3 clusters Score: Raw -191014.039602 + Penalty 2762.964125 = -188251.075477 nChanged 25 SP:Iteration 53Q (902.760189 sec): 3 clusters Score: Raw -191036.342636 + Penalty 2762.964125 = -188273.378510 nChanged 19 SP:Iteration 54Q (902.785919 sec): 3 clusters Score: Raw -191059.290282 + Penalty 2762.964125 = -188296.326157 nChanged 24 SP:Iteration 55Q (902.814917 sec): 3 clusters Score: Raw -191078.966681 + Penalty 2762.964125 = -188316.002556 nChanged 20 SP:Iteration 56Q (902.843981 sec): 3 clusters Score: Raw -191098.502771 + Penalty 2762.964125 = -188335.538646 nChanged 18 SP:Iteration 57Q (902.873014 sec): 3 clusters Score: Raw -191113.478563 + Penalty 2762.964125 = -188350.514437 nChanged 10 SP:Iteration 58Q (902.958556 sec): 3 clusters Score: Raw -191119.372353 + Penalty 2762.964125 = -188356.408228 nChanged 5 SP:Iteration 59Q (902.983947 sec): 3 clusters Score: Raw -191121.899180 + Penalty 2762.964125 = -188358.935054 nChanged 4 SP:Iteration 60F (903.009475 sec): 3 clusters Score: Raw -191123.374684 + Penalty 2762.964125 = -188360.410559 nChanged 2 SP:Iteration 61Q (903.034489 sec): 3 clusters Score: Raw -191124.005083 + Penalty 2762.964125 = -188361.040958 nChanged 1 SP:Iteration 62Q (903.059513 sec): 3 clusters Score: Raw -191124.372871 + Penalty 2762.964125 = -188361.408746 nChanged 0 SP:Iteration 63F (903.085155 sec): 3 clusters Score: Raw -191124.372871 + Penalty 2762.964125 = -188361.408746 nChanged 0 Trying to split cluster 8 (5589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (903.128596 sec): 2 clusters Score: Raw -442946.908428 + Penalty 1514.311518 = -441432.596909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (903.172124 sec): 3 clusters Score: Raw -440070.088516 + Penalty 3028.623036 = -437041.465480 nChanged 2267 SP:Iteration 1F (903.219419 sec): 3 clusters Score: Raw -441332.398348 + Penalty 3028.623036 = -438303.775312 nChanged 393 SP:Iteration 2F (903.262639 sec): 3 clusters Score: Raw -441532.818703 + Penalty 3028.623036 = -438504.195666 nChanged 310 SP:Iteration 3F (903.298939 sec): 3 clusters Score: Raw -441682.367698 + Penalty 3028.623036 = -438653.744661 nChanged 254 SP:Iteration 4Q (903.399907 sec): 3 clusters Score: Raw -441846.102933 + Penalty 3028.623036 = -438817.479897 nChanged 300 SP:Iteration 5F (903.521731 sec): 3 clusters Score: Raw -442060.630670 + Penalty 3028.623036 = -439032.007634 nChanged 322 SP:Iteration 6F (903.565670 sec): 3 clusters Score: Raw -442301.105449 + Penalty 3028.623036 = -439272.482412 nChanged 309 SP:Iteration 7F (903.607767 sec): 3 clusters Score: Raw -442543.509553 + Penalty 3028.623036 = -439514.886516 nChanged 296 SP:Iteration 8F (903.649024 sec): 3 clusters Score: Raw -442814.538952 + Penalty 3028.623036 = -439785.915915 nChanged 261 SP:Iteration 9Q (903.691054 sec): 3 clusters Score: Raw -443005.930910 + Penalty 3028.623036 = -439977.307873 nChanged 174 SP:Iteration 10Q (903.732022 sec): 3 clusters Score: Raw -443114.511548 + Penalty 3028.623036 = -440085.888511 nChanged 147 SP:Iteration 11Q (903.771669 sec): 3 clusters Score: Raw -443197.964404 + Penalty 3028.623036 = -440169.341368 nChanged 110 SP:Iteration 12Q (903.819316 sec): 3 clusters Score: Raw -443248.252249 + Penalty 3028.623036 = -440219.629212 nChanged 75 SP:Iteration 13Q (903.867009 sec): 3 clusters Score: Raw -443277.790378 + Penalty 3028.623036 = -440249.167341 nChanged 51 SP:Iteration 14Q (903.999216 sec): 3 clusters Score: Raw -443295.906469 + Penalty 3028.623036 = -440267.283433 nChanged 41 SP:Iteration 15Q (904.071544 sec): 3 clusters Score: Raw -443307.245887 + Penalty 3028.623036 = -440278.622850 nChanged 23 SP:Iteration 16Q (904.120388 sec): 3 clusters Score: Raw -443312.243616 + Penalty 3028.623036 = -440283.620579 nChanged 16 SP:Iteration 17Q (904.168959 sec): 3 clusters Score: Raw -443317.551032 + Penalty 3028.623036 = -440288.927995 nChanged 12 SP:Iteration 18Q (904.212279 sec): 3 clusters Score: Raw -443321.241025 + Penalty 3028.623036 = -440292.617989 nChanged 14 SP:Iteration 19Q (904.249359 sec): 3 clusters Score: Raw -443325.045307 + Penalty 3028.623036 = -440296.422270 nChanged 13 SP:Iteration 20F (904.287783 sec): 3 clusters Score: Raw -443327.700245 + Penalty 3028.623036 = -440299.077208 nChanged 7 SP:Iteration 21Q (904.326842 sec): 3 clusters Score: Raw -443329.468609 + Penalty 3028.623036 = -440300.845573 nChanged 7 SP:Iteration 22Q (904.368485 sec): 3 clusters Score: Raw -443330.338704 + Penalty 3028.623036 = -440301.715667 nChanged 2 SP:Iteration 23Q (904.417289 sec): 3 clusters Score: Raw -443330.862223 + Penalty 3028.623036 = -440302.239187 nChanged 1 SP:Iteration 24Q (904.464497 sec): 3 clusters Score: Raw -443331.079157 + Penalty 3028.623036 = -440302.456121 nChanged 1 SP:Iteration 25Q (904.511663 sec): 3 clusters Score: Raw -443331.352323 + Penalty 3028.623036 = -440302.729286 nChanged 2 SP:Iteration 26Q (904.556663 sec): 3 clusters Score: Raw -443332.027643 + Penalty 3028.623036 = -440303.404607 nChanged 1 SP:Iteration 27Q (904.600069 sec): 3 clusters Score: Raw -443332.162048 + Penalty 3028.623036 = -440303.539011 nChanged 0 SP:Iteration 28F (904.642978 sec): 3 clusters Score: Raw -443332.162048 + Penalty 3028.623036 = -440303.539011 nChanged 0 Trying to split cluster 9 (1959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (904.678353 sec): 2 clusters Score: Raw -109332.528692 + Penalty 1330.323243 = -108002.205449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (904.699393 sec): 3 clusters Score: Raw -108593.359056 + Penalty 2660.646486 = -105932.712570 nChanged 678 SP:Iteration 1F (904.719493 sec): 3 clusters Score: Raw -109114.320960 + Penalty 2660.646486 = -106453.674475 nChanged 167 SP:Iteration 2F (904.740335 sec): 3 clusters Score: Raw -109277.744984 + Penalty 2660.646486 = -106617.098498 nChanged 127 SP:Iteration 3F (904.761015 sec): 3 clusters Score: Raw -109422.595635 + Penalty 2660.646486 = -106761.949149 nChanged 102 SP:Iteration 4F (904.781683 sec): 3 clusters Score: Raw -109534.835279 + Penalty 2660.646486 = -106874.188793 nChanged 95 SP:Iteration 5Q (904.802573 sec): 3 clusters Score: Raw -109652.671731 + Penalty 2660.646486 = -106992.025245 nChanged 80 SP:Iteration 6Q (904.823349 sec): 3 clusters Score: Raw -109721.369080 + Penalty 2660.646486 = -107060.722595 nChanged 52 SP:Iteration 7Q (904.844070 sec): 3 clusters Score: Raw -109768.616665 + Penalty 2660.646486 = -107107.970180 nChanged 35 SP:Iteration 8Q (904.864028 sec): 3 clusters Score: Raw -109797.528427 + Penalty 2660.646486 = -107136.881941 nChanged 24 SP:Iteration 9Q (904.883926 sec): 3 clusters Score: Raw -109816.243625 + Penalty 2660.646486 = -107155.597139 nChanged 19 SP:Iteration 10Q (904.903349 sec): 3 clusters Score: Raw -109827.912681 + Penalty 2660.646486 = -107167.266196 nChanged 16 SP:Iteration 11Q (904.923312 sec): 3 clusters Score: Raw -109836.785577 + Penalty 2660.646486 = -107176.139091 nChanged 11 SP:Iteration 12Q (904.943183 sec): 3 clusters Score: Raw -109843.192941 + Penalty 2660.646486 = -107182.546455 nChanged 8 SP:Iteration 13Q (904.963049 sec): 3 clusters Score: Raw -109848.391283 + Penalty 2660.646486 = -107187.744798 nChanged 6 SP:Iteration 14Q (904.982608 sec): 3 clusters Score: Raw -109851.130098 + Penalty 2660.646486 = -107190.483613 nChanged 5 SP:Iteration 15Q (905.085698 sec): 3 clusters Score: Raw -109854.326423 + Penalty 2660.646486 = -107193.679937 nChanged 4 SP:Iteration 16Q (905.162210 sec): 3 clusters Score: Raw -109856.591024 + Penalty 2660.646486 = -107195.944538 nChanged 3 SP:Iteration 17Q (905.198741 sec): 3 clusters Score: Raw -109857.441195 + Penalty 2660.646486 = -107196.794709 nChanged 2 SP:Iteration 18Q (905.218816 sec): 3 clusters Score: Raw -109857.715874 + Penalty 2660.646486 = -107197.069388 nChanged 0 SP:Iteration 19F (905.239132 sec): 3 clusters Score: Raw -109857.715874 + Penalty 2660.646486 = -107197.069388 nChanged 0 Trying to split cluster 10 (2040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (905.273733 sec): 2 clusters Score: Raw -151399.682883 + Penalty 1337.433743 = -150062.249140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (905.295729 sec): 3 clusters Score: Raw -150537.766462 + Penalty 2674.867485 = -147862.898977 nChanged 727 SP:Iteration 1F (905.316569 sec): 3 clusters Score: Raw -151060.101811 + Penalty 2674.867485 = -148385.234326 nChanged 177 SP:Iteration 2F (905.340070 sec): 3 clusters Score: Raw -151224.776866 + Penalty 2674.867485 = -148549.909380 nChanged 123 SP:Iteration 3F (905.360924 sec): 3 clusters Score: Raw -151343.583310 + Penalty 2674.867485 = -148668.715825 nChanged 110 SP:Iteration 4F (905.381691 sec): 3 clusters Score: Raw -151449.586690 + Penalty 2674.867485 = -148774.719204 nChanged 104 SP:Iteration 5F (905.402314 sec): 3 clusters Score: Raw -151564.210936 + Penalty 2674.867485 = -148889.343451 nChanged 99 SP:Iteration 6Q (905.423330 sec): 3 clusters Score: Raw -151678.649766 + Penalty 2674.867485 = -149003.782280 nChanged 86 SP:Iteration 7Q (905.444185 sec): 3 clusters Score: Raw -151768.153060 + Penalty 2674.867485 = -149093.285574 nChanged 61 SP:Iteration 8Q (905.465032 sec): 3 clusters Score: Raw -151839.319015 + Penalty 2674.867485 = -149164.451530 nChanged 48 SP:Iteration 9Q (905.485921 sec): 3 clusters Score: Raw -151887.555658 + Penalty 2674.867485 = -149212.688172 nChanged 41 SP:Iteration 10Q (905.506744 sec): 3 clusters Score: Raw -151924.227304 + Penalty 2674.867485 = -149249.359818 nChanged 32 SP:Iteration 11Q (905.527487 sec): 3 clusters Score: Raw -151944.468627 + Penalty 2674.867485 = -149269.601141 nChanged 31 SP:Iteration 12Q (905.548035 sec): 3 clusters Score: Raw -151965.924582 + Penalty 2674.867485 = -149291.057097 nChanged 31 SP:Iteration 13Q (905.568447 sec): 3 clusters Score: Raw -151984.268034 + Penalty 2674.867485 = -149309.400548 nChanged 16 SP:Iteration 14Q (905.588982 sec): 3 clusters Score: Raw -151994.665783 + Penalty 2674.867485 = -149319.798297 nChanged 11 SP:Iteration 15Q (905.610953 sec): 3 clusters Score: Raw -152001.981441 + Penalty 2674.867485 = -149327.113955 nChanged 10 SP:Iteration 16Q (905.631350 sec): 3 clusters Score: Raw -152010.267905 + Penalty 2674.867485 = -149335.400419 nChanged 11 SP:Iteration 17Q (905.651838 sec): 3 clusters Score: Raw -152018.422224 + Penalty 2674.867485 = -149343.554739 nChanged 8 SP:Iteration 18Q (905.672418 sec): 3 clusters Score: Raw -152025.450098 + Penalty 2674.867485 = -149350.582612 nChanged 8 SP:Iteration 19Q (905.693016 sec): 3 clusters Score: Raw -152030.550561 + Penalty 2674.867485 = -149355.683075 nChanged 10 SP:Iteration 20F (905.713361 sec): 3 clusters Score: Raw -152038.959366 + Penalty 2674.867485 = -149364.091881 nChanged 9 SP:Iteration 21Q (905.733909 sec): 3 clusters Score: Raw -152044.113234 + Penalty 2674.867485 = -149369.245748 nChanged 5 SP:Iteration 22Q (905.754435 sec): 3 clusters Score: Raw -152046.841165 + Penalty 2674.867485 = -149371.973680 nChanged 6 SP:Iteration 23Q (905.774981 sec): 3 clusters Score: Raw -152051.310649 + Penalty 2674.867485 = -149376.443164 nChanged 7 SP:Iteration 24Q (905.795530 sec): 3 clusters Score: Raw -152054.613738 + Penalty 2674.867485 = -149379.746253 nChanged 0 SP:Iteration 25F (905.900720 sec): 3 clusters Score: Raw -152054.613738 + Penalty 2674.867485 = -149379.746253 nChanged 0 Trying to split cluster 11 (1799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (905.962118 sec): 2 clusters Score: Raw -130727.163997 + Penalty 1315.370084 = -129411.793912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (905.991208 sec): 3 clusters Score: Raw -130054.694818 + Penalty 2630.740168 = -127423.954650 nChanged 619 SP:Iteration 1F (906.018706 sec): 3 clusters Score: Raw -130690.809875 + Penalty 2630.740168 = -128060.069706 nChanged 204 SP:Iteration 2F (906.047635 sec): 3 clusters Score: Raw -131031.638945 + Penalty 2630.740168 = -128400.898777 nChanged 156 SP:Iteration 3F (906.069956 sec): 3 clusters Score: Raw -131247.522718 + Penalty 2630.740168 = -128616.782550 nChanged 115 SP:Iteration 4F (906.092432 sec): 3 clusters Score: Raw -131372.813314 + Penalty 2630.740168 = -128742.073146 nChanged 62 SP:Iteration 5Q (906.115027 sec): 3 clusters Score: Raw -131440.122497 + Penalty 2630.740168 = -128809.382329 nChanged 37 SP:Iteration 6Q (906.137633 sec): 3 clusters Score: Raw -131483.146901 + Penalty 2630.740168 = -128852.406733 nChanged 32 SP:Iteration 7Q (906.166340 sec): 3 clusters Score: Raw -131519.673149 + Penalty 2630.740168 = -128888.932981 nChanged 23 SP:Iteration 8Q (906.188805 sec): 3 clusters Score: Raw -131538.695798 + Penalty 2630.740168 = -128907.955630 nChanged 12 SP:Iteration 9Q (906.211135 sec): 3 clusters Score: Raw -131554.920344 + Penalty 2630.740168 = -128924.180175 nChanged 14 SP:Iteration 10Q (906.233616 sec): 3 clusters Score: Raw -131569.652688 + Penalty 2630.740168 = -128938.912520 nChanged 9 SP:Iteration 11Q (906.260445 sec): 3 clusters Score: Raw -131576.376038 + Penalty 2630.740168 = -128945.635870 nChanged 7 SP:Iteration 12Q (906.282696 sec): 3 clusters Score: Raw -131580.169401 + Penalty 2630.740168 = -128949.429233 nChanged 2 SP:Iteration 13Q (906.305048 sec): 3 clusters Score: Raw -131581.359226 + Penalty 2630.740168 = -128950.619058 nChanged 1 SP:Iteration 14Q (906.327291 sec): 3 clusters Score: Raw -131581.736716 + Penalty 2630.740168 = -128950.996548 nChanged 0 SP:Iteration 15F (906.349859 sec): 3 clusters Score: Raw -131581.736716 + Penalty 2630.740168 = -128950.996548 nChanged 0 Trying to split cluster 12 (3075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (906.393322 sec): 2 clusters Score: Raw -239434.804007 + Penalty 1409.451062 = -238025.352945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (906.428666 sec): 3 clusters Score: Raw -238004.435686 + Penalty 2818.902123 = -235185.533563 nChanged 1130 SP:Iteration 1F (906.464929 sec): 3 clusters Score: Raw -238698.405110 + Penalty 2818.902123 = -235879.502987 nChanged 257 SP:Iteration 2F (906.501137 sec): 3 clusters Score: Raw -238881.099210 + Penalty 2818.902123 = -236062.197086 nChanged 173 SP:Iteration 3F (906.538195 sec): 3 clusters Score: Raw -238991.226336 + Penalty 2818.902123 = -236172.324213 nChanged 136 SP:Iteration 4Q (906.583373 sec): 3 clusters Score: Raw -239087.657801 + Penalty 2818.902123 = -236268.755677 nChanged 131 SP:Iteration 5Q (906.617490 sec): 3 clusters Score: Raw -239182.832415 + Penalty 2818.902123 = -236363.930292 nChanged 127 SP:Iteration 6Q (906.651258 sec): 3 clusters Score: Raw -239272.113257 + Penalty 2818.902123 = -236453.211134 nChanged 113 SP:Iteration 7Q (906.685370 sec): 3 clusters Score: Raw -239364.373895 + Penalty 2818.902123 = -236545.471771 nChanged 104 SP:Iteration 8Q (906.719486 sec): 3 clusters Score: Raw -239448.468236 + Penalty 2818.902123 = -236629.566113 nChanged 95 SP:Iteration 9Q (906.754364 sec): 3 clusters Score: Raw -239521.162987 + Penalty 2818.902123 = -236702.260864 nChanged 78 SP:Iteration 10Q (906.790078 sec): 3 clusters Score: Raw -239571.530135 + Penalty 2818.902123 = -236752.628011 nChanged 47 SP:Iteration 11Q (906.904303 sec): 3 clusters Score: Raw -239610.015550 + Penalty 2818.902123 = -236791.113426 nChanged 52 SP:Iteration 12Q (907.100360 sec): 3 clusters Score: Raw -239641.484848 + Penalty 2818.902123 = -236822.582725 nChanged 42 SP:Iteration 13Q (907.138316 sec): 3 clusters Score: Raw -239668.495926 + Penalty 2818.902123 = -236849.593803 nChanged 37 SP:Iteration 14Q (907.176829 sec): 3 clusters Score: Raw -239689.302172 + Penalty 2818.902123 = -236870.400049 nChanged 37 SP:Iteration 15Q (907.218166 sec): 3 clusters Score: Raw -239706.259228 + Penalty 2818.902123 = -236887.357104 nChanged 31 SP:Iteration 16Q (907.259443 sec): 3 clusters Score: Raw -239719.666389 + Penalty 2818.902123 = -236900.764265 nChanged 24 SP:Iteration 17Q (907.299253 sec): 3 clusters Score: Raw -239728.206356 + Penalty 2818.902123 = -236909.304233 nChanged 11 SP:Iteration 18Q (907.335057 sec): 3 clusters Score: Raw -239733.851171 + Penalty 2818.902123 = -236914.949048 nChanged 15 SP:Iteration 19Q (907.370841 sec): 3 clusters Score: Raw -239740.921541 + Penalty 2818.902123 = -236922.019417 nChanged 24 SP:Iteration 20F (907.406428 sec): 3 clusters Score: Raw -239752.625684 + Penalty 2818.902123 = -236933.723561 nChanged 23 SP:Iteration 21Q (907.442326 sec): 3 clusters Score: Raw -239761.570781 + Penalty 2818.902123 = -236942.668658 nChanged 16 SP:Iteration 22Q (907.477655 sec): 3 clusters Score: Raw -239766.935238 + Penalty 2818.902123 = -236948.033115 nChanged 9 SP:Iteration 23Q (907.513437 sec): 3 clusters Score: Raw -239770.751321 + Penalty 2818.902123 = -236951.849197 nChanged 12 SP:Iteration 24Q (907.549701 sec): 3 clusters Score: Raw -239774.517398 + Penalty 2818.902123 = -236955.615274 nChanged 10 SP:Iteration 25Q (907.585741 sec): 3 clusters Score: Raw -239777.618197 + Penalty 2818.902123 = -236958.716074 nChanged 10 SP:Iteration 26Q (907.621512 sec): 3 clusters Score: Raw -239780.590660 + Penalty 2818.902123 = -236961.688537 nChanged 4 SP:Iteration 27Q (907.657319 sec): 3 clusters Score: Raw -239781.513357 + Penalty 2818.902123 = -236962.611234 nChanged 3 SP:Iteration 28Q (907.692239 sec): 3 clusters Score: Raw -239782.271224 + Penalty 2818.902123 = -236963.369101 nChanged 4 SP:Iteration 29Q (907.727125 sec): 3 clusters Score: Raw -239783.050283 + Penalty 2818.902123 = -236964.148160 nChanged 3 SP:Iteration 30Q (907.762017 sec): 3 clusters Score: Raw -239783.573801 + Penalty 2818.902123 = -236964.671678 nChanged 1 SP:Iteration 31Q (907.796701 sec): 3 clusters Score: Raw -239783.737568 + Penalty 2818.902123 = -236964.835444 nChanged 0 SP:Iteration 32F (907.831057 sec): 3 clusters Score: Raw -239783.737568 + Penalty 2818.902123 = -236964.835444 nChanged 0 Trying to split cluster 13 (2458 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (907.866134 sec): 2 clusters Score: Raw -154221.338771 + Penalty 1370.146627 = -152851.192144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (907.897130 sec): 3 clusters Score: Raw -153216.075225 + Penalty 2740.293255 = -150475.781970 nChanged 881 SP:Iteration 1F (907.926780 sec): 3 clusters Score: Raw -153949.524444 + Penalty 2740.293255 = -151209.231189 nChanged 256 SP:Iteration 2F (907.956367 sec): 3 clusters Score: Raw -154205.720010 + Penalty 2740.293255 = -151465.426755 nChanged 162 SP:Iteration 3F (907.985370 sec): 3 clusters Score: Raw -154357.840926 + Penalty 2740.293255 = -151617.547671 nChanged 113 SP:Iteration 4Q (908.016026 sec): 3 clusters Score: Raw -154469.663340 + Penalty 2740.293255 = -151729.370085 nChanged 103 SP:Iteration 5Q (908.046692 sec): 3 clusters Score: Raw -154611.281309 + Penalty 2740.293255 = -151870.988054 nChanged 125 SP:Iteration 6F (908.077225 sec): 3 clusters Score: Raw -154789.746557 + Penalty 2740.293255 = -152049.453302 nChanged 110 SP:Iteration 7Q (908.107400 sec): 3 clusters Score: Raw -154932.734054 + Penalty 2740.293255 = -152192.440799 nChanged 97 SP:Iteration 8Q (908.226554 sec): 3 clusters Score: Raw -155039.598436 + Penalty 2740.293255 = -152299.305181 nChanged 70 SP:Iteration 9Q (908.345272 sec): 3 clusters Score: Raw -155112.196393 + Penalty 2740.293255 = -152371.903138 nChanged 51 SP:Iteration 10Q (908.428116 sec): 3 clusters Score: Raw -155155.494718 + Penalty 2740.293255 = -152415.201463 nChanged 40 SP:Iteration 11Q (908.466830 sec): 3 clusters Score: Raw -155187.429935 + Penalty 2740.293255 = -152447.136680 nChanged 32 SP:Iteration 12Q (908.495953 sec): 3 clusters Score: Raw -155210.370101 + Penalty 2740.293255 = -152470.076847 nChanged 25 SP:Iteration 13Q (908.525407 sec): 3 clusters Score: Raw -155229.856969 + Penalty 2740.293255 = -152489.563714 nChanged 21 SP:Iteration 14Q (908.554848 sec): 3 clusters Score: Raw -155240.694791 + Penalty 2740.293255 = -152500.401536 nChanged 16 SP:Iteration 15Q (908.583898 sec): 3 clusters Score: Raw -155251.059590 + Penalty 2740.293255 = -152510.766335 nChanged 13 SP:Iteration 16Q (908.613183 sec): 3 clusters Score: Raw -155261.342664 + Penalty 2740.293255 = -152521.049410 nChanged 18 SP:Iteration 17Q (908.642167 sec): 3 clusters Score: Raw -155274.551500 + Penalty 2740.293255 = -152534.258246 nChanged 8 SP:Iteration 18Q (908.671210 sec): 3 clusters Score: Raw -155278.835947 + Penalty 2740.293255 = -152538.542692 nChanged 7 SP:Iteration 19Q (908.700560 sec): 3 clusters Score: Raw -155284.405232 + Penalty 2740.293255 = -152544.111977 nChanged 4 SP:Iteration 20F (908.730142 sec): 3 clusters Score: Raw -155286.081368 + Penalty 2740.293255 = -152545.788113 nChanged 3 SP:Iteration 21Q (908.759144 sec): 3 clusters Score: Raw -155287.596662 + Penalty 2740.293255 = -152547.303407 nChanged 0 SP:Iteration 22F (908.788366 sec): 3 clusters Score: Raw -155287.596662 + Penalty 2740.293255 = -152547.303407 nChanged 0 Trying to split cluster 14 (3100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (908.823814 sec): 2 clusters Score: Raw -235102.607189 + Penalty 1410.872122 = -233691.735067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (908.859984 sec): 3 clusters Score: Raw -233681.132321 + Penalty 2821.744244 = -230859.388077 nChanged 1167 SP:Iteration 1F (908.896810 sec): 3 clusters Score: Raw -234447.220450 + Penalty 2821.744244 = -231625.476205 nChanged 246 SP:Iteration 2F (908.933955 sec): 3 clusters Score: Raw -234610.978293 + Penalty 2821.744244 = -231789.234049 nChanged 152 SP:Iteration 3Q (908.971722 sec): 3 clusters Score: Raw -234718.057705 + Penalty 2821.744244 = -231896.313461 nChanged 120 SP:Iteration 4Q (909.009062 sec): 3 clusters Score: Raw -234795.681616 + Penalty 2821.744244 = -231973.937372 nChanged 87 SP:Iteration 5Q (909.046338 sec): 3 clusters Score: Raw -234844.519838 + Penalty 2821.744244 = -232022.775593 nChanged 76 SP:Iteration 6Q (909.082141 sec): 3 clusters Score: Raw -234883.550648 + Penalty 2821.744244 = -232061.806404 nChanged 65 SP:Iteration 7Q (909.117314 sec): 3 clusters Score: Raw -234916.966863 + Penalty 2821.744244 = -232095.222619 nChanged 66 SP:Iteration 8Q (909.152514 sec): 3 clusters Score: Raw -234951.981799 + Penalty 2821.744244 = -232130.237555 nChanged 75 SP:Iteration 9Q (909.187621 sec): 3 clusters Score: Raw -234995.557712 + Penalty 2821.744244 = -232173.813467 nChanged 68 SP:Iteration 10Q (909.222733 sec): 3 clusters Score: Raw -235038.751753 + Penalty 2821.744244 = -232217.007509 nChanged 70 SP:Iteration 11Q (909.271414 sec): 3 clusters Score: Raw -235080.520467 + Penalty 2821.744244 = -232258.776223 nChanged 59 SP:Iteration 12Q (909.306259 sec): 3 clusters Score: Raw -235119.903563 + Penalty 2821.744244 = -232298.159319 nChanged 54 SP:Iteration 13Q (909.342197 sec): 3 clusters Score: Raw -235153.406581 + Penalty 2821.744244 = -232331.662337 nChanged 43 SP:Iteration 14Q (909.437242 sec): 3 clusters Score: Raw -235177.723591 + Penalty 2821.744244 = -232355.979347 nChanged 42 SP:Iteration 15Q (909.590381 sec): 3 clusters Score: Raw -235202.551893 + Penalty 2821.744244 = -232380.807649 nChanged 36 SP:Iteration 16Q (909.639840 sec): 3 clusters Score: Raw -235224.387580 + Penalty 2821.744244 = -232402.643336 nChanged 34 SP:Iteration 17Q (909.676912 sec): 3 clusters Score: Raw -235242.636891 + Penalty 2821.744244 = -232420.892647 nChanged 33 SP:Iteration 18Q (909.712709 sec): 3 clusters Score: Raw -235260.936548 + Penalty 2821.744244 = -232439.192304 nChanged 30 SP:Iteration 19Q (909.748454 sec): 3 clusters Score: Raw -235277.145330 + Penalty 2821.744244 = -232455.401086 nChanged 28 SP:Iteration 20F (909.784941 sec): 3 clusters Score: Raw -235294.251401 + Penalty 2821.744244 = -232472.507157 nChanged 31 SP:Iteration 21Q (909.821692 sec): 3 clusters Score: Raw -235313.397253 + Penalty 2821.744244 = -232491.653009 nChanged 30 SP:Iteration 22Q (909.858644 sec): 3 clusters Score: Raw -235337.529087 + Penalty 2821.744244 = -232515.784843 nChanged 37 SP:Iteration 23Q (909.895370 sec): 3 clusters Score: Raw -235365.715657 + Penalty 2821.744244 = -232543.971413 nChanged 39 SP:Iteration 24Q (909.932458 sec): 3 clusters Score: Raw -235391.387933 + Penalty 2821.744244 = -232569.643689 nChanged 34 SP:Iteration 25Q (909.969191 sec): 3 clusters Score: Raw -235410.647489 + Penalty 2821.744244 = -232588.903245 nChanged 28 SP:Iteration 26Q (910.004859 sec): 3 clusters Score: Raw -235427.289669 + Penalty 2821.744244 = -232605.545425 nChanged 24 SP:Iteration 27Q (910.040778 sec): 3 clusters Score: Raw -235442.002212 + Penalty 2821.744244 = -232620.257968 nChanged 19 SP:Iteration 28Q (910.077075 sec): 3 clusters Score: Raw -235451.150607 + Penalty 2821.744244 = -232629.406363 nChanged 20 SP:Iteration 29Q (910.113026 sec): 3 clusters Score: Raw -235461.358720 + Penalty 2821.744244 = -232639.614476 nChanged 25 SP:Iteration 30Q (910.148951 sec): 3 clusters Score: Raw -235478.769444 + Penalty 2821.744244 = -232657.025199 nChanged 21 SP:Iteration 31Q (910.184859 sec): 3 clusters Score: Raw -235489.958365 + Penalty 2821.744244 = -232668.214121 nChanged 30 SP:Iteration 32Q (910.221370 sec): 3 clusters Score: Raw -235508.448396 + Penalty 2821.744244 = -232686.704152 nChanged 24 SP:Iteration 33Q (910.257523 sec): 3 clusters Score: Raw -235527.485258 + Penalty 2821.744244 = -232705.741014 nChanged 35 SP:Iteration 34Q (910.293698 sec): 3 clusters Score: Raw -235552.589730 + Penalty 2821.744244 = -232730.845486 nChanged 39 SP:Iteration 35Q (910.329586 sec): 3 clusters Score: Raw -235599.144744 + Penalty 2821.744244 = -232777.400500 nChanged 54 SP:Iteration 36Q (910.367497 sec): 3 clusters Score: Raw -235725.495701 + Penalty 2821.744244 = -232903.751457 nChanged 78 SP:Iteration 37Q (910.404316 sec): 3 clusters Score: Raw -236070.056235 + Penalty 2821.744244 = -233248.311991 nChanged 83 SP:Iteration 38Q (910.440383 sec): 3 clusters Score: Raw -236212.225631 + Penalty 2821.744244 = -233390.481387 nChanged 55 SP:Iteration 39Q (910.476169 sec): 3 clusters Score: Raw -236264.979624 + Penalty 2821.744244 = -233443.235380 nChanged 39 SP:Iteration 40F (910.513394 sec): 3 clusters Score: Raw -236306.002906 + Penalty 2821.744244 = -233484.258661 nChanged 34 SP:Iteration 41Q (910.549847 sec): 3 clusters Score: Raw -236343.332387 + Penalty 2821.744244 = -233521.588143 nChanged 33 SP:Iteration 42Q (910.585816 sec): 3 clusters Score: Raw -236391.826585 + Penalty 2821.744244 = -233570.082341 nChanged 35 SP:Iteration 43Q (910.621733 sec): 3 clusters Score: Raw -236453.982354 + Penalty 2821.744244 = -233632.238110 nChanged 40 SP:Iteration 44Q (910.657354 sec): 3 clusters Score: Raw -236556.340251 + Penalty 2821.744244 = -233734.596007 nChanged 40 SP:Iteration 45Q (910.693342 sec): 3 clusters Score: Raw -236634.031271 + Penalty 2821.744244 = -233812.287027 nChanged 21 SP:Iteration 46Q (910.795743 sec): 3 clusters Score: Raw -236673.910213 + Penalty 2821.744244 = -233852.165969 nChanged 19 SP:Iteration 47Q (910.941026 sec): 3 clusters Score: Raw -236703.668725 + Penalty 2821.744244 = -233881.924481 nChanged 10 SP:Iteration 48Q (910.998953 sec): 3 clusters Score: Raw -236710.779205 + Penalty 2821.744244 = -233889.034961 nChanged 4 SP:Iteration 49Q (911.034719 sec): 3 clusters Score: Raw -236712.255894 + Penalty 2821.744244 = -233890.511650 nChanged 2 SP:Iteration 50Q (911.070707 sec): 3 clusters Score: Raw -236714.328704 + Penalty 2821.744244 = -233892.584460 nChanged 3 SP:Iteration 51Q (911.106373 sec): 3 clusters Score: Raw -236717.018637 + Penalty 2821.744244 = -233895.274393 nChanged 5 SP:Iteration 52Q (911.142073 sec): 3 clusters Score: Raw -236721.148536 + Penalty 2821.744244 = -233899.404291 nChanged 2 SP:Iteration 53Q (911.190839 sec): 3 clusters Score: Raw -236721.985146 + Penalty 2821.744244 = -233900.240902 nChanged 0 SP:Iteration 54F (911.244644 sec): 3 clusters Score: Raw -236721.985146 + Penalty 2821.744244 = -233900.240902 nChanged 0 Score: Raw -7142119.304329 + Penalty 66756.541212 = -7075362.763117 Splitting cluster 14 changes total score from -7075766.310651 to -7075362.763117 So it's not getting split. Trying to split cluster 15 (3589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (915.510119 sec): 2 clusters Score: Raw -265248.826529 + Penalty 1436.577870 = -263812.248659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (915.553137 sec): 3 clusters Score: Raw -263533.006487 + Penalty 2873.155741 = -260659.850747 nChanged 1396 SP:Iteration 1F (915.597626 sec): 3 clusters Score: Raw -264384.465024 + Penalty 2873.155741 = -261511.309283 nChanged 299 SP:Iteration 2F (915.642054 sec): 3 clusters Score: Raw -264639.733733 + Penalty 2873.155741 = -261766.577993 nChanged 251 SP:Iteration 3F (915.684346 sec): 3 clusters Score: Raw -264906.415323 + Penalty 2873.155741 = -262033.259582 nChanged 254 SP:Iteration 4F (915.724242 sec): 3 clusters Score: Raw -265142.876835 + Penalty 2873.155741 = -262269.721094 nChanged 216 SP:Iteration 5F (915.763897 sec): 3 clusters Score: Raw -265356.362944 + Penalty 2873.155741 = -262483.207203 nChanged 166 SP:Iteration 6Q (915.804253 sec): 3 clusters Score: Raw -265493.402982 + Penalty 2873.155741 = -262620.247241 nChanged 130 SP:Iteration 7Q (915.844729 sec): 3 clusters Score: Raw -265605.760022 + Penalty 2873.155741 = -262732.604282 nChanged 106 SP:Iteration 8Q (915.885709 sec): 3 clusters Score: Raw -265714.813703 + Penalty 2873.155741 = -262841.657962 nChanged 100 SP:Iteration 9Q (915.926571 sec): 3 clusters Score: Raw -265805.882066 + Penalty 2873.155741 = -262932.726325 nChanged 86 SP:Iteration 10Q (915.967092 sec): 3 clusters Score: Raw -265869.920017 + Penalty 2873.155741 = -262996.764276 nChanged 59 SP:Iteration 11Q (916.008055 sec): 3 clusters Score: Raw -265911.585127 + Penalty 2873.155741 = -263038.429387 nChanged 44 SP:Iteration 12Q (916.048581 sec): 3 clusters Score: Raw -265943.916133 + Penalty 2873.155741 = -263070.760392 nChanged 41 SP:Iteration 13Q (916.089063 sec): 3 clusters Score: Raw -265970.869630 + Penalty 2873.155741 = -263097.713889 nChanged 36 SP:Iteration 14Q (916.129543 sec): 3 clusters Score: Raw -265992.059871 + Penalty 2873.155741 = -263118.904130 nChanged 27 SP:Iteration 15Q (916.170157 sec): 3 clusters Score: Raw -266009.842644 + Penalty 2873.155741 = -263136.686903 nChanged 28 SP:Iteration 16Q (916.210413 sec): 3 clusters Score: Raw -266027.602457 + Penalty 2873.155741 = -263154.446716 nChanged 30 SP:Iteration 17Q (916.250868 sec): 3 clusters Score: Raw -266047.130080 + Penalty 2873.155741 = -263173.974339 nChanged 23 SP:Iteration 18Q (916.290995 sec): 3 clusters Score: Raw -266059.119149 + Penalty 2873.155741 = -263185.963408 nChanged 19 SP:Iteration 19Q (916.331191 sec): 3 clusters Score: Raw -266070.846520 + Penalty 2873.155741 = -263197.690779 nChanged 22 SP:Iteration 20F (916.483585 sec): 3 clusters Score: Raw -266086.921648 + Penalty 2873.155741 = -263213.765907 nChanged 26 SP:Iteration 21Q (916.601690 sec): 3 clusters Score: Raw -266109.420565 + Penalty 2873.155741 = -263236.264825 nChanged 32 SP:Iteration 22Q (916.713393 sec): 3 clusters Score: Raw -266126.999592 + Penalty 2873.155741 = -263253.843851 nChanged 19 SP:Iteration 23Q (916.753321 sec): 3 clusters Score: Raw -266138.009710 + Penalty 2873.155741 = -263264.853970 nChanged 18 SP:Iteration 24Q (916.793677 sec): 3 clusters Score: Raw -266149.143737 + Penalty 2873.155741 = -263275.987996 nChanged 18 SP:Iteration 25Q (916.833975 sec): 3 clusters Score: Raw -266158.008341 + Penalty 2873.155741 = -263284.852600 nChanged 19 SP:Iteration 26Q (916.875410 sec): 3 clusters Score: Raw -266169.381231 + Penalty 2873.155741 = -263296.225490 nChanged 18 SP:Iteration 27Q (916.915446 sec): 3 clusters Score: Raw -266179.312848 + Penalty 2873.155741 = -263306.157107 nChanged 26 SP:Iteration 28Q (916.955460 sec): 3 clusters Score: Raw -266191.523150 + Penalty 2873.155741 = -263318.367409 nChanged 19 SP:Iteration 29Q (916.995557 sec): 3 clusters Score: Raw -266200.878771 + Penalty 2873.155741 = -263327.723030 nChanged 21 SP:Iteration 30Q (917.035533 sec): 3 clusters Score: Raw -266213.808163 + Penalty 2873.155741 = -263340.652422 nChanged 14 SP:Iteration 31Q (917.075824 sec): 3 clusters Score: Raw -266225.163718 + Penalty 2873.155741 = -263352.007977 nChanged 12 SP:Iteration 32Q (917.116065 sec): 3 clusters Score: Raw -266231.508228 + Penalty 2873.155741 = -263358.352487 nChanged 14 SP:Iteration 33Q (917.156064 sec): 3 clusters Score: Raw -266241.530768 + Penalty 2873.155741 = -263368.375027 nChanged 16 SP:Iteration 34Q (917.196263 sec): 3 clusters Score: Raw -266254.006294 + Penalty 2873.155741 = -263380.850553 nChanged 18 SP:Iteration 35Q (917.236162 sec): 3 clusters Score: Raw -266269.025406 + Penalty 2873.155741 = -263395.869665 nChanged 22 SP:Iteration 36Q (917.276235 sec): 3 clusters Score: Raw -266288.478386 + Penalty 2873.155741 = -263415.322645 nChanged 19 SP:Iteration 37Q (917.315999 sec): 3 clusters Score: Raw -266308.267602 + Penalty 2873.155741 = -263435.111861 nChanged 28 SP:Iteration 38Q (917.355803 sec): 3 clusters Score: Raw -266337.353039 + Penalty 2873.155741 = -263464.197298 nChanged 24 SP:Iteration 39Q (917.395775 sec): 3 clusters Score: Raw -266366.659640 + Penalty 2873.155741 = -263493.503899 nChanged 27 SP:Iteration 40F (917.436219 sec): 3 clusters Score: Raw -266398.224685 + Penalty 2873.155741 = -263525.068945 nChanged 26 SP:Iteration 41Q (917.476021 sec): 3 clusters Score: Raw -266423.102922 + Penalty 2873.155741 = -263549.947181 nChanged 22 SP:Iteration 42Q (917.515681 sec): 3 clusters Score: Raw -266438.136807 + Penalty 2873.155741 = -263564.981067 nChanged 17 SP:Iteration 43Q (917.555343 sec): 3 clusters Score: Raw -266447.329397 + Penalty 2873.155741 = -263574.173657 nChanged 15 SP:Iteration 44Q (917.595200 sec): 3 clusters Score: Raw -266456.058534 + Penalty 2873.155741 = -263582.902793 nChanged 14 SP:Iteration 45Q (917.634762 sec): 3 clusters Score: Raw -266462.413928 + Penalty 2873.155741 = -263589.258187 nChanged 5 SP:Iteration 46Q (917.674230 sec): 3 clusters Score: Raw -266464.346905 + Penalty 2873.155741 = -263591.191164 nChanged 4 SP:Iteration 47Q (917.713977 sec): 3 clusters Score: Raw -266465.501265 + Penalty 2873.155741 = -263592.345524 nChanged 1 SP:Iteration 48Q (917.753547 sec): 3 clusters Score: Raw -266465.664381 + Penalty 2873.155741 = -263592.508640 nChanged 1 SP:Iteration 49Q (917.792921 sec): 3 clusters Score: Raw -266466.036492 + Penalty 2873.155741 = -263592.880751 nChanged 4 SP:Iteration 50Q (917.832445 sec): 3 clusters Score: Raw -266467.342765 + Penalty 2873.155741 = -263594.187025 nChanged 6 SP:Iteration 51Q (917.932273 sec): 3 clusters Score: Raw -266468.788120 + Penalty 2873.155741 = -263595.632380 nChanged 6 SP:Iteration 52Q (918.068222 sec): 3 clusters Score: Raw -266470.809664 + Penalty 2873.155741 = -263597.653923 nChanged 4 SP:Iteration 53Q (918.188801 sec): 3 clusters Score: Raw -266472.073772 + Penalty 2873.155741 = -263598.918031 nChanged 6 SP:Iteration 54Q (918.308154 sec): 3 clusters Score: Raw -266474.884042 + Penalty 2873.155741 = -263601.728301 nChanged 8 SP:Iteration 55Q (918.346881 sec): 3 clusters Score: Raw -266477.798857 + Penalty 2873.155741 = -263604.643117 nChanged 3 SP:Iteration 56Q (918.385789 sec): 3 clusters Score: Raw -266478.390046 + Penalty 2873.155741 = -263605.234305 nChanged 2 SP:Iteration 57Q (918.425229 sec): 3 clusters Score: Raw -266479.298144 + Penalty 2873.155741 = -263606.142403 nChanged 3 SP:Iteration 58Q (918.464614 sec): 3 clusters Score: Raw -266480.574123 + Penalty 2873.155741 = -263607.418382 nChanged 4 SP:Iteration 59Q (918.504047 sec): 3 clusters Score: Raw -266482.249371 + Penalty 2873.155741 = -263609.093630 nChanged 3 SP:Iteration 60F (918.544879 sec): 3 clusters Score: Raw -266482.965075 + Penalty 2873.155741 = -263609.809335 nChanged 2 SP:Iteration 61Q (918.584113 sec): 3 clusters Score: Raw -266483.378512 + Penalty 2873.155741 = -263610.222771 nChanged 1 SP:Iteration 62Q (918.623530 sec): 3 clusters Score: Raw -266484.661378 + Penalty 2873.155741 = -263611.505637 nChanged 3 SP:Iteration 63Q (918.662972 sec): 3 clusters Score: Raw -266485.816711 + Penalty 2873.155741 = -263612.660970 nChanged 3 SP:Iteration 64Q (918.702463 sec): 3 clusters Score: Raw -266486.433213 + Penalty 2873.155741 = -263613.277472 nChanged 0 SP:Iteration 65F (918.743236 sec): 3 clusters Score: Raw -266486.433213 + Penalty 2873.155741 = -263613.277472 nChanged 0 Trying to split cluster 16 (5080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (918.787215 sec): 2 clusters Score: Raw -397028.003136 + Penalty 1497.553178 = -395530.449958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (918.833018 sec): 3 clusters Score: Raw -394493.280625 + Penalty 2995.106356 = -391498.174269 nChanged 2078 SP:Iteration 1F (918.878487 sec): 3 clusters Score: Raw -395803.258617 + Penalty 2995.106356 = -392808.152262 nChanged 428 SP:Iteration 2F (918.934226 sec): 3 clusters Score: Raw -396122.866251 + Penalty 2995.106356 = -393127.759895 nChanged 324 SP:Iteration 3F (918.989576 sec): 3 clusters Score: Raw -396370.352612 + Penalty 2995.106356 = -393375.246256 nChanged 285 SP:Iteration 4F (919.045321 sec): 3 clusters Score: Raw -396606.277255 + Penalty 2995.106356 = -393611.170899 nChanged 282 SP:Iteration 5F (919.095551 sec): 3 clusters Score: Raw -396824.673033 + Penalty 2995.106356 = -393829.566677 nChanged 240 SP:Iteration 6Q (919.140243 sec): 3 clusters Score: Raw -397021.751893 + Penalty 2995.106356 = -394026.645538 nChanged 207 SP:Iteration 7Q (919.184580 sec): 3 clusters Score: Raw -397200.221870 + Penalty 2995.106356 = -394205.115514 nChanged 178 SP:Iteration 8Q (919.229182 sec): 3 clusters Score: Raw -397365.034379 + Penalty 2995.106356 = -394369.928023 nChanged 169 SP:Iteration 9Q (919.279569 sec): 3 clusters Score: Raw -397543.785286 + Penalty 2995.106356 = -394548.678930 nChanged 168 SP:Iteration 10Q (919.329673 sec): 3 clusters Score: Raw -397725.024176 + Penalty 2995.106356 = -394729.917820 nChanged 162 SP:Iteration 11Q (919.379134 sec): 3 clusters Score: Raw -397873.112968 + Penalty 2995.106356 = -394878.006612 nChanged 116 SP:Iteration 12Q (919.427498 sec): 3 clusters Score: Raw -397971.915866 + Penalty 2995.106356 = -394976.809510 nChanged 94 SP:Iteration 13Q (919.471654 sec): 3 clusters Score: Raw -398044.929258 + Penalty 2995.106356 = -395049.822902 nChanged 76 SP:Iteration 14Q (919.515491 sec): 3 clusters Score: Raw -398105.766363 + Penalty 2995.106356 = -395110.660007 nChanged 60 SP:Iteration 15Q (919.659553 sec): 3 clusters Score: Raw -398140.721611 + Penalty 2995.106356 = -395145.615256 nChanged 38 SP:Iteration 16Q (919.773890 sec): 3 clusters Score: Raw -398157.029416 + Penalty 2995.106356 = -395161.923060 nChanged 22 SP:Iteration 17Q (919.822347 sec): 3 clusters Score: Raw -398165.746825 + Penalty 2995.106356 = -395170.640470 nChanged 13 SP:Iteration 18Q (919.867212 sec): 3 clusters Score: Raw -398169.245802 + Penalty 2995.106356 = -395174.139447 nChanged 9 SP:Iteration 19Q (919.909622 sec): 3 clusters Score: Raw -398171.555110 + Penalty 2995.106356 = -395176.448754 nChanged 5 SP:Iteration 20F (919.953301 sec): 3 clusters Score: Raw -398173.344577 + Penalty 2995.106356 = -395178.238221 nChanged 6 SP:Iteration 21Q (920.079047 sec): 3 clusters Score: Raw -398175.059313 + Penalty 2995.106356 = -395179.952957 nChanged 5 SP:Iteration 22Q (920.151696 sec): 3 clusters Score: Raw -398177.086804 + Penalty 2995.106356 = -395181.980449 nChanged 2 SP:Iteration 23Q (920.197228 sec): 3 clusters Score: Raw -398177.286884 + Penalty 2995.106356 = -395182.180528 nChanged 0 SP:Iteration 24F (920.280487 sec): 3 clusters Score: Raw -398177.286884 + Penalty 2995.106356 = -395182.180528 nChanged 0 Trying to split cluster 17 (1697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (920.330031 sec): 2 clusters Score: Raw -100504.200460 + Penalty 1305.126330 = -99199.074130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (920.393421 sec): 3 clusters Score: Raw -99869.062701 + Penalty 2610.252660 = -97258.810041 nChanged 570 SP:Iteration 1F (920.424565 sec): 3 clusters Score: Raw -100422.149291 + Penalty 2610.252660 = -97811.896631 nChanged 159 SP:Iteration 2F (920.453956 sec): 3 clusters Score: Raw -100623.340186 + Penalty 2610.252660 = -98013.087526 nChanged 116 SP:Iteration 3F (920.482499 sec): 3 clusters Score: Raw -100776.357303 + Penalty 2610.252660 = -98166.104643 nChanged 92 SP:Iteration 4F (920.510736 sec): 3 clusters Score: Raw -100914.987048 + Penalty 2610.252660 = -98304.734388 nChanged 73 SP:Iteration 5Q (920.539409 sec): 3 clusters Score: Raw -101008.357856 + Penalty 2610.252660 = -98398.105196 nChanged 75 SP:Iteration 6Q (920.567870 sec): 3 clusters Score: Raw -101110.467010 + Penalty 2610.252660 = -98500.214350 nChanged 58 SP:Iteration 7Q (920.595758 sec): 3 clusters Score: Raw -101193.252973 + Penalty 2610.252660 = -98583.000313 nChanged 48 SP:Iteration 8Q (920.623494 sec): 3 clusters Score: Raw -101259.058901 + Penalty 2610.252660 = -98648.806240 nChanged 42 SP:Iteration 9Q (920.651401 sec): 3 clusters Score: Raw -101310.567270 + Penalty 2610.252660 = -98700.314610 nChanged 25 SP:Iteration 10Q (920.676850 sec): 3 clusters Score: Raw -101340.432576 + Penalty 2610.252660 = -98730.179916 nChanged 23 SP:Iteration 11Q (920.702223 sec): 3 clusters Score: Raw -101362.868199 + Penalty 2610.252660 = -98752.615539 nChanged 15 SP:Iteration 12Q (920.727425 sec): 3 clusters Score: Raw -101372.193535 + Penalty 2610.252660 = -98761.940875 nChanged 9 SP:Iteration 13Q (920.752193 sec): 3 clusters Score: Raw -101378.211754 + Penalty 2610.252660 = -98767.959094 nChanged 4 SP:Iteration 14Q (920.777105 sec): 3 clusters Score: Raw -101380.889732 + Penalty 2610.252660 = -98770.637072 nChanged 5 SP:Iteration 15Q (920.801647 sec): 3 clusters Score: Raw -101383.894858 + Penalty 2610.252660 = -98773.642198 nChanged 5 SP:Iteration 16Q (920.826431 sec): 3 clusters Score: Raw -101387.076057 + Penalty 2610.252660 = -98776.823397 nChanged 5 SP:Iteration 17Q (920.851285 sec): 3 clusters Score: Raw -101389.910954 + Penalty 2610.252660 = -98779.658294 nChanged 2 SP:Iteration 18Q (920.876044 sec): 3 clusters Score: Raw -101393.990999 + Penalty 2610.252660 = -98783.738339 nChanged 0 SP:Iteration 19F (920.900347 sec): 3 clusters Score: Raw -101393.990999 + Penalty 2610.252660 = -98783.738339 nChanged 0 Trying to split cluster 18 (2127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (920.994573 sec): 2 clusters Score: Raw -152966.675162 + Penalty 1344.763102 = -151621.912060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (921.160846 sec): 3 clusters Score: Raw -152072.127395 + Penalty 2689.526203 = -149382.601192 nChanged 741 SP:Iteration 1F (921.169638 sec): 3 clusters Score: Raw -152674.086971 + Penalty 2689.526203 = -149984.560768 nChanged 207 SP:Iteration 2F (921.198007 sec): 3 clusters Score: Raw -152939.050407 + Penalty 2689.526203 = -150249.524204 nChanged 185 SP:Iteration 3F (921.226397 sec): 3 clusters Score: Raw -153172.724587 + Penalty 2689.526203 = -150483.198384 nChanged 141 SP:Iteration 4F (921.254171 sec): 3 clusters Score: Raw -153342.277138 + Penalty 2689.526203 = -150652.750935 nChanged 107 SP:Iteration 5F (921.281931 sec): 3 clusters Score: Raw -153471.067675 + Penalty 2689.526203 = -150781.541472 nChanged 74 SP:Iteration 6Q (921.315864 sec): 3 clusters Score: Raw -153550.468330 + Penalty 2689.526203 = -150860.942127 nChanged 56 SP:Iteration 7Q (921.344229 sec): 3 clusters Score: Raw -153615.592208 + Penalty 2689.526203 = -150926.066005 nChanged 43 SP:Iteration 8Q (921.372633 sec): 3 clusters Score: Raw -153657.565548 + Penalty 2689.526203 = -150968.039345 nChanged 32 SP:Iteration 9Q (921.400433 sec): 3 clusters Score: Raw -153690.890335 + Penalty 2689.526203 = -151001.364131 nChanged 34 SP:Iteration 10Q (921.428565 sec): 3 clusters Score: Raw -153725.863900 + Penalty 2689.526203 = -151036.337697 nChanged 21 SP:Iteration 11Q (921.456434 sec): 3 clusters Score: Raw -153744.578332 + Penalty 2689.526203 = -151055.052129 nChanged 14 SP:Iteration 12Q (921.484102 sec): 3 clusters Score: Raw -153753.630950 + Penalty 2689.526203 = -151064.104747 nChanged 15 SP:Iteration 13Q (921.511654 sec): 3 clusters Score: Raw -153764.519710 + Penalty 2689.526203 = -151074.993506 nChanged 14 SP:Iteration 14Q (921.539239 sec): 3 clusters Score: Raw -153776.499459 + Penalty 2689.526203 = -151086.973256 nChanged 19 SP:Iteration 15Q (921.566795 sec): 3 clusters Score: Raw -153794.888435 + Penalty 2689.526203 = -151105.362232 nChanged 15 SP:Iteration 16Q (921.594208 sec): 3 clusters Score: Raw -153810.323529 + Penalty 2689.526203 = -151120.797326 nChanged 22 SP:Iteration 17Q (921.621782 sec): 3 clusters Score: Raw -153839.192287 + Penalty 2689.526203 = -151149.666084 nChanged 21 SP:Iteration 18Q (921.649533 sec): 3 clusters Score: Raw -153862.517848 + Penalty 2689.526203 = -151172.991645 nChanged 28 SP:Iteration 19Q (921.677220 sec): 3 clusters Score: Raw -153895.879393 + Penalty 2689.526203 = -151206.353189 nChanged 23 SP:Iteration 20F (921.704576 sec): 3 clusters Score: Raw -153931.335006 + Penalty 2689.526203 = -151241.808803 nChanged 29 SP:Iteration 21Q (921.732031 sec): 3 clusters Score: Raw -153959.986272 + Penalty 2689.526203 = -151270.460069 nChanged 15 SP:Iteration 22Q (921.759504 sec): 3 clusters Score: Raw -153970.970858 + Penalty 2689.526203 = -151281.444655 nChanged 12 SP:Iteration 23Q (921.786893 sec): 3 clusters Score: Raw -153982.796065 + Penalty 2689.526203 = -151293.269862 nChanged 15 SP:Iteration 24Q (921.814324 sec): 3 clusters Score: Raw -153995.611310 + Penalty 2689.526203 = -151306.085107 nChanged 14 SP:Iteration 25Q (921.841788 sec): 3 clusters Score: Raw -154005.572579 + Penalty 2689.526203 = -151316.046376 nChanged 7 SP:Iteration 26Q (921.869291 sec): 3 clusters Score: Raw -154011.522188 + Penalty 2689.526203 = -151321.995985 nChanged 11 SP:Iteration 27Q (921.896652 sec): 3 clusters Score: Raw -154018.216615 + Penalty 2689.526203 = -151328.690412 nChanged 6 SP:Iteration 28Q (921.923892 sec): 3 clusters Score: Raw -154020.139297 + Penalty 2689.526203 = -151330.613094 nChanged 0 SP:Iteration 29F (921.951280 sec): 3 clusters Score: Raw -154020.139297 + Penalty 2689.526203 = -151330.613094 nChanged 0 Trying to split cluster 19 (3318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (922.013377 sec): 2 clusters Score: Raw -230865.895928 + Penalty 1422.799116 = -229443.096812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (922.175462 sec): 3 clusters Score: Raw -229284.271571 + Penalty 2845.598232 = -226438.673339 nChanged 1271 SP:Iteration 1F (922.210816 sec): 3 clusters Score: Raw -230050.996020 + Penalty 2845.598232 = -227205.397788 nChanged 268 SP:Iteration 2F (922.249657 sec): 3 clusters Score: Raw -230269.343309 + Penalty 2845.598232 = -227423.745077 nChanged 215 SP:Iteration 3F (922.288153 sec): 3 clusters Score: Raw -230453.264914 + Penalty 2845.598232 = -227607.666681 nChanged 177 SP:Iteration 4F (922.328375 sec): 3 clusters Score: Raw -230624.639219 + Penalty 2845.598232 = -227779.040986 nChanged 179 SP:Iteration 5F (922.368460 sec): 3 clusters Score: Raw -230789.570437 + Penalty 2845.598232 = -227943.972205 nChanged 158 SP:Iteration 6Q (922.409161 sec): 3 clusters Score: Raw -230931.177786 + Penalty 2845.598232 = -228085.579554 nChanged 126 SP:Iteration 7Q (922.450033 sec): 3 clusters Score: Raw -231033.750620 + Penalty 2845.598232 = -228188.152388 nChanged 95 SP:Iteration 8Q (922.490215 sec): 3 clusters Score: Raw -231093.258035 + Penalty 2845.598232 = -228247.659803 nChanged 70 SP:Iteration 9Q (922.529822 sec): 3 clusters Score: Raw -231128.959708 + Penalty 2845.598232 = -228283.361476 nChanged 52 SP:Iteration 10Q (922.568908 sec): 3 clusters Score: Raw -231161.435968 + Penalty 2845.598232 = -228315.837736 nChanged 61 SP:Iteration 11Q (922.607977 sec): 3 clusters Score: Raw -231197.392535 + Penalty 2845.598232 = -228351.794302 nChanged 44 SP:Iteration 12Q (922.646880 sec): 3 clusters Score: Raw -231222.406241 + Penalty 2845.598232 = -228376.808008 nChanged 39 SP:Iteration 13Q (922.685788 sec): 3 clusters Score: Raw -231240.459272 + Penalty 2845.598232 = -228394.861040 nChanged 38 SP:Iteration 14Q (922.724568 sec): 3 clusters Score: Raw -231257.210793 + Penalty 2845.598232 = -228411.612560 nChanged 40 SP:Iteration 15Q (922.763357 sec): 3 clusters Score: Raw -231277.032897 + Penalty 2845.598232 = -228431.434665 nChanged 32 SP:Iteration 16Q (922.802116 sec): 3 clusters Score: Raw -231292.010007 + Penalty 2845.598232 = -228446.411775 nChanged 26 SP:Iteration 17Q (922.840834 sec): 3 clusters Score: Raw -231305.809372 + Penalty 2845.598232 = -228460.211140 nChanged 20 SP:Iteration 18Q (922.880208 sec): 3 clusters Score: Raw -231314.714782 + Penalty 2845.598232 = -228469.116549 nChanged 26 SP:Iteration 19Q (922.920010 sec): 3 clusters Score: Raw -231325.923679 + Penalty 2845.598232 = -228480.325447 nChanged 10 SP:Iteration 20F (922.959651 sec): 3 clusters Score: Raw -231330.133791 + Penalty 2845.598232 = -228484.535559 nChanged 14 SP:Iteration 21Q (922.999151 sec): 3 clusters Score: Raw -231336.331422 + Penalty 2845.598232 = -228490.733190 nChanged 19 SP:Iteration 22Q (923.049612 sec): 3 clusters Score: Raw -231344.704195 + Penalty 2845.598232 = -228499.105963 nChanged 13 SP:Iteration 23Q (923.088549 sec): 3 clusters Score: Raw -231349.548201 + Penalty 2845.598232 = -228503.949968 nChanged 17 SP:Iteration 24Q (923.127219 sec): 3 clusters Score: Raw -231358.906324 + Penalty 2845.598232 = -228513.308091 nChanged 16 SP:Iteration 25Q (923.165887 sec): 3 clusters Score: Raw -231365.661296 + Penalty 2845.598232 = -228520.063064 nChanged 16 SP:Iteration 26Q (923.204560 sec): 3 clusters Score: Raw -231374.140252 + Penalty 2845.598232 = -228528.542020 nChanged 14 SP:Iteration 27Q (923.243254 sec): 3 clusters Score: Raw -231378.523879 + Penalty 2845.598232 = -228532.925646 nChanged 10 SP:Iteration 28Q (923.281714 sec): 3 clusters Score: Raw -231383.104377 + Penalty 2845.598232 = -228537.506145 nChanged 14 SP:Iteration 29Q (923.320384 sec): 3 clusters Score: Raw -231389.056856 + Penalty 2845.598232 = -228543.458624 nChanged 10 SP:Iteration 30Q (923.433069 sec): 3 clusters Score: Raw -231392.912182 + Penalty 2845.598232 = -228547.313950 nChanged 14 SP:Iteration 31Q (923.565475 sec): 3 clusters Score: Raw -231398.981049 + Penalty 2845.598232 = -228553.382817 nChanged 13 SP:Iteration 32Q (923.628778 sec): 3 clusters Score: Raw -231402.929922 + Penalty 2845.598232 = -228557.331690 nChanged 10 SP:Iteration 33Q (923.667466 sec): 3 clusters Score: Raw -231406.820163 + Penalty 2845.598232 = -228561.221931 nChanged 11 SP:Iteration 34Q (923.706538 sec): 3 clusters Score: Raw -231410.652983 + Penalty 2845.598232 = -228565.054751 nChanged 9 SP:Iteration 35Q (923.745239 sec): 3 clusters Score: Raw -231414.435212 + Penalty 2845.598232 = -228568.836980 nChanged 8 SP:Iteration 36Q (923.784063 sec): 3 clusters Score: Raw -231418.483328 + Penalty 2845.598232 = -228572.885096 nChanged 8 SP:Iteration 37Q (923.822881 sec): 3 clusters Score: Raw -231421.968798 + Penalty 2845.598232 = -228576.370565 nChanged 6 SP:Iteration 38Q (923.861649 sec): 3 clusters Score: Raw -231424.281189 + Penalty 2845.598232 = -228578.682957 nChanged 7 SP:Iteration 39Q (923.900457 sec): 3 clusters Score: Raw -231426.192601 + Penalty 2845.598232 = -228580.594368 nChanged 3 SP:Iteration 40F (923.938977 sec): 3 clusters Score: Raw -231428.012299 + Penalty 2845.598232 = -228582.414067 nChanged 3 SP:Iteration 41Q (923.977498 sec): 3 clusters Score: Raw -231428.517937 + Penalty 2845.598232 = -228582.919704 nChanged 1 SP:Iteration 42Q (924.016227 sec): 3 clusters Score: Raw -231428.644998 + Penalty 2845.598232 = -228583.046766 nChanged 1 SP:Iteration 43Q (924.054822 sec): 3 clusters Score: Raw -231428.989532 + Penalty 2845.598232 = -228583.391299 nChanged 2 SP:Iteration 44Q (924.093841 sec): 3 clusters Score: Raw -231429.360189 + Penalty 2845.598232 = -228583.761957 nChanged 1 SP:Iteration 45Q (924.133002 sec): 3 clusters Score: Raw -231429.474025 + Penalty 2845.598232 = -228583.875793 nChanged 2 SP:Iteration 46Q (924.172132 sec): 3 clusters Score: Raw -231429.779101 + Penalty 2845.598232 = -228584.180869 nChanged 0 SP:Iteration 47F (924.211349 sec): 3 clusters Score: Raw -231429.779101 + Penalty 2845.598232 = -228584.180869 nChanged 0 Trying to split cluster 20 (3977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (924.278544 sec): 2 clusters Score: Raw -314004.049446 + Penalty 1454.593674 = -312549.455772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (924.320385 sec): 3 clusters Score: Raw -312083.794673 + Penalty 2909.187349 = -309174.607324 nChanged 1499 SP:Iteration 1F (924.368095 sec): 3 clusters Score: Raw -312921.067293 + Penalty 2909.187349 = -310011.879944 nChanged 279 SP:Iteration 2F (924.412505 sec): 3 clusters Score: Raw -313074.870934 + Penalty 2909.187349 = -310165.683585 nChanged 213 SP:Iteration 3F (924.456912 sec): 3 clusters Score: Raw -313195.801397 + Penalty 2909.187349 = -310286.614048 nChanged 154 SP:Iteration 4Q (924.501783 sec): 3 clusters Score: Raw -313286.037748 + Penalty 2909.187349 = -310376.850399 nChanged 140 SP:Iteration 5Q (924.546557 sec): 3 clusters Score: Raw -313367.121428 + Penalty 2909.187349 = -310457.934079 nChanged 138 SP:Iteration 6Q (924.588501 sec): 3 clusters Score: Raw -313449.209528 + Penalty 2909.187349 = -310540.022179 nChanged 139 SP:Iteration 7Q (924.630631 sec): 3 clusters Score: Raw -313536.705733 + Penalty 2909.187349 = -310627.518384 nChanged 131 SP:Iteration 8Q (924.672998 sec): 3 clusters Score: Raw -313609.054893 + Penalty 2909.187349 = -310699.867545 nChanged 113 SP:Iteration 9Q (924.716576 sec): 3 clusters Score: Raw -313664.586476 + Penalty 2909.187349 = -310755.399127 nChanged 90 SP:Iteration 10Q (924.760019 sec): 3 clusters Score: Raw -313704.781092 + Penalty 2909.187349 = -310795.593743 nChanged 81 SP:Iteration 11Q (924.803706 sec): 3 clusters Score: Raw -313736.699477 + Penalty 2909.187349 = -310827.512128 nChanged 59 SP:Iteration 12Q (924.968404 sec): 3 clusters Score: Raw -313764.929197 + Penalty 2909.187349 = -310855.741848 nChanged 68 SP:Iteration 13Q (925.023130 sec): 3 clusters Score: Raw -313798.873085 + Penalty 2909.187349 = -310889.685736 nChanged 52 SP:Iteration 14Q (925.064559 sec): 3 clusters Score: Raw -313822.978809 + Penalty 2909.187349 = -310913.791460 nChanged 47 SP:Iteration 15Q (925.192436 sec): 3 clusters Score: Raw -313845.908249 + Penalty 2909.187349 = -310936.720900 nChanged 49 SP:Iteration 16Q (925.238497 sec): 3 clusters Score: Raw -313867.112425 + Penalty 2909.187349 = -310957.925077 nChanged 43 SP:Iteration 17Q (925.284895 sec): 3 clusters Score: Raw -313886.384441 + Penalty 2909.187349 = -310977.197092 nChanged 41 SP:Iteration 18Q (925.330982 sec): 3 clusters Score: Raw -313902.701388 + Penalty 2909.187349 = -310993.514039 nChanged 35 SP:Iteration 19Q (925.372209 sec): 3 clusters Score: Raw -313919.266715 + Penalty 2909.187349 = -311010.079366 nChanged 36 SP:Iteration 20F (925.413064 sec): 3 clusters Score: Raw -313935.046455 + Penalty 2909.187349 = -311025.859106 nChanged 36 SP:Iteration 21Q (925.454297 sec): 3 clusters Score: Raw -313952.618690 + Penalty 2909.187349 = -311043.431341 nChanged 34 SP:Iteration 22Q (925.495904 sec): 3 clusters Score: Raw -313966.044519 + Penalty 2909.187349 = -311056.857170 nChanged 28 SP:Iteration 23Q (925.539905 sec): 3 clusters Score: Raw -313978.487161 + Penalty 2909.187349 = -311069.299812 nChanged 30 SP:Iteration 24Q (925.584006 sec): 3 clusters Score: Raw -313988.551677 + Penalty 2909.187349 = -311079.364328 nChanged 17 SP:Iteration 25Q (925.627981 sec): 3 clusters Score: Raw -313994.815167 + Penalty 2909.187349 = -311085.627818 nChanged 16 SP:Iteration 26Q (925.672090 sec): 3 clusters Score: Raw -314002.674237 + Penalty 2909.187349 = -311093.486888 nChanged 20 SP:Iteration 27Q (925.714547 sec): 3 clusters Score: Raw -314010.382278 + Penalty 2909.187349 = -311101.194929 nChanged 19 SP:Iteration 28Q (925.756599 sec): 3 clusters Score: Raw -314018.698987 + Penalty 2909.187349 = -311109.511638 nChanged 17 SP:Iteration 29Q (925.798850 sec): 3 clusters Score: Raw -314026.548807 + Penalty 2909.187349 = -311117.361458 nChanged 19 SP:Iteration 30Q (925.841146 sec): 3 clusters Score: Raw -314032.306832 + Penalty 2909.187349 = -311123.119483 nChanged 14 SP:Iteration 31Q (925.883418 sec): 3 clusters Score: Raw -314037.251747 + Penalty 2909.187349 = -311128.064398 nChanged 16 SP:Iteration 32Q (925.925626 sec): 3 clusters Score: Raw -314041.987807 + Penalty 2909.187349 = -311132.800458 nChanged 6 SP:Iteration 33Q (925.967616 sec): 3 clusters Score: Raw -314044.231567 + Penalty 2909.187349 = -311135.044219 nChanged 3 SP:Iteration 34Q (926.009683 sec): 3 clusters Score: Raw -314045.316227 + Penalty 2909.187349 = -311136.128878 nChanged 5 SP:Iteration 35Q (926.052070 sec): 3 clusters Score: Raw -314046.276980 + Penalty 2909.187349 = -311137.089631 nChanged 7 SP:Iteration 36Q (926.094068 sec): 3 clusters Score: Raw -314048.851370 + Penalty 2909.187349 = -311139.664021 nChanged 12 SP:Iteration 37Q (926.136053 sec): 3 clusters Score: Raw -314052.127855 + Penalty 2909.187349 = -311142.940507 nChanged 13 SP:Iteration 38Q (926.178286 sec): 3 clusters Score: Raw -314056.570236 + Penalty 2909.187349 = -311147.382887 nChanged 16 SP:Iteration 39Q (926.220535 sec): 3 clusters Score: Raw -314062.307420 + Penalty 2909.187349 = -311153.120071 nChanged 17 SP:Iteration 40F (926.262100 sec): 3 clusters Score: Raw -314067.972268 + Penalty 2909.187349 = -311158.784919 nChanged 15 SP:Iteration 41Q (926.304245 sec): 3 clusters Score: Raw -314072.362827 + Penalty 2909.187349 = -311163.175478 nChanged 10 SP:Iteration 42Q (926.428287 sec): 3 clusters Score: Raw -314076.286459 + Penalty 2909.187349 = -311167.099110 nChanged 6 SP:Iteration 43Q (926.551031 sec): 3 clusters Score: Raw -314078.412297 + Penalty 2909.187349 = -311169.224948 nChanged 9 SP:Iteration 44Q (926.690572 sec): 3 clusters Score: Raw -314080.144364 + Penalty 2909.187349 = -311170.957015 nChanged 2 SP:Iteration 45Q (926.813966 sec): 3 clusters Score: Raw -314080.413526 + Penalty 2909.187349 = -311171.226178 nChanged 1 SP:Iteration 46Q (926.930605 sec): 3 clusters Score: Raw -314080.660383 + Penalty 2909.187349 = -311171.473034 nChanged 1 SP:Iteration 47Q (926.990650 sec): 3 clusters Score: Raw -314080.892932 + Penalty 2909.187349 = -311171.705583 nChanged 2 SP:Iteration 48Q (927.096381 sec): 3 clusters Score: Raw -314081.215766 + Penalty 2909.187349 = -311172.028417 nChanged 0 SP:Iteration 49F (927.138278 sec): 3 clusters Score: Raw -314081.215766 + Penalty 2909.187349 = -311172.028417 nChanged 0 Trying to split cluster 21 (1469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (927.173246 sec): 2 clusters Score: Raw -67679.503154 + Penalty 1279.805174 = -66399.697980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (927.195520 sec): 3 clusters Score: Raw -67152.096972 + Penalty 2559.610349 = -64592.486623 nChanged 501 SP:Iteration 1F (927.216719 sec): 3 clusters Score: Raw -67691.897996 + Penalty 2559.610349 = -65132.287647 nChanged 149 SP:Iteration 2F (927.237598 sec): 3 clusters Score: Raw -67898.497694 + Penalty 2559.610349 = -65338.887345 nChanged 99 SP:Iteration 3F (927.258684 sec): 3 clusters Score: Raw -68036.514581 + Penalty 2559.610349 = -65476.904232 nChanged 67 SP:Iteration 4Q (927.279974 sec): 3 clusters Score: Raw -68123.027303 + Penalty 2559.610349 = -65563.416955 nChanged 54 SP:Iteration 5Q (927.301215 sec): 3 clusters Score: Raw -68208.304991 + Penalty 2559.610349 = -65648.694642 nChanged 54 SP:Iteration 6Q (927.322368 sec): 3 clusters Score: Raw -68292.539806 + Penalty 2559.610349 = -65732.929458 nChanged 46 SP:Iteration 7Q (927.343493 sec): 3 clusters Score: Raw -68355.718761 + Penalty 2559.610349 = -65796.108412 nChanged 35 SP:Iteration 8Q (927.364623 sec): 3 clusters Score: Raw -68412.654512 + Penalty 2559.610349 = -65853.044163 nChanged 45 SP:Iteration 9Q (927.385249 sec): 3 clusters Score: Raw -68487.766688 + Penalty 2559.610349 = -65928.156339 nChanged 39 SP:Iteration 10Q (927.405734 sec): 3 clusters Score: Raw -68545.239293 + Penalty 2559.610349 = -65985.628944 nChanged 35 SP:Iteration 11Q (927.426217 sec): 3 clusters Score: Raw -68596.885591 + Penalty 2559.610349 = -66037.275242 nChanged 34 SP:Iteration 12Q (927.446829 sec): 3 clusters Score: Raw -68633.343278 + Penalty 2559.610349 = -66073.732929 nChanged 25 SP:Iteration 13Q (927.467272 sec): 3 clusters Score: Raw -68666.809488 + Penalty 2559.610349 = -66107.199139 nChanged 18 SP:Iteration 14Q (927.487618 sec): 3 clusters Score: Raw -68688.165885 + Penalty 2559.610349 = -66128.555536 nChanged 10 SP:Iteration 15Q (927.507932 sec): 3 clusters Score: Raw -68698.184467 + Penalty 2559.610349 = -66138.574118 nChanged 11 SP:Iteration 16Q (927.528292 sec): 3 clusters Score: Raw -68712.370607 + Penalty 2559.610349 = -66152.760259 nChanged 7 SP:Iteration 17Q (927.548713 sec): 3 clusters Score: Raw -68718.986938 + Penalty 2559.610349 = -66159.376589 nChanged 8 SP:Iteration 18Q (927.569299 sec): 3 clusters Score: Raw -68728.352208 + Penalty 2559.610349 = -66168.741859 nChanged 5 SP:Iteration 19Q (927.589636 sec): 3 clusters Score: Raw -68732.065150 + Penalty 2559.610349 = -66172.454802 nChanged 7 SP:Iteration 20F (927.610250 sec): 3 clusters Score: Raw -68736.936106 + Penalty 2559.610349 = -66177.325757 nChanged 5 SP:Iteration 21Q (927.630764 sec): 3 clusters Score: Raw -68742.400270 + Penalty 2559.610349 = -66182.789922 nChanged 7 SP:Iteration 22Q (927.651199 sec): 3 clusters Score: Raw -68748.318989 + Penalty 2559.610349 = -66188.708640 nChanged 6 SP:Iteration 23Q (927.671542 sec): 3 clusters Score: Raw -68757.621996 + Penalty 2559.610349 = -66198.011647 nChanged 6 SP:Iteration 24Q (927.763520 sec): 3 clusters Score: Raw -68766.124148 + Penalty 2559.610349 = -66206.513799 nChanged 5 SP:Iteration 25Q (927.881670 sec): 3 clusters Score: Raw -68773.408112 + Penalty 2559.610349 = -66213.797763 nChanged 2 SP:Iteration 26Q (927.997000 sec): 3 clusters Score: Raw -68776.049015 + Penalty 2559.610349 = -66216.438667 nChanged 3 SP:Iteration 27Q (928.089065 sec): 3 clusters Score: Raw -68778.010281 + Penalty 2559.610349 = -66218.399932 nChanged 1 SP:Iteration 28Q (928.202423 sec): 3 clusters Score: Raw -68778.358278 + Penalty 2559.610349 = -66218.747929 nChanged 0 SP:Iteration 29F (928.295889 sec): 3 clusters Score: Raw -68778.358278 + Penalty 2559.610349 = -66218.747929 nChanged 0 Trying to split cluster 22 (2713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (928.356807 sec): 2 clusters Score: Raw -200432.677241 + Penalty 1387.469710 = -199045.207531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (928.391988 sec): 3 clusters Score: Raw -199206.337986 + Penalty 2774.939420 = -196431.398566 nChanged 1013 SP:Iteration 1F (928.426843 sec): 3 clusters Score: Raw -199972.210117 + Penalty 2774.939420 = -197197.270697 nChanged 294 SP:Iteration 2F (928.460909 sec): 3 clusters Score: Raw -200290.988688 + Penalty 2774.939420 = -197516.049268 nChanged 245 SP:Iteration 3F (928.495783 sec): 3 clusters Score: Raw -200630.196155 + Penalty 2774.939420 = -197855.256735 nChanged 208 SP:Iteration 4F (928.530677 sec): 3 clusters Score: Raw -200909.838458 + Penalty 2774.939420 = -198134.899039 nChanged 156 SP:Iteration 5F (928.565428 sec): 3 clusters Score: Raw -201094.009999 + Penalty 2774.939420 = -198319.070579 nChanged 105 SP:Iteration 6Q (928.600039 sec): 3 clusters Score: Raw -201197.401378 + Penalty 2774.939420 = -198422.461958 nChanged 73 SP:Iteration 7Q (928.633956 sec): 3 clusters Score: Raw -201258.431963 + Penalty 2774.939420 = -198483.492543 nChanged 55 SP:Iteration 8Q (928.667867 sec): 3 clusters Score: Raw -201307.886516 + Penalty 2774.939420 = -198532.947096 nChanged 56 SP:Iteration 9Q (928.701680 sec): 3 clusters Score: Raw -201363.948522 + Penalty 2774.939420 = -198589.009102 nChanged 51 SP:Iteration 10Q (928.735383 sec): 3 clusters Score: Raw -201418.168373 + Penalty 2774.939420 = -198643.228953 nChanged 50 SP:Iteration 11Q (928.769113 sec): 3 clusters Score: Raw -201470.187196 + Penalty 2774.939420 = -198695.247776 nChanged 43 SP:Iteration 12Q (928.802862 sec): 3 clusters Score: Raw -201509.434517 + Penalty 2774.939420 = -198734.495097 nChanged 42 SP:Iteration 13Q (928.836484 sec): 3 clusters Score: Raw -201540.723076 + Penalty 2774.939420 = -198765.783656 nChanged 29 SP:Iteration 14Q (928.870148 sec): 3 clusters Score: Raw -201559.291100 + Penalty 2774.939420 = -198784.351681 nChanged 26 SP:Iteration 15Q (928.903637 sec): 3 clusters Score: Raw -201573.704464 + Penalty 2774.939420 = -198798.765044 nChanged 22 SP:Iteration 16Q (928.937188 sec): 3 clusters Score: Raw -201583.096707 + Penalty 2774.939420 = -198808.157287 nChanged 15 SP:Iteration 17Q (928.970635 sec): 3 clusters Score: Raw -201590.149995 + Penalty 2774.939420 = -198815.210575 nChanged 12 SP:Iteration 18Q (929.004468 sec): 3 clusters Score: Raw -201594.699802 + Penalty 2774.939420 = -198819.760382 nChanged 7 SP:Iteration 19Q (929.037988 sec): 3 clusters Score: Raw -201597.552214 + Penalty 2774.939420 = -198822.612794 nChanged 6 SP:Iteration 20F (929.071483 sec): 3 clusters Score: Raw -201599.918691 + Penalty 2774.939420 = -198824.979271 nChanged 10 SP:Iteration 21Q (929.104908 sec): 3 clusters Score: Raw -201604.561006 + Penalty 2774.939420 = -198829.621586 nChanged 6 SP:Iteration 22Q (929.138430 sec): 3 clusters Score: Raw -201606.160384 + Penalty 2774.939420 = -198831.220965 nChanged 4 SP:Iteration 23Q (929.171837 sec): 3 clusters Score: Raw -201607.866035 + Penalty 2774.939420 = -198832.926615 nChanged 5 SP:Iteration 24Q (929.291537 sec): 3 clusters Score: Raw -201610.326996 + Penalty 2774.939420 = -198835.387576 nChanged 4 SP:Iteration 25Q (929.419072 sec): 3 clusters Score: Raw -201612.549707 + Penalty 2774.939420 = -198837.610287 nChanged 2 SP:Iteration 26Q (929.508613 sec): 3 clusters Score: Raw -201612.996515 + Penalty 2774.939420 = -198838.057095 nChanged 2 SP:Iteration 27Q (929.542769 sec): 3 clusters Score: Raw -201613.295360 + Penalty 2774.939420 = -198838.355941 nChanged 0 SP:Iteration 28F (929.576700 sec): 3 clusters Score: Raw -201613.295360 + Penalty 2774.939420 = -198838.355941 nChanged 0 Trying to split cluster 23 (2030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (929.616148 sec): 2 clusters Score: Raw -133395.330488 + Penalty 1336.571333 = -132058.759155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (929.644486 sec): 3 clusters Score: Raw -132517.453521 + Penalty 2673.142666 = -129844.310855 nChanged 700 SP:Iteration 1F (929.673622 sec): 3 clusters Score: Raw -133019.234581 + Penalty 2673.142666 = -130346.091914 nChanged 173 SP:Iteration 2F (929.702713 sec): 3 clusters Score: Raw -133157.301262 + Penalty 2673.142666 = -130484.158596 nChanged 103 SP:Iteration 3F (929.731563 sec): 3 clusters Score: Raw -133250.139607 + Penalty 2673.142666 = -130576.996941 nChanged 92 SP:Iteration 4Q (929.760810 sec): 3 clusters Score: Raw -133330.362566 + Penalty 2673.142666 = -130657.219899 nChanged 67 SP:Iteration 5Q (929.789990 sec): 3 clusters Score: Raw -133412.016657 + Penalty 2673.142666 = -130738.873990 nChanged 85 SP:Iteration 6Q (929.819595 sec): 3 clusters Score: Raw -133508.915322 + Penalty 2673.142666 = -130835.772655 nChanged 72 SP:Iteration 7Q (929.849211 sec): 3 clusters Score: Raw -133590.842268 + Penalty 2673.142666 = -130917.699602 nChanged 76 SP:Iteration 8Q (929.876204 sec): 3 clusters Score: Raw -133670.967401 + Penalty 2673.142666 = -130997.824735 nChanged 60 SP:Iteration 9Q (929.903098 sec): 3 clusters Score: Raw -133738.291152 + Penalty 2673.142666 = -131065.148485 nChanged 62 SP:Iteration 10Q (929.930013 sec): 3 clusters Score: Raw -133807.410486 + Penalty 2673.142666 = -131134.267820 nChanged 52 SP:Iteration 11Q (929.956723 sec): 3 clusters Score: Raw -133850.848153 + Penalty 2673.142666 = -131177.705486 nChanged 46 SP:Iteration 12Q (929.983692 sec): 3 clusters Score: Raw -133898.683931 + Penalty 2673.142666 = -131225.541265 nChanged 49 SP:Iteration 13Q (930.010504 sec): 3 clusters Score: Raw -133943.475972 + Penalty 2673.142666 = -131270.333306 nChanged 43 SP:Iteration 14Q (930.037416 sec): 3 clusters Score: Raw -133981.662158 + Penalty 2673.142666 = -131308.519491 nChanged 27 SP:Iteration 15Q (930.064185 sec): 3 clusters Score: Raw -134001.393223 + Penalty 2673.142666 = -131328.250556 nChanged 22 SP:Iteration 16Q (930.090516 sec): 3 clusters Score: Raw -134021.647234 + Penalty 2673.142666 = -131348.504568 nChanged 24 SP:Iteration 17Q (930.116865 sec): 3 clusters Score: Raw -134039.655354 + Penalty 2673.142666 = -131366.512688 nChanged 21 SP:Iteration 18Q (930.143144 sec): 3 clusters Score: Raw -134056.513794 + Penalty 2673.142666 = -131383.371128 nChanged 22 SP:Iteration 19Q (930.169355 sec): 3 clusters Score: Raw -134072.323054 + Penalty 2673.142666 = -131399.180388 nChanged 22 SP:Iteration 20F (930.210131 sec): 3 clusters Score: Raw -134087.639051 + Penalty 2673.142666 = -131414.496385 nChanged 19 SP:Iteration 21Q (930.236543 sec): 3 clusters Score: Raw -134103.849498 + Penalty 2673.142666 = -131430.706832 nChanged 16 SP:Iteration 22Q (930.262872 sec): 3 clusters Score: Raw -134119.168076 + Penalty 2673.142666 = -131446.025410 nChanged 11 SP:Iteration 23Q (930.289265 sec): 3 clusters Score: Raw -134127.670971 + Penalty 2673.142666 = -131454.528305 nChanged 10 SP:Iteration 24Q (930.315452 sec): 3 clusters Score: Raw -134137.416693 + Penalty 2673.142666 = -131464.274027 nChanged 12 SP:Iteration 25Q (930.446604 sec): 3 clusters Score: Raw -134148.406511 + Penalty 2673.142666 = -131475.263845 nChanged 18 SP:Iteration 26Q (930.567377 sec): 3 clusters Score: Raw -134164.349771 + Penalty 2673.142666 = -131491.207105 nChanged 21 SP:Iteration 27Q (930.659834 sec): 3 clusters Score: Raw -134191.902607 + Penalty 2673.142666 = -131518.759941 nChanged 30 SP:Iteration 28Q (930.751119 sec): 3 clusters Score: Raw -134219.909861 + Penalty 2673.142666 = -131546.767194 nChanged 16 SP:Iteration 29Q (930.841212 sec): 3 clusters Score: Raw -134231.309958 + Penalty 2673.142666 = -131558.167292 nChanged 15 SP:Iteration 30Q (930.867557 sec): 3 clusters Score: Raw -134240.985491 + Penalty 2673.142666 = -131567.842825 nChanged 11 SP:Iteration 31Q (930.893802 sec): 3 clusters Score: Raw -134251.299827 + Penalty 2673.142666 = -131578.157161 nChanged 11 SP:Iteration 32Q (930.920755 sec): 3 clusters Score: Raw -134264.374635 + Penalty 2673.142666 = -131591.231968 nChanged 8 SP:Iteration 33Q (930.946971 sec): 3 clusters Score: Raw -134272.126354 + Penalty 2673.142666 = -131598.983687 nChanged 7 SP:Iteration 34Q (930.973195 sec): 3 clusters Score: Raw -134277.512042 + Penalty 2673.142666 = -131604.369376 nChanged 7 SP:Iteration 35Q (930.999348 sec): 3 clusters Score: Raw -134282.356535 + Penalty 2673.142666 = -131609.213869 nChanged 9 SP:Iteration 36Q (931.025485 sec): 3 clusters Score: Raw -134287.966484 + Penalty 2673.142666 = -131614.823818 nChanged 6 SP:Iteration 37Q (931.051992 sec): 3 clusters Score: Raw -134297.066153 + Penalty 2673.142666 = -131623.923487 nChanged 10 SP:Iteration 38Q (931.078118 sec): 3 clusters Score: Raw -134307.014068 + Penalty 2673.142666 = -131633.871401 nChanged 9 SP:Iteration 39Q (931.104363 sec): 3 clusters Score: Raw -134316.841630 + Penalty 2673.142666 = -131643.698964 nChanged 3 SP:Iteration 40F (931.130744 sec): 3 clusters Score: Raw -134317.829843 + Penalty 2673.142666 = -131644.687177 nChanged 1 SP:Iteration 41Q (931.156585 sec): 3 clusters Score: Raw -134319.549425 + Penalty 2673.142666 = -131646.406758 nChanged 7 SP:Iteration 42Q (931.182710 sec): 3 clusters Score: Raw -134323.934093 + Penalty 2673.142666 = -131650.791427 nChanged 3 SP:Iteration 43Q (931.208579 sec): 3 clusters Score: Raw -134326.071564 + Penalty 2673.142666 = -131652.928897 nChanged 3 SP:Iteration 44Q (931.234718 sec): 3 clusters Score: Raw -134330.010828 + Penalty 2673.142666 = -131656.868162 nChanged 6 SP:Iteration 45Q (931.260759 sec): 3 clusters Score: Raw -134333.159232 + Penalty 2673.142666 = -131660.016566 nChanged 4 SP:Iteration 46Q (931.286852 sec): 3 clusters Score: Raw -134336.392844 + Penalty 2673.142666 = -131663.250178 nChanged 4 SP:Iteration 47Q (931.313015 sec): 3 clusters Score: Raw -134340.374615 + Penalty 2673.142666 = -131667.231949 nChanged 5 SP:Iteration 48Q (931.339193 sec): 3 clusters Score: Raw -134343.849151 + Penalty 2673.142666 = -131670.706485 nChanged 7 SP:Iteration 49Q (931.365278 sec): 3 clusters Score: Raw -134348.064740 + Penalty 2673.142666 = -131674.922073 nChanged 4 SP:Iteration 50Q (931.391289 sec): 3 clusters Score: Raw -134352.422352 + Penalty 2673.142666 = -131679.279686 nChanged 7 SP:Iteration 51Q (931.417407 sec): 3 clusters Score: Raw -134355.441768 + Penalty 2673.142666 = -131682.299102 nChanged 2 SP:Iteration 52Q (931.443440 sec): 3 clusters Score: Raw -134357.288857 + Penalty 2673.142666 = -131684.146191 nChanged 2 SP:Iteration 53Q (931.469307 sec): 3 clusters Score: Raw -134360.390992 + Penalty 2673.142666 = -131687.248326 nChanged 4 SP:Iteration 54Q (931.495398 sec): 3 clusters Score: Raw -134366.370181 + Penalty 2673.142666 = -131693.227515 nChanged 4 SP:Iteration 55Q (931.521496 sec): 3 clusters Score: Raw -134369.224117 + Penalty 2673.142666 = -131696.081451 nChanged 3 SP:Iteration 56Q (931.547535 sec): 3 clusters Score: Raw -134370.088094 + Penalty 2673.142666 = -131696.945428 nChanged 2 SP:Iteration 57Q (931.657938 sec): 3 clusters Score: Raw -134373.082583 + Penalty 2673.142666 = -131699.939916 nChanged 5 SP:Iteration 58Q (931.780616 sec): 3 clusters Score: Raw -134376.044853 + Penalty 2673.142666 = -131702.902187 nChanged 1 SP:Iteration 59Q (931.842663 sec): 3 clusters Score: Raw -134376.164749 + Penalty 2673.142666 = -131703.022082 nChanged 0 SP:Iteration 60F (931.869138 sec): 3 clusters Score: Raw -134376.164749 + Penalty 2673.142666 = -131703.022082 nChanged 0 Trying to split cluster 24 (1998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (931.903127 sec): 2 clusters Score: Raw -142758.069641 + Penalty 1333.782794 = -141424.286847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (931.930326 sec): 3 clusters Score: Raw -141917.841268 + Penalty 2667.565588 = -139250.275681 nChanged 694 SP:Iteration 1F (931.956468 sec): 3 clusters Score: Raw -142497.778434 + Penalty 2667.565588 = -139830.212847 nChanged 211 SP:Iteration 2F (931.982802 sec): 3 clusters Score: Raw -142805.510384 + Penalty 2667.565588 = -140137.944797 nChanged 162 SP:Iteration 3F (932.009051 sec): 3 clusters Score: Raw -143026.865812 + Penalty 2667.565588 = -140359.300225 nChanged 125 SP:Iteration 4F (932.035425 sec): 3 clusters Score: Raw -143203.600906 + Penalty 2667.565588 = -140536.035318 nChanged 100 SP:Iteration 5F (932.074800 sec): 3 clusters Score: Raw -143340.530340 + Penalty 2667.565588 = -140672.964752 nChanged 75 SP:Iteration 6Q (932.105010 sec): 3 clusters Score: Raw -143428.384954 + Penalty 2667.565588 = -140760.819366 nChanged 58 SP:Iteration 7Q (932.131377 sec): 3 clusters Score: Raw -143493.072599 + Penalty 2667.565588 = -140825.507011 nChanged 37 SP:Iteration 8Q (932.157679 sec): 3 clusters Score: Raw -143532.860501 + Penalty 2667.565588 = -140865.294913 nChanged 29 SP:Iteration 9Q (932.183625 sec): 3 clusters Score: Raw -143558.826410 + Penalty 2667.565588 = -140891.260822 nChanged 23 SP:Iteration 10Q (932.209570 sec): 3 clusters Score: Raw -143576.393718 + Penalty 2667.565588 = -140908.828130 nChanged 12 SP:Iteration 11Q (932.235822 sec): 3 clusters Score: Raw -143588.252797 + Penalty 2667.565588 = -140920.687209 nChanged 13 SP:Iteration 12Q (932.261787 sec): 3 clusters Score: Raw -143598.627624 + Penalty 2667.565588 = -140931.062036 nChanged 9 SP:Iteration 13Q (932.287828 sec): 3 clusters Score: Raw -143605.553589 + Penalty 2667.565588 = -140937.988001 nChanged 8 SP:Iteration 14Q (932.313599 sec): 3 clusters Score: Raw -143610.705374 + Penalty 2667.565588 = -140943.139786 nChanged 3 SP:Iteration 15Q (932.339465 sec): 3 clusters Score: Raw -143612.102046 + Penalty 2667.565588 = -140944.536458 nChanged 1 SP:Iteration 16Q (932.365488 sec): 3 clusters Score: Raw -143612.712295 + Penalty 2667.565588 = -140945.146707 nChanged 1 SP:Iteration 17Q (932.391431 sec): 3 clusters Score: Raw -143613.358082 + Penalty 2667.565588 = -140945.792494 nChanged 1 SP:Iteration 18Q (932.417403 sec): 3 clusters Score: Raw -143614.033802 + Penalty 2667.565588 = -140946.468214 nChanged 1 SP:Iteration 19Q (932.443251 sec): 3 clusters Score: Raw -143614.835774 + Penalty 2667.565588 = -140947.270186 nChanged 1 SP:Iteration 20F (932.469102 sec): 3 clusters Score: Raw -143615.057031 + Penalty 2667.565588 = -140947.491443 nChanged 0 Trying to split cluster 25 (3086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (932.506652 sec): 2 clusters Score: Raw -245077.433565 + Penalty 1410.077746 = -243667.355819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (932.545205 sec): 3 clusters Score: Raw -243604.381882 + Penalty 2820.155493 = -240784.226390 nChanged 1150 SP:Iteration 1F (932.583472 sec): 3 clusters Score: Raw -244269.358665 + Penalty 2820.155493 = -241449.203173 nChanged 230 SP:Iteration 2F (932.621522 sec): 3 clusters Score: Raw -244420.658505 + Penalty 2820.155493 = -241600.503013 nChanged 169 SP:Iteration 3F (932.727991 sec): 3 clusters Score: Raw -244530.180585 + Penalty 2820.155493 = -241710.025093 nChanged 122 SP:Iteration 4Q (932.835953 sec): 3 clusters Score: Raw -244604.062309 + Penalty 2820.155493 = -241783.906816 nChanged 95 SP:Iteration 5Q (932.932372 sec): 3 clusters Score: Raw -244664.074169 + Penalty 2820.155493 = -241843.918676 nChanged 88 SP:Iteration 6Q (932.988486 sec): 3 clusters Score: Raw -244715.564606 + Penalty 2820.155493 = -241895.409113 nChanged 75 SP:Iteration 7Q (933.026497 sec): 3 clusters Score: Raw -244767.072049 + Penalty 2820.155493 = -241946.916556 nChanged 69 SP:Iteration 8Q (933.064603 sec): 3 clusters Score: Raw -244801.042408 + Penalty 2820.155493 = -241980.886916 nChanged 52 SP:Iteration 9Q (933.103626 sec): 3 clusters Score: Raw -244825.413011 + Penalty 2820.155493 = -242005.257519 nChanged 48 SP:Iteration 10Q (933.141615 sec): 3 clusters Score: Raw -244852.736060 + Penalty 2820.155493 = -242032.580568 nChanged 50 SP:Iteration 11Q (933.179406 sec): 3 clusters Score: Raw -244884.751642 + Penalty 2820.155493 = -242064.596149 nChanged 52 SP:Iteration 12Q (933.217415 sec): 3 clusters Score: Raw -244915.722724 + Penalty 2820.155493 = -242095.567231 nChanged 46 SP:Iteration 13Q (933.255290 sec): 3 clusters Score: Raw -244939.468471 + Penalty 2820.155493 = -242119.312978 nChanged 36 SP:Iteration 14Q (933.293189 sec): 3 clusters Score: Raw -244956.003995 + Penalty 2820.155493 = -242135.848503 nChanged 25 SP:Iteration 15Q (933.331114 sec): 3 clusters Score: Raw -244966.179714 + Penalty 2820.155493 = -242146.024221 nChanged 22 SP:Iteration 16Q (933.368925 sec): 3 clusters Score: Raw -244981.671640 + Penalty 2820.155493 = -242161.516148 nChanged 24 SP:Iteration 17Q (933.407045 sec): 3 clusters Score: Raw -244990.948922 + Penalty 2820.155493 = -242170.793429 nChanged 19 SP:Iteration 18Q (933.444904 sec): 3 clusters Score: Raw -245000.220805 + Penalty 2820.155493 = -242180.065312 nChanged 23 SP:Iteration 19Q (933.482683 sec): 3 clusters Score: Raw -245015.252046 + Penalty 2820.155493 = -242195.096553 nChanged 27 SP:Iteration 20F (933.520120 sec): 3 clusters Score: Raw -245033.707263 + Penalty 2820.155493 = -242213.551771 nChanged 36 SP:Iteration 21Q (933.557864 sec): 3 clusters Score: Raw -245056.372456 + Penalty 2820.155493 = -242236.216963 nChanged 35 SP:Iteration 22Q (933.595387 sec): 3 clusters Score: Raw -245084.674329 + Penalty 2820.155493 = -242264.518836 nChanged 36 SP:Iteration 23Q (933.633749 sec): 3 clusters Score: Raw -245102.566680 + Penalty 2820.155493 = -242282.411187 nChanged 26 SP:Iteration 24Q (933.673551 sec): 3 clusters Score: Raw -245116.225229 + Penalty 2820.155493 = -242296.069737 nChanged 26 SP:Iteration 25Q (933.719240 sec): 3 clusters Score: Raw -245129.959810 + Penalty 2820.155493 = -242309.804317 nChanged 24 SP:Iteration 26Q (933.761407 sec): 3 clusters Score: Raw -245143.589455 + Penalty 2820.155493 = -242323.433962 nChanged 22 SP:Iteration 27Q (933.801498 sec): 3 clusters Score: Raw -245159.749783 + Penalty 2820.155493 = -242339.594290 nChanged 26 SP:Iteration 28Q (933.841708 sec): 3 clusters Score: Raw -245178.832965 + Penalty 2820.155493 = -242358.677472 nChanged 18 SP:Iteration 29Q (933.881690 sec): 3 clusters Score: Raw -245189.460157 + Penalty 2820.155493 = -242369.304664 nChanged 20 SP:Iteration 30Q (933.921225 sec): 3 clusters Score: Raw -245202.982437 + Penalty 2820.155493 = -242382.826945 nChanged 29 SP:Iteration 31Q (933.961051 sec): 3 clusters Score: Raw -245220.639664 + Penalty 2820.155493 = -242400.484171 nChanged 28 SP:Iteration 32Q (934.000917 sec): 3 clusters Score: Raw -245234.350237 + Penalty 2820.155493 = -242414.194744 nChanged 20 SP:Iteration 33Q (934.040050 sec): 3 clusters Score: Raw -245243.927240 + Penalty 2820.155493 = -242423.771747 nChanged 15 SP:Iteration 34Q (934.079162 sec): 3 clusters Score: Raw -245252.329735 + Penalty 2820.155493 = -242432.174242 nChanged 16 SP:Iteration 35Q (934.182505 sec): 3 clusters Score: Raw -245262.651995 + Penalty 2820.155493 = -242442.496503 nChanged 18 SP:Iteration 36Q (934.307340 sec): 3 clusters Score: Raw -245272.747347 + Penalty 2820.155493 = -242452.591854 nChanged 17 SP:Iteration 37Q (934.396272 sec): 3 clusters Score: Raw -245282.665967 + Penalty 2820.155493 = -242462.510475 nChanged 19 SP:Iteration 38Q (934.434510 sec): 3 clusters Score: Raw -245296.106176 + Penalty 2820.155493 = -242475.950683 nChanged 17 SP:Iteration 39Q (934.472547 sec): 3 clusters Score: Raw -245306.610591 + Penalty 2820.155493 = -242486.455098 nChanged 24 SP:Iteration 40F (934.510844 sec): 3 clusters Score: Raw -245322.390351 + Penalty 2820.155493 = -242502.234859 nChanged 25 SP:Iteration 41Q (934.548554 sec): 3 clusters Score: Raw -245336.111550 + Penalty 2820.155493 = -242515.956058 nChanged 15 SP:Iteration 42Q (934.586179 sec): 3 clusters Score: Raw -245347.795530 + Penalty 2820.155493 = -242527.640038 nChanged 19 SP:Iteration 43Q (934.623571 sec): 3 clusters Score: Raw -245358.017920 + Penalty 2820.155493 = -242537.862428 nChanged 14 SP:Iteration 44Q (934.660966 sec): 3 clusters Score: Raw -245365.221542 + Penalty 2820.155493 = -242545.066049 nChanged 12 SP:Iteration 45Q (934.698399 sec): 3 clusters Score: Raw -245370.089499 + Penalty 2820.155493 = -242549.934006 nChanged 10 SP:Iteration 46Q (934.735831 sec): 3 clusters Score: Raw -245374.476654 + Penalty 2820.155493 = -242554.321162 nChanged 9 SP:Iteration 47Q (934.773173 sec): 3 clusters Score: Raw -245379.364038 + Penalty 2820.155493 = -242559.208546 nChanged 7 SP:Iteration 48Q (934.810360 sec): 3 clusters Score: Raw -245383.294292 + Penalty 2820.155493 = -242563.138799 nChanged 10 SP:Iteration 49Q (934.848114 sec): 3 clusters Score: Raw -245387.602775 + Penalty 2820.155493 = -242567.447283 nChanged 6 SP:Iteration 50Q (934.885486 sec): 3 clusters Score: Raw -245388.953237 + Penalty 2820.155493 = -242568.797744 nChanged 6 SP:Iteration 51Q (934.922979 sec): 3 clusters Score: Raw -245390.953767 + Penalty 2820.155493 = -242570.798275 nChanged 2 SP:Iteration 52Q (934.960319 sec): 3 clusters Score: Raw -245391.663488 + Penalty 2820.155493 = -242571.507996 nChanged 1 SP:Iteration 53Q (934.997837 sec): 3 clusters Score: Raw -245391.986694 + Penalty 2820.155493 = -242571.831201 nChanged 1 SP:Iteration 54Q (935.035173 sec): 3 clusters Score: Raw -245392.405654 + Penalty 2820.155493 = -242572.250161 nChanged 1 SP:Iteration 55Q (935.072490 sec): 3 clusters Score: Raw -245392.937074 + Penalty 2820.155493 = -242572.781582 nChanged 1 SP:Iteration 56Q (935.109934 sec): 3 clusters Score: Raw -245394.355165 + Penalty 2820.155493 = -242574.199672 nChanged 2 SP:Iteration 57Q (935.147249 sec): 3 clusters Score: Raw -245395.262470 + Penalty 2820.155493 = -242575.106977 nChanged 1 SP:Iteration 58Q (935.184534 sec): 3 clusters Score: Raw -245395.835548 + Penalty 2820.155493 = -242575.680055 nChanged 2 SP:Iteration 59Q (935.221835 sec): 3 clusters Score: Raw -245397.178650 + Penalty 2820.155493 = -242577.023157 nChanged 4 SP:Iteration 60F (935.259347 sec): 3 clusters Score: Raw -245398.624284 + Penalty 2820.155493 = -242578.468792 nChanged 3 SP:Iteration 61Q (935.296768 sec): 3 clusters Score: Raw -245400.262656 + Penalty 2820.155493 = -242580.107163 nChanged 2 SP:Iteration 62Q (935.334015 sec): 3 clusters Score: Raw -245401.443129 + Penalty 2820.155493 = -242581.287636 nChanged 4 SP:Iteration 63Q (935.371546 sec): 3 clusters Score: Raw -245403.812513 + Penalty 2820.155493 = -242583.657020 nChanged 3 SP:Iteration 64Q (935.408901 sec): 3 clusters Score: Raw -245405.092902 + Penalty 2820.155493 = -242584.937409 nChanged 3 SP:Iteration 65Q (935.446317 sec): 3 clusters Score: Raw -245405.981048 + Penalty 2820.155493 = -242585.825555 nChanged 2 SP:Iteration 66Q (935.565755 sec): 3 clusters Score: Raw -245406.579341 + Penalty 2820.155493 = -242586.423848 nChanged 1 SP:Iteration 67Q (935.717173 sec): 3 clusters Score: Raw -245406.895015 + Penalty 2820.155493 = -242586.739523 nChanged 1 SP:Iteration 68Q (935.794261 sec): 3 clusters Score: Raw -245407.769295 + Penalty 2820.155493 = -242587.613802 nChanged 4 SP:Iteration 69Q (935.831621 sec): 3 clusters Score: Raw -245409.528078 + Penalty 2820.155493 = -242589.372585 nChanged 5 SP:Iteration 70Q (935.869098 sec): 3 clusters Score: Raw -245411.739971 + Penalty 2820.155493 = -242591.584479 nChanged 5 SP:Iteration 71Q (935.906527 sec): 3 clusters Score: Raw -245414.420708 + Penalty 2820.155493 = -242594.265216 nChanged 7 SP:Iteration 72Q (935.944007 sec): 3 clusters Score: Raw -245418.432677 + Penalty 2820.155493 = -242598.277184 nChanged 10 SP:Iteration 73Q (935.981209 sec): 3 clusters Score: Raw -245423.186140 + Penalty 2820.155493 = -242603.030647 nChanged 7 SP:Iteration 74Q (936.018597 sec): 3 clusters Score: Raw -245425.346998 + Penalty 2820.155493 = -242605.191505 nChanged 3 SP:Iteration 75Q (936.055838 sec): 3 clusters Score: Raw -245426.588066 + Penalty 2820.155493 = -242606.432573 nChanged 1 SP:Iteration 76Q (936.093044 sec): 3 clusters Score: Raw -245427.043306 + Penalty 2820.155493 = -242606.887814 nChanged 3 SP:Iteration 77Q (936.130647 sec): 3 clusters Score: Raw -245428.990953 + Penalty 2820.155493 = -242608.835461 nChanged 3 SP:Iteration 78Q (936.167842 sec): 3 clusters Score: Raw -245431.573291 + Penalty 2820.155493 = -242611.417799 nChanged 6 SP:Iteration 79Q (936.205154 sec): 3 clusters Score: Raw -245433.432614 + Penalty 2820.155493 = -242613.277121 nChanged 5 SP:Iteration 80F (936.242521 sec): 3 clusters Score: Raw -245436.402880 + Penalty 2820.155493 = -242616.247387 nChanged 7 SP:Iteration 81Q (936.279676 sec): 3 clusters Score: Raw -245439.327091 + Penalty 2820.155493 = -242619.171598 nChanged 8 SP:Iteration 82Q (936.316906 sec): 3 clusters Score: Raw -245442.472740 + Penalty 2820.155493 = -242622.317247 nChanged 6 SP:Iteration 83Q (936.353894 sec): 3 clusters Score: Raw -245445.688806 + Penalty 2820.155493 = -242625.533313 nChanged 6 SP:Iteration 84Q (936.391437 sec): 3 clusters Score: Raw -245448.152336 + Penalty 2820.155493 = -242627.996844 nChanged 4 SP:Iteration 85Q (936.429105 sec): 3 clusters Score: Raw -245449.500038 + Penalty 2820.155493 = -242629.344545 nChanged 3 SP:Iteration 86Q (936.466452 sec): 3 clusters Score: Raw -245450.774182 + Penalty 2820.155493 = -242630.618689 nChanged 4 SP:Iteration 87Q (936.503640 sec): 3 clusters Score: Raw -245452.230090 + Penalty 2820.155493 = -242632.074597 nChanged 1 SP:Iteration 88Q (936.540874 sec): 3 clusters Score: Raw -245452.619864 + Penalty 2820.155493 = -242632.464371 nChanged 1 SP:Iteration 89Q (936.578103 sec): 3 clusters Score: Raw -245453.001456 + Penalty 2820.155493 = -242632.845963 nChanged 1 SP:Iteration 90Q (936.615089 sec): 3 clusters Score: Raw -245453.453267 + Penalty 2820.155493 = -242633.297775 nChanged 1 SP:Iteration 91Q (936.655518 sec): 3 clusters Score: Raw -245453.679764 + Penalty 2820.155493 = -242633.524271 nChanged 0 SP:Iteration 92F (936.692986 sec): 3 clusters Score: Raw -245453.679764 + Penalty 2820.155493 = -242633.524271 nChanged 0 Trying to split cluster 26 (6707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (936.741724 sec): 2 clusters Score: Raw -530224.145562 + Penalty 1546.314185 = -528677.831377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (936.799126 sec): 3 clusters Score: Raw -526600.028798 + Penalty 3092.628370 = -523507.400428 nChanged 2792 SP:Iteration 1F (936.875456 sec): 3 clusters Score: Raw -528166.239495 + Penalty 3092.628370 = -525073.611125 nChanged 473 SP:Iteration 2F (936.938486 sec): 3 clusters Score: Raw -528428.021353 + Penalty 3092.628370 = -525335.392983 nChanged 376 SP:Iteration 3F (937.084150 sec): 3 clusters Score: Raw -528647.911480 + Penalty 3092.628370 = -525555.283110 nChanged 323 SP:Iteration 4Q (937.224008 sec): 3 clusters Score: Raw -528837.968894 + Penalty 3092.628370 = -525745.340524 nChanged 322 SP:Iteration 5Q (937.276973 sec): 3 clusters Score: Raw -529002.852060 + Penalty 3092.628370 = -525910.223690 nChanged 270 SP:Iteration 6Q (937.329693 sec): 3 clusters Score: Raw -529152.965400 + Penalty 3092.628370 = -526060.337030 nChanged 288 SP:Iteration 7Q (937.383599 sec): 3 clusters Score: Raw -529322.866174 + Penalty 3092.628370 = -526230.237804 nChanged 262 SP:Iteration 8Q (937.438854 sec): 3 clusters Score: Raw -529476.318986 + Penalty 3092.628370 = -526383.690617 nChanged 258 SP:Iteration 9Q (937.494033 sec): 3 clusters Score: Raw -529631.905829 + Penalty 3092.628370 = -526539.277459 nChanged 239 SP:Iteration 10Q (937.550636 sec): 3 clusters Score: Raw -529782.618739 + Penalty 3092.628370 = -526689.990370 nChanged 222 SP:Iteration 11Q (937.662834 sec): 3 clusters Score: Raw -529909.619607 + Penalty 3092.628370 = -526816.991238 nChanged 189 SP:Iteration 12Q (937.716181 sec): 3 clusters Score: Raw -530005.642811 + Penalty 3092.628370 = -526913.014442 nChanged 161 SP:Iteration 13Q (937.768666 sec): 3 clusters Score: Raw -530096.308965 + Penalty 3092.628370 = -527003.680595 nChanged 128 SP:Iteration 14Q (937.821275 sec): 3 clusters Score: Raw -530165.897557 + Penalty 3092.628370 = -527073.269187 nChanged 99 SP:Iteration 15Q (937.878057 sec): 3 clusters Score: Raw -530219.453933 + Penalty 3092.628370 = -527126.825564 nChanged 98 SP:Iteration 16Q (937.934856 sec): 3 clusters Score: Raw -530261.030035 + Penalty 3092.628370 = -527168.401666 nChanged 84 SP:Iteration 17Q (937.991039 sec): 3 clusters Score: Raw -530293.747577 + Penalty 3092.628370 = -527201.119207 nChanged 70 SP:Iteration 18Q (938.045967 sec): 3 clusters Score: Raw -530322.393804 + Penalty 3092.628370 = -527229.765434 nChanged 69 SP:Iteration 19Q (938.100950 sec): 3 clusters Score: Raw -530353.039256 + Penalty 3092.628370 = -527260.410887 nChanged 70 SP:Iteration 20F (938.155900 sec): 3 clusters Score: Raw -530385.343731 + Penalty 3092.628370 = -527292.715362 nChanged 61 SP:Iteration 21Q (938.210686 sec): 3 clusters Score: Raw -530416.020860 + Penalty 3092.628370 = -527323.392490 nChanged 49 SP:Iteration 22Q (938.265449 sec): 3 clusters Score: Raw -530441.062444 + Penalty 3092.628370 = -527348.434074 nChanged 42 SP:Iteration 23Q (938.319716 sec): 3 clusters Score: Raw -530460.105038 + Penalty 3092.628370 = -527367.476668 nChanged 27 SP:Iteration 24Q (938.373585 sec): 3 clusters Score: Raw -530472.337537 + Penalty 3092.628370 = -527379.709168 nChanged 26 SP:Iteration 25Q (938.427377 sec): 3 clusters Score: Raw -530482.168015 + Penalty 3092.628370 = -527389.539646 nChanged 17 SP:Iteration 26Q (938.481444 sec): 3 clusters Score: Raw -530488.889972 + Penalty 3092.628370 = -527396.261602 nChanged 16 SP:Iteration 27Q (938.535758 sec): 3 clusters Score: Raw -530494.685191 + Penalty 3092.628370 = -527402.056821 nChanged 14 SP:Iteration 28Q (938.590158 sec): 3 clusters Score: Raw -530500.120967 + Penalty 3092.628370 = -527407.492598 nChanged 16 SP:Iteration 29Q (938.644379 sec): 3 clusters Score: Raw -530506.274620 + Penalty 3092.628370 = -527413.646251 nChanged 13 SP:Iteration 30Q (938.698172 sec): 3 clusters Score: Raw -530512.898501 + Penalty 3092.628370 = -527420.270132 nChanged 14 SP:Iteration 31Q (938.752179 sec): 3 clusters Score: Raw -530520.868673 + Penalty 3092.628370 = -527428.240303 nChanged 16 SP:Iteration 32Q (938.806251 sec): 3 clusters Score: Raw -530528.214328 + Penalty 3092.628370 = -527435.585959 nChanged 9 SP:Iteration 33Q (938.860188 sec): 3 clusters Score: Raw -530531.218222 + Penalty 3092.628370 = -527438.589852 nChanged 2 SP:Iteration 34Q (938.913908 sec): 3 clusters Score: Raw -530531.427698 + Penalty 3092.628370 = -527438.799328 nChanged 0 SP:Iteration 35F (939.088592 sec): 3 clusters Score: Raw -530531.427698 + Penalty 3092.628370 = -527438.799328 nChanged 0 Trying to split cluster 27 (5285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (939.163704 sec): 2 clusters Score: Raw -414441.973997 + Penalty 1504.496196 = -412937.477801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (939.232811 sec): 3 clusters Score: Raw -411760.962213 + Penalty 3008.992392 = -408751.969820 nChanged 2114 SP:Iteration 1F (939.294331 sec): 3 clusters Score: Raw -412931.391829 + Penalty 3008.992392 = -409922.399437 nChanged 387 SP:Iteration 2F (939.339911 sec): 3 clusters Score: Raw -413182.412001 + Penalty 3008.992392 = -410173.419609 nChanged 301 SP:Iteration 3F (939.385255 sec): 3 clusters Score: Raw -413350.325159 + Penalty 3008.992392 = -410341.332767 nChanged 211 SP:Iteration 4Q (939.431324 sec): 3 clusters Score: Raw -413459.025311 + Penalty 3008.992392 = -410450.032919 nChanged 183 SP:Iteration 5Q (939.486724 sec): 3 clusters Score: Raw -413556.815533 + Penalty 3008.992392 = -410547.823141 nChanged 179 SP:Iteration 6Q (939.543202 sec): 3 clusters Score: Raw -413650.034840 + Penalty 3008.992392 = -410641.042448 nChanged 162 SP:Iteration 7Q (939.599765 sec): 3 clusters Score: Raw -413725.141653 + Penalty 3008.992392 = -410716.149261 nChanged 134 SP:Iteration 8Q (939.648946 sec): 3 clusters Score: Raw -413779.075435 + Penalty 3008.992392 = -410770.083042 nChanged 109 SP:Iteration 9Q (939.694313 sec): 3 clusters Score: Raw -413836.984175 + Penalty 3008.992392 = -410827.991782 nChanged 114 SP:Iteration 10Q (939.739045 sec): 3 clusters Score: Raw -413891.290117 + Penalty 3008.992392 = -410882.297725 nChanged 106 SP:Iteration 11Q (939.784691 sec): 3 clusters Score: Raw -413937.571607 + Penalty 3008.992392 = -410928.579214 nChanged 117 SP:Iteration 12Q (939.837012 sec): 3 clusters Score: Raw -413991.455083 + Penalty 3008.992392 = -410982.462690 nChanged 106 SP:Iteration 13Q (939.889244 sec): 3 clusters Score: Raw -414041.371599 + Penalty 3008.992392 = -411032.379206 nChanged 100 SP:Iteration 14Q (939.941812 sec): 3 clusters Score: Raw -414083.633537 + Penalty 3008.992392 = -411074.641145 nChanged 78 SP:Iteration 15Q (939.989540 sec): 3 clusters Score: Raw -414114.664922 + Penalty 3008.992392 = -411105.672530 nChanged 88 SP:Iteration 16Q (940.035618 sec): 3 clusters Score: Raw -414152.851462 + Penalty 3008.992392 = -411143.859070 nChanged 86 SP:Iteration 17Q (940.081622 sec): 3 clusters Score: Raw -414193.221299 + Penalty 3008.992392 = -411184.228906 nChanged 89 SP:Iteration 18Q (940.127592 sec): 3 clusters Score: Raw -414225.989075 + Penalty 3008.992392 = -411216.996683 nChanged 62 SP:Iteration 19Q (940.173999 sec): 3 clusters Score: Raw -414248.762861 + Penalty 3008.992392 = -411239.770469 nChanged 69 SP:Iteration 20F (940.226481 sec): 3 clusters Score: Raw -414268.801355 + Penalty 3008.992392 = -411259.808963 nChanged 51 SP:Iteration 21Q (940.338302 sec): 3 clusters Score: Raw -414284.551225 + Penalty 3008.992392 = -411275.558832 nChanged 44 SP:Iteration 22Q (940.398615 sec): 3 clusters Score: Raw -414300.314874 + Penalty 3008.992392 = -411291.322481 nChanged 40 SP:Iteration 23Q (940.444581 sec): 3 clusters Score: Raw -414314.001105 + Penalty 3008.992392 = -411305.008713 nChanged 44 SP:Iteration 24Q (940.492381 sec): 3 clusters Score: Raw -414327.217111 + Penalty 3008.992392 = -411318.224719 nChanged 33 SP:Iteration 25Q (940.540399 sec): 3 clusters Score: Raw -414336.063938 + Penalty 3008.992392 = -411327.071545 nChanged 34 SP:Iteration 26Q (940.588905 sec): 3 clusters Score: Raw -414345.768537 + Penalty 3008.992392 = -411336.776145 nChanged 24 SP:Iteration 27Q (940.636972 sec): 3 clusters Score: Raw -414352.248470 + Penalty 3008.992392 = -411343.256078 nChanged 20 SP:Iteration 28Q (940.685378 sec): 3 clusters Score: Raw -414358.425261 + Penalty 3008.992392 = -411349.432869 nChanged 18 SP:Iteration 29Q (940.819060 sec): 3 clusters Score: Raw -414362.720723 + Penalty 3008.992392 = -411353.728330 nChanged 12 SP:Iteration 30Q (940.985726 sec): 3 clusters Score: Raw -414365.062974 + Penalty 3008.992392 = -411356.070582 nChanged 10 SP:Iteration 31Q (941.027417 sec): 3 clusters Score: Raw -414367.167281 + Penalty 3008.992392 = -411358.174889 nChanged 8 SP:Iteration 32Q (941.073245 sec): 3 clusters Score: Raw -414368.447029 + Penalty 3008.992392 = -411359.454636 nChanged 7 SP:Iteration 33Q (941.125553 sec): 3 clusters Score: Raw -414369.980152 + Penalty 3008.992392 = -411360.987760 nChanged 7 SP:Iteration 34Q (941.178085 sec): 3 clusters Score: Raw -414371.571582 + Penalty 3008.992392 = -411362.579189 nChanged 7 SP:Iteration 35Q (941.231413 sec): 3 clusters Score: Raw -414372.743084 + Penalty 3008.992392 = -411363.750691 nChanged 9 SP:Iteration 36Q (941.280485 sec): 3 clusters Score: Raw -414374.739580 + Penalty 3008.992392 = -411365.747188 nChanged 7 SP:Iteration 37Q (941.326622 sec): 3 clusters Score: Raw -414375.841099 + Penalty 3008.992392 = -411366.848706 nChanged 7 SP:Iteration 38Q (941.373113 sec): 3 clusters Score: Raw -414376.778709 + Penalty 3008.992392 = -411367.786317 nChanged 6 SP:Iteration 39Q (941.419402 sec): 3 clusters Score: Raw -414377.824544 + Penalty 3008.992392 = -411368.832151 nChanged 8 SP:Iteration 40F (941.465164 sec): 3 clusters Score: Raw -414379.195594 + Penalty 3008.992392 = -411370.203202 nChanged 6 SP:Iteration 41Q (941.515807 sec): 3 clusters Score: Raw -414380.625513 + Penalty 3008.992392 = -411371.633120 nChanged 7 SP:Iteration 42Q (941.566811 sec): 3 clusters Score: Raw -414382.064896 + Penalty 3008.992392 = -411373.072504 nChanged 10 SP:Iteration 43Q (941.613494 sec): 3 clusters Score: Raw -414384.627817 + Penalty 3008.992392 = -411375.635425 nChanged 9 SP:Iteration 44Q (941.659356 sec): 3 clusters Score: Raw -414386.237133 + Penalty 3008.992392 = -411377.244741 nChanged 9 SP:Iteration 45Q (941.705321 sec): 3 clusters Score: Raw -414387.731607 + Penalty 3008.992392 = -411378.739215 nChanged 6 SP:Iteration 46Q (941.751644 sec): 3 clusters Score: Raw -414388.814860 + Penalty 3008.992392 = -411379.822467 nChanged 7 SP:Iteration 47Q (941.801168 sec): 3 clusters Score: Raw -414390.669985 + Penalty 3008.992392 = -411381.677593 nChanged 11 SP:Iteration 48Q (941.850605 sec): 3 clusters Score: Raw -414393.370512 + Penalty 3008.992392 = -411384.378120 nChanged 9 SP:Iteration 49Q (941.899757 sec): 3 clusters Score: Raw -414397.445178 + Penalty 3008.992392 = -411388.452786 nChanged 10 SP:Iteration 50Q (941.949833 sec): 3 clusters Score: Raw -414400.228516 + Penalty 3008.992392 = -411391.236123 nChanged 9 SP:Iteration 51Q (941.999769 sec): 3 clusters Score: Raw -414402.079722 + Penalty 3008.992392 = -411393.087329 nChanged 8 SP:Iteration 52Q (942.049910 sec): 3 clusters Score: Raw -414403.855581 + Penalty 3008.992392 = -411394.863189 nChanged 9 SP:Iteration 53Q (942.099287 sec): 3 clusters Score: Raw -414405.667704 + Penalty 3008.992392 = -411396.675312 nChanged 5 SP:Iteration 54Q (942.146501 sec): 3 clusters Score: Raw -414406.347320 + Penalty 3008.992392 = -411397.354928 nChanged 2 SP:Iteration 55Q (942.193634 sec): 3 clusters Score: Raw -414406.524546 + Penalty 3008.992392 = -411397.532154 nChanged 1 SP:Iteration 56Q (942.240904 sec): 3 clusters Score: Raw -414406.818952 + Penalty 3008.992392 = -411397.826560 nChanged 1 SP:Iteration 57Q (942.291003 sec): 3 clusters Score: Raw -414406.962798 + Penalty 3008.992392 = -411397.970406 nChanged 2 SP:Iteration 58Q (942.341468 sec): 3 clusters Score: Raw -414407.474512 + Penalty 3008.992392 = -411398.482120 nChanged 4 SP:Iteration 59Q (942.391687 sec): 3 clusters Score: Raw -414407.852671 + Penalty 3008.992392 = -411398.860279 nChanged 1 SP:Iteration 60F (942.439992 sec): 3 clusters Score: Raw -414408.027341 + Penalty 3008.992392 = -411399.034948 nChanged 1 SP:Iteration 61Q (942.603483 sec): 3 clusters Score: Raw -414408.198246 + Penalty 3008.992392 = -411399.205854 nChanged 0 SP:Iteration 62F (942.737753 sec): 3 clusters Score: Raw -414408.198246 + Penalty 3008.992392 = -411399.205854 nChanged 0 Trying to split cluster 28 (3981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (942.809302 sec): 2 clusters Score: Raw -315792.090411 + Penalty 1454.770101 = -314337.320311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (942.859772 sec): 3 clusters Score: Raw -313796.692516 + Penalty 2909.540201 = -310887.152314 nChanged 1575 SP:Iteration 1F (942.908556 sec): 3 clusters Score: Raw -314760.402963 + Penalty 2909.540201 = -311850.862762 nChanged 327 SP:Iteration 2F (942.957336 sec): 3 clusters Score: Raw -315017.762085 + Penalty 2909.540201 = -312108.221884 nChanged 289 SP:Iteration 3F (943.004143 sec): 3 clusters Score: Raw -315272.239793 + Penalty 2909.540201 = -312362.699592 nChanged 236 SP:Iteration 4F (943.044706 sec): 3 clusters Score: Raw -315492.525186 + Penalty 2909.540201 = -312582.984985 nChanged 225 SP:Iteration 5F (943.085533 sec): 3 clusters Score: Raw -315675.942042 + Penalty 2909.540201 = -312766.401841 nChanged 205 SP:Iteration 6F (943.125973 sec): 3 clusters Score: Raw -315831.099725 + Penalty 2909.540201 = -312921.559524 nChanged 152 SP:Iteration 7Q (943.167775 sec): 3 clusters Score: Raw -315937.229149 + Penalty 2909.540201 = -313027.688948 nChanged 94 SP:Iteration 8Q (943.211632 sec): 3 clusters Score: Raw -315982.498580 + Penalty 2909.540201 = -313072.958378 nChanged 68 SP:Iteration 9Q (943.255561 sec): 3 clusters Score: Raw -316011.511580 + Penalty 2909.540201 = -313101.971379 nChanged 42 SP:Iteration 10Q (943.299386 sec): 3 clusters Score: Raw -316029.386231 + Penalty 2909.540201 = -313119.846029 nChanged 42 SP:Iteration 11Q (943.343073 sec): 3 clusters Score: Raw -316048.624325 + Penalty 2909.540201 = -313139.084124 nChanged 36 SP:Iteration 12Q (943.385953 sec): 3 clusters Score: Raw -316069.899449 + Penalty 2909.540201 = -313160.359248 nChanged 36 SP:Iteration 13Q (943.428348 sec): 3 clusters Score: Raw -316088.948083 + Penalty 2909.540201 = -313179.407882 nChanged 32 SP:Iteration 14Q (943.470935 sec): 3 clusters Score: Raw -316106.200795 + Penalty 2909.540201 = -313196.660593 nChanged 35 SP:Iteration 15Q (943.513120 sec): 3 clusters Score: Raw -316118.385621 + Penalty 2909.540201 = -313208.845419 nChanged 25 SP:Iteration 16Q (943.555379 sec): 3 clusters Score: Raw -316128.263873 + Penalty 2909.540201 = -313218.723672 nChanged 22 SP:Iteration 17Q (943.597916 sec): 3 clusters Score: Raw -316135.622654 + Penalty 2909.540201 = -313226.082452 nChanged 15 SP:Iteration 18Q (943.640446 sec): 3 clusters Score: Raw -316141.174259 + Penalty 2909.540201 = -313231.634057 nChanged 14 SP:Iteration 19Q (943.682906 sec): 3 clusters Score: Raw -316146.504633 + Penalty 2909.540201 = -313236.964432 nChanged 16 SP:Iteration 20F (943.724879 sec): 3 clusters Score: Raw -316151.352761 + Penalty 2909.540201 = -313241.812560 nChanged 14 SP:Iteration 21Q (943.767094 sec): 3 clusters Score: Raw -316156.293653 + Penalty 2909.540201 = -313246.753452 nChanged 15 SP:Iteration 22Q (943.809225 sec): 3 clusters Score: Raw -316161.488860 + Penalty 2909.540201 = -313251.948658 nChanged 9 SP:Iteration 23Q (943.851476 sec): 3 clusters Score: Raw -316164.333692 + Penalty 2909.540201 = -313254.793491 nChanged 12 SP:Iteration 24Q (943.893942 sec): 3 clusters Score: Raw -316167.909061 + Penalty 2909.540201 = -313258.368859 nChanged 10 SP:Iteration 25Q (943.936131 sec): 3 clusters Score: Raw -316171.311657 + Penalty 2909.540201 = -313261.771456 nChanged 6 SP:Iteration 26Q (943.978571 sec): 3 clusters Score: Raw -316172.194434 + Penalty 2909.540201 = -313262.654233 nChanged 1 SP:Iteration 27Q (944.021079 sec): 3 clusters Score: Raw -316172.291445 + Penalty 2909.540201 = -313262.751243 nChanged 0 SP:Iteration 28F (944.124777 sec): 3 clusters Score: Raw -316172.291445 + Penalty 2909.540201 = -313262.751243 nChanged 0 Trying to split cluster 29 (3080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (944.193865 sec): 2 clusters Score: Raw -234571.313923 + Penalty 1409.736196 = -233161.577728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (944.312063 sec): 3 clusters Score: Raw -233160.331794 + Penalty 2819.472391 = -230340.859402 nChanged 1190 SP:Iteration 1F (944.349511 sec): 3 clusters Score: Raw -233870.651072 + Penalty 2819.472391 = -231051.178680 nChanged 268 SP:Iteration 2F (944.386929 sec): 3 clusters Score: Raw -234079.072256 + Penalty 2819.472391 = -231259.599864 nChanged 180 SP:Iteration 3F (944.424363 sec): 3 clusters Score: Raw -234233.258213 + Penalty 2819.472391 = -231413.785822 nChanged 159 SP:Iteration 4F (944.461672 sec): 3 clusters Score: Raw -234353.351769 + Penalty 2819.472391 = -231533.879378 nChanged 125 SP:Iteration 5Q (944.499647 sec): 3 clusters Score: Raw -234445.222112 + Penalty 2819.472391 = -231625.749720 nChanged 128 SP:Iteration 6Q (944.537722 sec): 3 clusters Score: Raw -234550.699403 + Penalty 2819.472391 = -231731.227011 nChanged 128 SP:Iteration 7Q (944.575658 sec): 3 clusters Score: Raw -234656.253750 + Penalty 2819.472391 = -231836.781359 nChanged 114 SP:Iteration 8Q (944.613725 sec): 3 clusters Score: Raw -234753.169542 + Penalty 2819.472391 = -231933.697150 nChanged 80 SP:Iteration 9Q (944.651789 sec): 3 clusters Score: Raw -234814.069541 + Penalty 2819.472391 = -231994.597149 nChanged 65 SP:Iteration 10Q (944.689739 sec): 3 clusters Score: Raw -234865.845356 + Penalty 2819.472391 = -232046.372965 nChanged 58 SP:Iteration 11Q (944.727703 sec): 3 clusters Score: Raw -234907.090452 + Penalty 2819.472391 = -232087.618061 nChanged 35 SP:Iteration 12Q (944.765559 sec): 3 clusters Score: Raw -234928.592583 + Penalty 2819.472391 = -232109.120191 nChanged 31 SP:Iteration 13Q (944.803553 sec): 3 clusters Score: Raw -234953.258620 + Penalty 2819.472391 = -232133.786228 nChanged 38 SP:Iteration 14Q (944.841405 sec): 3 clusters Score: Raw -234975.993088 + Penalty 2819.472391 = -232156.520697 nChanged 22 SP:Iteration 15Q (944.879279 sec): 3 clusters Score: Raw -234989.276364 + Penalty 2819.472391 = -232169.803973 nChanged 20 SP:Iteration 16Q (944.941201 sec): 3 clusters Score: Raw -235000.192401 + Penalty 2819.472391 = -232180.720009 nChanged 10 SP:Iteration 17Q (944.978529 sec): 3 clusters Score: Raw -235006.471055 + Penalty 2819.472391 = -232186.998664 nChanged 11 SP:Iteration 18Q (945.016367 sec): 3 clusters Score: Raw -235012.663590 + Penalty 2819.472391 = -232193.191198 nChanged 11 SP:Iteration 19Q (945.054263 sec): 3 clusters Score: Raw -235017.809630 + Penalty 2819.472391 = -232198.337238 nChanged 8 SP:Iteration 20F (945.091770 sec): 3 clusters Score: Raw -235023.283350 + Penalty 2819.472391 = -232203.810958 nChanged 11 SP:Iteration 21Q (945.129661 sec): 3 clusters Score: Raw -235030.586383 + Penalty 2819.472391 = -232211.113992 nChanged 4 SP:Iteration 22Q (945.170444 sec): 3 clusters Score: Raw -235032.878454 + Penalty 2819.472391 = -232213.406063 nChanged 3 SP:Iteration 23Q (945.208260 sec): 3 clusters Score: Raw -235033.770833 + Penalty 2819.472391 = -232214.298441 nChanged 1 SP:Iteration 24Q (945.246023 sec): 3 clusters Score: Raw -235034.556116 + Penalty 2819.472391 = -232215.083724 nChanged 0 SP:Iteration 25F (945.283552 sec): 3 clusters Score: Raw -235034.556116 + Penalty 2819.472391 = -232215.083724 nChanged 0 Trying to split cluster 30 (3486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (945.321516 sec): 2 clusters Score: Raw -281956.428497 + Penalty 1431.467545 = -280524.960952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (945.361735 sec): 3 clusters Score: Raw -280259.977480 + Penalty 2862.935089 = -277397.042390 nChanged 1324 SP:Iteration 1F (945.499332 sec): 3 clusters Score: Raw -281047.323250 + Penalty 2862.935089 = -278184.388161 nChanged 254 SP:Iteration 2F (945.638765 sec): 3 clusters Score: Raw -281207.754887 + Penalty 2862.935089 = -278344.819797 nChanged 200 SP:Iteration 3F (945.727859 sec): 3 clusters Score: Raw -281355.187352 + Penalty 2862.935089 = -278492.252262 nChanged 184 SP:Iteration 4F (945.773453 sec): 3 clusters Score: Raw -281481.872464 + Penalty 2862.935089 = -278618.937375 nChanged 174 SP:Iteration 5Q (945.813518 sec): 3 clusters Score: Raw -281590.136000 + Penalty 2862.935089 = -278727.200910 nChanged 128 SP:Iteration 6Q (945.853335 sec): 3 clusters Score: Raw -281671.987421 + Penalty 2862.935089 = -278809.052332 nChanged 106 SP:Iteration 7Q (945.893054 sec): 3 clusters Score: Raw -281725.430656 + Penalty 2862.935089 = -278862.495566 nChanged 80 SP:Iteration 8Q (945.933580 sec): 3 clusters Score: Raw -281763.536023 + Penalty 2862.935089 = -278900.600934 nChanged 60 SP:Iteration 9Q (945.974329 sec): 3 clusters Score: Raw -281785.880390 + Penalty 2862.935089 = -278922.945300 nChanged 50 SP:Iteration 10Q (946.014908 sec): 3 clusters Score: Raw -281808.516681 + Penalty 2862.935089 = -278945.581592 nChanged 43 SP:Iteration 11Q (946.055577 sec): 3 clusters Score: Raw -281822.994418 + Penalty 2862.935089 = -278960.059329 nChanged 27 SP:Iteration 12Q (946.096369 sec): 3 clusters Score: Raw -281830.979688 + Penalty 2862.935089 = -278968.044598 nChanged 26 SP:Iteration 13Q (946.137109 sec): 3 clusters Score: Raw -281842.156285 + Penalty 2862.935089 = -278979.221196 nChanged 20 SP:Iteration 14Q (946.177798 sec): 3 clusters Score: Raw -281849.491143 + Penalty 2862.935089 = -278986.556054 nChanged 19 SP:Iteration 15Q (946.218590 sec): 3 clusters Score: Raw -281856.645684 + Penalty 2862.935089 = -278993.710595 nChanged 20 SP:Iteration 16Q (946.259007 sec): 3 clusters Score: Raw -281863.777264 + Penalty 2862.935089 = -279000.842175 nChanged 20 SP:Iteration 17Q (946.299581 sec): 3 clusters Score: Raw -281869.778366 + Penalty 2862.935089 = -279006.843276 nChanged 12 SP:Iteration 18Q (946.339100 sec): 3 clusters Score: Raw -281874.255260 + Penalty 2862.935089 = -279011.320171 nChanged 21 SP:Iteration 19Q (946.378764 sec): 3 clusters Score: Raw -281881.992493 + Penalty 2862.935089 = -279019.057403 nChanged 26 SP:Iteration 20F (946.420895 sec): 3 clusters Score: Raw -281892.213311 + Penalty 2862.935089 = -279029.278222 nChanged 24 SP:Iteration 21Q (946.464982 sec): 3 clusters Score: Raw -281901.327473 + Penalty 2862.935089 = -279038.392383 nChanged 23 SP:Iteration 22Q (946.558585 sec): 3 clusters Score: Raw -281908.730386 + Penalty 2862.935089 = -279045.795297 nChanged 24 SP:Iteration 23Q (946.610128 sec): 3 clusters Score: Raw -281917.230616 + Penalty 2862.935089 = -279054.295527 nChanged 23 SP:Iteration 24Q (946.660706 sec): 3 clusters Score: Raw -281926.138768 + Penalty 2862.935089 = -279063.203679 nChanged 17 SP:Iteration 25Q (946.711557 sec): 3 clusters Score: Raw -281931.118339 + Penalty 2862.935089 = -279068.183249 nChanged 15 SP:Iteration 26Q (946.761524 sec): 3 clusters Score: Raw -281936.208310 + Penalty 2862.935089 = -279073.273220 nChanged 14 SP:Iteration 27Q (946.803687 sec): 3 clusters Score: Raw -281941.414652 + Penalty 2862.935089 = -279078.479563 nChanged 13 SP:Iteration 28Q (946.846391 sec): 3 clusters Score: Raw -281945.483009 + Penalty 2862.935089 = -279082.547920 nChanged 14 SP:Iteration 29Q (946.888633 sec): 3 clusters Score: Raw -281950.275227 + Penalty 2862.935089 = -279087.340137 nChanged 15 SP:Iteration 30Q (946.930410 sec): 3 clusters Score: Raw -281956.468522 + Penalty 2862.935089 = -279093.533433 nChanged 23 SP:Iteration 31Q (946.973163 sec): 3 clusters Score: Raw -281965.812348 + Penalty 2862.935089 = -279102.877259 nChanged 17 SP:Iteration 32Q (947.123543 sec): 3 clusters Score: Raw -281971.855657 + Penalty 2862.935089 = -279108.920568 nChanged 20 SP:Iteration 33Q (947.229231 sec): 3 clusters Score: Raw -281979.082936 + Penalty 2862.935089 = -279116.147847 nChanged 17 SP:Iteration 34Q (947.354746 sec): 3 clusters Score: Raw -281984.015462 + Penalty 2862.935089 = -279121.080373 nChanged 14 SP:Iteration 35Q (947.422511 sec): 3 clusters Score: Raw -281988.587779 + Penalty 2862.935089 = -279125.652689 nChanged 13 SP:Iteration 36Q (947.462619 sec): 3 clusters Score: Raw -281993.828198 + Penalty 2862.935089 = -279130.893109 nChanged 15 SP:Iteration 37Q (947.503354 sec): 3 clusters Score: Raw -282000.151751 + Penalty 2862.935089 = -279137.216661 nChanged 15 SP:Iteration 38Q (947.544409 sec): 3 clusters Score: Raw -282006.243975 + Penalty 2862.935089 = -279143.308885 nChanged 10 SP:Iteration 39Q (947.585311 sec): 3 clusters Score: Raw -282011.108490 + Penalty 2862.935089 = -279148.173400 nChanged 9 SP:Iteration 40F (947.627389 sec): 3 clusters Score: Raw -282016.399886 + Penalty 2862.935089 = -279153.464797 nChanged 16 SP:Iteration 41Q (947.669868 sec): 3 clusters Score: Raw -282023.561423 + Penalty 2862.935089 = -279160.626333 nChanged 14 SP:Iteration 42Q (947.712250 sec): 3 clusters Score: Raw -282028.718783 + Penalty 2862.935089 = -279165.783693 nChanged 7 SP:Iteration 43Q (947.754876 sec): 3 clusters Score: Raw -282032.498474 + Penalty 2862.935089 = -279169.563385 nChanged 8 SP:Iteration 44Q (947.796796 sec): 3 clusters Score: Raw -282036.834843 + Penalty 2862.935089 = -279173.899753 nChanged 11 SP:Iteration 45Q (947.836772 sec): 3 clusters Score: Raw -282042.078588 + Penalty 2862.935089 = -279179.143498 nChanged 11 SP:Iteration 46Q (947.876572 sec): 3 clusters Score: Raw -282046.095263 + Penalty 2862.935089 = -279183.160173 nChanged 15 SP:Iteration 47Q (947.916211 sec): 3 clusters Score: Raw -282052.408356 + Penalty 2862.935089 = -279189.473267 nChanged 11 SP:Iteration 48Q (947.955713 sec): 3 clusters Score: Raw -282056.292471 + Penalty 2862.935089 = -279193.357382 nChanged 7 SP:Iteration 49Q (947.996045 sec): 3 clusters Score: Raw -282061.211860 + Penalty 2862.935089 = -279198.276771 nChanged 13 SP:Iteration 50Q (948.036699 sec): 3 clusters Score: Raw -282067.294688 + Penalty 2862.935089 = -279204.359599 nChanged 11 SP:Iteration 51Q (948.077213 sec): 3 clusters Score: Raw -282071.731577 + Penalty 2862.935089 = -279208.796487 nChanged 8 SP:Iteration 52Q (948.117815 sec): 3 clusters Score: Raw -282075.308559 + Penalty 2862.935089 = -279212.373469 nChanged 13 SP:Iteration 53Q (948.158470 sec): 3 clusters Score: Raw -282080.231773 + Penalty 2862.935089 = -279217.296684 nChanged 2 SP:Iteration 54Q (948.198838 sec): 3 clusters Score: Raw -282081.038713 + Penalty 2862.935089 = -279218.103624 nChanged 3 SP:Iteration 55Q (948.239134 sec): 3 clusters Score: Raw -282082.601081 + Penalty 2862.935089 = -279219.665992 nChanged 4 SP:Iteration 56Q (948.279206 sec): 3 clusters Score: Raw -282084.916161 + Penalty 2862.935089 = -279221.981072 nChanged 3 SP:Iteration 57Q (948.319153 sec): 3 clusters Score: Raw -282087.112578 + Penalty 2862.935089 = -279224.177488 nChanged 3 SP:Iteration 58Q (948.359422 sec): 3 clusters Score: Raw -282088.089814 + Penalty 2862.935089 = -279225.154724 nChanged 1 SP:Iteration 59Q (948.399019 sec): 3 clusters Score: Raw -282088.314019 + Penalty 2862.935089 = -279225.378929 nChanged 1 SP:Iteration 60F (948.438607 sec): 3 clusters Score: Raw -282088.534882 + Penalty 2862.935089 = -279225.599793 nChanged 0 Trying to split cluster 31 (2758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (948.475271 sec): 2 clusters Score: Raw -211912.734638 + Penalty 1390.356816 = -210522.377822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (948.512094 sec): 3 clusters Score: Raw -210678.577364 + Penalty 2780.713631 = -207897.863732 nChanged 1037 SP:Iteration 1F (948.688530 sec): 3 clusters Score: Raw -211358.935959 + Penalty 2780.713631 = -208578.222328 nChanged 229 SP:Iteration 2F (948.779787 sec): 3 clusters Score: Raw -211551.797573 + Penalty 2780.713631 = -208771.083941 nChanged 170 SP:Iteration 3F (948.815205 sec): 3 clusters Score: Raw -211705.138835 + Penalty 2780.713631 = -208924.425203 nChanged 165 SP:Iteration 4F (948.849630 sec): 3 clusters Score: Raw -211868.797476 + Penalty 2780.713631 = -209088.083845 nChanged 144 SP:Iteration 5F (948.883962 sec): 3 clusters Score: Raw -211993.416644 + Penalty 2780.713631 = -209212.703012 nChanged 109 SP:Iteration 6Q (948.918623 sec): 3 clusters Score: Raw -212081.283804 + Penalty 2780.713631 = -209300.570173 nChanged 89 SP:Iteration 7Q (948.953448 sec): 3 clusters Score: Raw -212129.676358 + Penalty 2780.713631 = -209348.962727 nChanged 54 SP:Iteration 8Q (948.988026 sec): 3 clusters Score: Raw -212162.885434 + Penalty 2780.713631 = -209382.171803 nChanged 51 SP:Iteration 9Q (949.022695 sec): 3 clusters Score: Raw -212190.213451 + Penalty 2780.713631 = -209409.499819 nChanged 37 SP:Iteration 10Q (949.057268 sec): 3 clusters Score: Raw -212211.861622 + Penalty 2780.713631 = -209431.147990 nChanged 33 SP:Iteration 11Q (949.091777 sec): 3 clusters Score: Raw -212228.513181 + Penalty 2780.713631 = -209447.799549 nChanged 21 SP:Iteration 12Q (949.126323 sec): 3 clusters Score: Raw -212237.014706 + Penalty 2780.713631 = -209456.301075 nChanged 14 SP:Iteration 13Q (949.160882 sec): 3 clusters Score: Raw -212242.183260 + Penalty 2780.713631 = -209461.469629 nChanged 7 SP:Iteration 14Q (949.195255 sec): 3 clusters Score: Raw -212244.791382 + Penalty 2780.713631 = -209464.077750 nChanged 6 SP:Iteration 15Q (949.235298 sec): 3 clusters Score: Raw -212247.599380 + Penalty 2780.713631 = -209466.885749 nChanged 10 SP:Iteration 16Q (949.269821 sec): 3 clusters Score: Raw -212251.158661 + Penalty 2780.713631 = -209470.445030 nChanged 9 SP:Iteration 17Q (949.304288 sec): 3 clusters Score: Raw -212255.189315 + Penalty 2780.713631 = -209474.475683 nChanged 8 SP:Iteration 18Q (949.338955 sec): 3 clusters Score: Raw -212258.042913 + Penalty 2780.713631 = -209477.329282 nChanged 5 SP:Iteration 19Q (949.373282 sec): 3 clusters Score: Raw -212259.957122 + Penalty 2780.713631 = -209479.243490 nChanged 3 SP:Iteration 20F (949.407241 sec): 3 clusters Score: Raw -212260.509394 + Penalty 2780.713631 = -209479.795763 nChanged 2 SP:Iteration 21Q (949.441580 sec): 3 clusters Score: Raw -212261.192629 + Penalty 2780.713631 = -209480.478998 nChanged 3 SP:Iteration 22Q (949.476053 sec): 3 clusters Score: Raw -212262.523438 + Penalty 2780.713631 = -209481.809806 nChanged 1 SP:Iteration 23Q (949.510553 sec): 3 clusters Score: Raw -212262.674358 + Penalty 2780.713631 = -209481.960727 nChanged 1 SP:Iteration 24Q (949.544776 sec): 3 clusters Score: Raw -212263.177967 + Penalty 2780.713631 = -209482.464336 nChanged 3 SP:Iteration 25Q (949.579259 sec): 3 clusters Score: Raw -212264.015077 + Penalty 2780.713631 = -209483.301446 nChanged 3 SP:Iteration 26Q (949.613639 sec): 3 clusters Score: Raw -212264.893398 + Penalty 2780.713631 = -209484.179766 nChanged 2 SP:Iteration 27Q (949.648088 sec): 3 clusters Score: Raw -212265.545515 + Penalty 2780.713631 = -209484.831884 nChanged 1 SP:Iteration 28Q (949.682488 sec): 3 clusters Score: Raw -212265.846667 + Penalty 2780.713631 = -209485.133036 nChanged 0 SP:Iteration 29F (949.716612 sec): 3 clusters Score: Raw -212265.846667 + Penalty 2780.713631 = -209485.133036 nChanged 0 Trying to split cluster 32 (3864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (949.756092 sec): 2 clusters Score: Raw -310275.607324 + Penalty 1449.534913 = -308826.072411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (949.823894 sec): 3 clusters Score: Raw -308418.325743 + Penalty 2899.069827 = -305519.255916 nChanged 1489 SP:Iteration 1F (949.983623 sec): 3 clusters Score: Raw -309290.830414 + Penalty 2899.069827 = -306391.760587 nChanged 309 SP:Iteration 2F (950.105852 sec): 3 clusters Score: Raw -309470.694073 + Penalty 2899.069827 = -306571.624246 nChanged 189 SP:Iteration 3Q (950.157510 sec): 3 clusters Score: Raw -309601.214666 + Penalty 2899.069827 = -306702.144839 nChanged 164 SP:Iteration 4Q (950.203481 sec): 3 clusters Score: Raw -309696.666622 + Penalty 2899.069827 = -306797.596795 nChanged 154 SP:Iteration 5Q (950.249402 sec): 3 clusters Score: Raw -309785.194748 + Penalty 2899.069827 = -306886.124922 nChanged 138 SP:Iteration 6Q (950.374389 sec): 3 clusters Score: Raw -309873.647086 + Penalty 2899.069827 = -306974.577260 nChanged 133 SP:Iteration 7Q (950.418416 sec): 3 clusters Score: Raw -309947.070539 + Penalty 2899.069827 = -307048.000712 nChanged 123 SP:Iteration 8Q (950.468895 sec): 3 clusters Score: Raw -310022.900743 + Penalty 2899.069827 = -307123.830917 nChanged 122 SP:Iteration 9Q (950.527002 sec): 3 clusters Score: Raw -310107.271496 + Penalty 2899.069827 = -307208.201670 nChanged 107 SP:Iteration 10Q (950.578702 sec): 3 clusters Score: Raw -310173.259836 + Penalty 2899.069827 = -307274.190009 nChanged 94 SP:Iteration 11Q (950.621103 sec): 3 clusters Score: Raw -310233.776393 + Penalty 2899.069827 = -307334.706567 nChanged 89 SP:Iteration 12Q (950.663237 sec): 3 clusters Score: Raw -310295.468892 + Penalty 2899.069827 = -307396.399065 nChanged 78 SP:Iteration 13Q (950.705793 sec): 3 clusters Score: Raw -310341.142939 + Penalty 2899.069827 = -307442.073113 nChanged 64 SP:Iteration 14Q (950.748185 sec): 3 clusters Score: Raw -310383.838262 + Penalty 2899.069827 = -307484.768435 nChanged 54 SP:Iteration 15Q (950.790017 sec): 3 clusters Score: Raw -310421.661404 + Penalty 2899.069827 = -307522.591577 nChanged 45 SP:Iteration 16Q (950.832083 sec): 3 clusters Score: Raw -310447.707493 + Penalty 2899.069827 = -307548.637667 nChanged 36 SP:Iteration 17Q (950.873954 sec): 3 clusters Score: Raw -310467.178460 + Penalty 2899.069827 = -307568.108633 nChanged 25 SP:Iteration 18Q (950.915592 sec): 3 clusters Score: Raw -310483.049979 + Penalty 2899.069827 = -307583.980152 nChanged 19 SP:Iteration 19Q (950.957442 sec): 3 clusters Score: Raw -310493.933058 + Penalty 2899.069827 = -307594.863231 nChanged 18 SP:Iteration 20F (951.000479 sec): 3 clusters Score: Raw -310502.843728 + Penalty 2899.069827 = -307603.773902 nChanged 7 SP:Iteration 21Q (951.044299 sec): 3 clusters Score: Raw -310506.099031 + Penalty 2899.069827 = -307607.029204 nChanged 3 SP:Iteration 22Q (951.087917 sec): 3 clusters Score: Raw -310507.348784 + Penalty 2899.069827 = -307608.278957 nChanged 1 SP:Iteration 23Q (951.129991 sec): 3 clusters Score: Raw -310507.463644 + Penalty 2899.069827 = -307608.393817 nChanged 1 SP:Iteration 24Q (951.172000 sec): 3 clusters Score: Raw -310507.603280 + Penalty 2899.069827 = -307608.533454 nChanged 0 SP:Iteration 25F (951.213466 sec): 3 clusters Score: Raw -310507.603280 + Penalty 2899.069827 = -307608.533454 nChanged 0 Time taken for this iteration:950.496957 seconds. 2->33 Clusters: Score -7075766.310651, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 3 clusters... ------ Clustering full data set of 101381 points ------ SP: Assigned 3 initial classes randomly. Iteration 0F (951.661090 sec): 3 clusters Score: Raw -6558461.860982 + Penalty 4045.850983 = -6554416.009999 nChanged 50422 Iteration 1F (952.033037 sec): 3 clusters Score: Raw -6782158.362686 + Penalty 4045.850983 = -6778112.511703 nChanged 16675 Iteration 2F (952.382184 sec): 3 clusters Score: Raw -6852715.778034 + Penalty 4045.850983 = -6848669.927052 nChanged 3944 Iteration 3Q (952.741084 sec): 3 clusters Score: Raw -6856110.019164 + Penalty 4045.850983 = -6852064.168182 nChanged 1353 Iteration 4Q (953.081082 sec): 3 clusters Score: Raw -6856860.239674 + Penalty 4045.850983 = -6852814.388691 nChanged 850 Iteration 5Q (953.391203 sec): 3 clusters Score: Raw -6857178.809699 + Penalty 4045.850983 = -6853132.958717 nChanged 646 Iteration 6Q (953.702511 sec): 3 clusters Score: Raw -6857368.707677 + Penalty 4045.850983 = -6853322.856694 nChanged 471 Iteration 7Q (954.062740 sec): 3 clusters Score: Raw -6857480.978280 + Penalty 4045.850983 = -6853435.127297 nChanged 338 Iteration 8Q (954.400190 sec): 3 clusters Score: Raw -6857539.857089 + Penalty 4045.850983 = -6853494.006106 nChanged 244 Iteration 9Q (954.713737 sec): 3 clusters Score: Raw -6857572.457369 + Penalty 4045.850983 = -6853526.606386 nChanged 175 Iteration 10Q (955.022845 sec): 3 clusters Score: Raw -6857589.930302 + Penalty 4045.850983 = -6853544.079319 nChanged 128 Iteration 11Q (955.383096 sec): 3 clusters Score: Raw -6857599.321216 + Penalty 4045.850983 = -6853553.470234 nChanged 83 Iteration 12Q (955.716017 sec): 3 clusters Score: Raw -6857605.426586 + Penalty 4045.850983 = -6853559.575603 nChanged 57 Iteration 13Q (956.026651 sec): 3 clusters Score: Raw -6857608.694285 + Penalty 4045.850983 = -6853562.843303 nChanged 50 Iteration 14Q (956.401698 sec): 3 clusters Score: Raw -6857610.997584 + Penalty 4045.850983 = -6853565.146602 nChanged 41 Iteration 15Q (956.687422 sec): 3 clusters Score: Raw -6857612.480713 + Penalty 4045.850983 = -6853566.629730 nChanged 28 Iteration 16Q (956.987881 sec): 3 clusters Score: Raw -6857613.223000 + Penalty 4045.850983 = -6853567.372017 nChanged 19 Iteration 17Q (957.254632 sec): 3 clusters Score: Raw -6857613.586141 + Penalty 4045.850983 = -6853567.735159 nChanged 15 Iteration 18Q (957.590650 sec): 3 clusters Score: Raw -6857613.903460 + Penalty 4045.850983 = -6853568.052478 nChanged 9 Iteration 19Q (957.902150 sec): 3 clusters Score: Raw -6857614.048827 + Penalty 4045.850983 = -6853568.197844 nChanged 11 Writing temp clu file Because OldScore, -6853568.052478, is greater than current (better) Score,-6853568.197844 Compute initial score before splitting: Score: Raw -6857614.048827 + Penalty 4045.850983 = -6853568.197844 Trying to split cluster 1 (25708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (958.168296 sec): 2 clusters Score: Raw -1465828.194991 + Penalty 1782.124842 = -1464046.070149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (958.422035 sec): 3 clusters Score: Raw -1451039.301406 + Penalty 3564.249685 = -1447475.051721 nChanged 11834 SP:Iteration 1F (958.528871 sec): 3 clusters Score: Raw -1472035.980224 + Penalty 3564.249685 = -1468471.730539 nChanged 5043 SP:Iteration 2F (958.695985 sec): 3 clusters Score: Raw -1483870.513374 + Penalty 3564.249685 = -1480306.263689 nChanged 2407 SP:Iteration 3F (958.826635 sec): 3 clusters Score: Raw -1487098.234134 + Penalty 3564.249685 = -1483533.984449 nChanged 1033 SP:Iteration 4Q (958.968965 sec): 3 clusters Score: Raw -1488160.611846 + Penalty 3564.249685 = -1484596.362161 nChanged 640 SP:Iteration 5Q (959.092535 sec): 3 clusters Score: Raw -1488637.324294 + Penalty 3564.249685 = -1485073.074609 nChanged 434 SP:Iteration 6Q (959.202348 sec): 3 clusters Score: Raw -1488889.202168 + Penalty 3564.249685 = -1485324.952483 nChanged 339 SP:Iteration 7Q (959.319978 sec): 3 clusters Score: Raw -1489059.196268 + Penalty 3564.249685 = -1485494.946583 nChanged 248 SP:Iteration 8Q (959.458919 sec): 3 clusters Score: Raw -1489172.015573 + Penalty 3564.249685 = -1485607.765889 nChanged 179 SP:Iteration 9Q (959.587981 sec): 3 clusters Score: Raw -1489243.238978 + Penalty 3564.249685 = -1485678.989293 nChanged 119 SP:Iteration 10Q (959.722277 sec): 3 clusters Score: Raw -1489281.937861 + Penalty 3564.249685 = -1485717.688176 nChanged 97 SP:Iteration 11Q (959.853978 sec): 3 clusters Score: Raw -1489299.656871 + Penalty 3564.249685 = -1485735.407186 nChanged 70 SP:Iteration 12Q (959.983955 sec): 3 clusters Score: Raw -1489311.390031 + Penalty 3564.249685 = -1485747.140347 nChanged 56 SP:Iteration 13Q (960.200698 sec): 3 clusters Score: Raw -1489321.083363 + Penalty 3564.249685 = -1485756.833678 nChanged 47 SP:Iteration 14Q (960.328520 sec): 3 clusters Score: Raw -1489326.569150 + Penalty 3564.249685 = -1485762.319465 nChanged 29 SP:Iteration 15Q (960.422194 sec): 3 clusters Score: Raw -1489328.746850 + Penalty 3564.249685 = -1485764.497165 nChanged 22 SP:Iteration 16Q (960.564998 sec): 3 clusters Score: Raw -1489330.410277 + Penalty 3564.249685 = -1485766.160592 nChanged 17 SP:Iteration 17Q (960.671867 sec): 3 clusters Score: Raw -1489331.430511 + Penalty 3564.249685 = -1485767.180826 nChanged 11 SP:Iteration 18Q (960.771391 sec): 3 clusters Score: Raw -1489332.560149 + Penalty 3564.249685 = -1485768.310464 nChanged 9 SP:Iteration 19Q (960.968811 sec): 3 clusters Score: Raw -1489333.081069 + Penalty 3564.249685 = -1485768.831384 nChanged 4 SP:Iteration 20F (961.128734 sec): 3 clusters Score: Raw -1489334.608942 + Penalty 3564.249685 = -1485770.359257 nChanged 8 SP:Iteration 21Q (961.283020 sec): 3 clusters Score: Raw -1489335.345569 + Penalty 3564.249685 = -1485771.095884 nChanged 11 SP:Iteration 22Q (961.472083 sec): 3 clusters Score: Raw -1489336.124995 + Penalty 3564.249685 = -1485771.875311 nChanged 5 SP:Iteration 23Q (961.610082 sec): 3 clusters Score: Raw -1489336.428401 + Penalty 3564.249685 = -1485772.178716 nChanged 2 SP:Iteration 24Q (961.732306 sec): 3 clusters Score: Raw -1489336.490182 + Penalty 3564.249685 = -1485772.240498 nChanged 3 SP:Iteration 25Q (961.850797 sec): 3 clusters Score: Raw -1489336.577640 + Penalty 3564.249685 = -1485772.327955 nChanged 2 SP:Iteration 26Q (961.965682 sec): 3 clusters Score: Raw -1489336.655282 + Penalty 3564.249685 = -1485772.405597 nChanged 2 SP:Iteration 27Q (962.098725 sec): 3 clusters Score: Raw -1489336.696120 + Penalty 3564.249685 = -1485772.446435 nChanged 0 SP:Iteration 28F (962.213374 sec): 3 clusters Score: Raw -1489336.696120 + Penalty 3564.249685 = -1485772.446435 nChanged 0 Score: Raw -6881122.691073 + Penalty 6068.776474 = -6875053.914599 Splitting cluster 1 changes total score from -6853568.197844 to -6875053.914599 So it's getting split into cluster 3. Trying to split cluster 2 (75566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (962.966102 sec): 2 clusters Score: Raw -5449998.158776 + Penalty 1971.349683 = -5448026.809093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (963.295396 sec): 3 clusters Score: Raw -5401594.392522 + Penalty 3942.699366 = -5397651.693156 nChanged 35846 SP:Iteration 1F (963.562289 sec): 3 clusters Score: Raw -5426525.312339 + Penalty 3942.699366 = -5422582.612973 nChanged 7000 SP:Iteration 2F (963.883079 sec): 3 clusters Score: Raw -5435089.782680 + Penalty 3942.699366 = -5431147.083314 nChanged 8046 SP:Iteration 3F (964.175730 sec): 3 clusters Score: Raw -5446396.241737 + Penalty 3942.699366 = -5442453.542372 nChanged 7576 SP:Iteration 4F (964.472806 sec): 3 clusters Score: Raw -5455753.622880 + Penalty 3942.699366 = -5451810.923515 nChanged 6013 SP:Iteration 5F (964.767103 sec): 3 clusters Score: Raw -5463360.227880 + Penalty 3942.699366 = -5459417.528515 nChanged 5046 SP:Iteration 6F (965.062897 sec): 3 clusters Score: Raw -5471170.459839 + Penalty 3942.699366 = -5467227.760473 nChanged 4623 SP:Iteration 7F (965.354870 sec): 3 clusters Score: Raw -5478871.134069 + Penalty 3942.699366 = -5474928.434703 nChanged 3784 SP:Iteration 8F (965.662105 sec): 3 clusters Score: Raw -5484327.038520 + Penalty 3942.699366 = -5480384.339154 nChanged 2662 SP:Iteration 9Q (965.904317 sec): 3 clusters Score: Raw -5487327.678814 + Penalty 3942.699366 = -5483384.979448 nChanged 1747 SP:Iteration 10Q (966.187298 sec): 3 clusters Score: Raw -5488876.842940 + Penalty 3942.699366 = -5484934.143574 nChanged 1107 SP:Iteration 11Q (966.450371 sec): 3 clusters Score: Raw -5489617.014377 + Penalty 3942.699366 = -5485674.315011 nChanged 716 SP:Iteration 12Q (966.710837 sec): 3 clusters Score: Raw -5489895.010383 + Penalty 3942.699366 = -5485952.311018 nChanged 403 SP:Iteration 13Q (966.935039 sec): 3 clusters Score: Raw -5489980.737225 + Penalty 3942.699366 = -5486038.037860 nChanged 212 SP:Iteration 14Q (967.160849 sec): 3 clusters Score: Raw -5490003.274735 + Penalty 3942.699366 = -5486060.575369 nChanged 108 SP:Iteration 15Q (967.425651 sec): 3 clusters Score: Raw -5490010.727385 + Penalty 3942.699366 = -5486068.028019 nChanged 59 SP:Iteration 16Q (967.693097 sec): 3 clusters Score: Raw -5490013.413448 + Penalty 3942.699366 = -5486070.714082 nChanged 35 SP:Iteration 17Q (967.969255 sec): 3 clusters Score: Raw -5490014.700248 + Penalty 3942.699366 = -5486072.000882 nChanged 21 SP:Iteration 18Q (968.208942 sec): 3 clusters Score: Raw -5490015.268322 + Penalty 3942.699366 = -5486072.568956 nChanged 12 SP:Iteration 19Q (968.457297 sec): 3 clusters Score: Raw -5490015.458584 + Penalty 3942.699366 = -5486072.759218 nChanged 6 SP:Iteration 20F (968.710271 sec): 3 clusters Score: Raw -5490015.564915 + Penalty 3942.699366 = -5486072.865549 nChanged 2 SP:Iteration 21Q (968.960413 sec): 3 clusters Score: Raw -5490015.597617 + Penalty 3942.699366 = -5486072.898251 nChanged 0 SP:Iteration 22F (969.259149 sec): 3 clusters Score: Raw -5490015.597617 + Penalty 3942.699366 = -5486072.898251 nChanged 0 Score: Raw -6921140.129914 + Penalty 8091.701965 = -6913048.427949 Splitting cluster 2 changes total score from -6853568.197844 to -6913048.427949 So it's getting split into cluster 4. Iteration 20F (970.422170 sec): 5 clusters Score: Raw -6926054.971810 + Penalty 8091.701965 = -6917963.269845 nChanged 3264 Iteration 21Q (970.857791 sec): 5 clusters Score: Raw -6928609.070594 + Penalty 8091.701965 = -6920517.368629 nChanged 2025 Iteration 22Q (971.255973 sec): 5 clusters Score: Raw -6930020.119698 + Penalty 8091.701965 = -6921928.417733 nChanged 1710 Iteration 23Q (971.651698 sec): 5 clusters Score: Raw -6931161.439586 + Penalty 8091.701965 = -6923069.737621 nChanged 1484 Iteration 24Q (972.048885 sec): 5 clusters Score: Raw -6932272.606915 + Penalty 8091.701965 = -6924180.904950 nChanged 1304 Iteration 25Q (972.442891 sec): 5 clusters Score: Raw -6933117.089045 + Penalty 8091.701965 = -6925025.387080 nChanged 1121 Iteration 26Q (972.838163 sec): 5 clusters Score: Raw -6933659.268498 + Penalty 8091.701965 = -6925567.566533 nChanged 984 Iteration 27Q (973.287853 sec): 5 clusters Score: Raw -6934030.134620 + Penalty 8091.701965 = -6925938.432655 nChanged 851 Iteration 28Q (973.708040 sec): 5 clusters Score: Raw -6934289.779505 + Penalty 8091.701965 = -6926198.077540 nChanged 708 Iteration 29Q (974.157388 sec): 5 clusters Score: Raw -6934482.857083 + Penalty 8091.701965 = -6926391.155118 nChanged 655 Iteration 30Q (974.652827 sec): 5 clusters Score: Raw -6934643.903571 + Penalty 8091.701965 = -6926552.201606 nChanged 615 Iteration 31Q (975.043149 sec): 5 clusters Score: Raw -6934778.488842 + Penalty 8091.701965 = -6926686.786877 nChanged 534 Iteration 32Q (975.492030 sec): 5 clusters Score: Raw -6934881.734782 + Penalty 8091.701965 = -6926790.032817 nChanged 465 Iteration 33Q (975.909508 sec): 5 clusters Score: Raw -6934964.923462 + Penalty 8091.701965 = -6926873.221497 nChanged 390 Iteration 34Q (976.338361 sec): 5 clusters Score: Raw -6935036.853768 + Penalty 8091.701965 = -6926945.151803 nChanged 367 Iteration 35Q (976.756475 sec): 5 clusters Score: Raw -6935107.402090 + Penalty 8091.701965 = -6927015.700125 nChanged 367 Iteration 36Q (977.201865 sec): 5 clusters Score: Raw -6935173.734046 + Penalty 8091.701965 = -6927082.032081 nChanged 330 Iteration 37Q (977.618919 sec): 5 clusters Score: Raw -6935228.033293 + Penalty 8091.701965 = -6927136.331328 nChanged 305 Iteration 38Q (978.036769 sec): 5 clusters Score: Raw -6935268.747009 + Penalty 8091.701965 = -6927177.045044 nChanged 271 Iteration 39Q (978.424966 sec): 5 clusters Score: Raw -6935300.064239 + Penalty 8091.701965 = -6927208.362274 nChanged 258 Iteration 40F (978.920923 sec): 5 clusters Score: Raw -6935329.356336 + Penalty 8091.701965 = -6927237.654371 nChanged 223 Iteration 41Q (979.358208 sec): 5 clusters Score: Raw -6935357.347196 + Penalty 8091.701965 = -6927265.645231 nChanged 215 Iteration 42Q (979.762220 sec): 5 clusters Score: Raw -6935385.468430 + Penalty 8091.701965 = -6927293.766465 nChanged 202 Iteration 43Q (980.169801 sec): 5 clusters Score: Raw -6935408.647161 + Penalty 8091.701965 = -6927316.945196 nChanged 192 Iteration 44Q (980.592208 sec): 5 clusters Score: Raw -6935427.019469 + Penalty 8091.701965 = -6927335.317504 nChanged 144 Iteration 45Q (981.055362 sec): 5 clusters Score: Raw -6935438.237487 + Penalty 8091.701965 = -6927346.535522 nChanged 149 Iteration 46Q (981.490655 sec): 5 clusters Score: Raw -6935448.389864 + Penalty 8091.701965 = -6927356.687899 nChanged 129 Iteration 47Q (981.897750 sec): 5 clusters Score: Raw -6935456.245551 + Penalty 8091.701965 = -6927364.543586 nChanged 104 Iteration 48Q (982.300342 sec): 5 clusters Score: Raw -6935461.733029 + Penalty 8091.701965 = -6927370.031064 nChanged 84 Iteration 49Q (982.763266 sec): 5 clusters Score: Raw -6935465.973102 + Penalty 8091.701965 = -6927374.271137 nChanged 81 Iteration 50Q (983.228849 sec): 5 clusters Score: Raw -6935469.757162 + Penalty 8091.701965 = -6927378.055197 nChanged 68 Iteration 51Q (983.655606 sec): 5 clusters Score: Raw -6935473.245635 + Penalty 8091.701965 = -6927381.543669 nChanged 77 Iteration 52Q (984.113572 sec): 5 clusters Score: Raw -6935477.536468 + Penalty 8091.701965 = -6927385.834503 nChanged 66 Iteration 53Q (984.580997 sec): 5 clusters Score: Raw -6935481.216592 + Penalty 8091.701965 = -6927389.514627 nChanged 64 Iteration 54Q (985.039847 sec): 5 clusters Score: Raw -6935484.387156 + Penalty 8091.701965 = -6927392.685191 nChanged 56 Iteration 55Q (985.501552 sec): 5 clusters Score: Raw -6935486.709590 + Penalty 8091.701965 = -6927395.007625 nChanged 50 Iteration 56Q (985.964669 sec): 5 clusters Score: Raw -6935488.567352 + Penalty 8091.701965 = -6927396.865387 nChanged 39 Iteration 57Q (986.392261 sec): 5 clusters Score: Raw -6935489.844104 + Penalty 8091.701965 = -6927398.142139 nChanged 40 Iteration 58Q (986.821752 sec): 5 clusters Score: Raw -6935491.404275 + Penalty 8091.701965 = -6927399.702310 nChanged 41 Writing temp clu file Because OldScore, -6927398.142139, is greater than current (better) Score,-6927399.702310 Compute initial score before splitting: Score: Raw -6935491.404275 + Penalty 8091.701965 = -6927399.702310 Trying to split cluster 1 (10267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (987.001219 sec): 2 clusters Score: Raw -539231.021382 + Penalty 1621.039121 = -537609.982261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (987.185898 sec): 3 clusters Score: Raw -533661.271127 + Penalty 3242.078242 = -530419.192885 nChanged 4519 SP:Iteration 1F (987.341952 sec): 3 clusters Score: Raw -541724.963228 + Penalty 3242.078242 = -538482.884986 nChanged 1769 SP:Iteration 2F (987.425688 sec): 3 clusters Score: Raw -546131.659566 + Penalty 3242.078242 = -542889.581325 nChanged 968 SP:Iteration 3F (987.497977 sec): 3 clusters Score: Raw -547678.069640 + Penalty 3242.078242 = -544435.991398 nChanged 503 SP:Iteration 4Q (987.562176 sec): 3 clusters Score: Raw -548275.004361 + Penalty 3242.078242 = -545032.926119 nChanged 317 SP:Iteration 5Q (987.612063 sec): 3 clusters Score: Raw -548611.887407 + Penalty 3242.078242 = -545369.809166 nChanged 215 SP:Iteration 6Q (987.661761 sec): 3 clusters Score: Raw -548833.248924 + Penalty 3242.078242 = -545591.170682 nChanged 194 SP:Iteration 7Q (987.711388 sec): 3 clusters Score: Raw -548982.563611 + Penalty 3242.078242 = -545740.485369 nChanged 144 SP:Iteration 8Q (987.762757 sec): 3 clusters Score: Raw -549069.539187 + Penalty 3242.078242 = -545827.460945 nChanged 105 SP:Iteration 9Q (987.891031 sec): 3 clusters Score: Raw -549128.046644 + Penalty 3242.078242 = -545885.968402 nChanged 86 SP:Iteration 10Q (987.963578 sec): 3 clusters Score: Raw -549174.456948 + Penalty 3242.078242 = -545932.378706 nChanged 80 SP:Iteration 11Q (988.020919 sec): 3 clusters Score: Raw -549230.992821 + Penalty 3242.078242 = -545988.914579 nChanged 75 SP:Iteration 12Q (988.078223 sec): 3 clusters Score: Raw -549282.372418 + Penalty 3242.078242 = -546040.294176 nChanged 69 SP:Iteration 13Q (988.209926 sec): 3 clusters Score: Raw -549331.274870 + Penalty 3242.078242 = -546089.196629 nChanged 68 SP:Iteration 14Q (988.267428 sec): 3 clusters Score: Raw -549372.056573 + Penalty 3242.078242 = -546129.978331 nChanged 85 SP:Iteration 15Q (988.325136 sec): 3 clusters Score: Raw -549453.365708 + Penalty 3242.078242 = -546211.287467 nChanged 84 SP:Iteration 16Q (988.381806 sec): 3 clusters Score: Raw -549541.062642 + Penalty 3242.078242 = -546298.984400 nChanged 79 SP:Iteration 17Q (988.440517 sec): 3 clusters Score: Raw -549609.802770 + Penalty 3242.078242 = -546367.724528 nChanged 64 SP:Iteration 18Q (988.506399 sec): 3 clusters Score: Raw -549647.392034 + Penalty 3242.078242 = -546405.313792 nChanged 55 SP:Iteration 19Q (988.572108 sec): 3 clusters Score: Raw -549705.042776 + Penalty 3242.078242 = -546462.964534 nChanged 37 SP:Iteration 20F (988.633286 sec): 3 clusters Score: Raw -549828.173322 + Penalty 3242.078242 = -546586.095080 nChanged 44 SP:Iteration 21Q (988.691563 sec): 3 clusters Score: Raw -549925.313927 + Penalty 3242.078242 = -546683.235685 nChanged 81 SP:Iteration 22Q (988.749507 sec): 3 clusters Score: Raw -549996.074259 + Penalty 3242.078242 = -546753.996018 nChanged 68 SP:Iteration 23Q (988.807419 sec): 3 clusters Score: Raw -550034.183501 + Penalty 3242.078242 = -546792.105259 nChanged 46 SP:Iteration 24Q (988.864310 sec): 3 clusters Score: Raw -550046.259624 + Penalty 3242.078242 = -546804.181382 nChanged 27 SP:Iteration 25Q (988.922513 sec): 3 clusters Score: Raw -550060.358375 + Penalty 3242.078242 = -546818.280133 nChanged 22 SP:Iteration 26Q (988.981444 sec): 3 clusters Score: Raw -550065.680650 + Penalty 3242.078242 = -546823.602408 nChanged 16 SP:Iteration 27Q (989.040582 sec): 3 clusters Score: Raw -550068.994362 + Penalty 3242.078242 = -546826.916121 nChanged 14 SP:Iteration 28Q (989.099353 sec): 3 clusters Score: Raw -550070.752329 + Penalty 3242.078242 = -546828.674088 nChanged 10 SP:Iteration 29Q (989.157920 sec): 3 clusters Score: Raw -550072.087711 + Penalty 3242.078242 = -546830.009469 nChanged 4 SP:Iteration 30Q (989.216411 sec): 3 clusters Score: Raw -550072.642522 + Penalty 3242.078242 = -546830.564280 nChanged 1 SP:Iteration 31Q (989.274753 sec): 3 clusters Score: Raw -550073.134967 + Penalty 3242.078242 = -546831.056725 nChanged 3 SP:Iteration 32Q (989.332924 sec): 3 clusters Score: Raw -550073.974196 + Penalty 3242.078242 = -546831.895954 nChanged 3 SP:Iteration 33Q (989.391577 sec): 3 clusters Score: Raw -550074.313989 + Penalty 3242.078242 = -546832.235748 nChanged 1 SP:Iteration 34Q (989.450589 sec): 3 clusters Score: Raw -550074.374523 + Penalty 3242.078242 = -546832.296281 nChanged 1 SP:Iteration 35Q (989.509661 sec): 3 clusters Score: Raw -550074.452404 + Penalty 3242.078242 = -546832.374162 nChanged 1 SP:Iteration 36Q (989.568648 sec): 3 clusters Score: Raw -550074.490254 + Penalty 3242.078242 = -546832.412012 nChanged 0 SP:Iteration 37F (989.630709 sec): 3 clusters Score: Raw -550074.490254 + Penalty 3242.078242 = -546832.412012 nChanged 0 Score: Raw -6946336.209436 + Penalty 10114.627456 = -6936221.581980 Splitting cluster 1 changes total score from -6927399.702310 to -6936221.581980 So it's getting split into cluster 5. Trying to split cluster 2 (33553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (990.425460 sec): 2 clusters Score: Raw -2547609.581930 + Penalty 1828.864713 = -2545780.717217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (990.594491 sec): 3 clusters Score: Raw -2527122.768811 + Penalty 3657.729427 = -2523465.039385 nChanged 15404 SP:Iteration 1F (990.731418 sec): 3 clusters Score: Raw -2537888.352267 + Penalty 3657.729427 = -2534230.622840 nChanged 2809 SP:Iteration 2F (990.850019 sec): 3 clusters Score: Raw -2541142.245832 + Penalty 3657.729427 = -2537484.516405 nChanged 3170 SP:Iteration 3F (990.987591 sec): 3 clusters Score: Raw -2544955.926036 + Penalty 3657.729427 = -2541298.196609 nChanged 3011 SP:Iteration 4F (991.141535 sec): 3 clusters Score: Raw -2547959.735728 + Penalty 3657.729427 = -2544302.006301 nChanged 2448 SP:Iteration 5F (991.293951 sec): 3 clusters Score: Raw -2549926.180408 + Penalty 3657.729427 = -2546268.450981 nChanged 1807 SP:Iteration 6F (991.447496 sec): 3 clusters Score: Raw -2551255.834655 + Penalty 3657.729427 = -2547598.105229 nChanged 1368 SP:Iteration 7Q (991.694753 sec): 3 clusters Score: Raw -2552379.612605 + Penalty 3657.729427 = -2548721.883178 nChanged 1276 SP:Iteration 8Q (991.864529 sec): 3 clusters Score: Raw -2553777.351500 + Penalty 3657.729427 = -2550119.622074 nChanged 1299 SP:Iteration 9Q (992.018475 sec): 3 clusters Score: Raw -2555750.390795 + Penalty 3657.729427 = -2552092.661368 nChanged 1305 SP:Iteration 10Q (992.205445 sec): 3 clusters Score: Raw -2557802.757290 + Penalty 3657.729427 = -2554145.027863 nChanged 1128 SP:Iteration 11Q (992.447734 sec): 3 clusters Score: Raw -2559063.464530 + Penalty 3657.729427 = -2555405.735103 nChanged 855 SP:Iteration 12Q (992.606179 sec): 3 clusters Score: Raw -2559656.717225 + Penalty 3657.729427 = -2555998.987799 nChanged 614 SP:Iteration 13Q (992.733370 sec): 3 clusters Score: Raw -2560081.062448 + Penalty 3657.729427 = -2556423.333022 nChanged 452 SP:Iteration 14Q (992.908023 sec): 3 clusters Score: Raw -2560459.843878 + Penalty 3657.729427 = -2556802.114451 nChanged 382 SP:Iteration 15Q (993.112719 sec): 3 clusters Score: Raw -2560756.963900 + Penalty 3657.729427 = -2557099.234474 nChanged 347 SP:Iteration 16Q (993.245601 sec): 3 clusters Score: Raw -2560997.799122 + Penalty 3657.729427 = -2557340.069695 nChanged 301 SP:Iteration 17Q (993.423770 sec): 3 clusters Score: Raw -2561186.297760 + Penalty 3657.729427 = -2557528.568334 nChanged 242 SP:Iteration 18Q (993.573681 sec): 3 clusters Score: Raw -2561358.776260 + Penalty 3657.729427 = -2557701.046833 nChanged 242 SP:Iteration 19Q (993.733579 sec): 3 clusters Score: Raw -2561505.935569 + Penalty 3657.729427 = -2557848.206143 nChanged 197 SP:Iteration 20F (993.912176 sec): 3 clusters Score: Raw -2561764.431767 + Penalty 3657.729427 = -2558106.702340 nChanged 265 SP:Iteration 21Q (994.068679 sec): 3 clusters Score: Raw -2562133.476322 + Penalty 3657.729427 = -2558475.746896 nChanged 289 SP:Iteration 22Q (994.248659 sec): 3 clusters Score: Raw -2562541.329399 + Penalty 3657.729427 = -2558883.599972 nChanged 240 SP:Iteration 23Q (994.394774 sec): 3 clusters Score: Raw -2562727.923571 + Penalty 3657.729427 = -2559070.194144 nChanged 155 SP:Iteration 24Q (994.572939 sec): 3 clusters Score: Raw -2562779.634584 + Penalty 3657.729427 = -2559121.905158 nChanged 81 SP:Iteration 25Q (994.704582 sec): 3 clusters Score: Raw -2562793.838981 + Penalty 3657.729427 = -2559136.109555 nChanged 56 SP:Iteration 26Q (994.876459 sec): 3 clusters Score: Raw -2562800.722255 + Penalty 3657.729427 = -2559142.992829 nChanged 31 SP:Iteration 27Q (995.021839 sec): 3 clusters Score: Raw -2562803.183348 + Penalty 3657.729427 = -2559145.453921 nChanged 22 SP:Iteration 28Q (995.169505 sec): 3 clusters Score: Raw -2562805.031842 + Penalty 3657.729427 = -2559147.302415 nChanged 20 SP:Iteration 29Q (995.339168 sec): 3 clusters Score: Raw -2562806.135035 + Penalty 3657.729427 = -2559148.405608 nChanged 10 SP:Iteration 30Q (995.500095 sec): 3 clusters Score: Raw -2562806.611000 + Penalty 3657.729427 = -2559148.881573 nChanged 6 SP:Iteration 31Q (995.645910 sec): 3 clusters Score: Raw -2562806.905117 + Penalty 3657.729427 = -2559149.175690 nChanged 4 SP:Iteration 32Q (995.812714 sec): 3 clusters Score: Raw -2562807.123352 + Penalty 3657.729427 = -2559149.393926 nChanged 2 SP:Iteration 33Q (995.958049 sec): 3 clusters Score: Raw -2562807.207050 + Penalty 3657.729427 = -2559149.477623 nChanged 3 SP:Iteration 34Q (996.064428 sec): 3 clusters Score: Raw -2562807.304939 + Penalty 3657.729427 = -2559149.575512 nChanged 0 SP:Iteration 35F (996.261096 sec): 3 clusters Score: Raw -2562807.304939 + Penalty 3657.729427 = -2559149.575512 nChanged 0 Score: Raw -6961533.932445 + Penalty 12137.552948 = -6949396.379497 Splitting cluster 2 changes total score from -6927399.702310 to -6949396.379497 So it's getting split into cluster 6. Trying to split cluster 3 (28621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (997.205444 sec): 2 clusters Score: Raw -1850702.157637 + Penalty 1800.962747 = -1848901.194890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (997.381290 sec): 3 clusters Score: Raw -1833205.330993 + Penalty 3601.925494 = -1829603.405500 nChanged 13104 SP:Iteration 1F (997.526568 sec): 3 clusters Score: Raw -1843932.361033 + Penalty 3601.925494 = -1840330.435539 nChanged 3423 SP:Iteration 2F (997.685568 sec): 3 clusters Score: Raw -1849470.857393 + Penalty 3601.925494 = -1845868.931900 nChanged 3517 SP:Iteration 3F (997.863031 sec): 3 clusters Score: Raw -1854788.526254 + Penalty 3601.925494 = -1851186.600760 nChanged 2816 SP:Iteration 4F (998.010821 sec): 3 clusters Score: Raw -1858479.812484 + Penalty 3601.925494 = -1854877.886990 nChanged 1844 SP:Iteration 5F (998.137727 sec): 3 clusters Score: Raw -1860454.337340 + Penalty 3601.925494 = -1856852.411846 nChanged 1222 SP:Iteration 6Q (998.309628 sec): 3 clusters Score: Raw -1861597.516979 + Penalty 3601.925494 = -1857995.591485 nChanged 845 SP:Iteration 7Q (998.465594 sec): 3 clusters Score: Raw -1862238.722061 + Penalty 3601.925494 = -1858636.796568 nChanged 632 SP:Iteration 8Q (998.602203 sec): 3 clusters Score: Raw -1862652.211590 + Penalty 3601.925494 = -1859050.286097 nChanged 519 SP:Iteration 9Q (998.777750 sec): 3 clusters Score: Raw -1862934.075558 + Penalty 3601.925494 = -1859332.150064 nChanged 431 SP:Iteration 10Q (998.939359 sec): 3 clusters Score: Raw -1863145.537984 + Penalty 3601.925494 = -1859543.612491 nChanged 357 SP:Iteration 11Q (999.056331 sec): 3 clusters Score: Raw -1863307.131849 + Penalty 3601.925494 = -1859705.206356 nChanged 322 SP:Iteration 12Q (999.223583 sec): 3 clusters Score: Raw -1863448.939799 + Penalty 3601.925494 = -1859847.014305 nChanged 299 SP:Iteration 13Q (999.376801 sec): 3 clusters Score: Raw -1863582.488657 + Penalty 3601.925494 = -1859980.563163 nChanged 310 SP:Iteration 14Q (999.504771 sec): 3 clusters Score: Raw -1863720.602948 + Penalty 3601.925494 = -1860118.677454 nChanged 256 SP:Iteration 15Q (999.646398 sec): 3 clusters Score: Raw -1863827.225322 + Penalty 3601.925494 = -1860225.299828 nChanged 242 SP:Iteration 16Q (999.772532 sec): 3 clusters Score: Raw -1863925.489109 + Penalty 3601.925494 = -1860323.563615 nChanged 237 SP:Iteration 17Q (999.905386 sec): 3 clusters Score: Raw -1864014.879054 + Penalty 3601.925494 = -1860412.953561 nChanged 193 SP:Iteration 18Q (1000.076793 sec): 3 clusters Score: Raw -1864085.779017 + Penalty 3601.925494 = -1860483.853523 nChanged 184 SP:Iteration 19Q (1000.203366 sec): 3 clusters Score: Raw -1864152.994260 + Penalty 3601.925494 = -1860551.068766 nChanged 169 SP:Iteration 20F (1000.333857 sec): 3 clusters Score: Raw -1864214.275282 + Penalty 3601.925494 = -1860612.349788 nChanged 154 SP:Iteration 21Q (1000.506584 sec): 3 clusters Score: Raw -1864258.870550 + Penalty 3601.925494 = -1860656.945057 nChanged 155 SP:Iteration 22Q (1000.759567 sec): 3 clusters Score: Raw -1864297.353732 + Penalty 3601.925494 = -1860695.428239 nChanged 126 SP:Iteration 23Q (1000.908428 sec): 3 clusters Score: Raw -1864327.485927 + Penalty 3601.925494 = -1860725.560434 nChanged 125 SP:Iteration 24Q (1001.071338 sec): 3 clusters Score: Raw -1864356.276380 + Penalty 3601.925494 = -1860754.350887 nChanged 122 SP:Iteration 25Q (1001.195421 sec): 3 clusters Score: Raw -1864383.643609 + Penalty 3601.925494 = -1860781.718115 nChanged 123 SP:Iteration 26Q (1001.316635 sec): 3 clusters Score: Raw -1864411.781372 + Penalty 3601.925494 = -1860809.855878 nChanged 118 SP:Iteration 27Q (1001.457450 sec): 3 clusters Score: Raw -1864436.263545 + Penalty 3601.925494 = -1860834.338051 nChanged 107 SP:Iteration 28Q (1001.614267 sec): 3 clusters Score: Raw -1864460.207261 + Penalty 3601.925494 = -1860858.281767 nChanged 106 SP:Iteration 29Q (1001.752050 sec): 3 clusters Score: Raw -1864482.780070 + Penalty 3601.925494 = -1860880.854577 nChanged 111 SP:Iteration 30Q (1001.903580 sec): 3 clusters Score: Raw -1864509.426471 + Penalty 3601.925494 = -1860907.500978 nChanged 96 SP:Iteration 31Q (1002.025207 sec): 3 clusters Score: Raw -1864534.199684 + Penalty 3601.925494 = -1860932.274190 nChanged 95 SP:Iteration 32Q (1002.182507 sec): 3 clusters Score: Raw -1864561.025022 + Penalty 3601.925494 = -1860959.099529 nChanged 99 SP:Iteration 33Q (1002.313346 sec): 3 clusters Score: Raw -1864588.829474 + Penalty 3601.925494 = -1860986.903981 nChanged 92 SP:Iteration 34Q (1002.461933 sec): 3 clusters Score: Raw -1864616.992044 + Penalty 3601.925494 = -1861015.066551 nChanged 94 SP:Iteration 35Q (1002.576610 sec): 3 clusters Score: Raw -1864651.760758 + Penalty 3601.925494 = -1861049.835264 nChanged 102 SP:Iteration 36Q (1002.733366 sec): 3 clusters Score: Raw -1864692.196850 + Penalty 3601.925494 = -1861090.271356 nChanged 117 SP:Iteration 37Q (1002.866966 sec): 3 clusters Score: Raw -1864735.208551 + Penalty 3601.925494 = -1861133.283057 nChanged 101 SP:Iteration 38Q (1003.165049 sec): 3 clusters Score: Raw -1864771.748737 + Penalty 3601.925494 = -1861169.823243 nChanged 95 SP:Iteration 39Q (1003.314400 sec): 3 clusters Score: Raw -1864805.085972 + Penalty 3601.925494 = -1861203.160479 nChanged 98 SP:Iteration 40F (1003.458795 sec): 3 clusters Score: Raw -1864849.812212 + Penalty 3601.925494 = -1861247.886718 nChanged 107 SP:Iteration 41Q (1003.617258 sec): 3 clusters Score: Raw -1864900.820275 + Penalty 3601.925494 = -1861298.894781 nChanged 95 SP:Iteration 42Q (1003.753728 sec): 3 clusters Score: Raw -1864945.644941 + Penalty 3601.925494 = -1861343.719447 nChanged 101 SP:Iteration 43Q (1003.884337 sec): 3 clusters Score: Raw -1864993.639765 + Penalty 3601.925494 = -1861391.714271 nChanged 95 SP:Iteration 44Q (1003.999847 sec): 3 clusters Score: Raw -1865036.042523 + Penalty 3601.925494 = -1861434.117030 nChanged 89 SP:Iteration 45Q (1004.142738 sec): 3 clusters Score: Raw -1865064.136112 + Penalty 3601.925494 = -1861462.210619 nChanged 71 SP:Iteration 46Q (1004.298191 sec): 3 clusters Score: Raw -1865081.798114 + Penalty 3601.925494 = -1861479.872620 nChanged 60 SP:Iteration 47Q (1004.454817 sec): 3 clusters Score: Raw -1865091.395569 + Penalty 3601.925494 = -1861489.470075 nChanged 46 SP:Iteration 48Q (1004.573732 sec): 3 clusters Score: Raw -1865096.688479 + Penalty 3601.925494 = -1861494.762985 nChanged 29 SP:Iteration 49Q (1004.719105 sec): 3 clusters Score: Raw -1865100.115412 + Penalty 3601.925494 = -1861498.189918 nChanged 28 SP:Iteration 50Q (1004.869240 sec): 3 clusters Score: Raw -1865102.713388 + Penalty 3601.925494 = -1861500.787894 nChanged 24 SP:Iteration 51Q (1005.009356 sec): 3 clusters Score: Raw -1865104.831804 + Penalty 3601.925494 = -1861502.906310 nChanged 13 SP:Iteration 52Q (1005.139972 sec): 3 clusters Score: Raw -1865105.642089 + Penalty 3601.925494 = -1861503.716596 nChanged 8 SP:Iteration 53Q (1005.379352 sec): 3 clusters Score: Raw -1865106.011676 + Penalty 3601.925494 = -1861504.086182 nChanged 6 SP:Iteration 54Q (1005.483472 sec): 3 clusters Score: Raw -1865106.491856 + Penalty 3601.925494 = -1861504.566362 nChanged 3 SP:Iteration 55Q (1005.632261 sec): 3 clusters Score: Raw -1865106.690962 + Penalty 3601.925494 = -1861504.765468 nChanged 5 SP:Iteration 56Q (1005.786083 sec): 3 clusters Score: Raw -1865107.038840 + Penalty 3601.925494 = -1861505.113346 nChanged 4 SP:Iteration 57Q (1005.931659 sec): 3 clusters Score: Raw -1865107.201702 + Penalty 3601.925494 = -1861505.276208 nChanged 3 SP:Iteration 58Q (1006.087101 sec): 3 clusters Score: Raw -1865107.323532 + Penalty 3601.925494 = -1861505.398039 nChanged 2 SP:Iteration 59Q (1006.221040 sec): 3 clusters Score: Raw -1865107.391002 + Penalty 3601.925494 = -1861505.465508 nChanged 0 SP:Iteration 60F (1006.359622 sec): 3 clusters Score: Raw -1865107.391002 + Penalty 3601.925494 = -1861505.465508 nChanged 0 Score: Raw -6975939.165809 + Penalty 14160.478439 = -6961778.687370 Splitting cluster 3 changes total score from -6927399.702310 to -6961778.687370 So it's getting split into cluster 7. Trying to split cluster 4 (28881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1007.430957 sec): 2 clusters Score: Raw -2131462.144736 + Penalty 1802.549833 = -2129659.594904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1007.593056 sec): 3 clusters Score: Raw -2114050.795380 + Penalty 3605.099666 = -2110445.695714 nChanged 13293 SP:Iteration 1F (1007.723069 sec): 3 clusters Score: Raw -2125703.791332 + Penalty 3605.099666 = -2122098.691666 nChanged 3832 SP:Iteration 2F (1007.897374 sec): 3 clusters Score: Raw -2132677.444061 + Penalty 3605.099666 = -2129072.344395 nChanged 3473 SP:Iteration 3F (1008.031098 sec): 3 clusters Score: Raw -2138965.254363 + Penalty 3605.099666 = -2135360.154697 nChanged 2266 SP:Iteration 4F (1008.177145 sec): 3 clusters Score: Raw -2142671.043138 + Penalty 3605.099666 = -2139065.943472 nChanged 1394 SP:Iteration 5Q (1008.371841 sec): 3 clusters Score: Raw -2145053.414654 + Penalty 3605.099666 = -2141448.314989 nChanged 941 SP:Iteration 6Q (1008.497031 sec): 3 clusters Score: Raw -2146468.517340 + Penalty 3605.099666 = -2142863.417674 nChanged 717 SP:Iteration 7Q (1008.661022 sec): 3 clusters Score: Raw -2147774.827036 + Penalty 3605.099666 = -2144169.727371 nChanged 528 SP:Iteration 8Q (1008.786043 sec): 3 clusters Score: Raw -2149015.806319 + Penalty 3605.099666 = -2145410.706653 nChanged 271 SP:Iteration 9Q (1008.904781 sec): 3 clusters Score: Raw -2149333.933465 + Penalty 3605.099666 = -2145728.833800 nChanged 104 SP:Iteration 10Q (1009.033090 sec): 3 clusters Score: Raw -2149370.150202 + Penalty 3605.099666 = -2145765.050537 nChanged 37 SP:Iteration 11Q (1009.187481 sec): 3 clusters Score: Raw -2149375.492075 + Penalty 3605.099666 = -2145770.392409 nChanged 21 SP:Iteration 12Q (1009.320517 sec): 3 clusters Score: Raw -2149377.375908 + Penalty 3605.099666 = -2145772.276243 nChanged 5 SP:Iteration 13Q (1009.460707 sec): 3 clusters Score: Raw -2149377.634589 + Penalty 3605.099666 = -2145772.534924 nChanged 2 SP:Iteration 14Q (1009.578996 sec): 3 clusters Score: Raw -2149377.803945 + Penalty 3605.099666 = -2145772.704280 nChanged 2 SP:Iteration 15Q (1009.706657 sec): 3 clusters Score: Raw -2149377.957807 + Penalty 3605.099666 = -2145772.858142 nChanged 1 SP:Iteration 16Q (1009.862940 sec): 3 clusters Score: Raw -2149377.990227 + Penalty 3605.099666 = -2145772.890561 nChanged 0 SP:Iteration 17F (1010.018867 sec): 3 clusters Score: Raw -2149377.990227 + Penalty 3605.099666 = -2145772.890561 nChanged 0 Score: Raw -6993855.011300 + Penalty 16183.403930 = -6977671.607370 Splitting cluster 4 changes total score from -6927399.702310 to -6977671.607370 So it's getting split into cluster 8. Iteration 59Q (1012.221836 sec): 9 clusters Score: Raw -6998615.942206 + Penalty 16183.403930 = -6982432.538276 nChanged 4186 Iteration 60F (1013.362157 sec): 9 clusters Score: Raw -7001748.371311 + Penalty 16183.403930 = -6985564.967381 nChanged 2599 Iteration 61Q (1014.166239 sec): 9 clusters Score: Raw -7003083.441770 + Penalty 16183.403930 = -6986900.037840 nChanged 1359 Iteration 62Q (1014.961501 sec): 9 clusters Score: Raw -7003898.007067 + Penalty 16183.403930 = -6987714.603137 nChanged 1041 Iteration 63Q (1015.729399 sec): 9 clusters Score: Raw -7004523.004667 + Penalty 16183.403930 = -6988339.600737 nChanged 881 Iteration 64Q (1016.515740 sec): 9 clusters Score: Raw -7004981.771458 + Penalty 16183.403930 = -6988798.367528 nChanged 708 Iteration 65Q (1017.272755 sec): 9 clusters Score: Raw -7005253.940679 + Penalty 16183.403930 = -6989070.536749 nChanged 584 Iteration 66Q (1017.937192 sec): 9 clusters Score: Raw -7005430.319442 + Penalty 16183.403930 = -6989246.915512 nChanged 492 Iteration 67Q (1018.626482 sec): 9 clusters Score: Raw -7005563.254334 + Penalty 16183.403930 = -6989379.850404 nChanged 424 Iteration 68Q (1019.259544 sec): 9 clusters Score: Raw -7005675.280450 + Penalty 16183.403930 = -6989491.876520 nChanged 365 Iteration 69Q (1019.922248 sec): 9 clusters Score: Raw -7005751.272647 + Penalty 16183.403930 = -6989567.868717 nChanged 311 Iteration 70Q (1020.620354 sec): 9 clusters Score: Raw -7005806.849687 + Penalty 16183.403930 = -6989623.445757 nChanged 268 Iteration 71Q (1021.330342 sec): 9 clusters Score: Raw -7005840.961083 + Penalty 16183.403930 = -6989657.557153 nChanged 231 Iteration 72Q (1022.055382 sec): 9 clusters Score: Raw -7005870.786472 + Penalty 16183.403930 = -6989687.382541 nChanged 177 Iteration 73Q (1022.743071 sec): 9 clusters Score: Raw -7005895.630469 + Penalty 16183.403930 = -6989712.226538 nChanged 145 Iteration 74Q (1023.372639 sec): 9 clusters Score: Raw -7005911.267671 + Penalty 16183.403930 = -6989727.863741 nChanged 115 Iteration 75Q (1024.031965 sec): 9 clusters Score: Raw -7005923.962063 + Penalty 16183.403930 = -6989740.558133 nChanged 90 Iteration 76Q (1024.720116 sec): 9 clusters Score: Raw -7005934.753412 + Penalty 16183.403930 = -6989751.349482 nChanged 92 Iteration 77Q (1025.351502 sec): 9 clusters Score: Raw -7005946.524208 + Penalty 16183.403930 = -6989763.120278 nChanged 99 Iteration 78Q (1026.010219 sec): 9 clusters Score: Raw -7005958.564183 + Penalty 16183.403930 = -6989775.160253 nChanged 101 Iteration 79Q (1026.698986 sec): 9 clusters Score: Raw -7005969.558011 + Penalty 16183.403930 = -6989786.154081 nChanged 104 Iteration 80F (1027.674617 sec): 9 clusters Score: Raw -7005985.379952 + Penalty 16183.403930 = -6989801.976022 nChanged 142 Iteration 81Q (1028.401670 sec): 9 clusters Score: Raw -7006007.414044 + Penalty 16183.403930 = -6989824.010114 nChanged 138 Iteration 82Q (1029.342159 sec): 9 clusters Score: Raw -7006031.378695 + Penalty 16183.403930 = -6989847.974765 nChanged 155 Iteration 83Q (1030.346260 sec): 9 clusters Score: Raw -7006064.121616 + Penalty 16183.403930 = -6989880.717686 nChanged 167 Iteration 84Q (1031.304371 sec): 9 clusters Score: Raw -7006105.692024 + Penalty 16183.403930 = -6989922.288093 nChanged 189 Iteration 85Q (1032.241792 sec): 9 clusters Score: Raw -7006163.853894 + Penalty 16183.403930 = -6989980.449964 nChanged 234 Iteration 86Q (1033.194498 sec): 9 clusters Score: Raw -7006253.931138 + Penalty 16183.403930 = -6990070.527208 nChanged 282 Iteration 87Q (1034.174756 sec): 9 clusters Score: Raw -7006431.773771 + Penalty 16183.403930 = -6990248.369840 nChanged 393 Iteration 88Q (1035.069547 sec): 9 clusters Score: Raw -7006745.514126 + Penalty 16183.403930 = -6990562.110196 nChanged 464 Iteration 89Q (1036.052030 sec): 9 clusters Score: Raw -7007122.877735 + Penalty 16183.403930 = -6990939.473805 nChanged 462 Iteration 90Q (1036.999690 sec): 9 clusters Score: Raw -7007386.789272 + Penalty 16183.403930 = -6991203.385342 nChanged 451 Iteration 91Q (1037.988954 sec): 9 clusters Score: Raw -7007543.887020 + Penalty 16183.403930 = -6991360.483090 nChanged 376 Iteration 92Q (1038.978225 sec): 9 clusters Score: Raw -7007633.114359 + Penalty 16183.403930 = -6991449.710429 nChanged 295 Iteration 93Q (1039.937117 sec): 9 clusters Score: Raw -7007683.582356 + Penalty 16183.403930 = -6991500.178426 nChanged 259 Iteration 94Q (1040.901792 sec): 9 clusters Score: Raw -7007725.886040 + Penalty 16183.403930 = -6991542.482110 nChanged 235 Iteration 95Q (1041.871309 sec): 9 clusters Score: Raw -7007768.357149 + Penalty 16183.403930 = -6991584.953219 nChanged 242 Iteration 96Q (1042.826462 sec): 9 clusters Score: Raw -7007808.296118 + Penalty 16183.403930 = -6991624.892188 nChanged 245 Iteration 97Q (1043.798554 sec): 9 clusters Score: Raw -7007850.185145 + Penalty 16183.403930 = -6991666.781215 nChanged 214 Iteration 98Q (1044.725636 sec): 9 clusters Score: Raw -7007888.260713 + Penalty 16183.403930 = -6991704.856783 nChanged 242 Writing temp clu file Because OldScore, -6991666.781215, is greater than current (better) Score,-6991704.856783 Compute initial score before splitting: Score: Raw -7007888.260713 + Penalty 16183.403930 = -6991704.856783 Trying to split cluster 1 (6054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1044.840636 sec): 2 clusters Score: Raw -324096.444374 + Penalty 1528.337273 = -322568.107101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1044.989144 sec): 3 clusters Score: Raw -321255.088336 + Penalty 3056.674546 = -318198.413790 nChanged 2595 SP:Iteration 1F (1045.097081 sec): 3 clusters Score: Raw -325082.250654 + Penalty 3056.674546 = -322025.576108 nChanged 956 SP:Iteration 2F (1045.202796 sec): 3 clusters Score: Raw -327035.245243 + Penalty 3056.674546 = -323978.570698 nChanged 540 SP:Iteration 3F (1045.320452 sec): 3 clusters Score: Raw -327823.627351 + Penalty 3056.674546 = -324766.952806 nChanged 285 SP:Iteration 4Q (1045.421005 sec): 3 clusters Score: Raw -328229.026805 + Penalty 3056.674546 = -325172.352259 nChanged 209 SP:Iteration 5Q (1045.537729 sec): 3 clusters Score: Raw -328406.499904 + Penalty 3056.674546 = -325349.825358 nChanged 115 SP:Iteration 6Q (1045.656844 sec): 3 clusters Score: Raw -328468.475292 + Penalty 3056.674546 = -325411.800747 nChanged 73 SP:Iteration 7Q (1045.774088 sec): 3 clusters Score: Raw -328503.209676 + Penalty 3056.674546 = -325446.535131 nChanged 62 SP:Iteration 8Q (1045.878918 sec): 3 clusters Score: Raw -328535.418854 + Penalty 3056.674546 = -325478.744308 nChanged 51 SP:Iteration 9Q (1045.989764 sec): 3 clusters Score: Raw -328562.575885 + Penalty 3056.674546 = -325505.901339 nChanged 48 SP:Iteration 10Q (1046.102144 sec): 3 clusters Score: Raw -328592.073639 + Penalty 3056.674546 = -325535.399093 nChanged 38 SP:Iteration 11Q (1046.216404 sec): 3 clusters Score: Raw -328610.472804 + Penalty 3056.674546 = -325553.798258 nChanged 35 SP:Iteration 12Q (1046.329872 sec): 3 clusters Score: Raw -328624.242986 + Penalty 3056.674546 = -325567.568440 nChanged 30 SP:Iteration 13Q (1046.437054 sec): 3 clusters Score: Raw -328633.713628 + Penalty 3056.674546 = -325577.039083 nChanged 28 SP:Iteration 14Q (1046.546620 sec): 3 clusters Score: Raw -328642.103717 + Penalty 3056.674546 = -325585.429172 nChanged 32 SP:Iteration 15Q (1046.658227 sec): 3 clusters Score: Raw -328654.225931 + Penalty 3056.674546 = -325597.551385 nChanged 34 SP:Iteration 16Q (1046.767419 sec): 3 clusters Score: Raw -328666.827142 + Penalty 3056.674546 = -325610.152596 nChanged 33 SP:Iteration 17Q (1046.931144 sec): 3 clusters Score: Raw -328675.093546 + Penalty 3056.674546 = -325618.419000 nChanged 20 SP:Iteration 18Q (1047.036223 sec): 3 clusters Score: Raw -328680.388419 + Penalty 3056.674546 = -325623.713874 nChanged 17 SP:Iteration 19Q (1047.130573 sec): 3 clusters Score: Raw -328684.269625 + Penalty 3056.674546 = -325627.595080 nChanged 10 SP:Iteration 20F (1047.264195 sec): 3 clusters Score: Raw -328686.408586 + Penalty 3056.674546 = -325629.734040 nChanged 10 SP:Iteration 21Q (1047.372440 sec): 3 clusters Score: Raw -328688.317567 + Penalty 3056.674546 = -325631.643021 nChanged 8 SP:Iteration 22Q (1047.485466 sec): 3 clusters Score: Raw -328689.595751 + Penalty 3056.674546 = -325632.921205 nChanged 7 SP:Iteration 23Q (1047.609993 sec): 3 clusters Score: Raw -328691.009947 + Penalty 3056.674546 = -325634.335401 nChanged 8 SP:Iteration 24Q (1047.718680 sec): 3 clusters Score: Raw -328692.918705 + Penalty 3056.674546 = -325636.244159 nChanged 9 SP:Iteration 25Q (1047.839507 sec): 3 clusters Score: Raw -328695.768458 + Penalty 3056.674546 = -325639.093912 nChanged 8 SP:Iteration 26Q (1047.956476 sec): 3 clusters Score: Raw -328697.126401 + Penalty 3056.674546 = -325640.451855 nChanged 6 SP:Iteration 27Q (1048.062922 sec): 3 clusters Score: Raw -328698.620710 + Penalty 3056.674546 = -325641.946164 nChanged 11 SP:Iteration 28Q (1048.173405 sec): 3 clusters Score: Raw -328701.380738 + Penalty 3056.674546 = -325644.706192 nChanged 13 SP:Iteration 29Q (1048.258027 sec): 3 clusters Score: Raw -328704.418297 + Penalty 3056.674546 = -325647.743751 nChanged 11 SP:Iteration 30Q (1048.383483 sec): 3 clusters Score: Raw -328707.346186 + Penalty 3056.674546 = -325650.671640 nChanged 11 SP:Iteration 31Q (1048.470659 sec): 3 clusters Score: Raw -328709.441433 + Penalty 3056.674546 = -325652.766887 nChanged 12 SP:Iteration 32Q (1048.579810 sec): 3 clusters Score: Raw -328712.215351 + Penalty 3056.674546 = -325655.540805 nChanged 12 SP:Iteration 33Q (1048.689325 sec): 3 clusters Score: Raw -328716.355076 + Penalty 3056.674546 = -325659.680530 nChanged 18 SP:Iteration 34Q (1048.806603 sec): 3 clusters Score: Raw -328719.760212 + Penalty 3056.674546 = -325663.085666 nChanged 4 SP:Iteration 35Q (1048.931031 sec): 3 clusters Score: Raw -328720.207267 + Penalty 3056.674546 = -325663.532721 nChanged 1 SP:Iteration 36Q (1049.053400 sec): 3 clusters Score: Raw -328720.355049 + Penalty 3056.674546 = -325663.680503 nChanged 1 SP:Iteration 37Q (1049.163318 sec): 3 clusters Score: Raw -328720.491451 + Penalty 3056.674546 = -325663.816905 nChanged 1 SP:Iteration 38Q (1049.269646 sec): 3 clusters Score: Raw -328720.671271 + Penalty 3056.674546 = -325663.996725 nChanged 2 SP:Iteration 39Q (1049.376633 sec): 3 clusters Score: Raw -328721.057186 + Penalty 3056.674546 = -325664.382640 nChanged 1 SP:Iteration 40F (1049.521014 sec): 3 clusters Score: Raw -328721.167996 + Penalty 3056.674546 = -325664.493450 nChanged 1 SP:Iteration 41Q (1049.617065 sec): 3 clusters Score: Raw -328721.340785 + Penalty 3056.674546 = -325664.666239 nChanged 0 SP:Iteration 42F (1049.751688 sec): 3 clusters Score: Raw -328721.340785 + Penalty 3056.674546 = -325664.666239 nChanged 0 Score: Raw -7012541.923507 + Penalty 18206.329421 = -6994335.594086 Splitting cluster 1 changes total score from -6991704.856783 to -6994335.594086 So it's getting split into cluster 9. Trying to split cluster 2 (21104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1051.293352 sec): 2 clusters Score: Raw -1623788.052823 + Penalty 1747.491737 = -1622040.561086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1051.507141 sec): 3 clusters Score: Raw -1611304.060056 + Penalty 3494.983474 = -1607809.076582 nChanged 9511 SP:Iteration 1F (1051.684001 sec): 3 clusters Score: Raw -1617508.777372 + Penalty 3494.983474 = -1614013.793898 nChanged 1544 SP:Iteration 2F (1051.870328 sec): 3 clusters Score: Raw -1618650.352196 + Penalty 3494.983474 = -1615155.368722 nChanged 1541 SP:Iteration 3F (1052.060666 sec): 3 clusters Score: Raw -1619952.135300 + Penalty 3494.983474 = -1616457.151826 nChanged 1515 SP:Iteration 4F (1052.218983 sec): 3 clusters Score: Raw -1621229.672151 + Penalty 3494.983474 = -1617734.688677 nChanged 1437 SP:Iteration 5F (1052.389348 sec): 3 clusters Score: Raw -1622287.292114 + Penalty 3494.983474 = -1618792.308640 nChanged 1190 SP:Iteration 6F (1052.560370 sec): 3 clusters Score: Raw -1623023.944988 + Penalty 3494.983474 = -1619528.961514 nChanged 987 SP:Iteration 7Q (1052.713553 sec): 3 clusters Score: Raw -1623511.690004 + Penalty 3494.983474 = -1620016.706530 nChanged 725 SP:Iteration 8Q (1052.917395 sec): 3 clusters Score: Raw -1623800.156719 + Penalty 3494.983474 = -1620305.173245 nChanged 570 SP:Iteration 9Q (1053.055692 sec): 3 clusters Score: Raw -1623998.160538 + Penalty 3494.983474 = -1620503.177064 nChanged 465 SP:Iteration 10Q (1053.227048 sec): 3 clusters Score: Raw -1624120.564328 + Penalty 3494.983474 = -1620625.580854 nChanged 328 SP:Iteration 11Q (1053.406385 sec): 3 clusters Score: Raw -1624201.555230 + Penalty 3494.983474 = -1620706.571756 nChanged 278 SP:Iteration 12Q (1053.571387 sec): 3 clusters Score: Raw -1624263.592422 + Penalty 3494.983474 = -1620768.608948 nChanged 249 SP:Iteration 13Q (1053.698628 sec): 3 clusters Score: Raw -1624327.974292 + Penalty 3494.983474 = -1620832.990818 nChanged 243 SP:Iteration 14Q (1053.866893 sec): 3 clusters Score: Raw -1624383.770332 + Penalty 3494.983474 = -1620888.786858 nChanged 202 SP:Iteration 15Q (1054.050549 sec): 3 clusters Score: Raw -1624422.774676 + Penalty 3494.983474 = -1620927.791202 nChanged 174 SP:Iteration 16Q (1054.215321 sec): 3 clusters Score: Raw -1624456.532478 + Penalty 3494.983474 = -1620961.549004 nChanged 184 SP:Iteration 17Q (1054.365885 sec): 3 clusters Score: Raw -1624493.412542 + Penalty 3494.983474 = -1620998.429068 nChanged 185 SP:Iteration 18Q (1054.544657 sec): 3 clusters Score: Raw -1624535.927075 + Penalty 3494.983474 = -1621040.943601 nChanged 196 SP:Iteration 19Q (1054.700832 sec): 3 clusters Score: Raw -1624583.024176 + Penalty 3494.983474 = -1621088.040702 nChanged 196 SP:Iteration 20F (1054.861599 sec): 3 clusters Score: Raw -1624637.553815 + Penalty 3494.983474 = -1621142.570341 nChanged 214 SP:Iteration 21Q (1055.021613 sec): 3 clusters Score: Raw -1624700.770827 + Penalty 3494.983474 = -1621205.787353 nChanged 234 SP:Iteration 22Q (1055.194518 sec): 3 clusters Score: Raw -1624779.419392 + Penalty 3494.983474 = -1621284.435918 nChanged 265 SP:Iteration 23Q (1055.353506 sec): 3 clusters Score: Raw -1624865.036325 + Penalty 3494.983474 = -1621370.052851 nChanged 276 SP:Iteration 24Q (1055.500021 sec): 3 clusters Score: Raw -1624960.116857 + Penalty 3494.983474 = -1621465.133383 nChanged 302 SP:Iteration 25Q (1055.668111 sec): 3 clusters Score: Raw -1625081.109268 + Penalty 3494.983474 = -1621586.125794 nChanged 321 SP:Iteration 26Q (1055.834714 sec): 3 clusters Score: Raw -1625219.379721 + Penalty 3494.983474 = -1621724.396247 nChanged 319 SP:Iteration 27Q (1056.000078 sec): 3 clusters Score: Raw -1625371.112017 + Penalty 3494.983474 = -1621876.128543 nChanged 340 SP:Iteration 28Q (1056.149732 sec): 3 clusters Score: Raw -1625602.664529 + Penalty 3494.983474 = -1622107.681054 nChanged 421 SP:Iteration 29Q (1056.310770 sec): 3 clusters Score: Raw -1626031.762434 + Penalty 3494.983474 = -1622536.778959 nChanged 516 SP:Iteration 30Q (1056.471536 sec): 3 clusters Score: Raw -1626788.738096 + Penalty 3494.983474 = -1623293.754622 nChanged 654 SP:Iteration 31Q (1056.629004 sec): 3 clusters Score: Raw -1628042.728562 + Penalty 3494.983474 = -1624547.745088 nChanged 765 SP:Iteration 32Q (1056.811795 sec): 3 clusters Score: Raw -1629583.714334 + Penalty 3494.983474 = -1626088.730860 nChanged 806 SP:Iteration 33Q (1056.974686 sec): 3 clusters Score: Raw -1630582.693108 + Penalty 3494.983474 = -1627087.709634 nChanged 763 SP:Iteration 34Q (1057.171296 sec): 3 clusters Score: Raw -1631344.686157 + Penalty 3494.983474 = -1627849.702683 nChanged 661 SP:Iteration 35Q (1057.319482 sec): 3 clusters Score: Raw -1632001.477231 + Penalty 3494.983474 = -1628506.493757 nChanged 566 SP:Iteration 36Q (1057.467767 sec): 3 clusters Score: Raw -1632571.964595 + Penalty 3494.983474 = -1629076.981121 nChanged 451 SP:Iteration 37Q (1057.685514 sec): 3 clusters Score: Raw -1633028.467279 + Penalty 3494.983474 = -1629533.483804 nChanged 300 SP:Iteration 38Q (1057.841298 sec): 3 clusters Score: Raw -1633260.500078 + Penalty 3494.983474 = -1629765.516604 nChanged 188 SP:Iteration 39Q (1058.021721 sec): 3 clusters Score: Raw -1633359.463264 + Penalty 3494.983474 = -1629864.479790 nChanged 118 SP:Iteration 40F (1058.168418 sec): 3 clusters Score: Raw -1633408.645539 + Penalty 3494.983474 = -1629913.662065 nChanged 102 SP:Iteration 41Q (1058.358885 sec): 3 clusters Score: Raw -1633440.274084 + Penalty 3494.983474 = -1629945.290610 nChanged 72 SP:Iteration 42Q (1058.555755 sec): 3 clusters Score: Raw -1633457.257485 + Penalty 3494.983474 = -1629962.274011 nChanged 51 SP:Iteration 43Q (1058.742857 sec): 3 clusters Score: Raw -1633468.653413 + Penalty 3494.983474 = -1629973.669939 nChanged 47 SP:Iteration 44Q (1058.914425 sec): 3 clusters Score: Raw -1633478.426002 + Penalty 3494.983474 = -1629983.442528 nChanged 27 SP:Iteration 45Q (1059.104269 sec): 3 clusters Score: Raw -1633483.425134 + Penalty 3494.983474 = -1629988.441659 nChanged 23 SP:Iteration 46Q (1059.255688 sec): 3 clusters Score: Raw -1633486.249146 + Penalty 3494.983474 = -1629991.265672 nChanged 19 SP:Iteration 47Q (1059.447572 sec): 3 clusters Score: Raw -1633488.313594 + Penalty 3494.983474 = -1629993.330120 nChanged 13 SP:Iteration 48Q (1059.600862 sec): 3 clusters Score: Raw -1633490.137218 + Penalty 3494.983474 = -1629995.153744 nChanged 18 SP:Iteration 49Q (1059.780449 sec): 3 clusters Score: Raw -1633493.434676 + Penalty 3494.983474 = -1629998.451202 nChanged 16 SP:Iteration 50Q (1059.938050 sec): 3 clusters Score: Raw -1633495.683127 + Penalty 3494.983474 = -1630000.699653 nChanged 13 SP:Iteration 51Q (1060.077498 sec): 3 clusters Score: Raw -1633497.149343 + Penalty 3494.983474 = -1630002.165869 nChanged 6 SP:Iteration 52Q (1060.234331 sec): 3 clusters Score: Raw -1633497.639203 + Penalty 3494.983474 = -1630002.655729 nChanged 7 SP:Iteration 53Q (1060.417436 sec): 3 clusters Score: Raw -1633498.239585 + Penalty 3494.983474 = -1630003.256111 nChanged 11 SP:Iteration 54Q (1060.584336 sec): 3 clusters Score: Raw -1633498.992107 + Penalty 3494.983474 = -1630004.008633 nChanged 4 SP:Iteration 55Q (1060.769491 sec): 3 clusters Score: Raw -1633499.628689 + Penalty 3494.983474 = -1630004.645214 nChanged 5 SP:Iteration 56Q (1061.001998 sec): 3 clusters Score: Raw -1633500.343139 + Penalty 3494.983474 = -1630005.359665 nChanged 5 SP:Iteration 57Q (1061.112268 sec): 3 clusters Score: Raw -1633501.980911 + Penalty 3494.983474 = -1630006.997437 nChanged 12 SP:Iteration 58Q (1061.276951 sec): 3 clusters Score: Raw -1633503.824383 + Penalty 3494.983474 = -1630008.840909 nChanged 12 SP:Iteration 59Q (1061.420872 sec): 3 clusters Score: Raw -1633506.048397 + Penalty 3494.983474 = -1630011.064923 nChanged 11 SP:Iteration 60F (1061.585267 sec): 3 clusters Score: Raw -1633506.934849 + Penalty 3494.983474 = -1630011.951375 nChanged 5 SP:Iteration 61Q (1061.743202 sec): 3 clusters Score: Raw -1633507.218168 + Penalty 3494.983474 = -1630012.234694 nChanged 5 SP:Iteration 62Q (1061.882459 sec): 3 clusters Score: Raw -1633508.832925 + Penalty 3494.983474 = -1630013.849451 nChanged 13 SP:Iteration 63Q (1062.042221 sec): 3 clusters Score: Raw -1633511.375098 + Penalty 3494.983474 = -1630016.391624 nChanged 15 SP:Iteration 64Q (1062.217995 sec): 3 clusters Score: Raw -1633512.650718 + Penalty 3494.983474 = -1630017.667244 nChanged 7 SP:Iteration 65Q (1062.363936 sec): 3 clusters Score: Raw -1633513.085915 + Penalty 3494.983474 = -1630018.102440 nChanged 4 SP:Iteration 66Q (1062.521467 sec): 3 clusters Score: Raw -1633513.287457 + Penalty 3494.983474 = -1630018.303983 nChanged 3 SP:Iteration 67Q (1062.699360 sec): 3 clusters Score: Raw -1633513.481506 + Penalty 3494.983474 = -1630018.498032 nChanged 3 SP:Iteration 68Q (1062.890942 sec): 3 clusters Score: Raw -1633513.660712 + Penalty 3494.983474 = -1630018.677238 nChanged 0 SP:Iteration 69F (1063.124326 sec): 3 clusters Score: Raw -1633513.660712 + Penalty 3494.983474 = -1630018.677238 nChanged 0 Score: Raw -7022267.531397 + Penalty 20229.254913 = -7002038.276484 Splitting cluster 2 changes total score from -6991704.856783 to -7002038.276484 So it's getting split into cluster 10. Trying to split cluster 3 (7684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1064.757183 sec): 2 clusters Score: Raw -535854.555014 + Penalty 1570.180164 = -534284.374849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1064.897573 sec): 3 clusters Score: Raw -531788.542704 + Penalty 3140.360329 = -528648.182375 nChanged 3231 SP:Iteration 1F (1065.010215 sec): 3 clusters Score: Raw -534270.234385 + Penalty 3140.360329 = -531129.874056 nChanged 822 SP:Iteration 2F (1065.124776 sec): 3 clusters Score: Raw -535408.895163 + Penalty 3140.360329 = -532268.534834 nChanged 771 SP:Iteration 3F (1065.226864 sec): 3 clusters Score: Raw -536458.464928 + Penalty 3140.360329 = -533318.104599 nChanged 647 SP:Iteration 4F (1065.375299 sec): 3 clusters Score: Raw -537200.903150 + Penalty 3140.360329 = -534060.542821 nChanged 503 SP:Iteration 5F (1065.490262 sec): 3 clusters Score: Raw -537672.002183 + Penalty 3140.360329 = -534531.641854 nChanged 384 SP:Iteration 6Q (1065.606142 sec): 3 clusters Score: Raw -538039.022357 + Penalty 3140.360329 = -534898.662028 nChanged 341 SP:Iteration 7Q (1065.722816 sec): 3 clusters Score: Raw -538381.731226 + Penalty 3140.360329 = -535241.370897 nChanged 289 SP:Iteration 8Q (1065.855863 sec): 3 clusters Score: Raw -538656.453285 + Penalty 3140.360329 = -535516.092956 nChanged 227 SP:Iteration 9Q (1065.966918 sec): 3 clusters Score: Raw -538888.095027 + Penalty 3140.360329 = -535747.734698 nChanged 217 SP:Iteration 10Q (1066.082134 sec): 3 clusters Score: Raw -539185.443176 + Penalty 3140.360329 = -536045.082847 nChanged 209 SP:Iteration 11Q (1066.196736 sec): 3 clusters Score: Raw -539488.289332 + Penalty 3140.360329 = -536347.929004 nChanged 156 SP:Iteration 12Q (1066.312923 sec): 3 clusters Score: Raw -539690.993094 + Penalty 3140.360329 = -536550.632765 nChanged 117 SP:Iteration 13Q (1066.442595 sec): 3 clusters Score: Raw -539840.512113 + Penalty 3140.360329 = -536700.151784 nChanged 113 SP:Iteration 14Q (1066.536631 sec): 3 clusters Score: Raw -539983.776586 + Penalty 3140.360329 = -536843.416257 nChanged 69 SP:Iteration 15Q (1066.639519 sec): 3 clusters Score: Raw -540060.912154 + Penalty 3140.360329 = -536920.551825 nChanged 43 SP:Iteration 16Q (1066.780106 sec): 3 clusters Score: Raw -540132.406637 + Penalty 3140.360329 = -536992.046308 nChanged 38 SP:Iteration 17Q (1066.883984 sec): 3 clusters Score: Raw -540187.755315 + Penalty 3140.360329 = -537047.394986 nChanged 23 SP:Iteration 18Q (1067.031019 sec): 3 clusters Score: Raw -540202.138681 + Penalty 3140.360329 = -537061.778353 nChanged 9 SP:Iteration 19Q (1067.146036 sec): 3 clusters Score: Raw -540204.381859 + Penalty 3140.360329 = -537064.021530 nChanged 6 SP:Iteration 20F (1067.247016 sec): 3 clusters Score: Raw -540300.853323 + Penalty 3140.360329 = -537160.492994 nChanged 18 SP:Iteration 21Q (1067.362515 sec): 3 clusters Score: Raw -540336.766830 + Penalty 3140.360329 = -537196.406502 nChanged 17 SP:Iteration 22Q (1067.479620 sec): 3 clusters Score: Raw -540343.988795 + Penalty 3140.360329 = -537203.628466 nChanged 11 SP:Iteration 23Q (1067.590824 sec): 3 clusters Score: Raw -540347.007808 + Penalty 3140.360329 = -537206.647479 nChanged 3 SP:Iteration 24Q (1067.704775 sec): 3 clusters Score: Raw -540347.536217 + Penalty 3140.360329 = -537207.175888 nChanged 0 SP:Iteration 25F (1067.920160 sec): 3 clusters Score: Raw -540347.536217 + Penalty 3140.360329 = -537207.175888 nChanged 0 Score: Raw -7026760.512600 + Penalty 22252.180404 = -7004508.332197 Splitting cluster 3 changes total score from -6991704.856783 to -7004508.332197 So it's getting split into cluster 11. Trying to split cluster 4 (16372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1069.707651 sec): 2 clusters Score: Raw -1242004.204754 + Penalty 1702.934036 = -1240301.270719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1069.906293 sec): 3 clusters Score: Raw -1232424.781760 + Penalty 3405.868071 = -1229018.913689 nChanged 7298 SP:Iteration 1F (1070.050315 sec): 3 clusters Score: Raw -1236961.999527 + Penalty 3405.868071 = -1233556.131456 nChanged 1322 SP:Iteration 2F (1070.190848 sec): 3 clusters Score: Raw -1238151.343546 + Penalty 3405.868071 = -1234745.475475 nChanged 1451 SP:Iteration 3F (1070.334004 sec): 3 clusters Score: Raw -1239827.258313 + Penalty 3405.868071 = -1236421.390242 nChanged 1533 SP:Iteration 4F (1070.478183 sec): 3 clusters Score: Raw -1241453.188618 + Penalty 3405.868071 = -1238047.320547 nChanged 1292 SP:Iteration 5F (1070.625099 sec): 3 clusters Score: Raw -1242481.310776 + Penalty 3405.868071 = -1239075.442705 nChanged 920 SP:Iteration 6F (1070.784990 sec): 3 clusters Score: Raw -1242993.835000 + Penalty 3405.868071 = -1239587.966929 nChanged 588 SP:Iteration 7Q (1070.934292 sec): 3 clusters Score: Raw -1243257.592284 + Penalty 3405.868071 = -1239851.724213 nChanged 409 SP:Iteration 8Q (1071.081607 sec): 3 clusters Score: Raw -1243419.184129 + Penalty 3405.868071 = -1240013.316058 nChanged 301 SP:Iteration 9Q (1071.224032 sec): 3 clusters Score: Raw -1243526.558350 + Penalty 3405.868071 = -1240120.690279 nChanged 267 SP:Iteration 10Q (1071.355744 sec): 3 clusters Score: Raw -1243631.623336 + Penalty 3405.868071 = -1240225.755265 nChanged 254 SP:Iteration 11Q (1071.489657 sec): 3 clusters Score: Raw -1243736.106334 + Penalty 3405.868071 = -1240330.238263 nChanged 273 SP:Iteration 12Q (1071.621397 sec): 3 clusters Score: Raw -1243877.791336 + Penalty 3405.868071 = -1240471.923265 nChanged 313 SP:Iteration 13Q (1071.757701 sec): 3 clusters Score: Raw -1244046.625015 + Penalty 3405.868071 = -1240640.756944 nChanged 338 SP:Iteration 14Q (1071.891646 sec): 3 clusters Score: Raw -1244248.242650 + Penalty 3405.868071 = -1240842.374579 nChanged 351 SP:Iteration 15Q (1072.025113 sec): 3 clusters Score: Raw -1244506.004028 + Penalty 3405.868071 = -1241100.135957 nChanged 366 SP:Iteration 16Q (1072.160431 sec): 3 clusters Score: Raw -1244851.600073 + Penalty 3405.868071 = -1241445.732002 nChanged 428 SP:Iteration 17Q (1072.294534 sec): 3 clusters Score: Raw -1245387.719377 + Penalty 3405.868071 = -1241981.851306 nChanged 525 SP:Iteration 18Q (1072.429035 sec): 3 clusters Score: Raw -1245968.859503 + Penalty 3405.868071 = -1242562.991432 nChanged 537 SP:Iteration 19Q (1072.563821 sec): 3 clusters Score: Raw -1246507.018828 + Penalty 3405.868071 = -1243101.150757 nChanged 486 SP:Iteration 20F (1072.702194 sec): 3 clusters Score: Raw -1246951.255650 + Penalty 3405.868071 = -1243545.387579 nChanged 447 SP:Iteration 21Q (1072.833729 sec): 3 clusters Score: Raw -1247366.990227 + Penalty 3405.868071 = -1243961.122156 nChanged 363 SP:Iteration 22Q (1072.968546 sec): 3 clusters Score: Raw -1247676.221331 + Penalty 3405.868071 = -1244270.353260 nChanged 257 SP:Iteration 23Q (1073.102376 sec): 3 clusters Score: Raw -1247851.042310 + Penalty 3405.868071 = -1244445.174239 nChanged 187 SP:Iteration 24Q (1073.235857 sec): 3 clusters Score: Raw -1247954.321819 + Penalty 3405.868071 = -1244548.453748 nChanged 140 SP:Iteration 25Q (1073.370231 sec): 3 clusters Score: Raw -1248010.919934 + Penalty 3405.868071 = -1244605.051863 nChanged 95 SP:Iteration 26Q (1073.543009 sec): 3 clusters Score: Raw -1248040.777846 + Penalty 3405.868071 = -1244634.909775 nChanged 72 SP:Iteration 27Q (1073.687462 sec): 3 clusters Score: Raw -1248062.258105 + Penalty 3405.868071 = -1244656.390034 nChanged 51 SP:Iteration 28Q (1073.863895 sec): 3 clusters Score: Raw -1248073.649483 + Penalty 3405.868071 = -1244667.781412 nChanged 38 SP:Iteration 29Q (1073.997333 sec): 3 clusters Score: Raw -1248079.795810 + Penalty 3405.868071 = -1244673.927739 nChanged 29 SP:Iteration 30Q (1074.140668 sec): 3 clusters Score: Raw -1248084.278517 + Penalty 3405.868071 = -1244678.410446 nChanged 25 SP:Iteration 31Q (1074.264754 sec): 3 clusters Score: Raw -1248088.515121 + Penalty 3405.868071 = -1244682.647050 nChanged 24 SP:Iteration 32Q (1074.390653 sec): 3 clusters Score: Raw -1248091.950825 + Penalty 3405.868071 = -1244686.082754 nChanged 21 SP:Iteration 33Q (1074.548087 sec): 3 clusters Score: Raw -1248094.388508 + Penalty 3405.868071 = -1244688.520437 nChanged 9 SP:Iteration 34Q (1074.692273 sec): 3 clusters Score: Raw -1248095.151320 + Penalty 3405.868071 = -1244689.283249 nChanged 9 SP:Iteration 35Q (1074.862082 sec): 3 clusters Score: Raw -1248095.980425 + Penalty 3405.868071 = -1244690.112354 nChanged 6 SP:Iteration 36Q (1075.053167 sec): 3 clusters Score: Raw -1248096.396857 + Penalty 3405.868071 = -1244690.528786 nChanged 2 SP:Iteration 37Q (1075.198666 sec): 3 clusters Score: Raw -1248096.563022 + Penalty 3405.868071 = -1244690.694951 nChanged 1 SP:Iteration 38Q (1075.355775 sec): 3 clusters Score: Raw -1248096.671635 + Penalty 3405.868071 = -1244690.803564 nChanged 0 SP:Iteration 39F (1075.510855 sec): 3 clusters Score: Raw -1248096.671635 + Penalty 3405.868071 = -1244690.803564 nChanged 0 Score: Raw -7032852.979482 + Penalty 24275.105895 = -7008577.873587 Splitting cluster 4 changes total score from -6991704.856783 to -7008577.873587 So it's getting split into cluster 12. Trying to split cluster 5 (6991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1077.443790 sec): 2 clusters Score: Raw -402166.839169 + Penalty 1553.592495 = -400613.246675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1077.626997 sec): 3 clusters Score: Raw -398518.362694 + Penalty 3107.184989 = -395411.177705 nChanged 2968 SP:Iteration 1F (1077.755897 sec): 3 clusters Score: Raw -400724.301990 + Penalty 3107.184989 = -397617.117000 nChanged 818 SP:Iteration 2F (1077.864468 sec): 3 clusters Score: Raw -401992.280751 + Penalty 3107.184989 = -398885.095762 nChanged 911 SP:Iteration 3F (1077.993663 sec): 3 clusters Score: Raw -403681.020908 + Penalty 3107.184989 = -400573.835919 nChanged 720 SP:Iteration 4F (1078.110380 sec): 3 clusters Score: Raw -404948.412719 + Penalty 3107.184989 = -401841.227730 nChanged 471 SP:Iteration 5F (1078.225604 sec): 3 clusters Score: Raw -405534.637995 + Penalty 3107.184989 = -402427.453006 nChanged 290 SP:Iteration 6Q (1078.377191 sec): 3 clusters Score: Raw -405758.262146 + Penalty 3107.184989 = -402651.077156 nChanged 185 SP:Iteration 7Q (1078.520937 sec): 3 clusters Score: Raw -405873.960653 + Penalty 3107.184989 = -402766.775663 nChanged 111 SP:Iteration 8Q (1078.634014 sec): 3 clusters Score: Raw -405922.025739 + Penalty 3107.184989 = -402814.840749 nChanged 101 SP:Iteration 9Q (1078.747841 sec): 3 clusters Score: Raw -405971.808929 + Penalty 3107.184989 = -402864.623940 nChanged 95 SP:Iteration 10Q (1078.864410 sec): 3 clusters Score: Raw -406027.044642 + Penalty 3107.184989 = -402919.859653 nChanged 89 SP:Iteration 11Q (1078.980719 sec): 3 clusters Score: Raw -406103.424485 + Penalty 3107.184989 = -402996.239496 nChanged 88 SP:Iteration 12Q (1079.091582 sec): 3 clusters Score: Raw -406166.641170 + Penalty 3107.184989 = -403059.456181 nChanged 77 SP:Iteration 13Q (1079.202151 sec): 3 clusters Score: Raw -406258.424697 + Penalty 3107.184989 = -403151.239708 nChanged 100 SP:Iteration 14Q (1079.321419 sec): 3 clusters Score: Raw -406366.630715 + Penalty 3107.184989 = -403259.445725 nChanged 105 SP:Iteration 15Q (1079.444484 sec): 3 clusters Score: Raw -406451.799093 + Penalty 3107.184989 = -403344.614104 nChanged 79 SP:Iteration 16Q (1079.563354 sec): 3 clusters Score: Raw -406493.363271 + Penalty 3107.184989 = -403386.178282 nChanged 59 SP:Iteration 17Q (1079.673897 sec): 3 clusters Score: Raw -406511.984235 + Penalty 3107.184989 = -403404.799246 nChanged 36 SP:Iteration 18Q (1079.785631 sec): 3 clusters Score: Raw -406520.483107 + Penalty 3107.184989 = -403413.298118 nChanged 28 SP:Iteration 19Q (1079.898735 sec): 3 clusters Score: Raw -406527.091218 + Penalty 3107.184989 = -403419.906228 nChanged 27 SP:Iteration 20F (1080.006594 sec): 3 clusters Score: Raw -406533.258743 + Penalty 3107.184989 = -403426.073754 nChanged 14 SP:Iteration 21Q (1080.135327 sec): 3 clusters Score: Raw -406536.597869 + Penalty 3107.184989 = -403429.412879 nChanged 10 SP:Iteration 22Q (1080.264504 sec): 3 clusters Score: Raw -406538.928882 + Penalty 3107.184989 = -403431.743893 nChanged 10 SP:Iteration 23Q (1080.364310 sec): 3 clusters Score: Raw -406541.106549 + Penalty 3107.184989 = -403433.921560 nChanged 8 SP:Iteration 24Q (1080.477240 sec): 3 clusters Score: Raw -406543.197756 + Penalty 3107.184989 = -403436.012767 nChanged 14 SP:Iteration 25Q (1080.589074 sec): 3 clusters Score: Raw -406546.366046 + Penalty 3107.184989 = -403439.181057 nChanged 15 SP:Iteration 26Q (1080.689355 sec): 3 clusters Score: Raw -406549.255900 + Penalty 3107.184989 = -403442.070911 nChanged 10 SP:Iteration 27Q (1080.797091 sec): 3 clusters Score: Raw -406551.519889 + Penalty 3107.184989 = -403444.334900 nChanged 13 SP:Iteration 28Q (1080.908983 sec): 3 clusters Score: Raw -406554.068048 + Penalty 3107.184989 = -403446.883059 nChanged 14 SP:Iteration 29Q (1081.036126 sec): 3 clusters Score: Raw -406557.830711 + Penalty 3107.184989 = -403450.645722 nChanged 17 SP:Iteration 30Q (1081.155991 sec): 3 clusters Score: Raw -406564.959700 + Penalty 3107.184989 = -403457.774711 nChanged 21 SP:Iteration 31Q (1081.270529 sec): 3 clusters Score: Raw -406573.935643 + Penalty 3107.184989 = -403466.750654 nChanged 20 SP:Iteration 32Q (1081.382825 sec): 3 clusters Score: Raw -406581.520009 + Penalty 3107.184989 = -403474.335020 nChanged 21 SP:Iteration 33Q (1081.482932 sec): 3 clusters Score: Raw -406589.159060 + Penalty 3107.184989 = -403481.974071 nChanged 16 SP:Iteration 34Q (1081.592688 sec): 3 clusters Score: Raw -406593.527685 + Penalty 3107.184989 = -403486.342695 nChanged 15 SP:Iteration 35Q (1081.704722 sec): 3 clusters Score: Raw -406597.097582 + Penalty 3107.184989 = -403489.912593 nChanged 11 SP:Iteration 36Q (1081.797291 sec): 3 clusters Score: Raw -406599.328098 + Penalty 3107.184989 = -403492.143108 nChanged 7 SP:Iteration 37Q (1081.913545 sec): 3 clusters Score: Raw -406600.230733 + Penalty 3107.184989 = -403493.045744 nChanged 5 SP:Iteration 38Q (1082.024490 sec): 3 clusters Score: Raw -406600.798243 + Penalty 3107.184989 = -403493.613254 nChanged 6 SP:Iteration 39Q (1082.117809 sec): 3 clusters Score: Raw -406601.406928 + Penalty 3107.184989 = -403494.221939 nChanged 2 SP:Iteration 40F (1082.233636 sec): 3 clusters Score: Raw -406601.667684 + Penalty 3107.184989 = -403494.482695 nChanged 1 SP:Iteration 41Q (1082.344486 sec): 3 clusters Score: Raw -406601.916121 + Penalty 3107.184989 = -403494.731132 nChanged 1 SP:Iteration 42Q (1082.440784 sec): 3 clusters Score: Raw -406602.060319 + Penalty 3107.184989 = -403494.875330 nChanged 2 SP:Iteration 43Q (1082.556330 sec): 3 clusters Score: Raw -406602.343224 + Penalty 3107.184989 = -403495.158235 nChanged 2 SP:Iteration 44Q (1082.667395 sec): 3 clusters Score: Raw -406602.493594 + Penalty 3107.184989 = -403495.308605 nChanged 0 SP:Iteration 45F (1082.764201 sec): 3 clusters Score: Raw -406602.493594 + Penalty 3107.184989 = -403495.308605 nChanged 0 Score: Raw -7037288.633907 + Penalty 26298.031386 = -7010990.602520 Splitting cluster 5 changes total score from -6991704.856783 to -7010990.602520 So it's getting split into cluster 13. Trying to split cluster 6 (12881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1084.868098 sec): 2 clusters Score: Raw -998482.243684 + Penalty 1660.845766 = -996821.397918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1085.025038 sec): 3 clusters Score: Raw -991002.912384 + Penalty 3321.691531 = -987681.220853 nChanged 5754 SP:Iteration 1F (1085.164293 sec): 3 clusters Score: Raw -994613.748036 + Penalty 3321.691531 = -991292.056505 nChanged 1041 SP:Iteration 2F (1085.296800 sec): 3 clusters Score: Raw -995490.466078 + Penalty 3321.691531 = -992168.774547 nChanged 1094 SP:Iteration 3F (1085.429439 sec): 3 clusters Score: Raw -996709.439028 + Penalty 3321.691531 = -993387.747496 nChanged 1127 SP:Iteration 4F (1085.562028 sec): 3 clusters Score: Raw -998228.864626 + Penalty 3321.691531 = -994907.173094 nChanged 1020 SP:Iteration 5F (1085.697408 sec): 3 clusters Score: Raw -999535.627753 + Penalty 3321.691531 = -996213.936222 nChanged 799 SP:Iteration 6F (1085.767491 sec): 3 clusters Score: Raw -1000408.702137 + Penalty 3321.691531 = -997087.010605 nChanged 555 SP:Iteration 7Q (1085.906771 sec): 3 clusters Score: Raw -1000948.651682 + Penalty 3321.691531 = -997626.960151 nChanged 423 SP:Iteration 8Q (1086.033887 sec): 3 clusters Score: Raw -1001284.005412 + Penalty 3321.691531 = -997962.313881 nChanged 309 SP:Iteration 9Q (1086.165942 sec): 3 clusters Score: Raw -1001477.909816 + Penalty 3321.691531 = -998156.218285 nChanged 271 SP:Iteration 10Q (1086.297460 sec): 3 clusters Score: Raw -1001654.460776 + Penalty 3321.691531 = -998332.769245 nChanged 249 SP:Iteration 11Q (1086.440097 sec): 3 clusters Score: Raw -1001832.347521 + Penalty 3321.691531 = -998510.655990 nChanged 248 SP:Iteration 12Q (1086.571585 sec): 3 clusters Score: Raw -1002086.248648 + Penalty 3321.691531 = -998764.557117 nChanged 269 SP:Iteration 13Q (1086.701853 sec): 3 clusters Score: Raw -1002442.034992 + Penalty 3321.691531 = -999120.343461 nChanged 285 SP:Iteration 14Q (1086.829158 sec): 3 clusters Score: Raw -1002920.871211 + Penalty 3321.691531 = -999599.179679 nChanged 239 SP:Iteration 15Q (1086.958872 sec): 3 clusters Score: Raw -1003374.017772 + Penalty 3321.691531 = -1000052.326241 nChanged 139 SP:Iteration 16Q (1087.083784 sec): 3 clusters Score: Raw -1003538.525936 + Penalty 3321.691531 = -1000216.834405 nChanged 75 SP:Iteration 17Q (1087.210991 sec): 3 clusters Score: Raw -1003572.414985 + Penalty 3321.691531 = -1000250.723453 nChanged 38 SP:Iteration 18Q (1087.339108 sec): 3 clusters Score: Raw -1003581.766235 + Penalty 3321.691531 = -1000260.074704 nChanged 19 SP:Iteration 19Q (1087.465948 sec): 3 clusters Score: Raw -1003584.922392 + Penalty 3321.691531 = -1000263.230861 nChanged 12 SP:Iteration 20F (1087.598575 sec): 3 clusters Score: Raw -1003587.211863 + Penalty 3321.691531 = -1000265.520331 nChanged 6 SP:Iteration 21Q (1087.724643 sec): 3 clusters Score: Raw -1003587.735572 + Penalty 3321.691531 = -1000266.044040 nChanged 1 SP:Iteration 22Q (1087.851369 sec): 3 clusters Score: Raw -1003587.812326 + Penalty 3321.691531 = -1000266.120795 nChanged 1 SP:Iteration 23Q (1087.982387 sec): 3 clusters Score: Raw -1003587.918659 + Penalty 3321.691531 = -1000266.227128 nChanged 0 SP:Iteration 24F (1088.050965 sec): 3 clusters Score: Raw -1003587.918659 + Penalty 3321.691531 = -1000266.227128 nChanged 0 Score: Raw -7042394.308882 + Penalty 28320.956878 = -7014073.352005 Splitting cluster 6 changes total score from -6991704.856783 to -7014073.352005 So it's getting split into cluster 14. Trying to split cluster 7 (16422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.354288 sec): 2 clusters Score: Raw -1075206.954935 + Penalty 1703.469195 = -1073503.485740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1090.563608 sec): 3 clusters Score: Raw -1065706.120495 + Penalty 3406.938390 = -1062299.182106 nChanged 7266 SP:Iteration 1F (1090.696354 sec): 3 clusters Score: Raw -1071829.475435 + Penalty 3406.938390 = -1068422.537045 nChanged 1991 SP:Iteration 2F (1090.866848 sec): 3 clusters Score: Raw -1074959.494558 + Penalty 3406.938390 = -1071552.556168 nChanged 1838 SP:Iteration 3F (1091.011849 sec): 3 clusters Score: Raw -1077850.294499 + Penalty 3406.938390 = -1074443.356109 nChanged 1498 SP:Iteration 4F (1091.153103 sec): 3 clusters Score: Raw -1080117.973083 + Penalty 3406.938390 = -1076711.034694 nChanged 1193 SP:Iteration 5F (1091.301469 sec): 3 clusters Score: Raw -1081862.800013 + Penalty 3406.938390 = -1078455.861623 nChanged 1053 SP:Iteration 6F (1091.441768 sec): 3 clusters Score: Raw -1083542.448111 + Penalty 3406.938390 = -1080135.509722 nChanged 872 SP:Iteration 7F (1091.576347 sec): 3 clusters Score: Raw -1085049.748904 + Penalty 3406.938390 = -1081642.810515 nChanged 621 SP:Iteration 8Q (1091.722394 sec): 3 clusters Score: Raw -1085993.958939 + Penalty 3406.938390 = -1082587.020549 nChanged 345 SP:Iteration 9Q (1091.879020 sec): 3 clusters Score: Raw -1086357.823431 + Penalty 3406.938390 = -1082950.885042 nChanged 204 SP:Iteration 10Q (1092.023839 sec): 3 clusters Score: Raw -1086562.452094 + Penalty 3406.938390 = -1083155.513704 nChanged 149 SP:Iteration 11Q (1092.145670 sec): 3 clusters Score: Raw -1086708.451957 + Penalty 3406.938390 = -1083301.513567 nChanged 130 SP:Iteration 12Q (1092.280163 sec): 3 clusters Score: Raw -1086805.529682 + Penalty 3406.938390 = -1083398.591293 nChanged 93 SP:Iteration 13Q (1092.414706 sec): 3 clusters Score: Raw -1086859.579886 + Penalty 3406.938390 = -1083452.641496 nChanged 64 SP:Iteration 14Q (1092.549555 sec): 3 clusters Score: Raw -1086884.778596 + Penalty 3406.938390 = -1083477.840207 nChanged 52 SP:Iteration 15Q (1092.684952 sec): 3 clusters Score: Raw -1086903.636985 + Penalty 3406.938390 = -1083496.698595 nChanged 45 SP:Iteration 16Q (1092.819791 sec): 3 clusters Score: Raw -1086916.399295 + Penalty 3406.938390 = -1083509.460906 nChanged 36 SP:Iteration 17Q (1092.955380 sec): 3 clusters Score: Raw -1086924.129602 + Penalty 3406.938390 = -1083517.191212 nChanged 26 SP:Iteration 18Q (1093.091393 sec): 3 clusters Score: Raw -1086928.286785 + Penalty 3406.938390 = -1083521.348396 nChanged 14 SP:Iteration 19Q (1093.226069 sec): 3 clusters Score: Raw -1086930.446926 + Penalty 3406.938390 = -1083523.508537 nChanged 13 SP:Iteration 20F (1093.364642 sec): 3 clusters Score: Raw -1086933.534185 + Penalty 3406.938390 = -1083526.595795 nChanged 11 SP:Iteration 21Q (1093.496030 sec): 3 clusters Score: Raw -1086935.403154 + Penalty 3406.938390 = -1083528.464764 nChanged 11 SP:Iteration 22Q (1093.631714 sec): 3 clusters Score: Raw -1086936.896804 + Penalty 3406.938390 = -1083529.958415 nChanged 6 SP:Iteration 23Q (1093.772604 sec): 3 clusters Score: Raw -1086937.476977 + Penalty 3406.938390 = -1083530.538588 nChanged 4 SP:Iteration 24Q (1093.900813 sec): 3 clusters Score: Raw -1086938.078030 + Penalty 3406.938390 = -1083531.139641 nChanged 2 SP:Iteration 25Q (1094.035509 sec): 3 clusters Score: Raw -1086938.391083 + Penalty 3406.938390 = -1083531.452694 nChanged 2 SP:Iteration 26Q (1094.170475 sec): 3 clusters Score: Raw -1086938.621477 + Penalty 3406.938390 = -1083531.683088 nChanged 2 SP:Iteration 27Q (1094.283201 sec): 3 clusters Score: Raw -1086938.771240 + Penalty 3406.938390 = -1083531.832851 nChanged 0 SP:Iteration 28F (1094.430438 sec): 3 clusters Score: Raw -1086938.771240 + Penalty 3406.938390 = -1083531.832851 nChanged 0 Score: Raw -7054126.125187 + Penalty 30343.882369 = -7023782.242819 Splitting cluster 7 changes total score from -6991704.856783 to -7023782.242819 So it's getting split into cluster 15. Trying to split cluster 8 (13809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1096.797445 sec): 2 clusters Score: Raw -1009330.095809 + Penalty 1673.054809 = -1007657.041001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1096.940792 sec): 3 clusters Score: Raw -1001334.826633 + Penalty 3346.109617 = -997988.717015 nChanged 6086 SP:Iteration 1F (1097.084589 sec): 3 clusters Score: Raw -1005380.755785 + Penalty 3346.109617 = -1002034.646167 nChanged 1264 SP:Iteration 2F (1097.256305 sec): 3 clusters Score: Raw -1006600.575112 + Penalty 3346.109617 = -1003254.465495 nChanged 1255 SP:Iteration 3F (1097.368748 sec): 3 clusters Score: Raw -1007686.566228 + Penalty 3346.109617 = -1004340.456611 nChanged 1014 SP:Iteration 4F (1097.529178 sec): 3 clusters Score: Raw -1008496.903880 + Penalty 3346.109617 = -1005150.794263 nChanged 787 SP:Iteration 5F (1097.655244 sec): 3 clusters Score: Raw -1009082.935436 + Penalty 3346.109617 = -1005736.825819 nChanged 665 SP:Iteration 6Q (1097.787789 sec): 3 clusters Score: Raw -1009598.994981 + Penalty 3346.109617 = -1006252.885364 nChanged 584 SP:Iteration 7Q (1097.906523 sec): 3 clusters Score: Raw -1010110.000184 + Penalty 3346.109617 = -1006763.890567 nChanged 552 SP:Iteration 8Q (1098.043598 sec): 3 clusters Score: Raw -1010699.247349 + Penalty 3346.109617 = -1007353.137732 nChanged 594 SP:Iteration 9Q (1098.171647 sec): 3 clusters Score: Raw -1011359.779018 + Penalty 3346.109617 = -1008013.669400 nChanged 574 SP:Iteration 10Q (1098.291362 sec): 3 clusters Score: Raw -1012075.952318 + Penalty 3346.109617 = -1008729.842701 nChanged 586 SP:Iteration 11Q (1098.431084 sec): 3 clusters Score: Raw -1012945.487848 + Penalty 3346.109617 = -1009599.378231 nChanged 601 SP:Iteration 12Q (1098.573676 sec): 3 clusters Score: Raw -1014322.896621 + Penalty 3346.109617 = -1010976.787003 nChanged 639 SP:Iteration 13Q (1098.690767 sec): 3 clusters Score: Raw -1016215.834231 + Penalty 3346.109617 = -1012869.724614 nChanged 524 SP:Iteration 14Q (1098.824295 sec): 3 clusters Score: Raw -1017904.166919 + Penalty 3346.109617 = -1014558.057302 nChanged 284 SP:Iteration 15Q (1098.957247 sec): 3 clusters Score: Raw -1018714.012840 + Penalty 3346.109617 = -1015367.903223 nChanged 78 SP:Iteration 16Q (1099.092019 sec): 3 clusters Score: Raw -1018846.874722 + Penalty 3346.109617 = -1015500.765105 nChanged 20 SP:Iteration 17Q (1099.219770 sec): 3 clusters Score: Raw -1018853.992389 + Penalty 3346.109617 = -1015507.882772 nChanged 6 SP:Iteration 18Q (1099.338023 sec): 3 clusters Score: Raw -1018854.572688 + Penalty 3346.109617 = -1015508.463071 nChanged 1 SP:Iteration 19Q (1099.487054 sec): 3 clusters Score: Raw -1018854.646468 + Penalty 3346.109617 = -1015508.536851 nChanged 0 SP:Iteration 20F (1099.616912 sec): 3 clusters Score: Raw -1018854.646468 + Penalty 3346.109617 = -1015508.536851 nChanged 0 Score: Raw -7063650.675846 + Penalty 32366.807860 = -7031283.867986 Splitting cluster 8 changes total score from -6991704.856783 to -7031283.867986 So it's getting split into cluster 16. Iteration 99Q (1104.231560 sec): 17 clusters Score: Raw -7069215.549482 + Penalty 32366.807860 = -7036848.741622 nChanged 4584 Iteration 100F (1106.689394 sec): 17 clusters Score: Raw -7073480.695073 + Penalty 32366.807860 = -7041113.887213 nChanged 2909 Iteration 101Q (1108.491137 sec): 17 clusters Score: Raw -7075121.578393 + Penalty 32366.807860 = -7042754.770533 nChanged 1728 Iteration 102Q (1110.069870 sec): 17 clusters Score: Raw -7076051.010639 + Penalty 32366.807860 = -7043684.202779 nChanged 1322 Iteration 103Q (1111.820143 sec): 17 clusters Score: Raw -7076705.612999 + Penalty 32366.807860 = -7044338.805138 nChanged 1065 Iteration 104Q (1113.488341 sec): 17 clusters Score: Raw -7077232.407833 + Penalty 32366.807860 = -7044865.599973 nChanged 913 Iteration 105Q (1115.210932 sec): 17 clusters Score: Raw -7077659.709909 + Penalty 32366.807860 = -7045292.902049 nChanged 797 Iteration 106Q (1116.960969 sec): 17 clusters Score: Raw -7078001.856356 + Penalty 32366.807860 = -7045635.048496 nChanged 651 Iteration 107Q (1118.717447 sec): 17 clusters Score: Raw -7078240.694590 + Penalty 32366.807860 = -7045873.886730 nChanged 579 Iteration 108Q (1120.348406 sec): 17 clusters Score: Raw -7078444.429307 + Penalty 32366.807860 = -7046077.621447 nChanged 528 Iteration 109Q (1121.922654 sec): 17 clusters Score: Raw -7078621.014910 + Penalty 32366.807860 = -7046254.207050 nChanged 481 Iteration 110Q (1123.475268 sec): 17 clusters Score: Raw -7078805.889651 + Penalty 32366.807860 = -7046439.081791 nChanged 485 Iteration 111Q (1125.026680 sec): 17 clusters Score: Raw -7079001.382004 + Penalty 32366.807860 = -7046634.574143 nChanged 494 Iteration 112Q (1126.646626 sec): 17 clusters Score: Raw -7079242.571257 + Penalty 32366.807860 = -7046875.763397 nChanged 505 Iteration 113Q (1128.229268 sec): 17 clusters Score: Raw -7079493.023733 + Penalty 32366.807860 = -7047126.215873 nChanged 467 Iteration 114Q (1129.795379 sec): 17 clusters Score: Raw -7079696.626645 + Penalty 32366.807860 = -7047329.818785 nChanged 439 Iteration 115Q (1131.341505 sec): 17 clusters Score: Raw -7079860.051921 + Penalty 32366.807860 = -7047493.244061 nChanged 391 Iteration 116Q (1132.877850 sec): 17 clusters Score: Raw -7079975.252897 + Penalty 32366.807860 = -7047608.445036 nChanged 359 Iteration 117Q (1134.461792 sec): 17 clusters Score: Raw -7080070.645886 + Penalty 32366.807860 = -7047703.838025 nChanged 318 Iteration 118Q (1135.994773 sec): 17 clusters Score: Raw -7080154.333444 + Penalty 32366.807860 = -7047787.525583 nChanged 307 Iteration 119Q (1137.641920 sec): 17 clusters Score: Raw -7080237.406449 + Penalty 32366.807860 = -7047870.598589 nChanged 295 Iteration 120F (1139.828559 sec): 17 clusters Score: Raw -7080320.619566 + Penalty 32366.807860 = -7047953.811705 nChanged 321 Iteration 121Q (1141.301976 sec): 17 clusters Score: Raw -7080406.347717 + Penalty 32366.807860 = -7048039.539857 nChanged 308 Iteration 122Q (1142.207274 sec): 17 clusters Score: Raw -7080479.006520 + Penalty 32366.807860 = -7048112.198660 nChanged 280 Iteration 123Q (1143.182671 sec): 17 clusters Score: Raw -7080543.415630 + Penalty 32366.807860 = -7048176.607770 nChanged 261 Iteration 124Q (1144.092081 sec): 17 clusters Score: Raw -7080601.145740 + Penalty 32366.807860 = -7048234.337880 nChanged 233 Iteration 125Q (1145.067500 sec): 17 clusters Score: Raw -7080651.405131 + Penalty 32366.807860 = -7048284.597270 nChanged 235 Iteration 126Q (1145.970076 sec): 17 clusters Score: Raw -7080704.099475 + Penalty 32366.807860 = -7048337.291615 nChanged 221 Iteration 127Q (1146.952248 sec): 17 clusters Score: Raw -7080751.092763 + Penalty 32366.807860 = -7048384.284903 nChanged 209 Iteration 128Q (1147.939626 sec): 17 clusters Score: Raw -7080792.594457 + Penalty 32366.807860 = -7048425.786597 nChanged 172 Iteration 129Q (1148.880232 sec): 17 clusters Score: Raw -7080822.085289 + Penalty 32366.807860 = -7048455.277429 nChanged 129 Iteration 130Q (1149.853863 sec): 17 clusters Score: Raw -7080840.835319 + Penalty 32366.807860 = -7048474.027459 nChanged 98 Iteration 131Q (1150.753686 sec): 17 clusters Score: Raw -7080856.502156 + Penalty 32366.807860 = -7048489.694296 nChanged 88 Iteration 132Q (1151.724145 sec): 17 clusters Score: Raw -7080868.686338 + Penalty 32366.807860 = -7048501.878478 nChanged 77 Iteration 133Q (1152.663475 sec): 17 clusters Score: Raw -7080880.077226 + Penalty 32366.807860 = -7048513.269365 nChanged 73 Iteration 134Q (1153.636279 sec): 17 clusters Score: Raw -7080889.423624 + Penalty 32366.807860 = -7048522.615763 nChanged 50 Iteration 135Q (1154.541715 sec): 17 clusters Score: Raw -7080895.453250 + Penalty 32366.807860 = -7048528.645390 nChanged 42 Iteration 136Q (1155.503557 sec): 17 clusters Score: Raw -7080900.867221 + Penalty 32366.807860 = -7048534.059361 nChanged 35 Iteration 137Q (1156.625462 sec): 17 clusters Score: Raw -7080905.428603 + Penalty 32366.807860 = -7048538.620743 nChanged 35 Iteration 138Q (1157.630562 sec): 17 clusters Score: Raw -7080910.498260 + Penalty 32366.807860 = -7048543.690400 nChanged 51 Writing temp clu file Because OldScore, -7048538.620743, is greater than current (better) Score,-7048543.690400 Compute initial score before splitting: Score: Raw -7080910.498260 + Penalty 32366.807860 = -7048543.690400 Trying to split cluster 1 (3008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1157.754555 sec): 2 clusters Score: Raw -151048.167202 + Penalty 1405.584885 = -149642.582317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1157.821760 sec): 3 clusters Score: Raw -149813.024744 + Penalty 2811.169770 = -147001.854974 nChanged 1144 SP:Iteration 1F (1157.855720 sec): 3 clusters Score: Raw -151076.375493 + Penalty 2811.169770 = -148265.205722 nChanged 356 SP:Iteration 2F (1157.885822 sec): 3 clusters Score: Raw -151547.305820 + Penalty 2811.169770 = -148736.136050 nChanged 202 SP:Iteration 3F (1157.916877 sec): 3 clusters Score: Raw -151800.153293 + Penalty 2811.169770 = -148988.983522 nChanged 152 SP:Iteration 4F (1157.947973 sec): 3 clusters Score: Raw -151947.425784 + Penalty 2811.169770 = -149136.256014 nChanged 114 SP:Iteration 5Q (1157.979336 sec): 3 clusters Score: Raw -152054.874951 + Penalty 2811.169770 = -149243.705181 nChanged 103 SP:Iteration 6Q (1158.010672 sec): 3 clusters Score: Raw -152172.071629 + Penalty 2811.169770 = -149360.901859 nChanged 115 SP:Iteration 7Q (1158.042821 sec): 3 clusters Score: Raw -152338.725434 + Penalty 2811.169770 = -149527.555663 nChanged 142 SP:Iteration 8Q (1158.072568 sec): 3 clusters Score: Raw -152545.359301 + Penalty 2811.169770 = -149734.189530 nChanged 132 SP:Iteration 9Q (1158.102348 sec): 3 clusters Score: Raw -152717.560102 + Penalty 2811.169770 = -149906.390332 nChanged 106 SP:Iteration 10Q (1158.131495 sec): 3 clusters Score: Raw -152850.105756 + Penalty 2811.169770 = -150038.935985 nChanged 95 SP:Iteration 11Q (1158.160457 sec): 3 clusters Score: Raw -152962.219991 + Penalty 2811.169770 = -150151.050221 nChanged 67 SP:Iteration 12Q (1158.189573 sec): 3 clusters Score: Raw -153038.619017 + Penalty 2811.169770 = -150227.449247 nChanged 53 SP:Iteration 13Q (1158.240161 sec): 3 clusters Score: Raw -153090.537203 + Penalty 2811.169770 = -150279.367433 nChanged 37 SP:Iteration 14Q (1158.267841 sec): 3 clusters Score: Raw -153124.009326 + Penalty 2811.169770 = -150312.839555 nChanged 25 SP:Iteration 15Q (1158.295345 sec): 3 clusters Score: Raw -153148.398609 + Penalty 2811.169770 = -150337.228839 nChanged 26 SP:Iteration 16Q (1158.322816 sec): 3 clusters Score: Raw -153163.651720 + Penalty 2811.169770 = -150352.481950 nChanged 17 SP:Iteration 17Q (1158.350264 sec): 3 clusters Score: Raw -153175.146479 + Penalty 2811.169770 = -150363.976708 nChanged 13 SP:Iteration 18Q (1158.377783 sec): 3 clusters Score: Raw -153183.213206 + Penalty 2811.169770 = -150372.043435 nChanged 11 SP:Iteration 19Q (1158.405860 sec): 3 clusters Score: Raw -153188.893632 + Penalty 2811.169770 = -150377.723861 nChanged 10 SP:Iteration 20F (1158.433979 sec): 3 clusters Score: Raw -153198.758061 + Penalty 2811.169770 = -150387.588291 nChanged 7 SP:Iteration 21Q (1158.461414 sec): 3 clusters Score: Raw -153207.360624 + Penalty 2811.169770 = -150396.190854 nChanged 8 SP:Iteration 22Q (1158.488725 sec): 3 clusters Score: Raw -153211.067667 + Penalty 2811.169770 = -150399.897896 nChanged 5 SP:Iteration 23Q (1158.516128 sec): 3 clusters Score: Raw -153214.526654 + Penalty 2811.169770 = -150403.356883 nChanged 3 SP:Iteration 24Q (1158.543551 sec): 3 clusters Score: Raw -153215.667399 + Penalty 2811.169770 = -150404.497629 nChanged 3 SP:Iteration 25Q (1158.645919 sec): 3 clusters Score: Raw -153216.833216 + Penalty 2811.169770 = -150405.663446 nChanged 3 SP:Iteration 26Q (1158.752376 sec): 3 clusters Score: Raw -153219.782055 + Penalty 2811.169770 = -150408.612285 nChanged 4 SP:Iteration 27Q (1158.778606 sec): 3 clusters Score: Raw -153221.768909 + Penalty 2811.169770 = -150410.599138 nChanged 4 SP:Iteration 28Q (1158.806077 sec): 3 clusters Score: Raw -153223.731299 + Penalty 2811.169770 = -150412.561528 nChanged 1 SP:Iteration 29Q (1158.833562 sec): 3 clusters Score: Raw -153223.882171 + Penalty 2811.169770 = -150412.712401 nChanged 0 SP:Iteration 30F (1158.861481 sec): 3 clusters Score: Raw -153223.882171 + Penalty 2811.169770 = -150412.712401 nChanged 0 Score: Raw -7083092.431000 + Penalty 34389.733351 = -7048702.697649 Splitting cluster 1 changes total score from -7048543.690400 to -7048702.697649 So it's getting split into cluster 17. Trying to split cluster 2 (11334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1160.672238 sec): 2 clusters Score: Raw -881634.535450 + Penalty 1638.391190 = -879996.144260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1160.768529 sec): 3 clusters Score: Raw -875208.211996 + Penalty 3276.782380 = -871931.429616 nChanged 4857 SP:Iteration 1F (1160.835749 sec): 3 clusters Score: Raw -878031.449441 + Penalty 3276.782380 = -874754.667061 nChanged 864 SP:Iteration 2F (1160.882210 sec): 3 clusters Score: Raw -878707.270964 + Penalty 3276.782380 = -875430.488584 nChanged 887 SP:Iteration 3F (1160.928407 sec): 3 clusters Score: Raw -879542.224602 + Penalty 3276.782380 = -876265.442222 nChanged 912 SP:Iteration 4F (1161.005418 sec): 3 clusters Score: Raw -880412.452983 + Penalty 3276.782380 = -877135.670603 nChanged 834 SP:Iteration 5F (1161.079662 sec): 3 clusters Score: Raw -881116.653835 + Penalty 3276.782380 = -877839.871455 nChanged 702 SP:Iteration 6F (1161.146099 sec): 3 clusters Score: Raw -881561.766339 + Penalty 3276.782380 = -878284.983959 nChanged 486 SP:Iteration 7Q (1161.204797 sec): 3 clusters Score: Raw -881801.290340 + Penalty 3276.782380 = -878524.507960 nChanged 339 SP:Iteration 8Q (1161.266406 sec): 3 clusters Score: Raw -881944.300281 + Penalty 3276.782380 = -878667.517900 nChanged 256 SP:Iteration 9Q (1161.335443 sec): 3 clusters Score: Raw -882048.026116 + Penalty 3276.782380 = -878771.243735 nChanged 224 SP:Iteration 10Q (1161.403260 sec): 3 clusters Score: Raw -882124.985097 + Penalty 3276.782380 = -878848.202717 nChanged 179 SP:Iteration 11Q (1161.464305 sec): 3 clusters Score: Raw -882179.250909 + Penalty 3276.782380 = -878902.468529 nChanged 152 SP:Iteration 12Q (1161.526859 sec): 3 clusters Score: Raw -882221.921401 + Penalty 3276.782380 = -878945.139021 nChanged 134 SP:Iteration 13Q (1161.586873 sec): 3 clusters Score: Raw -882254.650687 + Penalty 3276.782380 = -878977.868307 nChanged 110 SP:Iteration 14Q (1161.650847 sec): 3 clusters Score: Raw -882284.988456 + Penalty 3276.782380 = -879008.206076 nChanged 108 SP:Iteration 15Q (1161.716215 sec): 3 clusters Score: Raw -882314.105020 + Penalty 3276.782380 = -879037.322640 nChanged 121 SP:Iteration 16Q (1161.784413 sec): 3 clusters Score: Raw -882343.237537 + Penalty 3276.782380 = -879066.455156 nChanged 106 SP:Iteration 17Q (1161.852944 sec): 3 clusters Score: Raw -882371.711680 + Penalty 3276.782380 = -879094.929300 nChanged 98 SP:Iteration 18Q (1161.915888 sec): 3 clusters Score: Raw -882396.635825 + Penalty 3276.782380 = -879119.853445 nChanged 100 SP:Iteration 19Q (1161.977128 sec): 3 clusters Score: Raw -882421.485434 + Penalty 3276.782380 = -879144.703053 nChanged 85 SP:Iteration 20F (1162.037994 sec): 3 clusters Score: Raw -882441.396202 + Penalty 3276.782380 = -879164.613821 nChanged 69 SP:Iteration 21Q (1162.100455 sec): 3 clusters Score: Raw -882457.540561 + Penalty 3276.782380 = -879180.758181 nChanged 71 SP:Iteration 22Q (1162.259624 sec): 3 clusters Score: Raw -882472.581544 + Penalty 3276.782380 = -879195.799163 nChanged 69 SP:Iteration 23Q (1162.372633 sec): 3 clusters Score: Raw -882485.595773 + Penalty 3276.782380 = -879208.813393 nChanged 69 SP:Iteration 24Q (1162.441458 sec): 3 clusters Score: Raw -882501.199617 + Penalty 3276.782380 = -879224.417237 nChanged 82 SP:Iteration 25Q (1162.502871 sec): 3 clusters Score: Raw -882524.757552 + Penalty 3276.782380 = -879247.975172 nChanged 103 SP:Iteration 26Q (1162.608611 sec): 3 clusters Score: Raw -882557.526642 + Penalty 3276.782380 = -879280.744262 nChanged 108 SP:Iteration 27Q (1162.683797 sec): 3 clusters Score: Raw -882591.993953 + Penalty 3276.782380 = -879315.211573 nChanged 104 SP:Iteration 28Q (1162.748584 sec): 3 clusters Score: Raw -882627.602232 + Penalty 3276.782380 = -879350.819852 nChanged 99 SP:Iteration 29Q (1162.812512 sec): 3 clusters Score: Raw -882657.021163 + Penalty 3276.782380 = -879380.238783 nChanged 98 SP:Iteration 30Q (1162.876138 sec): 3 clusters Score: Raw -882686.534225 + Penalty 3276.782380 = -879409.751844 nChanged 91 SP:Iteration 31Q (1162.940468 sec): 3 clusters Score: Raw -882711.848853 + Penalty 3276.782380 = -879435.066473 nChanged 87 SP:Iteration 32Q (1163.005805 sec): 3 clusters Score: Raw -882735.029593 + Penalty 3276.782380 = -879458.247213 nChanged 77 SP:Iteration 33Q (1163.070639 sec): 3 clusters Score: Raw -882757.426385 + Penalty 3276.782380 = -879480.644005 nChanged 75 SP:Iteration 34Q (1163.135600 sec): 3 clusters Score: Raw -882778.461476 + Penalty 3276.782380 = -879501.679096 nChanged 61 SP:Iteration 35Q (1163.198865 sec): 3 clusters Score: Raw -882793.445536 + Penalty 3276.782380 = -879516.663156 nChanged 61 SP:Iteration 36Q (1163.274922 sec): 3 clusters Score: Raw -882806.491511 + Penalty 3276.782380 = -879529.709131 nChanged 53 SP:Iteration 37Q (1163.337272 sec): 3 clusters Score: Raw -882816.984563 + Penalty 3276.782380 = -879540.202183 nChanged 43 SP:Iteration 38Q (1163.402181 sec): 3 clusters Score: Raw -882826.847221 + Penalty 3276.782380 = -879550.064841 nChanged 33 SP:Iteration 39Q (1163.465839 sec): 3 clusters Score: Raw -882835.456598 + Penalty 3276.782380 = -879558.674218 nChanged 36 SP:Iteration 40F (1163.534449 sec): 3 clusters Score: Raw -882841.471431 + Penalty 3276.782380 = -879564.689050 nChanged 24 SP:Iteration 41Q (1163.601735 sec): 3 clusters Score: Raw -882847.105969 + Penalty 3276.782380 = -879570.323588 nChanged 17 SP:Iteration 42Q (1163.665273 sec): 3 clusters Score: Raw -882850.685042 + Penalty 3276.782380 = -879573.902662 nChanged 23 SP:Iteration 43Q (1163.725225 sec): 3 clusters Score: Raw -882854.438117 + Penalty 3276.782380 = -879577.655737 nChanged 12 SP:Iteration 44Q (1163.787884 sec): 3 clusters Score: Raw -882856.330073 + Penalty 3276.782380 = -879579.547693 nChanged 12 SP:Iteration 45Q (1163.856116 sec): 3 clusters Score: Raw -882857.842387 + Penalty 3276.782380 = -879581.060007 nChanged 11 SP:Iteration 46Q (1163.923947 sec): 3 clusters Score: Raw -882859.237310 + Penalty 3276.782380 = -879582.454930 nChanged 12 SP:Iteration 47Q (1163.985162 sec): 3 clusters Score: Raw -882860.698767 + Penalty 3276.782380 = -879583.916387 nChanged 9 SP:Iteration 48Q (1164.044657 sec): 3 clusters Score: Raw -882862.252257 + Penalty 3276.782380 = -879585.469877 nChanged 14 SP:Iteration 49Q (1164.104070 sec): 3 clusters Score: Raw -882864.690553 + Penalty 3276.782380 = -879587.908173 nChanged 10 SP:Iteration 50Q (1164.165893 sec): 3 clusters Score: Raw -882866.978787 + Penalty 3276.782380 = -879590.196407 nChanged 18 SP:Iteration 51Q (1164.230301 sec): 3 clusters Score: Raw -882871.608770 + Penalty 3276.782380 = -879594.826390 nChanged 18 SP:Iteration 52Q (1164.299125 sec): 3 clusters Score: Raw -882876.235744 + Penalty 3276.782380 = -879599.453363 nChanged 15 SP:Iteration 53Q (1164.367823 sec): 3 clusters Score: Raw -882878.469841 + Penalty 3276.782380 = -879601.687460 nChanged 15 SP:Iteration 54Q (1164.515634 sec): 3 clusters Score: Raw -882880.735887 + Penalty 3276.782380 = -879603.953507 nChanged 11 SP:Iteration 55Q (1164.589053 sec): 3 clusters Score: Raw -882882.144455 + Penalty 3276.782380 = -879605.362075 nChanged 11 SP:Iteration 56Q (1164.657380 sec): 3 clusters Score: Raw -882883.323283 + Penalty 3276.782380 = -879606.540903 nChanged 6 SP:Iteration 57Q (1164.729870 sec): 3 clusters Score: Raw -882883.971037 + Penalty 3276.782380 = -879607.188657 nChanged 3 SP:Iteration 58Q (1164.801367 sec): 3 clusters Score: Raw -882884.186569 + Penalty 3276.782380 = -879607.404188 nChanged 4 SP:Iteration 59Q (1164.861401 sec): 3 clusters Score: Raw -882884.743975 + Penalty 3276.782380 = -879607.961595 nChanged 6 SP:Iteration 60F (1164.922458 sec): 3 clusters Score: Raw -882885.548471 + Penalty 3276.782380 = -879608.766090 nChanged 5 SP:Iteration 61Q (1164.984406 sec): 3 clusters Score: Raw -882886.157412 + Penalty 3276.782380 = -879609.375032 nChanged 6 SP:Iteration 62Q (1165.047624 sec): 3 clusters Score: Raw -882887.132569 + Penalty 3276.782380 = -879610.350188 nChanged 6 SP:Iteration 63Q (1165.109779 sec): 3 clusters Score: Raw -882888.442941 + Penalty 3276.782380 = -879611.660561 nChanged 5 SP:Iteration 64Q (1165.172345 sec): 3 clusters Score: Raw -882888.955323 + Penalty 3276.782380 = -879612.172943 nChanged 5 SP:Iteration 65Q (1165.235391 sec): 3 clusters Score: Raw -882889.626480 + Penalty 3276.782380 = -879612.844100 nChanged 9 SP:Iteration 66Q (1165.300783 sec): 3 clusters Score: Raw -882890.764358 + Penalty 3276.782380 = -879613.981978 nChanged 3 SP:Iteration 67Q (1165.365655 sec): 3 clusters Score: Raw -882891.283796 + Penalty 3276.782380 = -879614.501416 nChanged 4 SP:Iteration 68Q (1165.429767 sec): 3 clusters Score: Raw -882891.792887 + Penalty 3276.782380 = -879615.010506 nChanged 5 SP:Iteration 69Q (1165.492053 sec): 3 clusters Score: Raw -882892.868514 + Penalty 3276.782380 = -879616.086134 nChanged 2 SP:Iteration 70Q (1165.554163 sec): 3 clusters Score: Raw -882893.205676 + Penalty 3276.782380 = -879616.423296 nChanged 1 SP:Iteration 71Q (1165.620433 sec): 3 clusters Score: Raw -882893.322223 + Penalty 3276.782380 = -879616.539842 nChanged 2 SP:Iteration 72Q (1165.686779 sec): 3 clusters Score: Raw -882893.613219 + Penalty 3276.782380 = -879616.830839 nChanged 1 SP:Iteration 73Q (1165.749099 sec): 3 clusters Score: Raw -882893.706663 + Penalty 3276.782380 = -879616.924283 nChanged 1 SP:Iteration 74Q (1165.809670 sec): 3 clusters Score: Raw -882893.878837 + Penalty 3276.782380 = -879617.096457 nChanged 1 SP:Iteration 75Q (1165.871880 sec): 3 clusters Score: Raw -882894.002073 + Penalty 3276.782380 = -879617.219693 nChanged 4 SP:Iteration 76Q (1165.938894 sec): 3 clusters Score: Raw -882894.688779 + Penalty 3276.782380 = -879617.906399 nChanged 2 SP:Iteration 77Q (1166.006869 sec): 3 clusters Score: Raw -882894.811480 + Penalty 3276.782380 = -879618.029099 nChanged 1 SP:Iteration 78Q (1166.066587 sec): 3 clusters Score: Raw -882895.297017 + Penalty 3276.782380 = -879618.514637 nChanged 2 SP:Iteration 79Q (1166.125883 sec): 3 clusters Score: Raw -882895.440918 + Penalty 3276.782380 = -879618.658538 nChanged 0 SP:Iteration 80F (1166.186692 sec): 3 clusters Score: Raw -882895.440918 + Penalty 3276.782380 = -879618.658538 nChanged 0 Trying to split cluster 3 (4884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1166.232508 sec): 2 clusters Score: Raw -353949.156096 + Penalty 1490.647831 = -352458.508265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1166.276112 sec): 3 clusters Score: Raw -351429.813868 + Penalty 2981.295662 = -348448.518206 nChanged 1970 SP:Iteration 1F (1166.324937 sec): 3 clusters Score: Raw -352630.844240 + Penalty 2981.295662 = -349649.548578 nChanged 441 SP:Iteration 2F (1166.473461 sec): 3 clusters Score: Raw -352972.116613 + Penalty 2981.295662 = -349990.820951 nChanged 345 SP:Iteration 3F (1166.576474 sec): 3 clusters Score: Raw -353296.961676 + Penalty 2981.295662 = -350315.666014 nChanged 322 SP:Iteration 4F (1166.656230 sec): 3 clusters Score: Raw -353587.870069 + Penalty 2981.295662 = -350606.574407 nChanged 284 SP:Iteration 5F (1166.698095 sec): 3 clusters Score: Raw -353856.483316 + Penalty 2981.295662 = -350875.187654 nChanged 252 SP:Iteration 6F (1166.744393 sec): 3 clusters Score: Raw -354084.440207 + Penalty 2981.295662 = -351103.144545 nChanged 202 SP:Iteration 7Q (1166.791525 sec): 3 clusters Score: Raw -354266.304917 + Penalty 2981.295662 = -351285.009255 nChanged 188 SP:Iteration 8Q (1166.838900 sec): 3 clusters Score: Raw -354395.721624 + Penalty 2981.295662 = -351414.425962 nChanged 135 SP:Iteration 9Q (1166.885960 sec): 3 clusters Score: Raw -354482.247216 + Penalty 2981.295662 = -351500.951554 nChanged 129 SP:Iteration 10Q (1166.927612 sec): 3 clusters Score: Raw -354573.449448 + Penalty 2981.295662 = -351592.153786 nChanged 123 SP:Iteration 11Q (1166.969480 sec): 3 clusters Score: Raw -354654.368679 + Penalty 2981.295662 = -351673.073017 nChanged 125 SP:Iteration 12Q (1167.011441 sec): 3 clusters Score: Raw -354727.850411 + Penalty 2981.295662 = -351746.554749 nChanged 101 SP:Iteration 13Q (1167.053878 sec): 3 clusters Score: Raw -354795.270760 + Penalty 2981.295662 = -351813.975098 nChanged 109 SP:Iteration 14Q (1167.094260 sec): 3 clusters Score: Raw -354862.449613 + Penalty 2981.295662 = -351881.153950 nChanged 107 SP:Iteration 15Q (1167.134190 sec): 3 clusters Score: Raw -354917.127781 + Penalty 2981.295662 = -351935.832119 nChanged 95 SP:Iteration 16Q (1167.173873 sec): 3 clusters Score: Raw -354974.384495 + Penalty 2981.295662 = -351993.088833 nChanged 92 SP:Iteration 17Q (1167.213574 sec): 3 clusters Score: Raw -355035.876523 + Penalty 2981.295662 = -352054.580861 nChanged 88 SP:Iteration 18Q (1167.253121 sec): 3 clusters Score: Raw -355094.417629 + Penalty 2981.295662 = -352113.121966 nChanged 94 SP:Iteration 19Q (1167.292756 sec): 3 clusters Score: Raw -355145.346670 + Penalty 2981.295662 = -352164.051008 nChanged 71 SP:Iteration 20F (1167.332831 sec): 3 clusters Score: Raw -355186.179381 + Penalty 2981.295662 = -352204.883719 nChanged 60 SP:Iteration 21Q (1167.372430 sec): 3 clusters Score: Raw -355225.336245 + Penalty 2981.295662 = -352244.040583 nChanged 67 SP:Iteration 22Q (1167.411956 sec): 3 clusters Score: Raw -355267.575920 + Penalty 2981.295662 = -352286.280258 nChanged 55 SP:Iteration 23Q (1167.451405 sec): 3 clusters Score: Raw -355300.734073 + Penalty 2981.295662 = -352319.438411 nChanged 53 SP:Iteration 24Q (1167.490776 sec): 3 clusters Score: Raw -355326.948892 + Penalty 2981.295662 = -352345.653230 nChanged 40 SP:Iteration 25Q (1167.530230 sec): 3 clusters Score: Raw -355349.906442 + Penalty 2981.295662 = -352368.610780 nChanged 31 SP:Iteration 26Q (1167.569506 sec): 3 clusters Score: Raw -355372.026563 + Penalty 2981.295662 = -352390.730901 nChanged 35 SP:Iteration 27Q (1167.608978 sec): 3 clusters Score: Raw -355394.401225 + Penalty 2981.295662 = -352413.105563 nChanged 35 SP:Iteration 28Q (1167.728862 sec): 3 clusters Score: Raw -355419.315556 + Penalty 2981.295662 = -352438.019894 nChanged 33 SP:Iteration 29Q (1167.792303 sec): 3 clusters Score: Raw -355433.726620 + Penalty 2981.295662 = -352452.430958 nChanged 36 SP:Iteration 30Q (1167.834257 sec): 3 clusters Score: Raw -355453.973191 + Penalty 2981.295662 = -352472.677529 nChanged 30 SP:Iteration 31Q (1167.877293 sec): 3 clusters Score: Raw -355473.863426 + Penalty 2981.295662 = -352492.567764 nChanged 31 SP:Iteration 32Q (1167.920314 sec): 3 clusters Score: Raw -355490.632717 + Penalty 2981.295662 = -352509.337055 nChanged 28 SP:Iteration 33Q (1167.963434 sec): 3 clusters Score: Raw -355502.271048 + Penalty 2981.295662 = -352520.975386 nChanged 14 SP:Iteration 34Q (1168.076793 sec): 3 clusters Score: Raw -355510.208297 + Penalty 2981.295662 = -352528.912635 nChanged 7 SP:Iteration 35Q (1168.247504 sec): 3 clusters Score: Raw -355513.035782 + Penalty 2981.295662 = -352531.740120 nChanged 11 SP:Iteration 36Q (1168.335354 sec): 3 clusters Score: Raw -355516.644407 + Penalty 2981.295662 = -352535.348745 nChanged 7 SP:Iteration 37Q (1168.375693 sec): 3 clusters Score: Raw -355518.177563 + Penalty 2981.295662 = -352536.881901 nChanged 5 SP:Iteration 38Q (1168.418006 sec): 3 clusters Score: Raw -355519.438853 + Penalty 2981.295662 = -352538.143190 nChanged 5 SP:Iteration 39Q (1168.466770 sec): 3 clusters Score: Raw -355520.912667 + Penalty 2981.295662 = -352539.617004 nChanged 5 SP:Iteration 40F (1168.516382 sec): 3 clusters Score: Raw -355531.377333 + Penalty 2981.295662 = -352550.081670 nChanged 11 SP:Iteration 41Q (1168.565074 sec): 3 clusters Score: Raw -355545.186970 + Penalty 2981.295662 = -352563.891308 nChanged 21 SP:Iteration 42Q (1168.609862 sec): 3 clusters Score: Raw -355559.330741 + Penalty 2981.295662 = -352578.035079 nChanged 21 SP:Iteration 43Q (1168.652361 sec): 3 clusters Score: Raw -355575.327129 + Penalty 2981.295662 = -352594.031467 nChanged 30 SP:Iteration 44Q (1168.694693 sec): 3 clusters Score: Raw -355593.987528 + Penalty 2981.295662 = -352612.691866 nChanged 24 SP:Iteration 45Q (1168.737206 sec): 3 clusters Score: Raw -355609.259522 + Penalty 2981.295662 = -352627.963859 nChanged 14 SP:Iteration 46Q (1168.781878 sec): 3 clusters Score: Raw -355615.800734 + Penalty 2981.295662 = -352634.505072 nChanged 17 SP:Iteration 47Q (1168.827181 sec): 3 clusters Score: Raw -355621.677762 + Penalty 2981.295662 = -352640.382100 nChanged 10 SP:Iteration 48Q (1168.872429 sec): 3 clusters Score: Raw -355625.246138 + Penalty 2981.295662 = -352643.950476 nChanged 5 SP:Iteration 49Q (1168.917632 sec): 3 clusters Score: Raw -355626.207232 + Penalty 2981.295662 = -352644.911570 nChanged 2 SP:Iteration 50Q (1168.961635 sec): 3 clusters Score: Raw -355626.342742 + Penalty 2981.295662 = -352645.047080 nChanged 1 SP:Iteration 51Q (1169.005410 sec): 3 clusters Score: Raw -355626.537029 + Penalty 2981.295662 = -352645.241367 nChanged 1 SP:Iteration 52Q (1169.049323 sec): 3 clusters Score: Raw -355626.771674 + Penalty 2981.295662 = -352645.476012 nChanged 1 SP:Iteration 53Q (1169.093494 sec): 3 clusters Score: Raw -355626.898878 + Penalty 2981.295662 = -352645.603216 nChanged 0 SP:Iteration 54F (1169.139757 sec): 3 clusters Score: Raw -355626.932311 + Penalty 2981.295662 = -352645.636649 nChanged 1 SP:Iteration 55Q (1169.185083 sec): 3 clusters Score: Raw -355627.717772 + Penalty 2981.295662 = -352646.422110 nChanged 1 SP:Iteration 56Q (1169.230844 sec): 3 clusters Score: Raw -355627.977654 + Penalty 2981.295662 = -352646.681992 nChanged 1 SP:Iteration 57Q (1169.275660 sec): 3 clusters Score: Raw -355628.037270 + Penalty 2981.295662 = -352646.741608 nChanged 0 SP:Iteration 58F (1169.318812 sec): 3 clusters Score: Raw -355628.037270 + Penalty 2981.295662 = -352646.741608 nChanged 0 Score: Raw -7084771.312175 + Penalty 36412.658843 = -7048358.653332 Splitting cluster 3 changes total score from -7048543.690400 to -7048358.653332 So it's not getting split. Trying to split cluster 4 (7290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1171.806166 sec): 2 clusters Score: Raw -566710.989190 + Penalty 1560.942424 = -565150.046766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1171.878977 sec): 3 clusters Score: Raw -562879.705104 + Penalty 3121.884848 = -559757.820256 nChanged 3056 SP:Iteration 1F (1171.934136 sec): 3 clusters Score: Raw -564727.401217 + Penalty 3121.884848 = -561605.516369 nChanged 584 SP:Iteration 2F (1171.986557 sec): 3 clusters Score: Raw -565122.094885 + Penalty 3121.884848 = -562000.210038 nChanged 490 SP:Iteration 3F (1172.114966 sec): 3 clusters Score: Raw -565482.189939 + Penalty 3121.884848 = -562360.305091 nChanged 441 SP:Iteration 4F (1172.259783 sec): 3 clusters Score: Raw -565816.220323 + Penalty 3121.884848 = -562694.335476 nChanged 408 SP:Iteration 5F (1172.364609 sec): 3 clusters Score: Raw -566110.469036 + Penalty 3121.884848 = -562988.584189 nChanged 360 SP:Iteration 6Q (1172.420886 sec): 3 clusters Score: Raw -566381.486613 + Penalty 3121.884848 = -563259.601766 nChanged 336 SP:Iteration 7Q (1172.477601 sec): 3 clusters Score: Raw -566657.404294 + Penalty 3121.884848 = -563535.519447 nChanged 322 SP:Iteration 8Q (1172.533776 sec): 3 clusters Score: Raw -566985.107294 + Penalty 3121.884848 = -563863.222447 nChanged 301 SP:Iteration 9Q (1172.589383 sec): 3 clusters Score: Raw -567306.660842 + Penalty 3121.884848 = -564184.775994 nChanged 272 SP:Iteration 10Q (1172.644363 sec): 3 clusters Score: Raw -567629.067062 + Penalty 3121.884848 = -564507.182214 nChanged 282 SP:Iteration 11Q (1172.698915 sec): 3 clusters Score: Raw -567983.204551 + Penalty 3121.884848 = -564861.319703 nChanged 260 SP:Iteration 12Q (1172.753704 sec): 3 clusters Score: Raw -568256.720657 + Penalty 3121.884848 = -565134.835809 nChanged 207 SP:Iteration 13Q (1172.809342 sec): 3 clusters Score: Raw -568452.170814 + Penalty 3121.884848 = -565330.285966 nChanged 160 SP:Iteration 14Q (1172.865923 sec): 3 clusters Score: Raw -568580.663044 + Penalty 3121.884848 = -565458.778197 nChanged 124 SP:Iteration 15Q (1172.921980 sec): 3 clusters Score: Raw -568658.592978 + Penalty 3121.884848 = -565536.708130 nChanged 102 SP:Iteration 16Q (1172.977146 sec): 3 clusters Score: Raw -568715.177625 + Penalty 3121.884848 = -565593.292778 nChanged 72 SP:Iteration 17Q (1173.040381 sec): 3 clusters Score: Raw -568741.784615 + Penalty 3121.884848 = -565619.899768 nChanged 50 SP:Iteration 18Q (1173.094843 sec): 3 clusters Score: Raw -568755.797296 + Penalty 3121.884848 = -565633.912448 nChanged 27 SP:Iteration 19Q (1173.150516 sec): 3 clusters Score: Raw -568761.176432 + Penalty 3121.884848 = -565639.291585 nChanged 20 SP:Iteration 20F (1173.208119 sec): 3 clusters Score: Raw -568765.428820 + Penalty 3121.884848 = -565643.543972 nChanged 17 SP:Iteration 21Q (1173.263634 sec): 3 clusters Score: Raw -568768.557545 + Penalty 3121.884848 = -565646.672698 nChanged 6 SP:Iteration 22Q (1173.319129 sec): 3 clusters Score: Raw -568769.329873 + Penalty 3121.884848 = -565647.445025 nChanged 4 SP:Iteration 23Q (1173.390195 sec): 3 clusters Score: Raw -568770.464833 + Penalty 3121.884848 = -565648.579985 nChanged 4 SP:Iteration 24Q (1173.444804 sec): 3 clusters Score: Raw -568771.100989 + Penalty 3121.884848 = -565649.216141 nChanged 1 SP:Iteration 25Q (1173.498750 sec): 3 clusters Score: Raw -568771.216010 + Penalty 3121.884848 = -565649.331162 nChanged 1 SP:Iteration 26Q (1173.552449 sec): 3 clusters Score: Raw -568771.491939 + Penalty 3121.884848 = -565649.607091 nChanged 4 SP:Iteration 27Q (1173.607723 sec): 3 clusters Score: Raw -568772.061091 + Penalty 3121.884848 = -565650.176243 nChanged 1 SP:Iteration 28Q (1173.663249 sec): 3 clusters Score: Raw -568772.137904 + Penalty 3121.884848 = -565650.253056 nChanged 0 SP:Iteration 29F (1173.722624 sec): 3 clusters Score: Raw -568772.137904 + Penalty 3121.884848 = -565650.253056 nChanged 0 Score: Raw -7085153.579714 + Penalty 36412.658843 = -7048740.920872 Splitting cluster 4 changes total score from -7048543.690400 to -7048740.920872 So it's getting split into cluster 18. Trying to split cluster 5 (2470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1176.123900 sec): 2 clusters Score: Raw -132861.795146 + Penalty 1371.001337 = -131490.793809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1176.177766 sec): 3 clusters Score: Raw -131849.667255 + Penalty 2742.002674 = -129107.664581 nChanged 939 SP:Iteration 1F (1176.366032 sec): 3 clusters Score: Raw -132899.916848 + Penalty 2742.002674 = -130157.914174 nChanged 347 SP:Iteration 2F (1176.458663 sec): 3 clusters Score: Raw -133516.948827 + Penalty 2742.002674 = -130774.946153 nChanged 256 SP:Iteration 3F (1176.585055 sec): 3 clusters Score: Raw -133946.602640 + Penalty 2742.002674 = -131204.599966 nChanged 167 SP:Iteration 4F (1176.620524 sec): 3 clusters Score: Raw -134204.657747 + Penalty 2742.002674 = -131462.655073 nChanged 102 SP:Iteration 5Q (1176.654553 sec): 3 clusters Score: Raw -134349.163160 + Penalty 2742.002674 = -131607.160486 nChanged 66 SP:Iteration 6Q (1176.687703 sec): 3 clusters Score: Raw -134423.881856 + Penalty 2742.002674 = -131681.879182 nChanged 58 SP:Iteration 7Q (1176.718889 sec): 3 clusters Score: Raw -134492.739271 + Penalty 2742.002674 = -131750.736597 nChanged 54 SP:Iteration 8Q (1176.749472 sec): 3 clusters Score: Raw -134539.795952 + Penalty 2742.002674 = -131797.793278 nChanged 33 SP:Iteration 9Q (1176.780529 sec): 3 clusters Score: Raw -134554.979780 + Penalty 2742.002674 = -131812.977106 nChanged 20 SP:Iteration 10Q (1176.811608 sec): 3 clusters Score: Raw -134565.768434 + Penalty 2742.002674 = -131823.765761 nChanged 12 SP:Iteration 11Q (1176.842660 sec): 3 clusters Score: Raw -134571.018151 + Penalty 2742.002674 = -131829.015477 nChanged 8 SP:Iteration 12Q (1176.877531 sec): 3 clusters Score: Raw -134574.151355 + Penalty 2742.002674 = -131832.148681 nChanged 5 SP:Iteration 13Q (1176.908564 sec): 3 clusters Score: Raw -134576.150336 + Penalty 2742.002674 = -131834.147662 nChanged 5 SP:Iteration 14Q (1176.940075 sec): 3 clusters Score: Raw -134578.430458 + Penalty 2742.002674 = -131836.427784 nChanged 3 SP:Iteration 15Q (1176.971200 sec): 3 clusters Score: Raw -134579.254833 + Penalty 2742.002674 = -131837.252159 nChanged 1 SP:Iteration 16Q (1177.001629 sec): 3 clusters Score: Raw -134579.509678 + Penalty 2742.002674 = -131837.507005 nChanged 0 SP:Iteration 17F (1177.032639 sec): 3 clusters Score: Raw -134579.509678 + Penalty 2742.002674 = -131837.507005 nChanged 0 Score: Raw -7086871.294247 + Penalty 38435.584334 = -7048435.709913 Splitting cluster 5 changes total score from -7048543.690400 to -7048435.709913 So it's not getting split. Trying to split cluster 6 (9723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1179.560517 sec): 2 clusters Score: Raw -759219.062695 + Penalty 1611.484786 = -757607.577910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1179.647367 sec): 3 clusters Score: Raw -753834.254659 + Penalty 3222.969572 = -750611.285087 nChanged 4150 SP:Iteration 1F (1179.747746 sec): 3 clusters Score: Raw -756242.185681 + Penalty 3222.969572 = -753019.216109 nChanged 742 SP:Iteration 2F (1179.811250 sec): 3 clusters Score: Raw -756741.888952 + Penalty 3222.969572 = -753518.919380 nChanged 731 SP:Iteration 3F (1179.869147 sec): 3 clusters Score: Raw -757313.478096 + Penalty 3222.969572 = -754090.508524 nChanged 661 SP:Iteration 4F (1179.932229 sec): 3 clusters Score: Raw -757802.592353 + Penalty 3222.969572 = -754579.622781 nChanged 614 SP:Iteration 5F (1180.014581 sec): 3 clusters Score: Raw -758261.025273 + Penalty 3222.969572 = -755038.055701 nChanged 537 SP:Iteration 6F (1180.081502 sec): 3 clusters Score: Raw -758631.358539 + Penalty 3222.969572 = -755408.388968 nChanged 434 SP:Iteration 7Q (1180.147173 sec): 3 clusters Score: Raw -758913.265119 + Penalty 3222.969572 = -755690.295547 nChanged 349 SP:Iteration 8Q (1180.285143 sec): 3 clusters Score: Raw -759120.416310 + Penalty 3222.969572 = -755897.446738 nChanged 275 SP:Iteration 9Q (1180.350987 sec): 3 clusters Score: Raw -759247.931535 + Penalty 3222.969572 = -756024.961963 nChanged 214 SP:Iteration 10Q (1180.443696 sec): 3 clusters Score: Raw -759348.101501 + Penalty 3222.969572 = -756125.131930 nChanged 186 SP:Iteration 11Q (1180.509816 sec): 3 clusters Score: Raw -759436.800804 + Penalty 3222.969572 = -756213.831233 nChanged 161 SP:Iteration 12Q (1180.683748 sec): 3 clusters Score: Raw -759511.906904 + Penalty 3222.969572 = -756288.937332 nChanged 129 SP:Iteration 13Q (1180.778338 sec): 3 clusters Score: Raw -759564.789950 + Penalty 3222.969572 = -756341.820378 nChanged 120 SP:Iteration 14Q (1180.834658 sec): 3 clusters Score: Raw -759609.396726 + Penalty 3222.969572 = -756386.427154 nChanged 87 SP:Iteration 15Q (1180.909342 sec): 3 clusters Score: Raw -759636.119838 + Penalty 3222.969572 = -756413.150267 nChanged 68 SP:Iteration 16Q (1180.983293 sec): 3 clusters Score: Raw -759662.458953 + Penalty 3222.969572 = -756439.489381 nChanged 73 SP:Iteration 17Q (1181.050112 sec): 3 clusters Score: Raw -759686.576710 + Penalty 3222.969572 = -756463.607138 nChanged 66 SP:Iteration 18Q (1181.115668 sec): 3 clusters Score: Raw -759707.466935 + Penalty 3222.969572 = -756484.497363 nChanged 53 SP:Iteration 19Q (1181.181090 sec): 3 clusters Score: Raw -759724.044243 + Penalty 3222.969572 = -756501.074672 nChanged 54 SP:Iteration 20F (1181.264741 sec): 3 clusters Score: Raw -759743.354655 + Penalty 3222.969572 = -756520.385083 nChanged 45 SP:Iteration 21Q (1181.329042 sec): 3 clusters Score: Raw -759756.328562 + Penalty 3222.969572 = -756533.358990 nChanged 52 SP:Iteration 22Q (1181.393427 sec): 3 clusters Score: Raw -759774.331628 + Penalty 3222.969572 = -756551.362057 nChanged 53 SP:Iteration 23Q (1181.457990 sec): 3 clusters Score: Raw -759791.015764 + Penalty 3222.969572 = -756568.046192 nChanged 42 SP:Iteration 24Q (1181.524941 sec): 3 clusters Score: Raw -759800.991938 + Penalty 3222.969572 = -756578.022366 nChanged 32 SP:Iteration 25Q (1181.591441 sec): 3 clusters Score: Raw -759808.604051 + Penalty 3222.969572 = -756585.634480 nChanged 33 SP:Iteration 26Q (1181.753834 sec): 3 clusters Score: Raw -759817.261668 + Penalty 3222.969572 = -756594.292097 nChanged 27 SP:Iteration 27Q (1181.816697 sec): 3 clusters Score: Raw -759822.342745 + Penalty 3222.969572 = -756599.373174 nChanged 20 SP:Iteration 28Q (1181.881923 sec): 3 clusters Score: Raw -759828.606266 + Penalty 3222.969572 = -756605.636694 nChanged 21 SP:Iteration 29Q (1181.946109 sec): 3 clusters Score: Raw -759835.502284 + Penalty 3222.969572 = -756612.532713 nChanged 19 SP:Iteration 30Q (1182.010899 sec): 3 clusters Score: Raw -759839.757667 + Penalty 3222.969572 = -756616.788096 nChanged 22 SP:Iteration 31Q (1182.085032 sec): 3 clusters Score: Raw -759844.401120 + Penalty 3222.969572 = -756621.431548 nChanged 16 SP:Iteration 32Q (1182.158844 sec): 3 clusters Score: Raw -759847.615720 + Penalty 3222.969572 = -756624.646148 nChanged 15 SP:Iteration 33Q (1182.222183 sec): 3 clusters Score: Raw -759850.120693 + Penalty 3222.969572 = -756627.151121 nChanged 14 SP:Iteration 34Q (1182.284288 sec): 3 clusters Score: Raw -759852.895525 + Penalty 3222.969572 = -756629.925954 nChanged 15 SP:Iteration 35Q (1182.347949 sec): 3 clusters Score: Raw -759856.000921 + Penalty 3222.969572 = -756633.031349 nChanged 24 SP:Iteration 36Q (1182.411868 sec): 3 clusters Score: Raw -759861.186447 + Penalty 3222.969572 = -756638.216875 nChanged 20 SP:Iteration 37Q (1182.476166 sec): 3 clusters Score: Raw -759867.850272 + Penalty 3222.969572 = -756644.880700 nChanged 21 SP:Iteration 38Q (1182.540343 sec): 3 clusters Score: Raw -759874.156894 + Penalty 3222.969572 = -756651.187322 nChanged 26 SP:Iteration 39Q (1182.604179 sec): 3 clusters Score: Raw -759879.082350 + Penalty 3222.969572 = -756656.112779 nChanged 18 SP:Iteration 40F (1182.670944 sec): 3 clusters Score: Raw -759882.717713 + Penalty 3222.969572 = -756659.748141 nChanged 15 SP:Iteration 41Q (1182.739814 sec): 3 clusters Score: Raw -759887.612575 + Penalty 3222.969572 = -756664.643003 nChanged 22 SP:Iteration 42Q (1182.813304 sec): 3 clusters Score: Raw -759893.829486 + Penalty 3222.969572 = -756670.859915 nChanged 19 SP:Iteration 43Q (1183.003950 sec): 3 clusters Score: Raw -759898.174192 + Penalty 3222.969572 = -756675.204620 nChanged 19 SP:Iteration 44Q (1183.124059 sec): 3 clusters Score: Raw -759902.346699 + Penalty 3222.969572 = -756679.377127 nChanged 18 SP:Iteration 45Q (1183.193876 sec): 3 clusters Score: Raw -759906.125721 + Penalty 3222.969572 = -756683.156150 nChanged 8 SP:Iteration 46Q (1183.267499 sec): 3 clusters Score: Raw -759907.476404 + Penalty 3222.969572 = -756684.506833 nChanged 6 SP:Iteration 47Q (1183.332073 sec): 3 clusters Score: Raw -759909.331194 + Penalty 3222.969572 = -756686.361623 nChanged 10 SP:Iteration 48Q (1183.403944 sec): 3 clusters Score: Raw -759912.240100 + Penalty 3222.969572 = -756689.270529 nChanged 5 SP:Iteration 49Q (1183.480133 sec): 3 clusters Score: Raw -759913.194358 + Penalty 3222.969572 = -756690.224786 nChanged 3 SP:Iteration 50Q (1183.573673 sec): 3 clusters Score: Raw -759913.959831 + Penalty 3222.969572 = -756690.990260 nChanged 5 SP:Iteration 51Q (1183.674302 sec): 3 clusters Score: Raw -759915.232449 + Penalty 3222.969572 = -756692.262877 nChanged 5 SP:Iteration 52Q (1183.751977 sec): 3 clusters Score: Raw -759915.701912 + Penalty 3222.969572 = -756692.732340 nChanged 3 SP:Iteration 53Q (1183.810092 sec): 3 clusters Score: Raw -759916.056715 + Penalty 3222.969572 = -756693.087143 nChanged 1 SP:Iteration 54Q (1183.866824 sec): 3 clusters Score: Raw -759916.097873 + Penalty 3222.969572 = -756693.128301 nChanged 1 SP:Iteration 55Q (1183.923415 sec): 3 clusters Score: Raw -759916.381435 + Penalty 3222.969572 = -756693.411864 nChanged 4 SP:Iteration 56Q (1183.989261 sec): 3 clusters Score: Raw -759917.101488 + Penalty 3222.969572 = -756694.131916 nChanged 5 SP:Iteration 57Q (1184.059414 sec): 3 clusters Score: Raw -759917.836932 + Penalty 3222.969572 = -756694.867360 nChanged 7 SP:Iteration 58Q (1184.141752 sec): 3 clusters Score: Raw -759919.019269 + Penalty 3222.969572 = -756696.049698 nChanged 6 SP:Iteration 59Q (1184.205646 sec): 3 clusters Score: Raw -759919.677038 + Penalty 3222.969572 = -756696.707466 nChanged 2 SP:Iteration 60F (1184.269681 sec): 3 clusters Score: Raw -759919.885313 + Penalty 3222.969572 = -756696.915742 nChanged 1 SP:Iteration 61Q (1184.420740 sec): 3 clusters Score: Raw -759919.911360 + Penalty 3222.969572 = -756696.941788 nChanged 0 SP:Iteration 62F (1184.509087 sec): 3 clusters Score: Raw -759919.911360 + Penalty 3222.969572 = -756696.941788 nChanged 0 Trying to split cluster 7 (7063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1184.562213 sec): 2 clusters Score: Raw -456057.667655 + Penalty 1555.390717 = -454502.276938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1184.617569 sec): 3 clusters Score: Raw -452288.737789 + Penalty 3110.781434 = -449177.956354 nChanged 2967 SP:Iteration 1F (1184.671999 sec): 3 clusters Score: Raw -454359.464055 + Penalty 3110.781434 = -451248.682621 nChanged 728 SP:Iteration 2F (1184.726487 sec): 3 clusters Score: Raw -455097.004103 + Penalty 3110.781434 = -451986.222669 nChanged 627 SP:Iteration 3F (1184.785647 sec): 3 clusters Score: Raw -455810.279543 + Penalty 3110.781434 = -452699.498109 nChanged 530 SP:Iteration 4F (1184.855321 sec): 3 clusters Score: Raw -456311.854085 + Penalty 3110.781434 = -453201.072650 nChanged 411 SP:Iteration 5F (1184.928682 sec): 3 clusters Score: Raw -456603.578357 + Penalty 3110.781434 = -453492.796923 nChanged 287 SP:Iteration 6Q (1184.981200 sec): 3 clusters Score: Raw -456754.083443 + Penalty 3110.781434 = -453643.302008 nChanged 171 SP:Iteration 7Q (1185.032117 sec): 3 clusters Score: Raw -456819.312483 + Penalty 3110.781434 = -453708.531048 nChanged 105 SP:Iteration 8Q (1185.083598 sec): 3 clusters Score: Raw -456858.318879 + Penalty 3110.781434 = -453747.537444 nChanged 88 SP:Iteration 9Q (1185.226796 sec): 3 clusters Score: Raw -456888.345860 + Penalty 3110.781434 = -453777.564425 nChanged 63 SP:Iteration 10Q (1185.361034 sec): 3 clusters Score: Raw -456905.166522 + Penalty 3110.781434 = -453794.385087 nChanged 46 SP:Iteration 11Q (1185.506824 sec): 3 clusters Score: Raw -456916.977902 + Penalty 3110.781434 = -453806.196467 nChanged 43 SP:Iteration 12Q (1185.635537 sec): 3 clusters Score: Raw -456926.917961 + Penalty 3110.781434 = -453816.136527 nChanged 43 SP:Iteration 13Q (1185.765621 sec): 3 clusters Score: Raw -456937.358263 + Penalty 3110.781434 = -453826.576829 nChanged 32 SP:Iteration 14Q (1185.898593 sec): 3 clusters Score: Raw -456945.752400 + Penalty 3110.781434 = -453834.970965 nChanged 27 SP:Iteration 15Q (1186.011556 sec): 3 clusters Score: Raw -456951.277001 + Penalty 3110.781434 = -453840.495567 nChanged 19 SP:Iteration 16Q (1186.070043 sec): 3 clusters Score: Raw -456955.084387 + Penalty 3110.781434 = -453844.302952 nChanged 27 SP:Iteration 17Q (1186.129671 sec): 3 clusters Score: Raw -456960.305617 + Penalty 3110.781434 = -453849.524182 nChanged 21 SP:Iteration 18Q (1186.187969 sec): 3 clusters Score: Raw -456965.574287 + Penalty 3110.781434 = -453854.792853 nChanged 30 SP:Iteration 19Q (1186.242137 sec): 3 clusters Score: Raw -456973.123570 + Penalty 3110.781434 = -453862.342135 nChanged 27 SP:Iteration 20F (1186.297299 sec): 3 clusters Score: Raw -456978.464760 + Penalty 3110.781434 = -453867.683326 nChanged 30 SP:Iteration 21Q (1186.354306 sec): 3 clusters Score: Raw -456984.882303 + Penalty 3110.781434 = -453874.100869 nChanged 25 SP:Iteration 22Q (1186.411349 sec): 3 clusters Score: Raw -456992.290881 + Penalty 3110.781434 = -453881.509447 nChanged 27 SP:Iteration 23Q (1186.468303 sec): 3 clusters Score: Raw -456999.433400 + Penalty 3110.781434 = -453888.651966 nChanged 27 SP:Iteration 24Q (1186.523145 sec): 3 clusters Score: Raw -457005.568164 + Penalty 3110.781434 = -453894.786730 nChanged 34 SP:Iteration 25Q (1186.578421 sec): 3 clusters Score: Raw -457015.590291 + Penalty 3110.781434 = -453904.808856 nChanged 36 SP:Iteration 26Q (1186.635324 sec): 3 clusters Score: Raw -457023.116899 + Penalty 3110.781434 = -453912.335464 nChanged 30 SP:Iteration 27Q (1186.692178 sec): 3 clusters Score: Raw -457029.088745 + Penalty 3110.781434 = -453918.307311 nChanged 28 SP:Iteration 28Q (1186.749494 sec): 3 clusters Score: Raw -457034.240415 + Penalty 3110.781434 = -453923.458980 nChanged 20 SP:Iteration 29Q (1186.806531 sec): 3 clusters Score: Raw -457038.466623 + Penalty 3110.781434 = -453927.685189 nChanged 22 SP:Iteration 30Q (1186.863618 sec): 3 clusters Score: Raw -457042.833498 + Penalty 3110.781434 = -453932.052064 nChanged 16 SP:Iteration 31Q (1186.919582 sec): 3 clusters Score: Raw -457045.463248 + Penalty 3110.781434 = -453934.681814 nChanged 15 SP:Iteration 32Q (1186.975865 sec): 3 clusters Score: Raw -457048.153409 + Penalty 3110.781434 = -453937.371974 nChanged 10 SP:Iteration 33Q (1187.032098 sec): 3 clusters Score: Raw -457049.502291 + Penalty 3110.781434 = -453938.720856 nChanged 13 SP:Iteration 34Q (1187.089215 sec): 3 clusters Score: Raw -457051.943917 + Penalty 3110.781434 = -453941.162482 nChanged 5 SP:Iteration 35Q (1187.190851 sec): 3 clusters Score: Raw -457052.622466 + Penalty 3110.781434 = -453941.841032 nChanged 9 SP:Iteration 36Q (1187.244390 sec): 3 clusters Score: Raw -457054.115668 + Penalty 3110.781434 = -453943.334234 nChanged 8 SP:Iteration 37Q (1187.298569 sec): 3 clusters Score: Raw -457055.350980 + Penalty 3110.781434 = -453944.569545 nChanged 4 SP:Iteration 38Q (1187.352431 sec): 3 clusters Score: Raw -457056.066360 + Penalty 3110.781434 = -453945.284925 nChanged 4 SP:Iteration 39Q (1187.406262 sec): 3 clusters Score: Raw -457057.117952 + Penalty 3110.781434 = -453946.336518 nChanged 11 SP:Iteration 40F (1187.460447 sec): 3 clusters Score: Raw -457059.264885 + Penalty 3110.781434 = -453948.483451 nChanged 13 SP:Iteration 41Q (1187.610250 sec): 3 clusters Score: Raw -457063.363307 + Penalty 3110.781434 = -453952.581873 nChanged 15 SP:Iteration 42Q (1187.788719 sec): 3 clusters Score: Raw -457066.547446 + Penalty 3110.781434 = -453955.766011 nChanged 14 SP:Iteration 43Q (1187.926008 sec): 3 clusters Score: Raw -457068.639062 + Penalty 3110.781434 = -453957.857628 nChanged 8 SP:Iteration 44Q (1187.983343 sec): 3 clusters Score: Raw -457070.309849 + Penalty 3110.781434 = -453959.528415 nChanged 7 SP:Iteration 45Q (1188.041539 sec): 3 clusters Score: Raw -457071.244545 + Penalty 3110.781434 = -453960.463110 nChanged 5 SP:Iteration 46Q (1188.099152 sec): 3 clusters Score: Raw -457072.792715 + Penalty 3110.781434 = -453962.011280 nChanged 12 SP:Iteration 47Q (1188.157008 sec): 3 clusters Score: Raw -457075.354109 + Penalty 3110.781434 = -453964.572675 nChanged 8 SP:Iteration 48Q (1188.214106 sec): 3 clusters Score: Raw -457076.661159 + Penalty 3110.781434 = -453965.879724 nChanged 5 SP:Iteration 49Q (1188.284528 sec): 3 clusters Score: Raw -457077.297890 + Penalty 3110.781434 = -453966.516455 nChanged 3 SP:Iteration 50Q (1188.368561 sec): 3 clusters Score: Raw -457077.656540 + Penalty 3110.781434 = -453966.875106 nChanged 2 SP:Iteration 51Q (1188.422964 sec): 3 clusters Score: Raw -457077.949202 + Penalty 3110.781434 = -453967.167768 nChanged 2 SP:Iteration 52Q (1188.477489 sec): 3 clusters Score: Raw -457078.088475 + Penalty 3110.781434 = -453967.307040 nChanged 0 SP:Iteration 53F (1188.531582 sec): 3 clusters Score: Raw -457078.088475 + Penalty 3110.781434 = -453967.307040 nChanged 0 Trying to split cluster 8 (7829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1188.603955 sec): 2 clusters Score: Raw -581285.572910 + Penalty 1573.461057 = -579712.111853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1188.671977 sec): 3 clusters Score: Raw -577001.305308 + Penalty 3146.922113 = -573854.383195 nChanged 3323 SP:Iteration 1F (1188.791614 sec): 3 clusters Score: Raw -578986.347223 + Penalty 3146.922113 = -575839.425110 nChanged 684 SP:Iteration 2F (1188.847017 sec): 3 clusters Score: Raw -579609.495513 + Penalty 3146.922113 = -576462.573400 nChanged 665 SP:Iteration 3F (1188.903011 sec): 3 clusters Score: Raw -580359.749727 + Penalty 3146.922113 = -577212.827614 nChanged 641 SP:Iteration 4F (1188.960216 sec): 3 clusters Score: Raw -581165.672983 + Penalty 3146.922113 = -578018.750869 nChanged 597 SP:Iteration 5F (1189.044399 sec): 3 clusters Score: Raw -582157.430433 + Penalty 3146.922113 = -579010.508320 nChanged 593 SP:Iteration 6F (1189.103194 sec): 3 clusters Score: Raw -583346.520885 + Penalty 3146.922113 = -580199.598771 nChanged 507 SP:Iteration 7F (1189.161318 sec): 3 clusters Score: Raw -584306.221492 + Penalty 3146.922113 = -581159.299379 nChanged 339 SP:Iteration 8Q (1189.217812 sec): 3 clusters Score: Raw -584742.258604 + Penalty 3146.922113 = -581595.336491 nChanged 187 SP:Iteration 9Q (1189.271972 sec): 3 clusters Score: Raw -584900.946377 + Penalty 3146.922113 = -581754.024264 nChanged 93 SP:Iteration 10Q (1189.326202 sec): 3 clusters Score: Raw -584976.114509 + Penalty 3146.922113 = -581829.192395 nChanged 70 SP:Iteration 11Q (1189.381958 sec): 3 clusters Score: Raw -585018.982630 + Penalty 3146.922113 = -581872.060516 nChanged 51 SP:Iteration 12Q (1189.439234 sec): 3 clusters Score: Raw -585040.027216 + Penalty 3146.922113 = -581893.105102 nChanged 35 SP:Iteration 13Q (1189.495813 sec): 3 clusters Score: Raw -585051.987501 + Penalty 3146.922113 = -581905.065388 nChanged 34 SP:Iteration 14Q (1189.552120 sec): 3 clusters Score: Raw -585061.561715 + Penalty 3146.922113 = -581914.639602 nChanged 21 SP:Iteration 15Q (1189.608427 sec): 3 clusters Score: Raw -585066.999520 + Penalty 3146.922113 = -581920.077406 nChanged 19 SP:Iteration 16Q (1189.664496 sec): 3 clusters Score: Raw -585071.260773 + Penalty 3146.922113 = -581924.338659 nChanged 20 SP:Iteration 17Q (1189.799295 sec): 3 clusters Score: Raw -585076.583863 + Penalty 3146.922113 = -581929.661750 nChanged 19 SP:Iteration 18Q (1189.935956 sec): 3 clusters Score: Raw -585082.079717 + Penalty 3146.922113 = -581935.157603 nChanged 13 SP:Iteration 19Q (1189.985869 sec): 3 clusters Score: Raw -585086.005934 + Penalty 3146.922113 = -581939.083821 nChanged 18 SP:Iteration 20F (1190.053419 sec): 3 clusters Score: Raw -585090.425862 + Penalty 3146.922113 = -581943.503748 nChanged 20 SP:Iteration 21Q (1190.111595 sec): 3 clusters Score: Raw -585096.394389 + Penalty 3146.922113 = -581949.472276 nChanged 21 SP:Iteration 22Q (1190.167866 sec): 3 clusters Score: Raw -585101.386275 + Penalty 3146.922113 = -581954.464162 nChanged 17 SP:Iteration 23Q (1190.222957 sec): 3 clusters Score: Raw -585105.191902 + Penalty 3146.922113 = -581958.269788 nChanged 11 SP:Iteration 24Q (1190.275963 sec): 3 clusters Score: Raw -585106.942287 + Penalty 3146.922113 = -581960.020173 nChanged 8 SP:Iteration 25Q (1190.330508 sec): 3 clusters Score: Raw -585108.562906 + Penalty 3146.922113 = -581961.640793 nChanged 5 SP:Iteration 26Q (1190.388927 sec): 3 clusters Score: Raw -585109.606273 + Penalty 3146.922113 = -581962.684160 nChanged 5 SP:Iteration 27Q (1190.448545 sec): 3 clusters Score: Raw -585110.587849 + Penalty 3146.922113 = -581963.665736 nChanged 5 SP:Iteration 28Q (1190.507650 sec): 3 clusters Score: Raw -585111.575287 + Penalty 3146.922113 = -581964.653173 nChanged 7 SP:Iteration 29Q (1190.562181 sec): 3 clusters Score: Raw -585112.603126 + Penalty 3146.922113 = -581965.681012 nChanged 2 SP:Iteration 30Q (1190.616856 sec): 3 clusters Score: Raw -585112.845195 + Penalty 3146.922113 = -581965.923082 nChanged 1 SP:Iteration 31Q (1190.671399 sec): 3 clusters Score: Raw -585112.915184 + Penalty 3146.922113 = -581965.993070 nChanged 1 SP:Iteration 32Q (1190.726085 sec): 3 clusters Score: Raw -585113.021483 + Penalty 3146.922113 = -581966.099370 nChanged 1 SP:Iteration 33Q (1190.780379 sec): 3 clusters Score: Raw -585113.152128 + Penalty 3146.922113 = -581966.230015 nChanged 2 SP:Iteration 34Q (1190.835630 sec): 3 clusters Score: Raw -585113.367191 + Penalty 3146.922113 = -581966.445077 nChanged 1 SP:Iteration 35Q (1190.891838 sec): 3 clusters Score: Raw -585113.415050 + Penalty 3146.922113 = -581966.492937 nChanged 1 SP:Iteration 36Q (1190.947513 sec): 3 clusters Score: Raw -585113.471434 + Penalty 3146.922113 = -581966.549321 nChanged 0 SP:Iteration 37F (1191.006831 sec): 3 clusters Score: Raw -585113.471434 + Penalty 3146.922113 = -581966.549321 nChanged 0 Score: Raw -7088981.478238 + Penalty 38435.584334 = -7050545.893904 Splitting cluster 8 changes total score from -7048543.690400 to -7050545.893904 So it's getting split into cluster 19. Trying to split cluster 9 (5749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1193.579434 sec): 2 clusters Score: Raw -361848.478378 + Penalty 1519.265102 = -360329.213277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1193.635655 sec): 3 clusters Score: Raw -358910.037095 + Penalty 3038.530203 = -355871.506892 nChanged 2312 SP:Iteration 1F (1193.702791 sec): 3 clusters Score: Raw -360484.319343 + Penalty 3038.530203 = -357445.789140 nChanged 588 SP:Iteration 2F (1193.769535 sec): 3 clusters Score: Raw -361222.983428 + Penalty 3038.530203 = -358184.453225 nChanged 579 SP:Iteration 3F (1193.826028 sec): 3 clusters Score: Raw -362011.418644 + Penalty 3038.530203 = -358972.888441 nChanged 468 SP:Iteration 4F (1193.872691 sec): 3 clusters Score: Raw -362611.355112 + Penalty 3038.530203 = -359572.824909 nChanged 396 SP:Iteration 5F (1193.919330 sec): 3 clusters Score: Raw -363151.478641 + Penalty 3038.530203 = -360112.948438 nChanged 326 SP:Iteration 6F (1193.965823 sec): 3 clusters Score: Raw -363654.058640 + Penalty 3038.530203 = -360615.528437 nChanged 318 SP:Iteration 7F (1194.112642 sec): 3 clusters Score: Raw -364111.333746 + Penalty 3038.530203 = -361072.803543 nChanged 247 SP:Iteration 8Q (1194.244412 sec): 3 clusters Score: Raw -364492.033226 + Penalty 3038.530203 = -361453.503023 nChanged 203 SP:Iteration 9Q (1194.273682 sec): 3 clusters Score: Raw -364789.301047 + Penalty 3038.530203 = -361750.770844 nChanged 179 SP:Iteration 10Q (1194.330070 sec): 3 clusters Score: Raw -365038.761151 + Penalty 3038.530203 = -362000.230948 nChanged 148 SP:Iteration 11Q (1194.384314 sec): 3 clusters Score: Raw -365197.481222 + Penalty 3038.530203 = -362158.951019 nChanged 98 SP:Iteration 12Q (1194.436631 sec): 3 clusters Score: Raw -365255.474172 + Penalty 3038.530203 = -362216.943969 nChanged 78 SP:Iteration 13Q (1194.489099 sec): 3 clusters Score: Raw -365296.385563 + Penalty 3038.530203 = -362257.855359 nChanged 48 SP:Iteration 14Q (1194.539783 sec): 3 clusters Score: Raw -365311.093734 + Penalty 3038.530203 = -362272.563531 nChanged 23 SP:Iteration 15Q (1194.585471 sec): 3 clusters Score: Raw -365318.162419 + Penalty 3038.530203 = -362279.632216 nChanged 10 SP:Iteration 16Q (1194.631259 sec): 3 clusters Score: Raw -365319.499366 + Penalty 3038.530203 = -362280.969163 nChanged 4 SP:Iteration 17Q (1194.677583 sec): 3 clusters Score: Raw -365320.361858 + Penalty 3038.530203 = -362281.831655 nChanged 4 SP:Iteration 18Q (1194.730324 sec): 3 clusters Score: Raw -365321.106534 + Penalty 3038.530203 = -362282.576331 nChanged 3 SP:Iteration 19Q (1194.782567 sec): 3 clusters Score: Raw -365322.124727 + Penalty 3038.530203 = -362283.594524 nChanged 3 SP:Iteration 20F (1194.836267 sec): 3 clusters Score: Raw -365323.175303 + Penalty 3038.530203 = -362284.645100 nChanged 1 SP:Iteration 21Q (1194.884151 sec): 3 clusters Score: Raw -365323.256815 + Penalty 3038.530203 = -362284.726612 nChanged 0 SP:Iteration 22F (1194.930628 sec): 3 clusters Score: Raw -365323.256815 + Penalty 3038.530203 = -362284.726612 nChanged 0 Score: Raw -7092456.256675 + Penalty 40458.509825 = -7051997.746850 Splitting cluster 9 changes total score from -7048543.690400 to -7051997.746850 So it's getting split into cluster 20. Trying to split cluster 10 (9744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1197.512244 sec): 2 clusters Score: Raw -763067.103575 + Penalty 1611.863427 = -761455.240148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1197.590178 sec): 3 clusters Score: Raw -757645.038612 + Penalty 3223.726853 = -754421.311758 nChanged 4194 SP:Iteration 1F (1197.674665 sec): 3 clusters Score: Raw -759962.160909 + Penalty 3223.726853 = -756738.434056 nChanged 705 SP:Iteration 2F (1197.755540 sec): 3 clusters Score: Raw -760358.629780 + Penalty 3223.726853 = -757134.902927 nChanged 613 SP:Iteration 3F (1197.812957 sec): 3 clusters Score: Raw -760731.400742 + Penalty 3223.726853 = -757507.673888 nChanged 599 SP:Iteration 4F (1197.870174 sec): 3 clusters Score: Raw -761109.635957 + Penalty 3223.726853 = -757885.909104 nChanged 556 SP:Iteration 5F (1197.936609 sec): 3 clusters Score: Raw -761468.691188 + Penalty 3223.726853 = -758244.964334 nChanged 474 SP:Iteration 6Q (1198.009811 sec): 3 clusters Score: Raw -761755.848815 + Penalty 3223.726853 = -758532.121961 nChanged 431 SP:Iteration 7Q (1198.078842 sec): 3 clusters Score: Raw -762007.169129 + Penalty 3223.726853 = -758783.442275 nChanged 412 SP:Iteration 8Q (1198.147475 sec): 3 clusters Score: Raw -762253.492154 + Penalty 3223.726853 = -759029.765301 nChanged 387 SP:Iteration 9Q (1198.213176 sec): 3 clusters Score: Raw -762466.405250 + Penalty 3223.726853 = -759242.678396 nChanged 291 SP:Iteration 10Q (1198.279664 sec): 3 clusters Score: Raw -762587.504694 + Penalty 3223.726853 = -759363.777841 nChanged 230 SP:Iteration 11Q (1198.345447 sec): 3 clusters Score: Raw -762667.835408 + Penalty 3223.726853 = -759444.108554 nChanged 168 SP:Iteration 12Q (1198.566522 sec): 3 clusters Score: Raw -762719.247289 + Penalty 3223.726853 = -759495.520436 nChanged 146 SP:Iteration 13Q (1198.682516 sec): 3 clusters Score: Raw -762764.529595 + Penalty 3223.726853 = -759540.802741 nChanged 140 SP:Iteration 14Q (1198.741269 sec): 3 clusters Score: Raw -762810.084089 + Penalty 3223.726853 = -759586.357236 nChanged 144 SP:Iteration 15Q (1198.803481 sec): 3 clusters Score: Raw -762854.026427 + Penalty 3223.726853 = -759630.299574 nChanged 125 SP:Iteration 16Q (1198.874836 sec): 3 clusters Score: Raw -762895.480443 + Penalty 3223.726853 = -759671.753589 nChanged 110 SP:Iteration 17Q (1198.950527 sec): 3 clusters Score: Raw -762928.521792 + Penalty 3223.726853 = -759704.794939 nChanged 104 SP:Iteration 18Q (1199.024329 sec): 3 clusters Score: Raw -762958.726434 + Penalty 3223.726853 = -759734.999581 nChanged 91 SP:Iteration 19Q (1199.087752 sec): 3 clusters Score: Raw -762982.701903 + Penalty 3223.726853 = -759758.975049 nChanged 83 SP:Iteration 20F (1199.150703 sec): 3 clusters Score: Raw -763005.189108 + Penalty 3223.726853 = -759781.462255 nChanged 76 SP:Iteration 21Q (1199.219880 sec): 3 clusters Score: Raw -763025.688810 + Penalty 3223.726853 = -759801.961956 nChanged 94 SP:Iteration 22Q (1199.288772 sec): 3 clusters Score: Raw -763049.302336 + Penalty 3223.726853 = -759825.575482 nChanged 77 SP:Iteration 23Q (1199.355898 sec): 3 clusters Score: Raw -763071.762516 + Penalty 3223.726853 = -759848.035662 nChanged 82 SP:Iteration 24Q (1199.421350 sec): 3 clusters Score: Raw -763095.327833 + Penalty 3223.726853 = -759871.600980 nChanged 84 SP:Iteration 25Q (1199.486694 sec): 3 clusters Score: Raw -763118.893011 + Penalty 3223.726853 = -759895.166158 nChanged 73 SP:Iteration 26Q (1199.551654 sec): 3 clusters Score: Raw -763139.822071 + Penalty 3223.726853 = -759916.095218 nChanged 59 SP:Iteration 27Q (1199.616505 sec): 3 clusters Score: Raw -763152.542689 + Penalty 3223.726853 = -759928.815836 nChanged 41 SP:Iteration 28Q (1199.683758 sec): 3 clusters Score: Raw -763163.530144 + Penalty 3223.726853 = -759939.803290 nChanged 50 SP:Iteration 29Q (1199.755119 sec): 3 clusters Score: Raw -763177.571399 + Penalty 3223.726853 = -759953.844546 nChanged 57 SP:Iteration 30Q (1199.829866 sec): 3 clusters Score: Raw -763195.326587 + Penalty 3223.726853 = -759971.599733 nChanged 66 SP:Iteration 31Q (1199.903801 sec): 3 clusters Score: Raw -763220.552313 + Penalty 3223.726853 = -759996.825459 nChanged 75 SP:Iteration 32Q (1199.967368 sec): 3 clusters Score: Raw -763254.214328 + Penalty 3223.726853 = -760030.487475 nChanged 83 SP:Iteration 33Q (1200.030824 sec): 3 clusters Score: Raw -763285.886938 + Penalty 3223.726853 = -760062.160084 nChanged 72 SP:Iteration 34Q (1200.097459 sec): 3 clusters Score: Raw -763314.301034 + Penalty 3223.726853 = -760090.574181 nChanged 80 SP:Iteration 35Q (1200.164398 sec): 3 clusters Score: Raw -763346.081051 + Penalty 3223.726853 = -760122.354197 nChanged 81 SP:Iteration 36Q (1200.229996 sec): 3 clusters Score: Raw -763374.513489 + Penalty 3223.726853 = -760150.786635 nChanged 74 SP:Iteration 37Q (1200.294831 sec): 3 clusters Score: Raw -763398.808129 + Penalty 3223.726853 = -760175.081275 nChanged 69 SP:Iteration 38Q (1200.359174 sec): 3 clusters Score: Raw -763428.325811 + Penalty 3223.726853 = -760204.598957 nChanged 76 SP:Iteration 39Q (1200.426437 sec): 3 clusters Score: Raw -763466.701508 + Penalty 3223.726853 = -760242.974655 nChanged 98 SP:Iteration 40F (1200.495553 sec): 3 clusters Score: Raw -763524.376434 + Penalty 3223.726853 = -760300.649580 nChanged 99 SP:Iteration 41Q (1200.561192 sec): 3 clusters Score: Raw -763577.671979 + Penalty 3223.726853 = -760353.945126 nChanged 91 SP:Iteration 42Q (1200.625780 sec): 3 clusters Score: Raw -763626.159772 + Penalty 3223.726853 = -760402.432919 nChanged 105 SP:Iteration 43Q (1200.696730 sec): 3 clusters Score: Raw -763688.448785 + Penalty 3223.726853 = -760464.721932 nChanged 109 SP:Iteration 44Q (1200.890882 sec): 3 clusters Score: Raw -763742.395106 + Penalty 3223.726853 = -760518.668252 nChanged 96 SP:Iteration 45Q (1201.009575 sec): 3 clusters Score: Raw -763788.373804 + Penalty 3223.726853 = -760564.646951 nChanged 98 SP:Iteration 46Q (1201.077575 sec): 3 clusters Score: Raw -763840.895140 + Penalty 3223.726853 = -760617.168286 nChanged 104 SP:Iteration 47Q (1201.149168 sec): 3 clusters Score: Raw -763892.320854 + Penalty 3223.726853 = -760668.594000 nChanged 97 SP:Iteration 48Q (1201.213210 sec): 3 clusters Score: Raw -763934.612375 + Penalty 3223.726853 = -760710.885522 nChanged 73 SP:Iteration 49Q (1201.271293 sec): 3 clusters Score: Raw -763968.169657 + Penalty 3223.726853 = -760744.442804 nChanged 61 SP:Iteration 50Q (1201.328996 sec): 3 clusters Score: Raw -763989.890633 + Penalty 3223.726853 = -760766.163780 nChanged 59 SP:Iteration 51Q (1201.388831 sec): 3 clusters Score: Raw -764013.033024 + Penalty 3223.726853 = -760789.306170 nChanged 63 SP:Iteration 52Q (1201.456159 sec): 3 clusters Score: Raw -764041.744341 + Penalty 3223.726853 = -760818.017487 nChanged 64 SP:Iteration 53Q (1201.527211 sec): 3 clusters Score: Raw -764069.849776 + Penalty 3223.726853 = -760846.122923 nChanged 62 SP:Iteration 54Q (1201.598032 sec): 3 clusters Score: Raw -764096.179456 + Penalty 3223.726853 = -760872.452602 nChanged 47 SP:Iteration 55Q (1201.659123 sec): 3 clusters Score: Raw -764113.258327 + Penalty 3223.726853 = -760889.531473 nChanged 48 SP:Iteration 56Q (1201.719606 sec): 3 clusters Score: Raw -764134.010078 + Penalty 3223.726853 = -760910.283224 nChanged 43 SP:Iteration 57Q (1201.779583 sec): 3 clusters Score: Raw -764159.216986 + Penalty 3223.726853 = -760935.490133 nChanged 43 SP:Iteration 58Q (1201.842183 sec): 3 clusters Score: Raw -764186.359753 + Penalty 3223.726853 = -760962.632899 nChanged 55 SP:Iteration 59Q (1201.904361 sec): 3 clusters Score: Raw -764214.468831 + Penalty 3223.726853 = -760990.741978 nChanged 57 SP:Iteration 60F (1201.971848 sec): 3 clusters Score: Raw -764242.039533 + Penalty 3223.726853 = -761018.312680 nChanged 48 SP:Iteration 61Q (1202.037618 sec): 3 clusters Score: Raw -764277.730394 + Penalty 3223.726853 = -761054.003541 nChanged 73 SP:Iteration 62Q (1202.107670 sec): 3 clusters Score: Raw -764343.465554 + Penalty 3223.726853 = -761119.738700 nChanged 90 SP:Iteration 63Q (1202.177235 sec): 3 clusters Score: Raw -764472.766855 + Penalty 3223.726853 = -761249.040001 nChanged 108 SP:Iteration 64Q (1202.237046 sec): 3 clusters Score: Raw -764714.366059 + Penalty 3223.726853 = -761490.639206 nChanged 118 SP:Iteration 65Q (1202.295817 sec): 3 clusters Score: Raw -764988.105400 + Penalty 3223.726853 = -761764.378546 nChanged 92 SP:Iteration 66Q (1202.355125 sec): 3 clusters Score: Raw -765131.177385 + Penalty 3223.726853 = -761907.450531 nChanged 55 SP:Iteration 67Q (1202.417383 sec): 3 clusters Score: Raw -765176.807231 + Penalty 3223.726853 = -761953.080378 nChanged 38 SP:Iteration 68Q (1202.479214 sec): 3 clusters Score: Raw -765200.470480 + Penalty 3223.726853 = -761976.743626 nChanged 28 SP:Iteration 69Q (1202.541963 sec): 3 clusters Score: Raw -765218.442164 + Penalty 3223.726853 = -761994.715311 nChanged 28 SP:Iteration 70Q (1202.604817 sec): 3 clusters Score: Raw -765238.148335 + Penalty 3223.726853 = -762014.421481 nChanged 25 SP:Iteration 71Q (1202.669833 sec): 3 clusters Score: Raw -765266.418244 + Penalty 3223.726853 = -762042.691390 nChanged 28 SP:Iteration 72Q (1202.735565 sec): 3 clusters Score: Raw -765298.566709 + Penalty 3223.726853 = -762074.839855 nChanged 31 SP:Iteration 73Q (1202.796247 sec): 3 clusters Score: Raw -765319.865457 + Penalty 3223.726853 = -762096.138604 nChanged 32 SP:Iteration 74Q (1202.853535 sec): 3 clusters Score: Raw -765334.326348 + Penalty 3223.726853 = -762110.599495 nChanged 20 SP:Iteration 75Q (1203.009091 sec): 3 clusters Score: Raw -765342.659852 + Penalty 3223.726853 = -762118.932999 nChanged 13 SP:Iteration 76Q (1203.143548 sec): 3 clusters Score: Raw -765346.969230 + Penalty 3223.726853 = -762123.242376 nChanged 6 SP:Iteration 77Q (1203.194834 sec): 3 clusters Score: Raw -765348.215815 + Penalty 3223.726853 = -762124.488961 nChanged 5 SP:Iteration 78Q (1203.250260 sec): 3 clusters Score: Raw -765349.199380 + Penalty 3223.726853 = -762125.472527 nChanged 2 SP:Iteration 79Q (1203.305524 sec): 3 clusters Score: Raw -765349.821279 + Penalty 3223.726853 = -762126.094426 nChanged 2 SP:Iteration 80F (1203.367649 sec): 3 clusters Score: Raw -765350.034758 + Penalty 3223.726853 = -762126.307905 nChanged 0 Score: Raw -7094739.187858 + Penalty 42481.435317 = -7052257.752542 Splitting cluster 10 changes total score from -7048543.690400 to -7052257.752542 So it's getting split into cluster 21. Trying to split cluster 11 (3230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1206.240090 sec): 2 clusters Score: Raw -225814.653166 + Penalty 1418.081667 = -224396.571499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1206.286682 sec): 3 clusters Score: Raw -224302.289137 + Penalty 2836.163333 = -221466.125804 nChanged 1242 SP:Iteration 1F (1206.331230 sec): 3 clusters Score: Raw -225223.996164 + Penalty 2836.163333 = -222387.832831 nChanged 330 SP:Iteration 2F (1206.375514 sec): 3 clusters Score: Raw -225621.539466 + Penalty 2836.163333 = -222785.376133 nChanged 267 SP:Iteration 3F (1206.423677 sec): 3 clusters Score: Raw -225945.165565 + Penalty 2836.163333 = -223109.002232 nChanged 222 SP:Iteration 4F (1206.464396 sec): 3 clusters Score: Raw -226208.375186 + Penalty 2836.163333 = -223372.211853 nChanged 184 SP:Iteration 5F (1206.505393 sec): 3 clusters Score: Raw -226359.259666 + Penalty 2836.163333 = -223523.096332 nChanged 115 SP:Iteration 6Q (1206.544097 sec): 3 clusters Score: Raw -226454.486457 + Penalty 2836.163333 = -223618.323124 nChanged 86 SP:Iteration 7Q (1206.582663 sec): 3 clusters Score: Raw -226513.077943 + Penalty 2836.163333 = -223676.914610 nChanged 78 SP:Iteration 8Q (1206.621091 sec): 3 clusters Score: Raw -226566.889250 + Penalty 2836.163333 = -223730.725917 nChanged 67 SP:Iteration 9Q (1206.662262 sec): 3 clusters Score: Raw -226618.548550 + Penalty 2836.163333 = -223782.385217 nChanged 57 SP:Iteration 10Q (1206.700363 sec): 3 clusters Score: Raw -226671.139611 + Penalty 2836.163333 = -223834.976278 nChanged 66 SP:Iteration 11Q (1206.738672 sec): 3 clusters Score: Raw -226743.951875 + Penalty 2836.163333 = -223907.788542 nChanged 65 SP:Iteration 12Q (1206.776922 sec): 3 clusters Score: Raw -226831.897192 + Penalty 2836.163333 = -223995.733859 nChanged 77 SP:Iteration 13Q (1206.825423 sec): 3 clusters Score: Raw -226980.200436 + Penalty 2836.163333 = -224144.037103 nChanged 87 SP:Iteration 14Q (1206.863447 sec): 3 clusters Score: Raw -227203.938984 + Penalty 2836.163333 = -224367.775651 nChanged 76 SP:Iteration 15Q (1206.901447 sec): 3 clusters Score: Raw -227299.908122 + Penalty 2836.163333 = -224463.744788 nChanged 54 SP:Iteration 16Q (1206.939121 sec): 3 clusters Score: Raw -227328.356215 + Penalty 2836.163333 = -224492.192882 nChanged 26 SP:Iteration 17Q (1206.976904 sec): 3 clusters Score: Raw -227341.576181 + Penalty 2836.163333 = -224505.412847 nChanged 25 SP:Iteration 18Q (1207.014540 sec): 3 clusters Score: Raw -227355.338871 + Penalty 2836.163333 = -224519.175538 nChanged 15 SP:Iteration 19Q (1207.052149 sec): 3 clusters Score: Raw -227362.454775 + Penalty 2836.163333 = -224526.291441 nChanged 9 SP:Iteration 20F (1207.090483 sec): 3 clusters Score: Raw -227367.929339 + Penalty 2836.163333 = -224531.766006 nChanged 14 SP:Iteration 21Q (1207.127937 sec): 3 clusters Score: Raw -227376.567121 + Penalty 2836.163333 = -224540.403788 nChanged 8 SP:Iteration 22Q (1207.266697 sec): 3 clusters Score: Raw -227383.829572 + Penalty 2836.163333 = -224547.666239 nChanged 15 SP:Iteration 23Q (1207.391746 sec): 3 clusters Score: Raw -227400.135058 + Penalty 2836.163333 = -224563.971725 nChanged 16 SP:Iteration 24Q (1207.523758 sec): 3 clusters Score: Raw -227407.824134 + Penalty 2836.163333 = -224571.660801 nChanged 17 SP:Iteration 25Q (1207.534672 sec): 3 clusters Score: Raw -227416.577609 + Penalty 2836.163333 = -224580.414276 nChanged 8 SP:Iteration 26Q (1207.573521 sec): 3 clusters Score: Raw -227421.826273 + Penalty 2836.163333 = -224585.662940 nChanged 6 SP:Iteration 27Q (1207.710681 sec): 3 clusters Score: Raw -227424.854278 + Penalty 2836.163333 = -224588.690945 nChanged 4 SP:Iteration 28Q (1207.722748 sec): 3 clusters Score: Raw -227427.494353 + Penalty 2836.163333 = -224591.331020 nChanged 4 SP:Iteration 29Q (1207.760989 sec): 3 clusters Score: Raw -227428.990322 + Penalty 2836.163333 = -224592.826989 nChanged 5 SP:Iteration 30Q (1207.802207 sec): 3 clusters Score: Raw -227431.475894 + Penalty 2836.163333 = -224595.312560 nChanged 5 SP:Iteration 31Q (1207.842708 sec): 3 clusters Score: Raw -227434.107561 + Penalty 2836.163333 = -224597.944228 nChanged 7 SP:Iteration 32Q (1207.880741 sec): 3 clusters Score: Raw -227437.581514 + Penalty 2836.163333 = -224601.418181 nChanged 8 SP:Iteration 33Q (1207.919048 sec): 3 clusters Score: Raw -227443.700326 + Penalty 2836.163333 = -224607.536993 nChanged 12 SP:Iteration 34Q (1207.957016 sec): 3 clusters Score: Raw -227449.404616 + Penalty 2836.163333 = -224613.241283 nChanged 6 SP:Iteration 35Q (1207.995354 sec): 3 clusters Score: Raw -227451.681410 + Penalty 2836.163333 = -224615.518077 nChanged 5 SP:Iteration 36Q (1208.033010 sec): 3 clusters Score: Raw -227453.248315 + Penalty 2836.163333 = -224617.084981 nChanged 3 SP:Iteration 37Q (1208.070822 sec): 3 clusters Score: Raw -227453.955766 + Penalty 2836.163333 = -224617.792433 nChanged 1 SP:Iteration 38Q (1208.109347 sec): 3 clusters Score: Raw -227454.508956 + Penalty 2836.163333 = -224618.345623 nChanged 2 SP:Iteration 39Q (1208.148586 sec): 3 clusters Score: Raw -227455.670329 + Penalty 2836.163333 = -224619.506996 nChanged 1 SP:Iteration 40F (1208.194941 sec): 3 clusters Score: Raw -227456.030193 + Penalty 2836.163333 = -224619.866860 nChanged 0 Score: Raw -7096380.564886 + Penalty 44504.360808 = -7051876.204078 Splitting cluster 11 changes total score from -7048543.690400 to -7051876.204078 So it's getting split into cluster 22. Trying to split cluster 12 (8331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1211.080501 sec): 2 clusters Score: Raw -640349.471280 + Penalty 1584.368155 = -638765.103125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1211.134407 sec): 3 clusters Score: Raw -635823.267913 + Penalty 3168.736310 = -632654.531602 nChanged 3509 SP:Iteration 1F (1211.187927 sec): 3 clusters Score: Raw -637874.205335 + Penalty 3168.736310 = -634705.469025 nChanged 651 SP:Iteration 2F (1211.276960 sec): 3 clusters Score: Raw -638318.247662 + Penalty 3168.736310 = -635149.511352 nChanged 626 SP:Iteration 3F (1211.352427 sec): 3 clusters Score: Raw -638826.701128 + Penalty 3168.736310 = -635657.964818 nChanged 631 SP:Iteration 4F (1211.408013 sec): 3 clusters Score: Raw -639321.075810 + Penalty 3168.736310 = -636152.339500 nChanged 574 SP:Iteration 5F (1211.462281 sec): 3 clusters Score: Raw -639747.452732 + Penalty 3168.736310 = -636578.716422 nChanged 489 SP:Iteration 6F (1211.521924 sec): 3 clusters Score: Raw -640068.502654 + Penalty 3168.736310 = -636899.766343 nChanged 338 SP:Iteration 7Q (1211.583801 sec): 3 clusters Score: Raw -640244.122787 + Penalty 3168.736310 = -637075.386477 nChanged 254 SP:Iteration 8Q (1211.645524 sec): 3 clusters Score: Raw -640352.842359 + Penalty 3168.736310 = -637184.106049 nChanged 180 SP:Iteration 9Q (1211.807228 sec): 3 clusters Score: Raw -640419.015944 + Penalty 3168.736310 = -637250.279633 nChanged 151 SP:Iteration 10Q (1211.953235 sec): 3 clusters Score: Raw -640472.114234 + Penalty 3168.736310 = -637303.377924 nChanged 110 SP:Iteration 11Q (1212.017755 sec): 3 clusters Score: Raw -640499.990388 + Penalty 3168.736310 = -637331.254077 nChanged 66 SP:Iteration 12Q (1212.076736 sec): 3 clusters Score: Raw -640514.471481 + Penalty 3168.736310 = -637345.735171 nChanged 41 SP:Iteration 13Q (1212.133807 sec): 3 clusters Score: Raw -640523.089546 + Penalty 3168.736310 = -637354.353236 nChanged 42 SP:Iteration 14Q (1212.190644 sec): 3 clusters Score: Raw -640530.939273 + Penalty 3168.736310 = -637362.202962 nChanged 42 SP:Iteration 15Q (1212.249225 sec): 3 clusters Score: Raw -640541.642285 + Penalty 3168.736310 = -637372.905974 nChanged 43 SP:Iteration 16Q (1212.312779 sec): 3 clusters Score: Raw -640555.235018 + Penalty 3168.736310 = -637386.498707 nChanged 48 SP:Iteration 17Q (1212.379442 sec): 3 clusters Score: Raw -640567.484365 + Penalty 3168.736310 = -637398.748055 nChanged 49 SP:Iteration 18Q (1212.446108 sec): 3 clusters Score: Raw -640578.655506 + Penalty 3168.736310 = -637409.919196 nChanged 37 SP:Iteration 19Q (1212.509290 sec): 3 clusters Score: Raw -640584.633834 + Penalty 3168.736310 = -637415.897524 nChanged 25 SP:Iteration 20F (1212.566964 sec): 3 clusters Score: Raw -640588.457344 + Penalty 3168.736310 = -637419.721033 nChanged 25 SP:Iteration 21Q (1212.624861 sec): 3 clusters Score: Raw -640592.592143 + Penalty 3168.736310 = -637423.855833 nChanged 23 SP:Iteration 22Q (1212.690105 sec): 3 clusters Score: Raw -640597.161181 + Penalty 3168.736310 = -637428.424871 nChanged 30 SP:Iteration 23Q (1212.755186 sec): 3 clusters Score: Raw -640602.527092 + Penalty 3168.736310 = -637433.790782 nChanged 27 SP:Iteration 24Q (1212.817887 sec): 3 clusters Score: Raw -640606.816537 + Penalty 3168.736310 = -637438.080227 nChanged 22 SP:Iteration 25Q (1212.876226 sec): 3 clusters Score: Raw -640609.919362 + Penalty 3168.736310 = -637441.183052 nChanged 15 SP:Iteration 26Q (1212.935926 sec): 3 clusters Score: Raw -640613.600375 + Penalty 3168.736310 = -637444.864064 nChanged 12 SP:Iteration 27Q (1213.001535 sec): 3 clusters Score: Raw -640615.665413 + Penalty 3168.736310 = -637446.929102 nChanged 10 SP:Iteration 28Q (1213.067048 sec): 3 clusters Score: Raw -640617.747686 + Penalty 3168.736310 = -637449.011375 nChanged 14 SP:Iteration 29Q (1213.128708 sec): 3 clusters Score: Raw -640620.122881 + Penalty 3168.736310 = -637451.386570 nChanged 10 SP:Iteration 30Q (1213.193805 sec): 3 clusters Score: Raw -640621.276794 + Penalty 3168.736310 = -637452.540483 nChanged 4 SP:Iteration 31Q (1213.251950 sec): 3 clusters Score: Raw -640621.877248 + Penalty 3168.736310 = -637453.140937 nChanged 3 SP:Iteration 32Q (1213.310265 sec): 3 clusters Score: Raw -640622.333647 + Penalty 3168.736310 = -637453.597337 nChanged 2 SP:Iteration 33Q (1213.369963 sec): 3 clusters Score: Raw -640622.634022 + Penalty 3168.736310 = -637453.897712 nChanged 3 SP:Iteration 34Q (1213.435620 sec): 3 clusters Score: Raw -640622.967074 + Penalty 3168.736310 = -637454.230764 nChanged 2 SP:Iteration 35Q (1213.503246 sec): 3 clusters Score: Raw -640623.226051 + Penalty 3168.736310 = -637454.489741 nChanged 1 SP:Iteration 36Q (1213.568323 sec): 3 clusters Score: Raw -640623.288624 + Penalty 3168.736310 = -637454.552313 nChanged 0 SP:Iteration 37F (1213.626556 sec): 3 clusters Score: Raw -640623.288624 + Penalty 3168.736310 = -637454.552313 nChanged 0 Trying to split cluster 13 (4538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1213.672846 sec): 2 clusters Score: Raw -285558.285319 + Penalty 1477.752412 = -284080.532907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1213.724009 sec): 3 clusters Score: Raw -283273.644024 + Penalty 2955.504825 = -280318.139200 nChanged 1847 SP:Iteration 1F (1213.866684 sec): 3 clusters Score: Raw -284776.597327 + Penalty 2955.504825 = -281821.092503 nChanged 535 SP:Iteration 2F (1214.019290 sec): 3 clusters Score: Raw -285503.919367 + Penalty 2955.504825 = -282548.414543 nChanged 439 SP:Iteration 3F (1214.114839 sec): 3 clusters Score: Raw -286037.272731 + Penalty 2955.504825 = -283081.767907 nChanged 315 SP:Iteration 4F (1214.163772 sec): 3 clusters Score: Raw -286392.376788 + Penalty 2955.504825 = -283436.871964 nChanged 251 SP:Iteration 5F (1214.213137 sec): 3 clusters Score: Raw -286685.565558 + Penalty 2955.504825 = -283730.060733 nChanged 223 SP:Iteration 6Q (1214.260632 sec): 3 clusters Score: Raw -286981.829382 + Penalty 2955.504825 = -284026.324557 nChanged 203 SP:Iteration 7Q (1214.303973 sec): 3 clusters Score: Raw -287276.485729 + Penalty 2955.504825 = -284320.980904 nChanged 193 SP:Iteration 8Q (1214.347357 sec): 3 clusters Score: Raw -287503.457186 + Penalty 2955.504825 = -284547.952361 nChanged 153 SP:Iteration 9Q (1214.390106 sec): 3 clusters Score: Raw -287631.822251 + Penalty 2955.504825 = -284676.317427 nChanged 100 SP:Iteration 10Q (1214.437422 sec): 3 clusters Score: Raw -287713.654484 + Penalty 2955.504825 = -284758.149660 nChanged 86 SP:Iteration 11Q (1214.486102 sec): 3 clusters Score: Raw -287793.122599 + Penalty 2955.504825 = -284837.617774 nChanged 81 SP:Iteration 12Q (1214.534631 sec): 3 clusters Score: Raw -287866.622799 + Penalty 2955.504825 = -284911.117974 nChanged 58 SP:Iteration 13Q (1214.582915 sec): 3 clusters Score: Raw -287910.711538 + Penalty 2955.504825 = -284955.206713 nChanged 41 SP:Iteration 14Q (1214.624794 sec): 3 clusters Score: Raw -287937.294686 + Penalty 2955.504825 = -284981.789862 nChanged 32 SP:Iteration 15Q (1214.666651 sec): 3 clusters Score: Raw -287950.698889 + Penalty 2955.504825 = -284995.194064 nChanged 16 SP:Iteration 16Q (1214.708570 sec): 3 clusters Score: Raw -287959.145801 + Penalty 2955.504825 = -285003.640976 nChanged 15 SP:Iteration 17Q (1214.806565 sec): 3 clusters Score: Raw -287964.957469 + Penalty 2955.504825 = -285009.452645 nChanged 9 SP:Iteration 18Q (1214.852214 sec): 3 clusters Score: Raw -287968.818379 + Penalty 2955.504825 = -285013.313554 nChanged 6 SP:Iteration 19Q (1214.897909 sec): 3 clusters Score: Raw -287970.488368 + Penalty 2955.504825 = -285014.983543 nChanged 7 SP:Iteration 20F (1214.943445 sec): 3 clusters Score: Raw -287975.767253 + Penalty 2955.504825 = -285020.262428 nChanged 7 SP:Iteration 21Q (1214.985595 sec): 3 clusters Score: Raw -287977.630545 + Penalty 2955.504825 = -285022.125721 nChanged 2 SP:Iteration 22Q (1215.029569 sec): 3 clusters Score: Raw -287977.900794 + Penalty 2955.504825 = -285022.395969 nChanged 2 SP:Iteration 23Q (1215.071966 sec): 3 clusters Score: Raw -287978.440166 + Penalty 2955.504825 = -285022.935342 nChanged 5 SP:Iteration 24Q (1215.116370 sec): 3 clusters Score: Raw -287980.064264 + Penalty 2955.504825 = -285024.559439 nChanged 6 SP:Iteration 25Q (1215.162187 sec): 3 clusters Score: Raw -287981.189737 + Penalty 2955.504825 = -285025.684913 nChanged 2 SP:Iteration 26Q (1215.208128 sec): 3 clusters Score: Raw -287981.703172 + Penalty 2955.504825 = -285026.198348 nChanged 1 SP:Iteration 27Q (1215.347427 sec): 3 clusters Score: Raw -287981.833368 + Penalty 2955.504825 = -285026.328543 nChanged 1 SP:Iteration 28Q (1215.385102 sec): 3 clusters Score: Raw -287981.940349 + Penalty 2955.504825 = -285026.435524 nChanged 0 SP:Iteration 29F (1215.429133 sec): 3 clusters Score: Raw -287981.940349 + Penalty 2955.504825 = -285026.435524 nChanged 0 Score: Raw -7098804.219915 + Penalty 46527.286299 = -7052276.933616 Splitting cluster 13 changes total score from -7048543.690400 to -7052276.933616 So it's getting split into cluster 23. Trying to split cluster 14 (4199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1218.452910 sec): 2 clusters Score: Raw -328222.076290 + Penalty 1464.126595 = -326757.949695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1218.597843 sec): 3 clusters Score: Raw -326146.528006 + Penalty 2928.253190 = -323218.274816 nChanged 1635 SP:Iteration 1F (1218.747812 sec): 3 clusters Score: Raw -327134.627636 + Penalty 2928.253190 = -324206.374447 nChanged 321 SP:Iteration 2F (1218.827162 sec): 3 clusters Score: Raw -327345.921678 + Penalty 2928.253190 = -324417.668488 nChanged 256 SP:Iteration 3F (1218.869371 sec): 3 clusters Score: Raw -327501.505884 + Penalty 2928.253190 = -324573.252694 nChanged 206 SP:Iteration 4Q (1218.994226 sec): 3 clusters Score: Raw -327636.726610 + Penalty 2928.253190 = -324708.473420 nChanged 177 SP:Iteration 5Q (1219.065344 sec): 3 clusters Score: Raw -327733.995762 + Penalty 2928.253190 = -324805.742572 nChanged 147 SP:Iteration 6Q (1219.117250 sec): 3 clusters Score: Raw -327819.358059 + Penalty 2928.253190 = -324891.104869 nChanged 139 SP:Iteration 7Q (1219.159932 sec): 3 clusters Score: Raw -327901.911536 + Penalty 2928.253190 = -324973.658346 nChanged 126 SP:Iteration 8Q (1219.204430 sec): 3 clusters Score: Raw -327973.319996 + Penalty 2928.253190 = -325045.066806 nChanged 108 SP:Iteration 9Q (1219.248030 sec): 3 clusters Score: Raw -328037.813722 + Penalty 2928.253190 = -325109.560532 nChanged 108 SP:Iteration 10Q (1219.347383 sec): 3 clusters Score: Raw -328110.949320 + Penalty 2928.253190 = -325182.696130 nChanged 111 SP:Iteration 11Q (1219.391049 sec): 3 clusters Score: Raw -328181.528856 + Penalty 2928.253190 = -325253.275667 nChanged 99 SP:Iteration 12Q (1219.435258 sec): 3 clusters Score: Raw -328238.747794 + Penalty 2928.253190 = -325310.494604 nChanged 76 SP:Iteration 13Q (1219.477981 sec): 3 clusters Score: Raw -328283.289180 + Penalty 2928.253190 = -325355.035990 nChanged 59 SP:Iteration 14Q (1219.521373 sec): 3 clusters Score: Raw -328320.590556 + Penalty 2928.253190 = -325392.337366 nChanged 43 SP:Iteration 15Q (1219.581543 sec): 3 clusters Score: Raw -328347.698786 + Penalty 2928.253190 = -325419.445597 nChanged 32 SP:Iteration 16Q (1219.625435 sec): 3 clusters Score: Raw -328366.117102 + Penalty 2928.253190 = -325437.863912 nChanged 29 SP:Iteration 17Q (1219.669734 sec): 3 clusters Score: Raw -328388.192116 + Penalty 2928.253190 = -325459.938926 nChanged 21 SP:Iteration 18Q (1219.712438 sec): 3 clusters Score: Raw -328402.431864 + Penalty 2928.253190 = -325474.178674 nChanged 13 SP:Iteration 19Q (1219.754829 sec): 3 clusters Score: Raw -328409.199700 + Penalty 2928.253190 = -325480.946510 nChanged 7 SP:Iteration 20F (1219.797103 sec): 3 clusters Score: Raw -328413.527963 + Penalty 2928.253190 = -325485.274773 nChanged 6 SP:Iteration 21Q (1219.839664 sec): 3 clusters Score: Raw -328416.340284 + Penalty 2928.253190 = -325488.087094 nChanged 6 SP:Iteration 22Q (1219.882457 sec): 3 clusters Score: Raw -328418.790060 + Penalty 2928.253190 = -325490.536870 nChanged 5 SP:Iteration 23Q (1219.926248 sec): 3 clusters Score: Raw -328421.031361 + Penalty 2928.253190 = -325492.778171 nChanged 4 SP:Iteration 24Q (1219.970283 sec): 3 clusters Score: Raw -328422.826999 + Penalty 2928.253190 = -325494.573809 nChanged 4 SP:Iteration 25Q (1220.014653 sec): 3 clusters Score: Raw -328425.641108 + Penalty 2928.253190 = -325497.387918 nChanged 13 SP:Iteration 26Q (1220.057834 sec): 3 clusters Score: Raw -328433.784037 + Penalty 2928.253190 = -325505.530847 nChanged 9 SP:Iteration 27Q (1220.100791 sec): 3 clusters Score: Raw -328438.726546 + Penalty 2928.253190 = -325510.473356 nChanged 6 SP:Iteration 28Q (1220.143512 sec): 3 clusters Score: Raw -328442.117946 + Penalty 2928.253190 = -325513.864756 nChanged 6 SP:Iteration 29Q (1220.186504 sec): 3 clusters Score: Raw -328446.273540 + Penalty 2928.253190 = -325518.020350 nChanged 5 SP:Iteration 30Q (1220.229431 sec): 3 clusters Score: Raw -328449.281772 + Penalty 2928.253190 = -325521.028582 nChanged 5 SP:Iteration 31Q (1220.386208 sec): 3 clusters Score: Raw -328452.745082 + Penalty 2928.253190 = -325524.491892 nChanged 7 SP:Iteration 32Q (1220.544272 sec): 3 clusters Score: Raw -328458.547889 + Penalty 2928.253190 = -325530.294699 nChanged 11 SP:Iteration 33Q (1220.620902 sec): 3 clusters Score: Raw -328467.000487 + Penalty 2928.253190 = -325538.747298 nChanged 7 SP:Iteration 34Q (1220.708892 sec): 3 clusters Score: Raw -328470.978389 + Penalty 2928.253190 = -325542.725199 nChanged 3 SP:Iteration 35Q (1220.789612 sec): 3 clusters Score: Raw -328472.697757 + Penalty 2928.253190 = -325544.444567 nChanged 5 SP:Iteration 36Q (1220.912452 sec): 3 clusters Score: Raw -328474.747172 + Penalty 2928.253190 = -325546.493982 nChanged 5 SP:Iteration 37Q (1221.029714 sec): 3 clusters Score: Raw -328476.909609 + Penalty 2928.253190 = -325548.656419 nChanged 1 SP:Iteration 38Q (1221.142798 sec): 3 clusters Score: Raw -328477.203997 + Penalty 2928.253190 = -325548.950807 nChanged 1 SP:Iteration 39Q (1221.260624 sec): 3 clusters Score: Raw -328477.456850 + Penalty 2928.253190 = -325549.203660 nChanged 1 SP:Iteration 40F (1221.302187 sec): 3 clusters Score: Raw -328477.962019 + Penalty 2928.253190 = -325549.708829 nChanged 1 SP:Iteration 41Q (1221.348020 sec): 3 clusters Score: Raw -328478.292336 + Penalty 2928.253190 = -325550.039146 nChanged 1 SP:Iteration 42Q (1221.393814 sec): 3 clusters Score: Raw -328478.862413 + Penalty 2928.253190 = -325550.609223 nChanged 0 SP:Iteration 43F (1221.436670 sec): 3 clusters Score: Raw -328478.862413 + Penalty 2928.253190 = -325550.609223 nChanged 0 Trying to split cluster 15 (5828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1221.481895 sec): 2 clusters Score: Raw -409145.063129 + Penalty 1521.660319 = -407623.402810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1221.588306 sec): 3 clusters Score: Raw -406143.161374 + Penalty 3043.320638 = -403099.840736 nChanged 2357 SP:Iteration 1F (1221.662613 sec): 3 clusters Score: Raw -407818.876697 + Penalty 3043.320638 = -404775.556060 nChanged 590 SP:Iteration 2F (1221.715807 sec): 3 clusters Score: Raw -408541.205246 + Penalty 3043.320638 = -405497.884608 nChanged 628 SP:Iteration 3F (1221.761957 sec): 3 clusters Score: Raw -409609.254766 + Penalty 3043.320638 = -406565.934128 nChanged 595 SP:Iteration 4F (1221.807630 sec): 3 clusters Score: Raw -410959.695051 + Penalty 3043.320638 = -407916.374414 nChanged 453 SP:Iteration 5F (1221.952806 sec): 3 clusters Score: Raw -412041.931918 + Penalty 3043.320638 = -408998.611281 nChanged 283 SP:Iteration 6Q (1222.055914 sec): 3 clusters Score: Raw -412550.924221 + Penalty 3043.320638 = -409507.603583 nChanged 135 SP:Iteration 7Q (1222.184860 sec): 3 clusters Score: Raw -412770.490060 + Penalty 3043.320638 = -409727.169422 nChanged 74 SP:Iteration 8Q (1222.252366 sec): 3 clusters Score: Raw -412879.157195 + Penalty 3043.320638 = -409835.836558 nChanged 49 SP:Iteration 9Q (1222.303878 sec): 3 clusters Score: Raw -412923.188682 + Penalty 3043.320638 = -409879.868044 nChanged 17 SP:Iteration 10Q (1222.346828 sec): 3 clusters Score: Raw -412934.430930 + Penalty 3043.320638 = -409891.110292 nChanged 14 SP:Iteration 11Q (1222.474164 sec): 3 clusters Score: Raw -412941.213184 + Penalty 3043.320638 = -409897.892546 nChanged 11 SP:Iteration 12Q (1222.549743 sec): 3 clusters Score: Raw -412946.350346 + Penalty 3043.320638 = -409903.029708 nChanged 5 SP:Iteration 13Q (1222.596277 sec): 3 clusters Score: Raw -412948.515747 + Penalty 3043.320638 = -409905.195109 nChanged 4 SP:Iteration 14Q (1222.641843 sec): 3 clusters Score: Raw -412950.540357 + Penalty 3043.320638 = -409907.219720 nChanged 5 SP:Iteration 15Q (1222.689504 sec): 3 clusters Score: Raw -412952.684590 + Penalty 3043.320638 = -409909.363952 nChanged 3 SP:Iteration 16Q (1222.848138 sec): 3 clusters Score: Raw -412953.975892 + Penalty 3043.320638 = -409910.655254 nChanged 2 SP:Iteration 17Q (1222.985983 sec): 3 clusters Score: Raw -412954.458415 + Penalty 3043.320638 = -409911.137777 nChanged 0 SP:Iteration 18F (1223.030199 sec): 3 clusters Score: Raw -412954.458415 + Penalty 3043.320638 = -409911.137777 nChanged 0 Score: Raw -7102613.615201 + Penalty 48550.211790 = -7054063.403410 Splitting cluster 15 changes total score from -7048543.690400 to -7054063.403410 So it's getting split into cluster 24. Trying to split cluster 16 (6109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1226.168654 sec): 2 clusters Score: Raw -457321.581413 + Penalty 1529.924474 = -455791.656939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1226.215850 sec): 3 clusters Score: Raw -454172.610900 + Penalty 3059.848949 = -451112.761951 nChanged 2508 SP:Iteration 1F (1226.266540 sec): 3 clusters Score: Raw -455816.067547 + Penalty 3059.848949 = -452756.218598 nChanged 512 SP:Iteration 2F (1226.331154 sec): 3 clusters Score: Raw -456318.337772 + Penalty 3059.848949 = -453258.488824 nChanged 484 SP:Iteration 3F (1226.395885 sec): 3 clusters Score: Raw -456737.724142 + Penalty 3059.848949 = -453677.875193 nChanged 397 SP:Iteration 4F (1226.455690 sec): 3 clusters Score: Raw -457038.378743 + Penalty 3059.848949 = -453978.529795 nChanged 304 SP:Iteration 5Q (1226.502743 sec): 3 clusters Score: Raw -457243.562606 + Penalty 3059.848949 = -454183.713657 nChanged 256 SP:Iteration 6Q (1226.549669 sec): 3 clusters Score: Raw -457398.325937 + Penalty 3059.848949 = -454338.476988 nChanged 193 SP:Iteration 7Q (1226.597580 sec): 3 clusters Score: Raw -457492.398529 + Penalty 3059.848949 = -454432.549580 nChanged 148 SP:Iteration 8Q (1226.652303 sec): 3 clusters Score: Raw -457549.699513 + Penalty 3059.848949 = -454489.850564 nChanged 116 SP:Iteration 9Q (1226.707066 sec): 3 clusters Score: Raw -457602.244847 + Penalty 3059.848949 = -454542.395898 nChanged 116 SP:Iteration 10Q (1226.761943 sec): 3 clusters Score: Raw -457651.656263 + Penalty 3059.848949 = -454591.807315 nChanged 124 SP:Iteration 11Q (1226.812007 sec): 3 clusters Score: Raw -457712.832646 + Penalty 3059.848949 = -454652.983698 nChanged 135 SP:Iteration 12Q (1226.861568 sec): 3 clusters Score: Raw -457786.047526 + Penalty 3059.848949 = -454726.198577 nChanged 157 SP:Iteration 13Q (1226.911326 sec): 3 clusters Score: Raw -457893.814255 + Penalty 3059.848949 = -454833.965306 nChanged 166 SP:Iteration 14Q (1226.963728 sec): 3 clusters Score: Raw -458021.159545 + Penalty 3059.848949 = -454961.310596 nChanged 178 SP:Iteration 15Q (1227.016393 sec): 3 clusters Score: Raw -458172.145842 + Penalty 3059.848949 = -455112.296894 nChanged 199 SP:Iteration 16Q (1227.069202 sec): 3 clusters Score: Raw -458375.394597 + Penalty 3059.848949 = -455315.545649 nChanged 178 SP:Iteration 17Q (1227.120751 sec): 3 clusters Score: Raw -458561.710344 + Penalty 3059.848949 = -455501.861395 nChanged 141 SP:Iteration 18Q (1227.171233 sec): 3 clusters Score: Raw -458691.269081 + Penalty 3059.848949 = -455631.420132 nChanged 124 SP:Iteration 19Q (1227.221503 sec): 3 clusters Score: Raw -458816.085908 + Penalty 3059.848949 = -455756.236960 nChanged 152 SP:Iteration 20F (1227.272730 sec): 3 clusters Score: Raw -459012.815333 + Penalty 3059.848949 = -455952.966384 nChanged 184 SP:Iteration 21Q (1227.322827 sec): 3 clusters Score: Raw -459369.108709 + Penalty 3059.848949 = -456309.259760 nChanged 171 SP:Iteration 22Q (1227.372617 sec): 3 clusters Score: Raw -459882.713696 + Penalty 3059.848949 = -456822.864748 nChanged 136 SP:Iteration 23Q (1227.421326 sec): 3 clusters Score: Raw -460401.216625 + Penalty 3059.848949 = -457341.367677 nChanged 40 SP:Iteration 24Q (1227.469589 sec): 3 clusters Score: Raw -460467.771662 + Penalty 3059.848949 = -457407.922713 nChanged 18 SP:Iteration 25Q (1227.608653 sec): 3 clusters Score: Raw -460475.572061 + Penalty 3059.848949 = -457415.723112 nChanged 6 SP:Iteration 26Q (1227.755651 sec): 3 clusters Score: Raw -460476.903764 + Penalty 3059.848949 = -457417.054815 nChanged 4 SP:Iteration 27Q (1227.817782 sec): 3 clusters Score: Raw -460477.804618 + Penalty 3059.848949 = -457417.955669 nChanged 4 SP:Iteration 28Q (1227.861460 sec): 3 clusters Score: Raw -460479.256442 + Penalty 3059.848949 = -457419.407493 nChanged 3 SP:Iteration 29Q (1227.911420 sec): 3 clusters Score: Raw -460480.459712 + Penalty 3059.848949 = -457420.610763 nChanged 4 SP:Iteration 30Q (1228.014090 sec): 3 clusters Score: Raw -460481.301003 + Penalty 3059.848949 = -457421.452055 nChanged 1 SP:Iteration 31Q (1228.084040 sec): 3 clusters Score: Raw -460481.525252 + Penalty 3059.848949 = -457421.676303 nChanged 1 SP:Iteration 32Q (1228.129078 sec): 3 clusters Score: Raw -460481.682719 + Penalty 3059.848949 = -457421.833770 nChanged 0 SP:Iteration 33F (1228.176910 sec): 3 clusters Score: Raw -460481.682719 + Penalty 3059.848949 = -457421.833770 nChanged 0 Score: Raw -7105773.716507 + Penalty 50573.137282 = -7055200.579225 Splitting cluster 16 changes total score from -7048543.690400 to -7055200.579225 So it's getting split into cluster 25. Iteration 139Q (1233.593599 sec): 26 clusters Score: Raw -7108286.474920 + Penalty 50573.137282 = -7057713.337639 nChanged 2373 Iteration 140F (1236.787036 sec): 26 clusters Score: Raw -7110634.978614 + Penalty 50573.137282 = -7060061.841332 nChanged 2033 Iteration 141Q (1239.230392 sec): 26 clusters Score: Raw -7111828.873999 + Penalty 50573.137282 = -7061255.736717 nChanged 1117 Iteration 142Q (1241.503526 sec): 26 clusters Score: Raw -7112361.336918 + Penalty 50573.137282 = -7061788.199637 nChanged 721 Iteration 143Q (1243.631808 sec): 26 clusters Score: Raw -7112657.524666 + Penalty 50573.137282 = -7062084.387384 nChanged 522 Iteration 144Q (1245.757219 sec): 26 clusters Score: Raw -7112845.164615 + Penalty 50573.137282 = -7062272.027333 nChanged 395 Iteration 145Q (1247.900372 sec): 26 clusters Score: Raw -7112971.413723 + Penalty 50573.137282 = -7062398.276442 nChanged 346 Iteration 146Q (1250.107649 sec): 26 clusters Score: Raw -7113078.661489 + Penalty 50573.137282 = -7062505.524207 nChanged 255 Iteration 147Q (1252.258753 sec): 26 clusters Score: Raw -7113155.897899 + Penalty 50573.137282 = -7062582.760618 nChanged 210 Iteration 148Q (1254.382104 sec): 26 clusters Score: Raw -7113217.432174 + Penalty 50573.137282 = -7062644.294892 nChanged 195 Iteration 149Q (1256.534267 sec): 26 clusters Score: Raw -7113266.861718 + Penalty 50573.137282 = -7062693.724437 nChanged 178 Iteration 150Q (1258.711106 sec): 26 clusters Score: Raw -7113330.951517 + Penalty 50573.137282 = -7062757.814235 nChanged 157 Iteration 151Q (1260.870714 sec): 26 clusters Score: Raw -7113376.801350 + Penalty 50573.137282 = -7062803.664068 nChanged 126 Iteration 152Q (1263.052378 sec): 26 clusters Score: Raw -7113428.837246 + Penalty 50573.137282 = -7062855.699964 nChanged 112 Iteration 153Q (1265.192935 sec): 26 clusters Score: Raw -7113475.273793 + Penalty 50573.137282 = -7062902.136512 nChanged 107 Iteration 154Q (1267.352962 sec): 26 clusters Score: Raw -7113515.884036 + Penalty 50573.137282 = -7062942.746754 nChanged 100 Iteration 155Q (1269.508850 sec): 26 clusters Score: Raw -7113543.306531 + Penalty 50573.137282 = -7062970.169249 nChanged 94 Iteration 156Q (1271.675010 sec): 26 clusters Score: Raw -7113577.683983 + Penalty 50573.137282 = -7063004.546702 nChanged 79 Iteration 157Q (1273.799906 sec): 26 clusters Score: Raw -7113606.070794 + Penalty 50573.137282 = -7063032.933513 nChanged 78 Iteration 158Q (1275.927588 sec): 26 clusters Score: Raw -7113630.066597 + Penalty 50573.137282 = -7063056.929316 nChanged 65 Iteration 159Q (1278.075007 sec): 26 clusters Score: Raw -7113650.480558 + Penalty 50573.137282 = -7063077.343277 nChanged 57 Iteration 160F (1281.437072 sec): 26 clusters Score: Raw -7113709.263574 + Penalty 50573.137282 = -7063136.126293 nChanged 129 Iteration 161Q (1283.628500 sec): 26 clusters Score: Raw -7113769.134695 + Penalty 50573.137282 = -7063195.997414 nChanged 138 Iteration 162Q (1285.793273 sec): 26 clusters Score: Raw -7113824.040825 + Penalty 50573.137282 = -7063250.903544 nChanged 139 Iteration 163Q (1287.924990 sec): 26 clusters Score: Raw -7113873.477589 + Penalty 50573.137282 = -7063300.340308 nChanged 148 Iteration 164Q (1290.136038 sec): 26 clusters Score: Raw -7113931.848093 + Penalty 50573.137282 = -7063358.710811 nChanged 151 Iteration 165Q (1292.270887 sec): 26 clusters Score: Raw -7113988.782196 + Penalty 50573.137282 = -7063415.644914 nChanged 153 Iteration 166Q (1294.408393 sec): 26 clusters Score: Raw -7114045.556791 + Penalty 50573.137282 = -7063472.419510 nChanged 139 Iteration 167Q (1296.552115 sec): 26 clusters Score: Raw -7114090.436263 + Penalty 50573.137282 = -7063517.298982 nChanged 146 Iteration 168Q (1298.683853 sec): 26 clusters Score: Raw -7114139.853392 + Penalty 50573.137282 = -7063566.716111 nChanged 129 Iteration 169Q (1300.786957 sec): 26 clusters Score: Raw -7114184.976225 + Penalty 50573.137282 = -7063611.838944 nChanged 121 Iteration 170Q (1303.020293 sec): 26 clusters Score: Raw -7114231.388443 + Penalty 50573.137282 = -7063658.251162 nChanged 121 Iteration 171Q (1305.279138 sec): 26 clusters Score: Raw -7114281.668344 + Penalty 50573.137282 = -7063708.531063 nChanged 120 Iteration 172Q (1307.425671 sec): 26 clusters Score: Raw -7114340.552774 + Penalty 50573.137282 = -7063767.415493 nChanged 119 Iteration 173Q (1309.618385 sec): 26 clusters Score: Raw -7114391.236707 + Penalty 50573.137282 = -7063818.099426 nChanged 128 Iteration 174Q (1311.813488 sec): 26 clusters Score: Raw -7114442.844150 + Penalty 50573.137282 = -7063869.706868 nChanged 117 Iteration 175Q (1313.975404 sec): 26 clusters Score: Raw -7114505.817416 + Penalty 50573.137282 = -7063932.680135 nChanged 140 Iteration 176Q (1316.153849 sec): 26 clusters Score: Raw -7114588.475032 + Penalty 50573.137282 = -7064015.337751 nChanged 150 Iteration 177Q (1318.270879 sec): 26 clusters Score: Raw -7114667.591044 + Penalty 50573.137282 = -7064094.453763 nChanged 162 Iteration 178Q (1320.423518 sec): 26 clusters Score: Raw -7114729.416741 + Penalty 50573.137282 = -7064156.279459 nChanged 141 Writing temp clu file Because OldScore, -7064094.453763, is greater than current (better) Score,-7064156.279459 Compute initial score before splitting: Score: Raw -7114729.416741 + Penalty 50573.137282 = -7064156.279459 Trying to split cluster 1 (2354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1320.550998 sec): 2 clusters Score: Raw -124672.890355 + Penalty 1362.559411 = -123310.330944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1320.638036 sec): 3 clusters Score: Raw -123763.328505 + Penalty 2725.118822 = -121038.209683 nChanged 866 SP:Iteration 1F (1320.790834 sec): 3 clusters Score: Raw -124784.395303 + Penalty 2725.118822 = -122059.276481 nChanged 261 SP:Iteration 2F (1320.882436 sec): 3 clusters Score: Raw -125141.434162 + Penalty 2725.118822 = -122416.315340 nChanged 157 SP:Iteration 3F (1320.973101 sec): 3 clusters Score: Raw -125355.799153 + Penalty 2725.118822 = -122630.680331 nChanged 117 SP:Iteration 4Q (1321.062518 sec): 3 clusters Score: Raw -125508.027444 + Penalty 2725.118822 = -122782.908622 nChanged 91 SP:Iteration 5Q (1321.173111 sec): 3 clusters Score: Raw -125587.034791 + Penalty 2725.118822 = -122861.915969 nChanged 62 SP:Iteration 6Q (1321.252854 sec): 3 clusters Score: Raw -125642.850475 + Penalty 2725.118822 = -122917.731653 nChanged 47 SP:Iteration 7Q (1321.351761 sec): 3 clusters Score: Raw -125673.188937 + Penalty 2725.118822 = -122948.070115 nChanged 23 SP:Iteration 8Q (1321.440707 sec): 3 clusters Score: Raw -125687.760030 + Penalty 2725.118822 = -122962.641208 nChanged 22 SP:Iteration 9Q (1321.554806 sec): 3 clusters Score: Raw -125701.907414 + Penalty 2725.118822 = -122976.788592 nChanged 12 SP:Iteration 10Q (1321.661968 sec): 3 clusters Score: Raw -125709.643355 + Penalty 2725.118822 = -122984.524533 nChanged 15 SP:Iteration 11Q (1321.769197 sec): 3 clusters Score: Raw -125720.953664 + Penalty 2725.118822 = -122995.834842 nChanged 14 SP:Iteration 12Q (1321.840773 sec): 3 clusters Score: Raw -125728.698705 + Penalty 2725.118822 = -123003.579883 nChanged 7 SP:Iteration 13Q (1321.949193 sec): 3 clusters Score: Raw -125731.140216 + Penalty 2725.118822 = -123006.021394 nChanged 1 SP:Iteration 14Q (1322.038180 sec): 3 clusters Score: Raw -125731.331676 + Penalty 2725.118822 = -123006.212854 nChanged 1 SP:Iteration 15Q (1322.123755 sec): 3 clusters Score: Raw -125731.911968 + Penalty 2725.118822 = -123006.793146 nChanged 1 SP:Iteration 16Q (1322.220971 sec): 3 clusters Score: Raw -125732.171954 + Penalty 2725.118822 = -123007.053132 nChanged 0 SP:Iteration 17F (1322.318409 sec): 3 clusters Score: Raw -125732.171954 + Penalty 2725.118822 = -123007.053132 nChanged 0 Trying to split cluster 2 (9288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1322.399875 sec): 2 clusters Score: Raw -724411.905636 + Penalty 1603.451981 = -722808.453656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1322.497254 sec): 3 clusters Score: Raw -719285.382504 + Penalty 3206.903962 = -716078.478542 nChanged 4002 SP:Iteration 1F (1322.610367 sec): 3 clusters Score: Raw -721743.374465 + Penalty 3206.903962 = -718536.470504 nChanged 852 SP:Iteration 2F (1322.736614 sec): 3 clusters Score: Raw -722613.507007 + Penalty 3206.903962 = -719406.603045 nChanged 892 SP:Iteration 3F (1322.873306 sec): 3 clusters Score: Raw -723551.845660 + Penalty 3206.903962 = -720344.941699 nChanged 817 SP:Iteration 4F (1322.984786 sec): 3 clusters Score: Raw -724307.921317 + Penalty 3206.903962 = -721101.017355 nChanged 614 SP:Iteration 5F (1323.102174 sec): 3 clusters Score: Raw -724727.228017 + Penalty 3206.903962 = -721520.324055 nChanged 390 SP:Iteration 6Q (1323.218730 sec): 3 clusters Score: Raw -724926.874050 + Penalty 3206.903962 = -721719.970088 nChanged 260 SP:Iteration 7Q (1323.340240 sec): 3 clusters Score: Raw -725035.551487 + Penalty 3206.903962 = -721828.647525 nChanged 161 SP:Iteration 8Q (1323.461153 sec): 3 clusters Score: Raw -725079.479368 + Penalty 3206.903962 = -721872.575406 nChanged 104 SP:Iteration 9Q (1323.578078 sec): 3 clusters Score: Raw -725101.793354 + Penalty 3206.903962 = -721894.889392 nChanged 66 SP:Iteration 10Q (1323.715796 sec): 3 clusters Score: Raw -725115.960364 + Penalty 3206.903962 = -721909.056402 nChanged 48 SP:Iteration 11Q (1323.824086 sec): 3 clusters Score: Raw -725126.768617 + Penalty 3206.903962 = -721919.864655 nChanged 44 SP:Iteration 12Q (1323.951478 sec): 3 clusters Score: Raw -725135.613430 + Penalty 3206.903962 = -721928.709468 nChanged 34 SP:Iteration 13Q (1324.043715 sec): 3 clusters Score: Raw -725142.485475 + Penalty 3206.903962 = -721935.581513 nChanged 37 SP:Iteration 14Q (1324.161943 sec): 3 clusters Score: Raw -725148.128519 + Penalty 3206.903962 = -721941.224558 nChanged 24 SP:Iteration 15Q (1324.280695 sec): 3 clusters Score: Raw -725151.234764 + Penalty 3206.903962 = -721944.330803 nChanged 16 SP:Iteration 16Q (1324.399757 sec): 3 clusters Score: Raw -725153.848856 + Penalty 3206.903962 = -721946.944894 nChanged 13 SP:Iteration 17Q (1324.538148 sec): 3 clusters Score: Raw -725155.197196 + Penalty 3206.903962 = -721948.293234 nChanged 14 SP:Iteration 18Q (1324.657259 sec): 3 clusters Score: Raw -725157.235397 + Penalty 3206.903962 = -721950.331435 nChanged 15 SP:Iteration 19Q (1324.777575 sec): 3 clusters Score: Raw -725158.972989 + Penalty 3206.903962 = -721952.069028 nChanged 5 SP:Iteration 20F (1324.906050 sec): 3 clusters Score: Raw -725159.871750 + Penalty 3206.903962 = -721952.967788 nChanged 8 SP:Iteration 21Q (1325.066831 sec): 3 clusters Score: Raw -725161.114966 + Penalty 3206.903962 = -721954.211004 nChanged 6 SP:Iteration 22Q (1325.206226 sec): 3 clusters Score: Raw -725161.816646 + Penalty 3206.903962 = -721954.912684 nChanged 7 SP:Iteration 23Q (1325.323784 sec): 3 clusters Score: Raw -725162.690280 + Penalty 3206.903962 = -721955.786318 nChanged 5 SP:Iteration 24Q (1325.443710 sec): 3 clusters Score: Raw -725163.582677 + Penalty 3206.903962 = -721956.678715 nChanged 7 SP:Iteration 25Q (1325.564584 sec): 3 clusters Score: Raw -725164.334275 + Penalty 3206.903962 = -721957.430313 nChanged 5 SP:Iteration 26Q (1325.681793 sec): 3 clusters Score: Raw -725164.756802 + Penalty 3206.903962 = -721957.852840 nChanged 3 SP:Iteration 27Q (1325.809959 sec): 3 clusters Score: Raw -725165.283153 + Penalty 3206.903962 = -721958.379192 nChanged 3 SP:Iteration 28Q (1325.925307 sec): 3 clusters Score: Raw -725165.781400 + Penalty 3206.903962 = -721958.877439 nChanged 6 SP:Iteration 29Q (1326.046346 sec): 3 clusters Score: Raw -725166.802385 + Penalty 3206.903962 = -721959.898423 nChanged 6 SP:Iteration 30Q (1326.166184 sec): 3 clusters Score: Raw -725167.622878 + Penalty 3206.903962 = -721960.718917 nChanged 4 SP:Iteration 31Q (1326.275320 sec): 3 clusters Score: Raw -725167.927873 + Penalty 3206.903962 = -721961.023912 nChanged 2 SP:Iteration 32Q (1326.380803 sec): 3 clusters Score: Raw -725168.070524 + Penalty 3206.903962 = -721961.166562 nChanged 2 SP:Iteration 33Q (1326.500191 sec): 3 clusters Score: Raw -725168.183859 + Penalty 3206.903962 = -721961.279897 nChanged 0 SP:Iteration 34F (1326.619992 sec): 3 clusters Score: Raw -725168.183859 + Penalty 3206.903962 = -721961.279897 nChanged 0 Trying to split cluster 3 (4667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1326.686973 sec): 2 clusters Score: Raw -339668.026763 + Penalty 1482.671691 = -338185.355072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1326.799116 sec): 3 clusters Score: Raw -337317.512962 + Penalty 2965.343383 = -334352.169579 nChanged 1876 SP:Iteration 1F (1326.887035 sec): 3 clusters Score: Raw -338528.740115 + Penalty 2965.343383 = -335563.396732 nChanged 474 SP:Iteration 2F (1326.988289 sec): 3 clusters Score: Raw -338980.090249 + Penalty 2965.343383 = -336014.746866 nChanged 416 SP:Iteration 3F (1327.094123 sec): 3 clusters Score: Raw -339487.938073 + Penalty 2965.343383 = -336522.594691 nChanged 384 SP:Iteration 4F (1327.198057 sec): 3 clusters Score: Raw -339993.408351 + Penalty 2965.343383 = -337028.064968 nChanged 340 SP:Iteration 5F (1327.306120 sec): 3 clusters Score: Raw -340400.256501 + Penalty 2965.343383 = -337434.913118 nChanged 286 SP:Iteration 6F (1327.418574 sec): 3 clusters Score: Raw -340671.188800 + Penalty 2965.343383 = -337705.845417 nChanged 204 SP:Iteration 7Q (1327.530795 sec): 3 clusters Score: Raw -340836.466527 + Penalty 2965.343383 = -337871.123144 nChanged 134 SP:Iteration 8Q (1327.638169 sec): 3 clusters Score: Raw -340926.505625 + Penalty 2965.343383 = -337961.162242 nChanged 96 SP:Iteration 9Q (1327.750889 sec): 3 clusters Score: Raw -340983.607172 + Penalty 2965.343383 = -338018.263790 nChanged 67 SP:Iteration 10Q (1327.863264 sec): 3 clusters Score: Raw -341024.092555 + Penalty 2965.343383 = -338058.749172 nChanged 61 SP:Iteration 11Q (1327.974649 sec): 3 clusters Score: Raw -341059.436861 + Penalty 2965.343383 = -338094.093478 nChanged 51 SP:Iteration 12Q (1328.085999 sec): 3 clusters Score: Raw -341085.815125 + Penalty 2965.343383 = -338120.471742 nChanged 45 SP:Iteration 13Q (1328.197520 sec): 3 clusters Score: Raw -341103.125393 + Penalty 2965.343383 = -338137.782010 nChanged 29 SP:Iteration 14Q (1328.309757 sec): 3 clusters Score: Raw -341115.549632 + Penalty 2965.343383 = -338150.206249 nChanged 27 SP:Iteration 15Q (1328.516231 sec): 3 clusters Score: Raw -341125.560218 + Penalty 2965.343383 = -338160.216835 nChanged 20 SP:Iteration 16Q (1328.598128 sec): 3 clusters Score: Raw -341132.977387 + Penalty 2965.343383 = -338167.634004 nChanged 16 SP:Iteration 17Q (1328.704356 sec): 3 clusters Score: Raw -341138.718889 + Penalty 2965.343383 = -338173.375506 nChanged 17 SP:Iteration 18Q (1328.815877 sec): 3 clusters Score: Raw -341144.498911 + Penalty 2965.343383 = -338179.155528 nChanged 10 SP:Iteration 19Q (1328.938116 sec): 3 clusters Score: Raw -341147.745823 + Penalty 2965.343383 = -338182.402440 nChanged 9 SP:Iteration 20F (1329.046376 sec): 3 clusters Score: Raw -341150.568173 + Penalty 2965.343383 = -338185.224790 nChanged 5 SP:Iteration 21Q (1329.151758 sec): 3 clusters Score: Raw -341152.008576 + Penalty 2965.343383 = -338186.665193 nChanged 6 SP:Iteration 22Q (1329.270857 sec): 3 clusters Score: Raw -341154.391260 + Penalty 2965.343383 = -338189.047877 nChanged 5 SP:Iteration 23Q (1329.409628 sec): 3 clusters Score: Raw -341156.306977 + Penalty 2965.343383 = -338190.963595 nChanged 6 SP:Iteration 24Q (1329.489590 sec): 3 clusters Score: Raw -341157.560844 + Penalty 2965.343383 = -338192.217461 nChanged 1 SP:Iteration 25Q (1329.626595 sec): 3 clusters Score: Raw -341157.880642 + Penalty 2965.343383 = -338192.537259 nChanged 1 SP:Iteration 26Q (1329.761580 sec): 3 clusters Score: Raw -341158.303729 + Penalty 2965.343383 = -338192.960346 nChanged 3 SP:Iteration 27Q (1329.874965 sec): 3 clusters Score: Raw -341159.072877 + Penalty 2965.343383 = -338193.729494 nChanged 5 SP:Iteration 28Q (1329.986229 sec): 3 clusters Score: Raw -341160.660607 + Penalty 2965.343383 = -338195.317224 nChanged 5 SP:Iteration 29Q (1330.096809 sec): 3 clusters Score: Raw -341163.436079 + Penalty 2965.343383 = -338198.092696 nChanged 8 SP:Iteration 30Q (1330.183925 sec): 3 clusters Score: Raw -341167.697998 + Penalty 2965.343383 = -338202.354615 nChanged 10 SP:Iteration 31Q (1330.293814 sec): 3 clusters Score: Raw -341172.602110 + Penalty 2965.343383 = -338207.258728 nChanged 11 SP:Iteration 32Q (1330.414623 sec): 3 clusters Score: Raw -341178.018174 + Penalty 2965.343383 = -338212.674792 nChanged 9 SP:Iteration 33Q (1330.524084 sec): 3 clusters Score: Raw -341180.663837 + Penalty 2965.343383 = -338215.320454 nChanged 4 SP:Iteration 34Q (1330.635112 sec): 3 clusters Score: Raw -341182.067348 + Penalty 2965.343383 = -338216.723965 nChanged 3 SP:Iteration 35Q (1330.739916 sec): 3 clusters Score: Raw -341183.260381 + Penalty 2965.343383 = -338217.916998 nChanged 3 SP:Iteration 36Q (1330.855073 sec): 3 clusters Score: Raw -341184.138702 + Penalty 2965.343383 = -338218.795319 nChanged 4 SP:Iteration 37Q (1330.971272 sec): 3 clusters Score: Raw -341184.937610 + Penalty 2965.343383 = -338219.594228 nChanged 1 SP:Iteration 38Q (1331.088353 sec): 3 clusters Score: Raw -341185.507447 + Penalty 2965.343383 = -338220.164064 nChanged 3 SP:Iteration 39Q (1331.209273 sec): 3 clusters Score: Raw -341185.993644 + Penalty 2965.343383 = -338220.650261 nChanged 1 SP:Iteration 40F (1331.306771 sec): 3 clusters Score: Raw -341186.112610 + Penalty 2965.343383 = -338220.769227 nChanged 1 SP:Iteration 41Q (1331.428497 sec): 3 clusters Score: Raw -341186.288750 + Penalty 2965.343383 = -338220.945367 nChanged 0 SP:Iteration 42F (1331.549608 sec): 3 clusters Score: Raw -341186.288750 + Penalty 2965.343383 = -338220.945367 nChanged 0 Score: Raw -7116283.650773 + Penalty 52596.062773 = -7063687.588000 Splitting cluster 3 changes total score from -7064156.279459 to -7063687.588000 So it's not getting split. Trying to split cluster 4 (3390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1335.664337 sec): 2 clusters Score: Raw -264742.697987 + Penalty 1426.566703 = -263316.131285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1335.754454 sec): 3 clusters Score: Raw -263105.483850 + Penalty 2853.133405 = -260252.350445 nChanged 1313 SP:Iteration 1F (1335.882499 sec): 3 clusters Score: Raw -263918.238901 + Penalty 2853.133405 = -261065.105496 nChanged 316 SP:Iteration 2F (1335.998006 sec): 3 clusters Score: Raw -264150.990744 + Penalty 2853.133405 = -261297.857339 nChanged 212 SP:Iteration 3F (1336.106096 sec): 3 clusters Score: Raw -264295.629387 + Penalty 2853.133405 = -261442.495982 nChanged 168 SP:Iteration 4Q (1336.229721 sec): 3 clusters Score: Raw -264430.079590 + Penalty 2853.133405 = -261576.946184 nChanged 161 SP:Iteration 5Q (1336.329976 sec): 3 clusters Score: Raw -264554.246365 + Penalty 2853.133405 = -261701.112960 nChanged 126 SP:Iteration 6Q (1336.432615 sec): 3 clusters Score: Raw -264633.746421 + Penalty 2853.133405 = -261780.613016 nChanged 103 SP:Iteration 7Q (1336.550854 sec): 3 clusters Score: Raw -264710.847046 + Penalty 2853.133405 = -261857.713640 nChanged 93 SP:Iteration 8Q (1336.668075 sec): 3 clusters Score: Raw -264775.889354 + Penalty 2853.133405 = -261922.755949 nChanged 89 SP:Iteration 9Q (1336.763359 sec): 3 clusters Score: Raw -264839.812853 + Penalty 2853.133405 = -261986.679448 nChanged 77 SP:Iteration 10Q (1336.881042 sec): 3 clusters Score: Raw -264892.119820 + Penalty 2853.133405 = -262038.986414 nChanged 66 SP:Iteration 11Q (1336.998279 sec): 3 clusters Score: Raw -264930.644634 + Penalty 2853.133405 = -262077.511229 nChanged 61 SP:Iteration 12Q (1337.115080 sec): 3 clusters Score: Raw -264967.671565 + Penalty 2853.133405 = -262114.538160 nChanged 61 SP:Iteration 13Q (1337.232247 sec): 3 clusters Score: Raw -264995.595445 + Penalty 2853.133405 = -262142.462040 nChanged 45 SP:Iteration 14Q (1337.349702 sec): 3 clusters Score: Raw -265018.044253 + Penalty 2853.133405 = -262164.910848 nChanged 35 SP:Iteration 15Q (1337.466527 sec): 3 clusters Score: Raw -265034.947120 + Penalty 2853.133405 = -262181.813715 nChanged 38 SP:Iteration 16Q (1337.583265 sec): 3 clusters Score: Raw -265053.420317 + Penalty 2853.133405 = -262200.286911 nChanged 41 SP:Iteration 17Q (1337.700844 sec): 3 clusters Score: Raw -265075.824379 + Penalty 2853.133405 = -262222.690974 nChanged 49 SP:Iteration 18Q (1337.818105 sec): 3 clusters Score: Raw -265106.498595 + Penalty 2853.133405 = -262253.365190 nChanged 45 SP:Iteration 19Q (1337.930799 sec): 3 clusters Score: Raw -265129.932651 + Penalty 2853.133405 = -262276.799246 nChanged 41 SP:Iteration 20F (1338.026454 sec): 3 clusters Score: Raw -265153.767202 + Penalty 2853.133405 = -262300.633797 nChanged 42 SP:Iteration 21Q (1338.143586 sec): 3 clusters Score: Raw -265178.136875 + Penalty 2853.133405 = -262325.003469 nChanged 46 SP:Iteration 22Q (1338.257552 sec): 3 clusters Score: Raw -265208.084187 + Penalty 2853.133405 = -262354.950781 nChanged 51 SP:Iteration 23Q (1338.353265 sec): 3 clusters Score: Raw -265245.440090 + Penalty 2853.133405 = -262392.306684 nChanged 48 SP:Iteration 24Q (1338.469464 sec): 3 clusters Score: Raw -265279.886878 + Penalty 2853.133405 = -262426.753473 nChanged 46 SP:Iteration 25Q (1338.582942 sec): 3 clusters Score: Raw -265310.506365 + Penalty 2853.133405 = -262457.372960 nChanged 42 SP:Iteration 26Q (1338.699261 sec): 3 clusters Score: Raw -265340.482019 + Penalty 2853.133405 = -262487.348614 nChanged 38 SP:Iteration 27Q (1338.839302 sec): 3 clusters Score: Raw -265372.232401 + Penalty 2853.133405 = -262519.098996 nChanged 42 SP:Iteration 28Q (1338.967957 sec): 3 clusters Score: Raw -265408.690562 + Penalty 2853.133405 = -262555.557157 nChanged 57 SP:Iteration 29Q (1339.085303 sec): 3 clusters Score: Raw -265471.128162 + Penalty 2853.133405 = -262617.994756 nChanged 64 SP:Iteration 30Q (1339.239948 sec): 3 clusters Score: Raw -265591.192935 + Penalty 2853.133405 = -262738.059530 nChanged 80 SP:Iteration 31Q (1339.356984 sec): 3 clusters Score: Raw -265753.962998 + Penalty 2853.133405 = -262900.829593 nChanged 88 SP:Iteration 32Q (1339.470823 sec): 3 clusters Score: Raw -265893.055133 + Penalty 2853.133405 = -263039.921728 nChanged 80 SP:Iteration 33Q (1339.584877 sec): 3 clusters Score: Raw -265971.559048 + Penalty 2853.133405 = -263118.425642 nChanged 72 SP:Iteration 34Q (1339.702421 sec): 3 clusters Score: Raw -266039.811007 + Penalty 2853.133405 = -263186.677601 nChanged 59 SP:Iteration 35Q (1339.815816 sec): 3 clusters Score: Raw -266102.542643 + Penalty 2853.133405 = -263249.409238 nChanged 53 SP:Iteration 36Q (1339.922119 sec): 3 clusters Score: Raw -266159.547426 + Penalty 2853.133405 = -263306.414021 nChanged 46 SP:Iteration 37Q (1340.039225 sec): 3 clusters Score: Raw -266194.590055 + Penalty 2853.133405 = -263341.456650 nChanged 17 SP:Iteration 38Q (1340.156028 sec): 3 clusters Score: Raw -266204.444093 + Penalty 2853.133405 = -263351.310688 nChanged 12 SP:Iteration 39Q (1340.272442 sec): 3 clusters Score: Raw -266209.452598 + Penalty 2853.133405 = -263356.319193 nChanged 6 SP:Iteration 40F (1340.389501 sec): 3 clusters Score: Raw -266211.309411 + Penalty 2853.133405 = -263358.176005 nChanged 5 SP:Iteration 41Q (1340.505549 sec): 3 clusters Score: Raw -266213.165328 + Penalty 2853.133405 = -263360.031922 nChanged 3 SP:Iteration 42Q (1340.619983 sec): 3 clusters Score: Raw -266214.849902 + Penalty 2853.133405 = -263361.716496 nChanged 7 SP:Iteration 43Q (1340.727788 sec): 3 clusters Score: Raw -266217.058516 + Penalty 2853.133405 = -263363.925110 nChanged 5 SP:Iteration 44Q (1340.841524 sec): 3 clusters Score: Raw -266218.299004 + Penalty 2853.133405 = -263365.165598 nChanged 2 SP:Iteration 45Q (1340.957916 sec): 3 clusters Score: Raw -266218.584337 + Penalty 2853.133405 = -263365.450932 nChanged 1 SP:Iteration 46Q (1341.067363 sec): 3 clusters Score: Raw -266218.636875 + Penalty 2853.133405 = -263365.503470 nChanged 0 SP:Iteration 47F (1341.183370 sec): 3 clusters Score: Raw -266218.636875 + Penalty 2853.133405 = -263365.503470 nChanged 0 Score: Raw -7116241.327674 + Penalty 52596.062773 = -7063645.264901 Splitting cluster 4 changes total score from -7064156.279459 to -7063645.264901 So it's not getting split. Trying to split cluster 5 (2046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1344.958162 sec): 2 clusters Score: Raw -104370.147558 + Penalty 1337.949162 = -103032.198397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1345.049951 sec): 3 clusters Score: Raw -103624.040995 + Penalty 2675.898323 = -100948.142672 nChanged 732 SP:Iteration 1F (1345.140038 sec): 3 clusters Score: Raw -104270.710675 + Penalty 2675.898323 = -101594.812352 nChanged 201 SP:Iteration 2F (1345.243169 sec): 3 clusters Score: Raw -104530.114674 + Penalty 2675.898323 = -101854.216351 nChanged 137 SP:Iteration 3F (1345.341775 sec): 3 clusters Score: Raw -104694.737602 + Penalty 2675.898323 = -102018.839279 nChanged 94 SP:Iteration 4Q (1345.431792 sec): 3 clusters Score: Raw -104800.624637 + Penalty 2675.898323 = -102124.726314 nChanged 67 SP:Iteration 5Q (1345.524747 sec): 3 clusters Score: Raw -104868.486553 + Penalty 2675.898323 = -102192.588230 nChanged 52 SP:Iteration 6Q (1345.611531 sec): 3 clusters Score: Raw -104919.099089 + Penalty 2675.898323 = -102243.200766 nChanged 53 SP:Iteration 7Q (1345.703895 sec): 3 clusters Score: Raw -104985.625192 + Penalty 2675.898323 = -102309.726869 nChanged 53 SP:Iteration 8Q (1345.797469 sec): 3 clusters Score: Raw -105046.098616 + Penalty 2675.898323 = -102370.200293 nChanged 50 SP:Iteration 9Q (1345.890480 sec): 3 clusters Score: Raw -105108.290219 + Penalty 2675.898323 = -102432.391896 nChanged 45 SP:Iteration 10Q (1345.983651 sec): 3 clusters Score: Raw -105157.892329 + Penalty 2675.898323 = -102481.994006 nChanged 51 SP:Iteration 11Q (1346.081686 sec): 3 clusters Score: Raw -105203.735372 + Penalty 2675.898323 = -102527.837049 nChanged 30 SP:Iteration 12Q (1346.193996 sec): 3 clusters Score: Raw -105237.845883 + Penalty 2675.898323 = -102561.947559 nChanged 33 SP:Iteration 13Q (1346.297682 sec): 3 clusters Score: Raw -105268.849821 + Penalty 2675.898323 = -102592.951498 nChanged 34 SP:Iteration 14Q (1346.404702 sec): 3 clusters Score: Raw -105302.418659 + Penalty 2675.898323 = -102626.520336 nChanged 38 SP:Iteration 15Q (1346.536295 sec): 3 clusters Score: Raw -105345.320453 + Penalty 2675.898323 = -102669.422130 nChanged 46 SP:Iteration 16Q (1346.615091 sec): 3 clusters Score: Raw -105390.407562 + Penalty 2675.898323 = -102714.509239 nChanged 41 SP:Iteration 17Q (1346.723457 sec): 3 clusters Score: Raw -105436.263555 + Penalty 2675.898323 = -102760.365232 nChanged 36 SP:Iteration 18Q (1346.805430 sec): 3 clusters Score: Raw -105468.335221 + Penalty 2675.898323 = -102792.436898 nChanged 26 SP:Iteration 19Q (1346.898613 sec): 3 clusters Score: Raw -105491.860094 + Penalty 2675.898323 = -102815.961771 nChanged 23 SP:Iteration 20F (1346.984628 sec): 3 clusters Score: Raw -105534.511709 + Penalty 2675.898323 = -102858.613385 nChanged 19 SP:Iteration 21Q (1347.077971 sec): 3 clusters Score: Raw -105564.564864 + Penalty 2675.898323 = -102888.666541 nChanged 32 SP:Iteration 22Q (1347.120663 sec): 3 clusters Score: Raw -105604.781166 + Penalty 2675.898323 = -102928.882842 nChanged 37 SP:Iteration 23Q (1347.145976 sec): 3 clusters Score: Raw -105638.795749 + Penalty 2675.898323 = -102962.897426 nChanged 25 SP:Iteration 24Q (1347.171036 sec): 3 clusters Score: Raw -105653.758592 + Penalty 2675.898323 = -102977.860268 nChanged 14 SP:Iteration 25Q (1347.195898 sec): 3 clusters Score: Raw -105661.590125 + Penalty 2675.898323 = -102985.691801 nChanged 8 SP:Iteration 26Q (1347.220647 sec): 3 clusters Score: Raw -105665.733870 + Penalty 2675.898323 = -102989.835546 nChanged 8 SP:Iteration 27Q (1347.245217 sec): 3 clusters Score: Raw -105669.951088 + Penalty 2675.898323 = -102994.052765 nChanged 4 SP:Iteration 28Q (1347.270043 sec): 3 clusters Score: Raw -105671.781972 + Penalty 2675.898323 = -102995.883649 nChanged 3 SP:Iteration 29Q (1347.294699 sec): 3 clusters Score: Raw -105673.929913 + Penalty 2675.898323 = -102998.031590 nChanged 2 SP:Iteration 30Q (1347.401745 sec): 3 clusters Score: Raw -105675.055461 + Penalty 2675.898323 = -102999.157138 nChanged 2 SP:Iteration 31Q (1347.493729 sec): 3 clusters Score: Raw -105675.636698 + Penalty 2675.898323 = -102999.738375 nChanged 1 SP:Iteration 32Q (1347.591493 sec): 3 clusters Score: Raw -105676.177694 + Penalty 2675.898323 = -103000.279370 nChanged 0 SP:Iteration 33F (1347.686280 sec): 3 clusters Score: Raw -105676.177694 + Penalty 2675.898323 = -103000.279370 nChanged 0 Trying to split cluster 6 (9430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1347.765102 sec): 2 clusters Score: Raw -737274.041954 + Penalty 1606.114816 = -735667.927138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1347.897950 sec): 3 clusters Score: Raw -732058.023146 + Penalty 3212.229633 = -728845.793513 nChanged 3984 SP:Iteration 1F (1348.015494 sec): 3 clusters Score: Raw -734685.885038 + Penalty 3212.229633 = -731473.655406 nChanged 882 SP:Iteration 2F (1348.139155 sec): 3 clusters Score: Raw -735371.112199 + Penalty 3212.229633 = -732158.882567 nChanged 761 SP:Iteration 3F (1348.268678 sec): 3 clusters Score: Raw -735955.822435 + Penalty 3212.229633 = -732743.592802 nChanged 626 SP:Iteration 4F (1348.391340 sec): 3 clusters Score: Raw -736370.202049 + Penalty 3212.229633 = -733157.972416 nChanged 479 SP:Iteration 5F (1348.536709 sec): 3 clusters Score: Raw -736630.640819 + Penalty 3212.229633 = -733418.411186 nChanged 332 SP:Iteration 6Q (1348.660965 sec): 3 clusters Score: Raw -736782.670253 + Penalty 3212.229633 = -733570.440620 nChanged 250 SP:Iteration 7Q (1348.784423 sec): 3 clusters Score: Raw -736900.711792 + Penalty 3212.229633 = -733688.482159 nChanged 215 SP:Iteration 8Q (1348.952084 sec): 3 clusters Score: Raw -736996.348270 + Penalty 3212.229633 = -733784.118637 nChanged 180 SP:Iteration 9Q (1349.099054 sec): 3 clusters Score: Raw -737071.580555 + Penalty 3212.229633 = -733859.350922 nChanged 169 SP:Iteration 10Q (1349.222874 sec): 3 clusters Score: Raw -737149.415655 + Penalty 3212.229633 = -733937.186022 nChanged 147 SP:Iteration 11Q (1349.342641 sec): 3 clusters Score: Raw -737226.104030 + Penalty 3212.229633 = -734013.874397 nChanged 159 SP:Iteration 12Q (1349.463975 sec): 3 clusters Score: Raw -737315.571147 + Penalty 3212.229633 = -734103.341514 nChanged 189 SP:Iteration 13Q (1349.602780 sec): 3 clusters Score: Raw -737444.418530 + Penalty 3212.229633 = -734232.188897 nChanged 223 SP:Iteration 14Q (1349.742815 sec): 3 clusters Score: Raw -737595.570930 + Penalty 3212.229633 = -734383.341298 nChanged 258 SP:Iteration 15Q (1349.864416 sec): 3 clusters Score: Raw -737775.637436 + Penalty 3212.229633 = -734563.407804 nChanged 248 SP:Iteration 16Q (1349.970686 sec): 3 clusters Score: Raw -737920.063094 + Penalty 3212.229633 = -734707.833461 nChanged 219 SP:Iteration 17Q (1350.088986 sec): 3 clusters Score: Raw -738030.450852 + Penalty 3212.229633 = -734818.221219 nChanged 189 SP:Iteration 18Q (1350.222877 sec): 3 clusters Score: Raw -738110.446963 + Penalty 3212.229633 = -734898.217330 nChanged 146 SP:Iteration 19Q (1350.388104 sec): 3 clusters Score: Raw -738166.996542 + Penalty 3212.229633 = -734954.766909 nChanged 119 SP:Iteration 20F (1350.506697 sec): 3 clusters Score: Raw -738210.819401 + Penalty 3212.229633 = -734998.589768 nChanged 94 SP:Iteration 21Q (1350.660503 sec): 3 clusters Score: Raw -738244.884960 + Penalty 3212.229633 = -735032.655327 nChanged 95 SP:Iteration 22Q (1350.816776 sec): 3 clusters Score: Raw -738282.016266 + Penalty 3212.229633 = -735069.786634 nChanged 106 SP:Iteration 23Q (1350.929222 sec): 3 clusters Score: Raw -738326.241092 + Penalty 3212.229633 = -735114.011459 nChanged 116 SP:Iteration 24Q (1351.085559 sec): 3 clusters Score: Raw -738380.905520 + Penalty 3212.229633 = -735168.675887 nChanged 127 SP:Iteration 25Q (1351.204976 sec): 3 clusters Score: Raw -738453.480578 + Penalty 3212.229633 = -735241.250945 nChanged 141 SP:Iteration 26Q (1351.328886 sec): 3 clusters Score: Raw -738568.644851 + Penalty 3212.229633 = -735356.415218 nChanged 175 SP:Iteration 27Q (1351.465871 sec): 3 clusters Score: Raw -738732.000800 + Penalty 3212.229633 = -735519.771167 nChanged 178 SP:Iteration 28Q (1351.590167 sec): 3 clusters Score: Raw -738883.478701 + Penalty 3212.229633 = -735671.249068 nChanged 173 SP:Iteration 29Q (1351.735862 sec): 3 clusters Score: Raw -739048.675623 + Penalty 3212.229633 = -735836.445990 nChanged 157 SP:Iteration 30Q (1351.854638 sec): 3 clusters Score: Raw -739198.777615 + Penalty 3212.229633 = -735986.547982 nChanged 125 SP:Iteration 31Q (1352.012554 sec): 3 clusters Score: Raw -739270.482520 + Penalty 3212.229633 = -736058.252887 nChanged 60 SP:Iteration 32Q (1352.149063 sec): 3 clusters Score: Raw -739297.437226 + Penalty 3212.229633 = -736085.207593 nChanged 25 SP:Iteration 33Q (1352.263261 sec): 3 clusters Score: Raw -739304.604669 + Penalty 3212.229633 = -736092.375036 nChanged 15 SP:Iteration 34Q (1352.416659 sec): 3 clusters Score: Raw -739312.077533 + Penalty 3212.229633 = -736099.847900 nChanged 13 SP:Iteration 35Q (1352.536074 sec): 3 clusters Score: Raw -739316.536767 + Penalty 3212.229633 = -736104.307134 nChanged 9 SP:Iteration 36Q (1352.674801 sec): 3 clusters Score: Raw -739319.382066 + Penalty 3212.229633 = -736107.152433 nChanged 7 SP:Iteration 37Q (1352.754241 sec): 3 clusters Score: Raw -739320.717331 + Penalty 3212.229633 = -736108.487698 nChanged 2 SP:Iteration 38Q (1352.880495 sec): 3 clusters Score: Raw -739321.107619 + Penalty 3212.229633 = -736108.877986 nChanged 1 SP:Iteration 39Q (1353.064728 sec): 3 clusters Score: Raw -739321.206823 + Penalty 3212.229633 = -736108.977190 nChanged 0 SP:Iteration 40F (1353.186742 sec): 3 clusters Score: Raw -739329.134413 + Penalty 3212.229633 = -736116.904780 nChanged 9 SP:Iteration 41Q (1353.303215 sec): 3 clusters Score: Raw -739331.969608 + Penalty 3212.229633 = -736119.739975 nChanged 5 SP:Iteration 42Q (1353.426488 sec): 3 clusters Score: Raw -739332.685446 + Penalty 3212.229633 = -736120.455813 nChanged 4 SP:Iteration 43Q (1353.563847 sec): 3 clusters Score: Raw -739333.384460 + Penalty 3212.229633 = -736121.154827 nChanged 2 SP:Iteration 44Q (1353.662843 sec): 3 clusters Score: Raw -739333.776847 + Penalty 3212.229633 = -736121.547214 nChanged 3 SP:Iteration 45Q (1353.789472 sec): 3 clusters Score: Raw -739334.314284 + Penalty 3212.229633 = -736122.084651 nChanged 2 SP:Iteration 46Q (1353.907948 sec): 3 clusters Score: Raw -739334.596274 + Penalty 3212.229633 = -736122.366641 nChanged 1 SP:Iteration 47Q (1354.027634 sec): 3 clusters Score: Raw -739334.838197 + Penalty 3212.229633 = -736122.608564 nChanged 0 SP:Iteration 48F (1354.171596 sec): 3 clusters Score: Raw -739334.838197 + Penalty 3212.229633 = -736122.608564 nChanged 0 Score: Raw -7116826.185029 + Penalty 52596.062773 = -7064230.122256 Splitting cluster 6 changes total score from -7064156.279459 to -7064230.122256 So it's getting split into cluster 26. Trying to split cluster 7 (6011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1358.104968 sec): 2 clusters Score: Raw -387207.049335 + Penalty 1527.086294 = -385679.963041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1358.224110 sec): 3 clusters Score: Raw -384051.350149 + Penalty 3054.172587 = -380997.177561 nChanged 2522 SP:Iteration 1F (1358.341444 sec): 3 clusters Score: Raw -385764.944827 + Penalty 3054.172587 = -382710.772239 nChanged 628 SP:Iteration 2F (1358.461729 sec): 3 clusters Score: Raw -386398.801859 + Penalty 3054.172587 = -383344.629272 nChanged 541 SP:Iteration 3F (1358.553156 sec): 3 clusters Score: Raw -386909.109715 + Penalty 3054.172587 = -383854.937128 nChanged 402 SP:Iteration 4F (1358.657907 sec): 3 clusters Score: Raw -387206.097112 + Penalty 3054.172587 = -384151.924524 nChanged 280 SP:Iteration 5Q (1358.762138 sec): 3 clusters Score: Raw -387394.174202 + Penalty 3054.172587 = -384340.001614 nChanged 219 SP:Iteration 6Q (1358.872597 sec): 3 clusters Score: Raw -387536.093030 + Penalty 3054.172587 = -384481.920442 nChanged 202 SP:Iteration 7Q (1358.978478 sec): 3 clusters Score: Raw -387689.662130 + Penalty 3054.172587 = -384635.489543 nChanged 180 SP:Iteration 8Q (1359.103243 sec): 3 clusters Score: Raw -387798.189451 + Penalty 3054.172587 = -384744.016864 nChanged 151 SP:Iteration 9Q (1359.209113 sec): 3 clusters Score: Raw -387896.287623 + Penalty 3054.172587 = -384842.115035 nChanged 144 SP:Iteration 10Q (1359.318836 sec): 3 clusters Score: Raw -387966.632388 + Penalty 3054.172587 = -384912.459801 nChanged 122 SP:Iteration 11Q (1359.450214 sec): 3 clusters Score: Raw -388021.795776 + Penalty 3054.172587 = -384967.623189 nChanged 92 SP:Iteration 12Q (1359.550895 sec): 3 clusters Score: Raw -388057.296201 + Penalty 3054.172587 = -385003.123613 nChanged 81 SP:Iteration 13Q (1359.651191 sec): 3 clusters Score: Raw -388091.699714 + Penalty 3054.172587 = -385037.527126 nChanged 79 SP:Iteration 14Q (1359.756056 sec): 3 clusters Score: Raw -388128.367490 + Penalty 3054.172587 = -385074.194903 nChanged 82 SP:Iteration 15Q (1359.858387 sec): 3 clusters Score: Raw -388166.650853 + Penalty 3054.172587 = -385112.478266 nChanged 70 SP:Iteration 16Q (1359.957141 sec): 3 clusters Score: Raw -388202.065685 + Penalty 3054.172587 = -385147.893098 nChanged 69 SP:Iteration 17Q (1360.060537 sec): 3 clusters Score: Raw -388236.274011 + Penalty 3054.172587 = -385182.101423 nChanged 68 SP:Iteration 18Q (1360.161947 sec): 3 clusters Score: Raw -388264.258127 + Penalty 3054.172587 = -385210.085540 nChanged 54 SP:Iteration 19Q (1360.286625 sec): 3 clusters Score: Raw -388288.069318 + Penalty 3054.172587 = -385233.896731 nChanged 55 SP:Iteration 20F (1360.401525 sec): 3 clusters Score: Raw -388310.736570 + Penalty 3054.172587 = -385256.563983 nChanged 45 SP:Iteration 21Q (1360.513593 sec): 3 clusters Score: Raw -388322.629038 + Penalty 3054.172587 = -385268.456450 nChanged 26 SP:Iteration 22Q (1360.626888 sec): 3 clusters Score: Raw -388329.048126 + Penalty 3054.172587 = -385274.875539 nChanged 23 SP:Iteration 23Q (1360.747517 sec): 3 clusters Score: Raw -388335.411548 + Penalty 3054.172587 = -385281.238960 nChanged 22 SP:Iteration 24Q (1360.872706 sec): 3 clusters Score: Raw -388341.274970 + Penalty 3054.172587 = -385287.102382 nChanged 19 SP:Iteration 25Q (1361.002765 sec): 3 clusters Score: Raw -388346.038132 + Penalty 3054.172587 = -385291.865544 nChanged 15 SP:Iteration 26Q (1361.101012 sec): 3 clusters Score: Raw -388349.322269 + Penalty 3054.172587 = -385295.149681 nChanged 8 SP:Iteration 27Q (1361.139974 sec): 3 clusters Score: Raw -388351.128251 + Penalty 3054.172587 = -385296.955663 nChanged 11 SP:Iteration 28Q (1361.188325 sec): 3 clusters Score: Raw -388353.561334 + Penalty 3054.172587 = -385299.388747 nChanged 12 SP:Iteration 29Q (1361.242876 sec): 3 clusters Score: Raw -388355.464255 + Penalty 3054.172587 = -385301.291668 nChanged 6 SP:Iteration 30Q (1361.296611 sec): 3 clusters Score: Raw -388356.855630 + Penalty 3054.172587 = -385302.683043 nChanged 8 SP:Iteration 31Q (1361.350441 sec): 3 clusters Score: Raw -388359.280211 + Penalty 3054.172587 = -385305.107623 nChanged 6 SP:Iteration 32Q (1361.398516 sec): 3 clusters Score: Raw -388360.149885 + Penalty 3054.172587 = -385305.977298 nChanged 2 SP:Iteration 33Q (1361.444345 sec): 3 clusters Score: Raw -388360.414823 + Penalty 3054.172587 = -385306.242235 nChanged 2 SP:Iteration 34Q (1361.490385 sec): 3 clusters Score: Raw -388360.867646 + Penalty 3054.172587 = -385306.695059 nChanged 0 SP:Iteration 35F (1361.536906 sec): 3 clusters Score: Raw -388360.867646 + Penalty 3054.172587 = -385306.695059 nChanged 0 Trying to split cluster 8 (4315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1361.578926 sec): 2 clusters Score: Raw -325041.298068 + Penalty 1468.909132 = -323572.388936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1361.623258 sec): 3 clusters Score: Raw -322872.028631 + Penalty 2937.818264 = -319934.210367 nChanged 1664 SP:Iteration 1F (1361.673093 sec): 3 clusters Score: Raw -323892.915888 + Penalty 2937.818264 = -320955.097624 nChanged 361 SP:Iteration 2F (1361.722450 sec): 3 clusters Score: Raw -324157.273485 + Penalty 2937.818264 = -321219.455221 nChanged 294 SP:Iteration 3F (1361.772183 sec): 3 clusters Score: Raw -324408.752603 + Penalty 2937.818264 = -321470.934339 nChanged 297 SP:Iteration 4F (1361.819077 sec): 3 clusters Score: Raw -324649.502844 + Penalty 2937.818264 = -321711.684580 nChanged 229 SP:Iteration 5F (1361.858056 sec): 3 clusters Score: Raw -324835.436561 + Penalty 2937.818264 = -321897.618297 nChanged 189 SP:Iteration 6Q (1361.897538 sec): 3 clusters Score: Raw -324973.713770 + Penalty 2937.818264 = -322035.895507 nChanged 163 SP:Iteration 7Q (1361.936912 sec): 3 clusters Score: Raw -325078.442921 + Penalty 2937.818264 = -322140.624657 nChanged 131 SP:Iteration 8Q (1361.976366 sec): 3 clusters Score: Raw -325150.494011 + Penalty 2937.818264 = -322212.675747 nChanged 101 SP:Iteration 9Q (1362.020974 sec): 3 clusters Score: Raw -325201.544110 + Penalty 2937.818264 = -322263.725846 nChanged 88 SP:Iteration 10Q (1362.066354 sec): 3 clusters Score: Raw -325245.550617 + Penalty 2937.818264 = -322307.732353 nChanged 73 SP:Iteration 11Q (1362.111890 sec): 3 clusters Score: Raw -325279.785226 + Penalty 2937.818264 = -322341.966962 nChanged 62 SP:Iteration 12Q (1362.268084 sec): 3 clusters Score: Raw -325305.828627 + Penalty 2937.818264 = -322368.010363 nChanged 47 SP:Iteration 13Q (1362.402113 sec): 3 clusters Score: Raw -325323.011522 + Penalty 2937.818264 = -322385.193258 nChanged 45 SP:Iteration 14Q (1362.475428 sec): 3 clusters Score: Raw -325343.731972 + Penalty 2937.818264 = -322405.913708 nChanged 46 SP:Iteration 15Q (1362.521689 sec): 3 clusters Score: Raw -325369.769599 + Penalty 2937.818264 = -322431.951335 nChanged 49 SP:Iteration 16Q (1362.568119 sec): 3 clusters Score: Raw -325391.626454 + Penalty 2937.818264 = -322453.808191 nChanged 43 SP:Iteration 17Q (1362.611958 sec): 3 clusters Score: Raw -325411.344008 + Penalty 2937.818264 = -322473.525744 nChanged 41 SP:Iteration 18Q (1362.651114 sec): 3 clusters Score: Raw -325434.946645 + Penalty 2937.818264 = -322497.128382 nChanged 38 SP:Iteration 19Q (1362.690358 sec): 3 clusters Score: Raw -325456.508430 + Penalty 2937.818264 = -322518.690167 nChanged 43 SP:Iteration 20F (1362.728634 sec): 3 clusters Score: Raw -325482.494608 + Penalty 2937.818264 = -322544.676344 nChanged 58 SP:Iteration 21Q (1362.767783 sec): 3 clusters Score: Raw -325507.677727 + Penalty 2937.818264 = -322569.859463 nChanged 45 SP:Iteration 22Q (1362.806793 sec): 3 clusters Score: Raw -325531.770652 + Penalty 2937.818264 = -322593.952388 nChanged 50 SP:Iteration 23Q (1362.847693 sec): 3 clusters Score: Raw -325555.579356 + Penalty 2937.818264 = -322617.761092 nChanged 47 SP:Iteration 24Q (1362.892449 sec): 3 clusters Score: Raw -325574.511409 + Penalty 2937.818264 = -322636.693145 nChanged 34 SP:Iteration 25Q (1362.937205 sec): 3 clusters Score: Raw -325588.452677 + Penalty 2937.818264 = -322650.634413 nChanged 23 SP:Iteration 26Q (1362.978431 sec): 3 clusters Score: Raw -325596.758509 + Penalty 2937.818264 = -322658.940245 nChanged 19 SP:Iteration 27Q (1363.019802 sec): 3 clusters Score: Raw -325606.088463 + Penalty 2937.818264 = -322668.270199 nChanged 21 SP:Iteration 28Q (1363.061019 sec): 3 clusters Score: Raw -325614.596253 + Penalty 2937.818264 = -322676.777989 nChanged 20 SP:Iteration 29Q (1363.109372 sec): 3 clusters Score: Raw -325620.263998 + Penalty 2937.818264 = -322682.445734 nChanged 20 SP:Iteration 30Q (1363.152812 sec): 3 clusters Score: Raw -325625.964822 + Penalty 2937.818264 = -322688.146558 nChanged 20 SP:Iteration 31Q (1363.196323 sec): 3 clusters Score: Raw -325633.640921 + Penalty 2937.818264 = -322695.822657 nChanged 15 SP:Iteration 32Q (1363.239862 sec): 3 clusters Score: Raw -325638.195856 + Penalty 2937.818264 = -322700.377592 nChanged 8 SP:Iteration 33Q (1363.283233 sec): 3 clusters Score: Raw -325640.472677 + Penalty 2937.818264 = -322702.654413 nChanged 8 SP:Iteration 34Q (1363.324844 sec): 3 clusters Score: Raw -325643.137481 + Penalty 2937.818264 = -322705.319217 nChanged 4 SP:Iteration 35Q (1363.366135 sec): 3 clusters Score: Raw -325643.899865 + Penalty 2937.818264 = -322706.081601 nChanged 2 SP:Iteration 36Q (1363.407312 sec): 3 clusters Score: Raw -325644.395255 + Penalty 2937.818264 = -322706.576992 nChanged 1 SP:Iteration 37Q (1363.447490 sec): 3 clusters Score: Raw -325644.503072 + Penalty 2937.818264 = -322706.684808 nChanged 0 SP:Iteration 38F (1363.489939 sec): 3 clusters Score: Raw -325644.503072 + Penalty 2937.818264 = -322706.684808 nChanged 0 Trying to split cluster 9 (2935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1363.563179 sec): 2 clusters Score: Raw -188195.975352 + Penalty 1401.273210 = -186794.702143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1363.600441 sec): 3 clusters Score: Raw -186847.314277 + Penalty 2802.546419 = -184044.767857 nChanged 1084 SP:Iteration 1F (1363.635554 sec): 3 clusters Score: Raw -187587.112305 + Penalty 2802.546419 = -184784.565886 nChanged 283 SP:Iteration 2F (1363.676668 sec): 3 clusters Score: Raw -187854.262339 + Penalty 2802.546419 = -185051.715920 nChanged 203 SP:Iteration 3F (1363.808056 sec): 3 clusters Score: Raw -188041.826877 + Penalty 2802.546419 = -185239.280458 nChanged 153 SP:Iteration 4F (1363.922733 sec): 3 clusters Score: Raw -188190.652969 + Penalty 2802.546419 = -185388.106550 nChanged 132 SP:Iteration 5Q (1364.036920 sec): 3 clusters Score: Raw -188314.183200 + Penalty 2802.546419 = -185511.636781 nChanged 109 SP:Iteration 6Q (1364.127659 sec): 3 clusters Score: Raw -188414.400668 + Penalty 2802.546419 = -185611.854249 nChanged 91 SP:Iteration 7Q (1364.244941 sec): 3 clusters Score: Raw -188506.863477 + Penalty 2802.546419 = -185704.317058 nChanged 93 SP:Iteration 8Q (1364.359352 sec): 3 clusters Score: Raw -188599.353315 + Penalty 2802.546419 = -185796.806896 nChanged 99 SP:Iteration 9Q (1364.393208 sec): 3 clusters Score: Raw -188697.679664 + Penalty 2802.546419 = -185895.133245 nChanged 96 SP:Iteration 10Q (1364.426816 sec): 3 clusters Score: Raw -188806.787134 + Penalty 2802.546419 = -186004.240714 nChanged 92 SP:Iteration 11Q (1364.460356 sec): 3 clusters Score: Raw -188898.589638 + Penalty 2802.546419 = -186096.043219 nChanged 79 SP:Iteration 12Q (1364.494566 sec): 3 clusters Score: Raw -188980.276711 + Penalty 2802.546419 = -186177.730292 nChanged 64 SP:Iteration 13Q (1364.554484 sec): 3 clusters Score: Raw -189030.743398 + Penalty 2802.546419 = -186228.196979 nChanged 51 SP:Iteration 14Q (1364.589346 sec): 3 clusters Score: Raw -189064.788864 + Penalty 2802.546419 = -186262.242445 nChanged 40 SP:Iteration 15Q (1364.623646 sec): 3 clusters Score: Raw -189086.511712 + Penalty 2802.546419 = -186283.965293 nChanged 25 SP:Iteration 16Q (1364.658269 sec): 3 clusters Score: Raw -189099.174999 + Penalty 2802.546419 = -186296.628579 nChanged 23 SP:Iteration 17Q (1364.691105 sec): 3 clusters Score: Raw -189112.856658 + Penalty 2802.546419 = -186310.310238 nChanged 28 SP:Iteration 18Q (1364.724069 sec): 3 clusters Score: Raw -189128.758399 + Penalty 2802.546419 = -186326.211980 nChanged 25 SP:Iteration 19Q (1364.756968 sec): 3 clusters Score: Raw -189145.232503 + Penalty 2802.546419 = -186342.686084 nChanged 16 SP:Iteration 20F (1364.790237 sec): 3 clusters Score: Raw -189157.022935 + Penalty 2802.546419 = -186354.476516 nChanged 12 SP:Iteration 21Q (1364.823093 sec): 3 clusters Score: Raw -189165.252123 + Penalty 2802.546419 = -186362.705704 nChanged 11 SP:Iteration 22Q (1364.856697 sec): 3 clusters Score: Raw -189170.996700 + Penalty 2802.546419 = -186368.450281 nChanged 4 SP:Iteration 23Q (1364.890102 sec): 3 clusters Score: Raw -189172.922041 + Penalty 2802.546419 = -186370.375622 nChanged 5 SP:Iteration 24Q (1364.923670 sec): 3 clusters Score: Raw -189175.450408 + Penalty 2802.546419 = -186372.903989 nChanged 5 SP:Iteration 25Q (1364.957218 sec): 3 clusters Score: Raw -189177.687491 + Penalty 2802.546419 = -186375.141072 nChanged 7 SP:Iteration 26Q (1364.990758 sec): 3 clusters Score: Raw -189179.712074 + Penalty 2802.546419 = -186377.165655 nChanged 6 SP:Iteration 27Q (1365.025183 sec): 3 clusters Score: Raw -189181.798594 + Penalty 2802.546419 = -186379.252175 nChanged 4 SP:Iteration 28Q (1365.058148 sec): 3 clusters Score: Raw -189182.985321 + Penalty 2802.546419 = -186380.438902 nChanged 3 SP:Iteration 29Q (1365.091048 sec): 3 clusters Score: Raw -189183.663352 + Penalty 2802.546419 = -186381.116932 nChanged 2 SP:Iteration 30Q (1365.123927 sec): 3 clusters Score: Raw -189184.773366 + Penalty 2802.546419 = -186382.226947 nChanged 5 SP:Iteration 31Q (1365.156864 sec): 3 clusters Score: Raw -189186.334804 + Penalty 2802.546419 = -186383.788385 nChanged 0 SP:Iteration 32F (1365.190039 sec): 3 clusters Score: Raw -189186.334804 + Penalty 2802.546419 = -186383.788385 nChanged 0 Trying to split cluster 10 (7895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1365.241220 sec): 2 clusters Score: Raw -619858.469290 + Penalty 1574.934355 = -618283.534935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1365.436125 sec): 3 clusters Score: Raw -615551.830077 + Penalty 3149.868709 = -612401.961368 nChanged 3379 SP:Iteration 1F (1365.559736 sec): 3 clusters Score: Raw -617486.389195 + Penalty 3149.868709 = -614336.520486 nChanged 571 SP:Iteration 2F (1365.694223 sec): 3 clusters Score: Raw -617883.622249 + Penalty 3149.868709 = -614733.753540 nChanged 519 SP:Iteration 3F (1365.754987 sec): 3 clusters Score: Raw -618280.775335 + Penalty 3149.868709 = -615130.906626 nChanged 509 SP:Iteration 4F (1365.813537 sec): 3 clusters Score: Raw -618698.499027 + Penalty 3149.868709 = -615548.630317 nChanged 536 SP:Iteration 5F (1365.866344 sec): 3 clusters Score: Raw -619146.412339 + Penalty 3149.868709 = -615996.543629 nChanged 506 SP:Iteration 6F (1365.918743 sec): 3 clusters Score: Raw -619543.543811 + Penalty 3149.868709 = -616393.675102 nChanged 422 SP:Iteration 7F (1365.976615 sec): 3 clusters Score: Raw -619807.395647 + Penalty 3149.868709 = -616657.526938 nChanged 286 SP:Iteration 8Q (1366.038581 sec): 3 clusters Score: Raw -619965.909488 + Penalty 3149.868709 = -616816.040779 nChanged 234 SP:Iteration 9Q (1366.100059 sec): 3 clusters Score: Raw -620074.175937 + Penalty 3149.868709 = -616924.307228 nChanged 165 SP:Iteration 10Q (1366.156779 sec): 3 clusters Score: Raw -620144.758523 + Penalty 3149.868709 = -616994.889814 nChanged 129 SP:Iteration 11Q (1366.213754 sec): 3 clusters Score: Raw -620180.726232 + Penalty 3149.868709 = -617030.857522 nChanged 87 SP:Iteration 12Q (1366.270682 sec): 3 clusters Score: Raw -620204.924083 + Penalty 3149.868709 = -617055.055374 nChanged 63 SP:Iteration 13Q (1366.326696 sec): 3 clusters Score: Raw -620222.519613 + Penalty 3149.868709 = -617072.650903 nChanged 50 SP:Iteration 14Q (1366.382667 sec): 3 clusters Score: Raw -620237.607568 + Penalty 3149.868709 = -617087.738859 nChanged 47 SP:Iteration 15Q (1366.440564 sec): 3 clusters Score: Raw -620252.386090 + Penalty 3149.868709 = -617102.517381 nChanged 51 SP:Iteration 16Q (1366.499426 sec): 3 clusters Score: Raw -620261.291142 + Penalty 3149.868709 = -617111.422433 nChanged 34 SP:Iteration 17Q (1366.565943 sec): 3 clusters Score: Raw -620267.515810 + Penalty 3149.868709 = -617117.647100 nChanged 30 SP:Iteration 18Q (1366.623845 sec): 3 clusters Score: Raw -620273.597162 + Penalty 3149.868709 = -617123.728452 nChanged 18 SP:Iteration 19Q (1366.681598 sec): 3 clusters Score: Raw -620276.136342 + Penalty 3149.868709 = -617126.267633 nChanged 12 SP:Iteration 20F (1366.738316 sec): 3 clusters Score: Raw -620277.336247 + Penalty 3149.868709 = -617127.467537 nChanged 11 SP:Iteration 21Q (1366.794457 sec): 3 clusters Score: Raw -620278.810236 + Penalty 3149.868709 = -617128.941527 nChanged 12 SP:Iteration 22Q (1366.850094 sec): 3 clusters Score: Raw -620280.878363 + Penalty 3149.868709 = -617131.009654 nChanged 10 SP:Iteration 23Q (1366.923141 sec): 3 clusters Score: Raw -620283.135763 + Penalty 3149.868709 = -617133.267054 nChanged 9 SP:Iteration 24Q (1366.985313 sec): 3 clusters Score: Raw -620285.031674 + Penalty 3149.868709 = -617135.162965 nChanged 9 SP:Iteration 25Q (1367.043761 sec): 3 clusters Score: Raw -620285.977134 + Penalty 3149.868709 = -617136.108425 nChanged 6 SP:Iteration 26Q (1367.098503 sec): 3 clusters Score: Raw -620286.950585 + Penalty 3149.868709 = -617137.081876 nChanged 8 SP:Iteration 27Q (1367.153698 sec): 3 clusters Score: Raw -620287.902279 + Penalty 3149.868709 = -617138.033570 nChanged 5 SP:Iteration 28Q (1367.215052 sec): 3 clusters Score: Raw -620288.905531 + Penalty 3149.868709 = -617139.036822 nChanged 4 SP:Iteration 29Q (1367.277668 sec): 3 clusters Score: Raw -620289.614382 + Penalty 3149.868709 = -617139.745673 nChanged 5 SP:Iteration 30Q (1367.340156 sec): 3 clusters Score: Raw -620290.332868 + Penalty 3149.868709 = -617140.464159 nChanged 6 SP:Iteration 31Q (1367.533342 sec): 3 clusters Score: Raw -620291.652176 + Penalty 3149.868709 = -617141.783467 nChanged 14 SP:Iteration 32Q (1367.705083 sec): 3 clusters Score: Raw -620295.126116 + Penalty 3149.868709 = -617145.257406 nChanged 10 SP:Iteration 33Q (1367.736394 sec): 3 clusters Score: Raw -620297.586743 + Penalty 3149.868709 = -617147.718034 nChanged 14 SP:Iteration 34Q (1367.795404 sec): 3 clusters Score: Raw -620300.269778 + Penalty 3149.868709 = -617150.401069 nChanged 10 SP:Iteration 35Q (1367.854887 sec): 3 clusters Score: Raw -620301.961070 + Penalty 3149.868709 = -617152.092361 nChanged 6 SP:Iteration 36Q (1367.913846 sec): 3 clusters Score: Raw -620302.818318 + Penalty 3149.868709 = -617152.949609 nChanged 3 SP:Iteration 37Q (1367.971708 sec): 3 clusters Score: Raw -620303.414753 + Penalty 3149.868709 = -617153.546044 nChanged 3 SP:Iteration 38Q (1368.029248 sec): 3 clusters Score: Raw -620303.843714 + Penalty 3149.868709 = -617153.975005 nChanged 6 SP:Iteration 39Q (1368.091462 sec): 3 clusters Score: Raw -620304.295447 + Penalty 3149.868709 = -617154.426738 nChanged 5 SP:Iteration 40F (1368.153510 sec): 3 clusters Score: Raw -620304.883256 + Penalty 3149.868709 = -617155.014546 nChanged 4 SP:Iteration 41Q (1368.214502 sec): 3 clusters Score: Raw -620305.409382 + Penalty 3149.868709 = -617155.540672 nChanged 3 SP:Iteration 42Q (1368.271290 sec): 3 clusters Score: Raw -620305.805416 + Penalty 3149.868709 = -617155.936707 nChanged 4 SP:Iteration 43Q (1368.327901 sec): 3 clusters Score: Raw -620306.410502 + Penalty 3149.868709 = -617156.541793 nChanged 5 SP:Iteration 44Q (1368.387580 sec): 3 clusters Score: Raw -620307.270209 + Penalty 3149.868709 = -617157.401500 nChanged 3 SP:Iteration 45Q (1368.448802 sec): 3 clusters Score: Raw -620307.535816 + Penalty 3149.868709 = -617157.667107 nChanged 0 SP:Iteration 46F (1368.509690 sec): 3 clusters Score: Raw -620307.535816 + Penalty 3149.868709 = -617157.667107 nChanged 0 Trying to split cluster 11 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1368.561949 sec): 2 clusters Score: Raw -152206.528702 + Penalty 1346.650658 = -150859.878044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1368.592509 sec): 3 clusters Score: Raw -151323.493986 + Penalty 2693.301316 = -148630.192671 nChanged 747 SP:Iteration 1F (1368.622601 sec): 3 clusters Score: Raw -151858.596436 + Penalty 2693.301316 = -149165.295121 nChanged 180 SP:Iteration 2F (1368.651743 sec): 3 clusters Score: Raw -152011.515353 + Penalty 2693.301316 = -149318.214037 nChanged 123 SP:Iteration 3F (1368.681949 sec): 3 clusters Score: Raw -152113.936882 + Penalty 2693.301316 = -149420.635567 nChanged 105 SP:Iteration 4Q (1368.712492 sec): 3 clusters Score: Raw -152212.215454 + Penalty 2693.301316 = -149518.914138 nChanged 82 SP:Iteration 5Q (1368.743121 sec): 3 clusters Score: Raw -152312.349318 + Penalty 2693.301316 = -149619.048002 nChanged 92 SP:Iteration 6Q (1368.773391 sec): 3 clusters Score: Raw -152408.882200 + Penalty 2693.301316 = -149715.580884 nChanged 90 SP:Iteration 7Q (1368.801472 sec): 3 clusters Score: Raw -152502.818263 + Penalty 2693.301316 = -149809.516947 nChanged 75 SP:Iteration 8Q (1368.829373 sec): 3 clusters Score: Raw -152594.069019 + Penalty 2693.301316 = -149900.767704 nChanged 66 SP:Iteration 9Q (1368.857364 sec): 3 clusters Score: Raw -152672.024496 + Penalty 2693.301316 = -149978.723181 nChanged 58 SP:Iteration 10Q (1368.885173 sec): 3 clusters Score: Raw -152742.434080 + Penalty 2693.301316 = -150049.132764 nChanged 50 SP:Iteration 11Q (1368.913185 sec): 3 clusters Score: Raw -152793.727252 + Penalty 2693.301316 = -150100.425936 nChanged 38 SP:Iteration 12Q (1368.941088 sec): 3 clusters Score: Raw -152827.049156 + Penalty 2693.301316 = -150133.747840 nChanged 41 SP:Iteration 13Q (1368.968869 sec): 3 clusters Score: Raw -152868.511118 + Penalty 2693.301316 = -150175.209803 nChanged 42 SP:Iteration 14Q (1369.086716 sec): 3 clusters Score: Raw -152909.409315 + Penalty 2693.301316 = -150216.108000 nChanged 35 SP:Iteration 15Q (1369.209057 sec): 3 clusters Score: Raw -152939.247074 + Penalty 2693.301316 = -150245.945758 nChanged 35 SP:Iteration 16Q (1369.327773 sec): 3 clusters Score: Raw -152965.020661 + Penalty 2693.301316 = -150271.719346 nChanged 25 SP:Iteration 17Q (1369.398248 sec): 3 clusters Score: Raw -152982.759657 + Penalty 2693.301316 = -150289.458342 nChanged 21 SP:Iteration 18Q (1369.426035 sec): 3 clusters Score: Raw -152997.060396 + Penalty 2693.301316 = -150303.759080 nChanged 17 SP:Iteration 19Q (1369.453694 sec): 3 clusters Score: Raw -153008.803731 + Penalty 2693.301316 = -150315.502415 nChanged 12 SP:Iteration 20F (1369.481415 sec): 3 clusters Score: Raw -153018.480966 + Penalty 2693.301316 = -150325.179651 nChanged 16 SP:Iteration 21Q (1369.509246 sec): 3 clusters Score: Raw -153033.125760 + Penalty 2693.301316 = -150339.824445 nChanged 13 SP:Iteration 22Q (1369.537060 sec): 3 clusters Score: Raw -153040.346362 + Penalty 2693.301316 = -150347.045046 nChanged 10 SP:Iteration 23Q (1369.564675 sec): 3 clusters Score: Raw -153045.140309 + Penalty 2693.301316 = -150351.838994 nChanged 7 SP:Iteration 24Q (1369.595221 sec): 3 clusters Score: Raw -153048.840876 + Penalty 2693.301316 = -150355.539561 nChanged 5 SP:Iteration 25Q (1369.622659 sec): 3 clusters Score: Raw -153052.262260 + Penalty 2693.301316 = -150358.960945 nChanged 4 SP:Iteration 26Q (1369.650415 sec): 3 clusters Score: Raw -153053.479589 + Penalty 2693.301316 = -150360.178273 nChanged 3 SP:Iteration 27Q (1369.678061 sec): 3 clusters Score: Raw -153055.593116 + Penalty 2693.301316 = -150362.291800 nChanged 5 SP:Iteration 28Q (1369.705715 sec): 3 clusters Score: Raw -153059.617147 + Penalty 2693.301316 = -150366.315832 nChanged 8 SP:Iteration 29Q (1369.733368 sec): 3 clusters Score: Raw -153062.713207 + Penalty 2693.301316 = -150369.411891 nChanged 3 SP:Iteration 30Q (1369.760916 sec): 3 clusters Score: Raw -153063.651079 + Penalty 2693.301316 = -150370.349763 nChanged 1 SP:Iteration 31Q (1369.788575 sec): 3 clusters Score: Raw -153064.829093 + Penalty 2693.301316 = -150371.527777 nChanged 0 SP:Iteration 32F (1369.816200 sec): 3 clusters Score: Raw -153064.829093 + Penalty 2693.301316 = -150371.527777 nChanged 0 Trying to split cluster 12 (8227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1369.871558 sec): 2 clusters Score: Raw -631910.783998 + Penalty 1582.163512 = -630328.620486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1369.941712 sec): 3 clusters Score: Raw -627430.853934 + Penalty 3164.327024 = -624266.526910 nChanged 3456 SP:Iteration 1F (1370.019453 sec): 3 clusters Score: Raw -629388.375697 + Penalty 3164.327024 = -626224.048673 nChanged 594 SP:Iteration 2F (1370.162103 sec): 3 clusters Score: Raw -629684.521539 + Penalty 3164.327024 = -626520.194515 nChanged 469 SP:Iteration 3F (1370.297450 sec): 3 clusters Score: Raw -629918.574225 + Penalty 3164.327024 = -626754.247201 nChanged 414 SP:Iteration 4F (1370.433525 sec): 3 clusters Score: Raw -630150.535301 + Penalty 3164.327024 = -626986.208277 nChanged 403 SP:Iteration 5Q (1370.491534 sec): 3 clusters Score: Raw -630404.217925 + Penalty 3164.327024 = -627239.890901 nChanged 369 SP:Iteration 6Q (1370.562393 sec): 3 clusters Score: Raw -630663.780927 + Penalty 3164.327024 = -627499.453903 nChanged 387 SP:Iteration 7Q (1370.622869 sec): 3 clusters Score: Raw -630923.306671 + Penalty 3164.327024 = -627758.979647 nChanged 375 SP:Iteration 8Q (1370.691599 sec): 3 clusters Score: Raw -631177.673478 + Penalty 3164.327024 = -628013.346454 nChanged 364 SP:Iteration 9Q (1370.758161 sec): 3 clusters Score: Raw -631412.563623 + Penalty 3164.327024 = -628248.236599 nChanged 324 SP:Iteration 10Q (1370.928936 sec): 3 clusters Score: Raw -631602.807258 + Penalty 3164.327024 = -628438.480234 nChanged 278 SP:Iteration 11Q (1371.085303 sec): 3 clusters Score: Raw -631740.647690 + Penalty 3164.327024 = -628576.320666 nChanged 253 SP:Iteration 12Q (1371.223593 sec): 3 clusters Score: Raw -631854.292629 + Penalty 3164.327024 = -628689.965605 nChanged 187 SP:Iteration 13Q (1371.291093 sec): 3 clusters Score: Raw -631925.011174 + Penalty 3164.327024 = -628760.684149 nChanged 146 SP:Iteration 14Q (1371.355342 sec): 3 clusters Score: Raw -631985.777500 + Penalty 3164.327024 = -628821.450476 nChanged 120 SP:Iteration 15Q (1371.409936 sec): 3 clusters Score: Raw -632022.936026 + Penalty 3164.327024 = -628858.609002 nChanged 104 SP:Iteration 16Q (1371.570596 sec): 3 clusters Score: Raw -632048.714994 + Penalty 3164.327024 = -628884.387970 nChanged 85 SP:Iteration 17Q (1371.626175 sec): 3 clusters Score: Raw -632070.317887 + Penalty 3164.327024 = -628905.990863 nChanged 67 SP:Iteration 18Q (1371.685972 sec): 3 clusters Score: Raw -632084.425169 + Penalty 3164.327024 = -628920.098145 nChanged 51 SP:Iteration 19Q (1371.747082 sec): 3 clusters Score: Raw -632096.781931 + Penalty 3164.327024 = -628932.454907 nChanged 37 SP:Iteration 20F (1371.822793 sec): 3 clusters Score: Raw -632106.530738 + Penalty 3164.327024 = -628942.203714 nChanged 38 SP:Iteration 21Q (1371.898506 sec): 3 clusters Score: Raw -632116.572997 + Penalty 3164.327024 = -628952.245973 nChanged 39 SP:Iteration 22Q (1371.957020 sec): 3 clusters Score: Raw -632127.194932 + Penalty 3164.327024 = -628962.867908 nChanged 38 SP:Iteration 23Q (1372.011349 sec): 3 clusters Score: Raw -632139.203375 + Penalty 3164.327024 = -628974.876351 nChanged 45 SP:Iteration 24Q (1372.065171 sec): 3 clusters Score: Raw -632150.902955 + Penalty 3164.327024 = -628986.575931 nChanged 40 SP:Iteration 25Q (1372.119276 sec): 3 clusters Score: Raw -632158.343787 + Penalty 3164.327024 = -628994.016763 nChanged 31 SP:Iteration 26Q (1372.176154 sec): 3 clusters Score: Raw -632165.494675 + Penalty 3164.327024 = -629001.167651 nChanged 34 SP:Iteration 27Q (1372.243531 sec): 3 clusters Score: Raw -632171.570566 + Penalty 3164.327024 = -629007.243542 nChanged 23 SP:Iteration 28Q (1372.312883 sec): 3 clusters Score: Raw -632175.833222 + Penalty 3164.327024 = -629011.506198 nChanged 23 SP:Iteration 29Q (1372.380589 sec): 3 clusters Score: Raw -632180.470573 + Penalty 3164.327024 = -629016.143548 nChanged 28 SP:Iteration 30Q (1372.442846 sec): 3 clusters Score: Raw -632186.468762 + Penalty 3164.327024 = -629022.141738 nChanged 28 SP:Iteration 31Q (1372.498861 sec): 3 clusters Score: Raw -632193.540370 + Penalty 3164.327024 = -629029.213346 nChanged 30 SP:Iteration 32Q (1372.559194 sec): 3 clusters Score: Raw -632199.386754 + Penalty 3164.327024 = -629035.059729 nChanged 29 SP:Iteration 33Q (1372.619482 sec): 3 clusters Score: Raw -632204.952176 + Penalty 3164.327024 = -629040.625152 nChanged 22 SP:Iteration 34Q (1372.679922 sec): 3 clusters Score: Raw -632209.628994 + Penalty 3164.327024 = -629045.301970 nChanged 18 SP:Iteration 35Q (1372.739622 sec): 3 clusters Score: Raw -632213.167379 + Penalty 3164.327024 = -629048.840355 nChanged 16 SP:Iteration 36Q (1372.799580 sec): 3 clusters Score: Raw -632217.573961 + Penalty 3164.327024 = -629053.246937 nChanged 17 SP:Iteration 37Q (1372.862956 sec): 3 clusters Score: Raw -632219.704341 + Penalty 3164.327024 = -629055.377317 nChanged 9 SP:Iteration 38Q (1372.926666 sec): 3 clusters Score: Raw -632221.169510 + Penalty 3164.327024 = -629056.842486 nChanged 8 SP:Iteration 39Q (1372.990108 sec): 3 clusters Score: Raw -632222.318336 + Penalty 3164.327024 = -629057.991311 nChanged 15 SP:Iteration 40F (1373.052111 sec): 3 clusters Score: Raw -632224.101096 + Penalty 3164.327024 = -629059.774072 nChanged 6 SP:Iteration 41Q (1373.110928 sec): 3 clusters Score: Raw -632225.005832 + Penalty 3164.327024 = -629060.678808 nChanged 4 SP:Iteration 42Q (1373.260646 sec): 3 clusters Score: Raw -632225.814093 + Penalty 3164.327024 = -629061.487068 nChanged 8 SP:Iteration 43Q (1373.418935 sec): 3 clusters Score: Raw -632226.737741 + Penalty 3164.327024 = -629062.410717 nChanged 5 SP:Iteration 44Q (1373.493580 sec): 3 clusters Score: Raw -632227.185999 + Penalty 3164.327024 = -629062.858974 nChanged 4 SP:Iteration 45Q (1373.621934 sec): 3 clusters Score: Raw -632227.542193 + Penalty 3164.327024 = -629063.215168 nChanged 3 SP:Iteration 46Q (1373.677969 sec): 3 clusters Score: Raw -632227.670828 + Penalty 3164.327024 = -629063.343804 nChanged 2 SP:Iteration 47Q (1373.738627 sec): 3 clusters Score: Raw -632227.831692 + Penalty 3164.327024 = -629063.504668 nChanged 2 SP:Iteration 48Q (1373.799263 sec): 3 clusters Score: Raw -632228.128592 + Penalty 3164.327024 = -629063.801568 nChanged 1 SP:Iteration 49Q (1373.859536 sec): 3 clusters Score: Raw -632228.257712 + Penalty 3164.327024 = -629063.930688 nChanged 3 SP:Iteration 50Q (1373.918724 sec): 3 clusters Score: Raw -632228.842562 + Penalty 3164.327024 = -629064.515537 nChanged 4 SP:Iteration 51Q (1373.978535 sec): 3 clusters Score: Raw -632229.371837 + Penalty 3164.327024 = -629065.044813 nChanged 4 SP:Iteration 52Q (1374.043375 sec): 3 clusters Score: Raw -632229.845835 + Penalty 3164.327024 = -629065.518811 nChanged 5 SP:Iteration 53Q (1374.108102 sec): 3 clusters Score: Raw -632230.507104 + Penalty 3164.327024 = -629066.180080 nChanged 10 SP:Iteration 54Q (1374.169215 sec): 3 clusters Score: Raw -632231.740485 + Penalty 3164.327024 = -629067.413461 nChanged 11 SP:Iteration 55Q (1374.226703 sec): 3 clusters Score: Raw -632232.864567 + Penalty 3164.327024 = -629068.537543 nChanged 10 SP:Iteration 56Q (1374.285779 sec): 3 clusters Score: Raw -632233.938528 + Penalty 3164.327024 = -629069.611504 nChanged 11 SP:Iteration 57Q (1374.356890 sec): 3 clusters Score: Raw -632235.086440 + Penalty 3164.327024 = -629070.759416 nChanged 17 SP:Iteration 58Q (1374.421593 sec): 3 clusters Score: Raw -632236.932045 + Penalty 3164.327024 = -629072.605021 nChanged 15 SP:Iteration 59Q (1374.481190 sec): 3 clusters Score: Raw -632238.743225 + Penalty 3164.327024 = -629074.416201 nChanged 9 SP:Iteration 60F (1374.538957 sec): 3 clusters Score: Raw -632239.809760 + Penalty 3164.327024 = -629075.482735 nChanged 10 SP:Iteration 61Q (1374.596430 sec): 3 clusters Score: Raw -632240.710673 + Penalty 3164.327024 = -629076.383649 nChanged 7 SP:Iteration 62Q (1374.653715 sec): 3 clusters Score: Raw -632241.208445 + Penalty 3164.327024 = -629076.881421 nChanged 3 SP:Iteration 63Q (1374.712538 sec): 3 clusters Score: Raw -632241.410098 + Penalty 3164.327024 = -629077.083074 nChanged 5 SP:Iteration 64Q (1374.777035 sec): 3 clusters Score: Raw -632242.181249 + Penalty 3164.327024 = -629077.854225 nChanged 6 SP:Iteration 65Q (1374.843949 sec): 3 clusters Score: Raw -632242.752416 + Penalty 3164.327024 = -629078.425392 nChanged 6 SP:Iteration 66Q (1374.962453 sec): 3 clusters Score: Raw -632243.200852 + Penalty 3164.327024 = -629078.873827 nChanged 3 SP:Iteration 67Q (1375.103722 sec): 3 clusters Score: Raw -632243.375801 + Penalty 3164.327024 = -629079.048777 nChanged 2 SP:Iteration 68Q (1375.140095 sec): 3 clusters Score: Raw -632243.567806 + Penalty 3164.327024 = -629079.240782 nChanged 9 SP:Iteration 69Q (1375.197387 sec): 3 clusters Score: Raw -632244.299547 + Penalty 3164.327024 = -629079.972523 nChanged 5 SP:Iteration 70Q (1375.256714 sec): 3 clusters Score: Raw -632244.729903 + Penalty 3164.327024 = -629080.402878 nChanged 3 SP:Iteration 71Q (1375.321863 sec): 3 clusters Score: Raw -632245.085231 + Penalty 3164.327024 = -629080.758207 nChanged 3 SP:Iteration 72Q (1375.385002 sec): 3 clusters Score: Raw -632245.328072 + Penalty 3164.327024 = -629081.001048 nChanged 3 SP:Iteration 73Q (1375.570337 sec): 3 clusters Score: Raw -632245.562675 + Penalty 3164.327024 = -629081.235651 nChanged 2 SP:Iteration 74Q (1375.636174 sec): 3 clusters Score: Raw -632245.726432 + Penalty 3164.327024 = -629081.399408 nChanged 1 SP:Iteration 75Q (1375.712820 sec): 3 clusters Score: Raw -632245.865683 + Penalty 3164.327024 = -629081.538659 nChanged 2 SP:Iteration 76Q (1375.800503 sec): 3 clusters Score: Raw -632246.052229 + Penalty 3164.327024 = -629081.725205 nChanged 3 SP:Iteration 77Q (1375.854726 sec): 3 clusters Score: Raw -632246.363124 + Penalty 3164.327024 = -629082.036100 nChanged 3 SP:Iteration 78Q (1375.908910 sec): 3 clusters Score: Raw -632246.706530 + Penalty 3164.327024 = -629082.379506 nChanged 3 SP:Iteration 79Q (1375.975358 sec): 3 clusters Score: Raw -632247.075434 + Penalty 3164.327024 = -629082.748410 nChanged 3 SP:Iteration 80F (1376.040088 sec): 3 clusters Score: Raw -632247.435219 + Penalty 3164.327024 = -629083.108195 nChanged 5 SP:Iteration 81Q (1376.103803 sec): 3 clusters Score: Raw -632248.022128 + Penalty 3164.327024 = -629083.695104 nChanged 3 SP:Iteration 82Q (1376.167214 sec): 3 clusters Score: Raw -632248.275626 + Penalty 3164.327024 = -629083.948602 nChanged 3 SP:Iteration 83Q (1376.228202 sec): 3 clusters Score: Raw -632248.471294 + Penalty 3164.327024 = -629084.144270 nChanged 0 SP:Iteration 84F (1376.289848 sec): 3 clusters Score: Raw -632248.471294 + Penalty 3164.327024 = -629084.144270 nChanged 0 Trying to split cluster 13 (2422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1376.335739 sec): 2 clusters Score: Raw -156132.671804 + Penalty 1367.557236 = -154765.114568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1376.368435 sec): 3 clusters Score: Raw -155106.762958 + Penalty 2735.114472 = -152371.648486 nChanged 895 SP:Iteration 1F (1376.401259 sec): 3 clusters Score: Raw -155955.467865 + Penalty 2735.114472 = -153220.353393 nChanged 291 SP:Iteration 2F (1376.433986 sec): 3 clusters Score: Raw -156445.237928 + Penalty 2735.114472 = -153710.123456 nChanged 199 SP:Iteration 3F (1376.466873 sec): 3 clusters Score: Raw -156755.794044 + Penalty 2735.114472 = -154020.679572 nChanged 155 SP:Iteration 4F (1376.499514 sec): 3 clusters Score: Raw -156998.629537 + Penalty 2735.114472 = -154263.515065 nChanged 122 SP:Iteration 5F (1376.530198 sec): 3 clusters Score: Raw -157155.828972 + Penalty 2735.114472 = -154420.714500 nChanged 97 SP:Iteration 6Q (1376.563078 sec): 3 clusters Score: Raw -157292.156127 + Penalty 2735.114472 = -154557.041655 nChanged 91 SP:Iteration 7Q (1376.593362 sec): 3 clusters Score: Raw -157469.440379 + Penalty 2735.114472 = -154734.325907 nChanged 86 SP:Iteration 8Q (1376.623542 sec): 3 clusters Score: Raw -157623.270858 + Penalty 2735.114472 = -154888.156386 nChanged 65 SP:Iteration 9Q (1376.653660 sec): 3 clusters Score: Raw -157717.241116 + Penalty 2735.114472 = -154982.126644 nChanged 44 SP:Iteration 10Q (1376.683594 sec): 3 clusters Score: Raw -157764.749373 + Penalty 2735.114472 = -155029.634900 nChanged 31 SP:Iteration 11Q (1376.713952 sec): 3 clusters Score: Raw -157798.367340 + Penalty 2735.114472 = -155063.252867 nChanged 32 SP:Iteration 12Q (1376.743860 sec): 3 clusters Score: Raw -157828.338618 + Penalty 2735.114472 = -155093.224146 nChanged 17 SP:Iteration 13Q (1376.773737 sec): 3 clusters Score: Raw -157840.893735 + Penalty 2735.114472 = -155105.779262 nChanged 16 SP:Iteration 14Q (1376.803571 sec): 3 clusters Score: Raw -157850.456859 + Penalty 2735.114472 = -155115.342387 nChanged 8 SP:Iteration 15Q (1376.833442 sec): 3 clusters Score: Raw -157855.297622 + Penalty 2735.114472 = -155120.183150 nChanged 7 SP:Iteration 16Q (1376.863129 sec): 3 clusters Score: Raw -157858.181419 + Penalty 2735.114472 = -155123.066946 nChanged 4 SP:Iteration 17Q (1376.893113 sec): 3 clusters Score: Raw -157861.422401 + Penalty 2735.114472 = -155126.307928 nChanged 5 SP:Iteration 18Q (1377.011227 sec): 3 clusters Score: Raw -157863.108123 + Penalty 2735.114472 = -155127.993650 nChanged 1 SP:Iteration 19Q (1377.134490 sec): 3 clusters Score: Raw -157863.556745 + Penalty 2735.114472 = -155128.442272 nChanged 0 SP:Iteration 20F (1377.256454 sec): 3 clusters Score: Raw -157863.556745 + Penalty 2735.114472 = -155128.442272 nChanged 0 Score: Raw -7118557.069970 + Penalty 54618.988264 = -7063938.081705 Splitting cluster 13 changes total score from -7064156.279459 to -7063938.081705 So it's not getting split. Trying to split cluster 14 (4161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1380.760079 sec): 2 clusters Score: Raw -325179.744524 + Penalty 1462.531129 = -323717.213394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1380.803202 sec): 3 clusters Score: Raw -323142.257795 + Penalty 2925.062259 = -320217.195536 nChanged 1648 SP:Iteration 1F (1380.852202 sec): 3 clusters Score: Raw -324116.702548 + Penalty 2925.062259 = -321191.640289 nChanged 312 SP:Iteration 2F (1380.913647 sec): 3 clusters Score: Raw -324321.388551 + Penalty 2925.062259 = -321396.326292 nChanged 233 SP:Iteration 3F (1380.955087 sec): 3 clusters Score: Raw -324462.707235 + Penalty 2925.062259 = -321537.644976 nChanged 173 SP:Iteration 4Q (1380.996879 sec): 3 clusters Score: Raw -324559.662926 + Penalty 2925.062259 = -321634.600667 nChanged 153 SP:Iteration 5Q (1381.038944 sec): 3 clusters Score: Raw -324658.749588 + Penalty 2925.062259 = -321733.687329 nChanged 145 SP:Iteration 6Q (1381.081072 sec): 3 clusters Score: Raw -324738.931725 + Penalty 2925.062259 = -321813.869466 nChanged 128 SP:Iteration 7Q (1381.125429 sec): 3 clusters Score: Raw -324799.878681 + Penalty 2925.062259 = -321874.816422 nChanged 89 SP:Iteration 8Q (1381.170351 sec): 3 clusters Score: Raw -324840.557045 + Penalty 2925.062259 = -321915.494786 nChanged 75 SP:Iteration 9Q (1381.214744 sec): 3 clusters Score: Raw -324873.158076 + Penalty 2925.062259 = -321948.095817 nChanged 67 SP:Iteration 10Q (1381.259202 sec): 3 clusters Score: Raw -324903.968810 + Penalty 2925.062259 = -321978.906551 nChanged 63 SP:Iteration 11Q (1381.302947 sec): 3 clusters Score: Raw -324928.043821 + Penalty 2925.062259 = -322002.981562 nChanged 56 SP:Iteration 12Q (1381.346024 sec): 3 clusters Score: Raw -324948.296445 + Penalty 2925.062259 = -322023.234186 nChanged 47 SP:Iteration 13Q (1381.389401 sec): 3 clusters Score: Raw -324968.740020 + Penalty 2925.062259 = -322043.677761 nChanged 45 SP:Iteration 14Q (1381.432155 sec): 3 clusters Score: Raw -324990.199583 + Penalty 2925.062259 = -322065.137325 nChanged 48 SP:Iteration 15Q (1381.476237 sec): 3 clusters Score: Raw -325009.400706 + Penalty 2925.062259 = -322084.338448 nChanged 40 SP:Iteration 16Q (1381.520537 sec): 3 clusters Score: Raw -325024.496852 + Penalty 2925.062259 = -322099.434593 nChanged 39 SP:Iteration 17Q (1381.564843 sec): 3 clusters Score: Raw -325040.382225 + Penalty 2925.062259 = -322115.319966 nChanged 34 SP:Iteration 18Q (1381.608067 sec): 3 clusters Score: Raw -325053.664219 + Penalty 2925.062259 = -322128.601960 nChanged 29 SP:Iteration 19Q (1381.651586 sec): 3 clusters Score: Raw -325065.248288 + Penalty 2925.062259 = -322140.186029 nChanged 30 SP:Iteration 20F (1381.694940 sec): 3 clusters Score: Raw -325077.826133 + Penalty 2925.062259 = -322152.763874 nChanged 29 SP:Iteration 21Q (1381.738559 sec): 3 clusters Score: Raw -325089.106042 + Penalty 2925.062259 = -322164.043783 nChanged 33 SP:Iteration 22Q (1381.782100 sec): 3 clusters Score: Raw -325102.652364 + Penalty 2925.062259 = -322177.590105 nChanged 33 SP:Iteration 23Q (1381.829003 sec): 3 clusters Score: Raw -325114.458178 + Penalty 2925.062259 = -322189.395919 nChanged 25 SP:Iteration 24Q (1381.872691 sec): 3 clusters Score: Raw -325127.037116 + Penalty 2925.062259 = -322201.974857 nChanged 27 SP:Iteration 25Q (1382.021501 sec): 3 clusters Score: Raw -325138.501492 + Penalty 2925.062259 = -322213.439233 nChanged 33 SP:Iteration 26Q (1382.115069 sec): 3 clusters Score: Raw -325150.014280 + Penalty 2925.062259 = -322224.952021 nChanged 23 SP:Iteration 27Q (1382.224595 sec): 3 clusters Score: Raw -325158.504725 + Penalty 2925.062259 = -322233.442466 nChanged 18 SP:Iteration 28Q (1382.275769 sec): 3 clusters Score: Raw -325165.106227 + Penalty 2925.062259 = -322240.043968 nChanged 21 SP:Iteration 29Q (1382.318163 sec): 3 clusters Score: Raw -325173.751048 + Penalty 2925.062259 = -322248.688790 nChanged 23 SP:Iteration 30Q (1382.360477 sec): 3 clusters Score: Raw -325180.506941 + Penalty 2925.062259 = -322255.444682 nChanged 23 SP:Iteration 31Q (1382.404922 sec): 3 clusters Score: Raw -325189.551100 + Penalty 2925.062259 = -322264.488841 nChanged 25 SP:Iteration 32Q (1382.449362 sec): 3 clusters Score: Raw -325199.751833 + Penalty 2925.062259 = -322274.689575 nChanged 18 SP:Iteration 33Q (1382.493873 sec): 3 clusters Score: Raw -325205.023140 + Penalty 2925.062259 = -322279.960881 nChanged 13 SP:Iteration 34Q (1382.537968 sec): 3 clusters Score: Raw -325209.105865 + Penalty 2925.062259 = -322284.043607 nChanged 14 SP:Iteration 35Q (1382.581369 sec): 3 clusters Score: Raw -325214.117828 + Penalty 2925.062259 = -322289.055569 nChanged 15 SP:Iteration 36Q (1382.624208 sec): 3 clusters Score: Raw -325221.204862 + Penalty 2925.062259 = -322296.142603 nChanged 22 SP:Iteration 37Q (1382.667135 sec): 3 clusters Score: Raw -325231.197020 + Penalty 2925.062259 = -322306.134761 nChanged 29 SP:Iteration 38Q (1382.709972 sec): 3 clusters Score: Raw -325241.135507 + Penalty 2925.062259 = -322316.073248 nChanged 20 SP:Iteration 39Q (1382.753831 sec): 3 clusters Score: Raw -325245.337607 + Penalty 2925.062259 = -322320.275348 nChanged 17 SP:Iteration 40F (1382.797516 sec): 3 clusters Score: Raw -325250.572693 + Penalty 2925.062259 = -322325.510435 nChanged 18 SP:Iteration 41Q (1382.847192 sec): 3 clusters Score: Raw -325256.917792 + Penalty 2925.062259 = -322331.855533 nChanged 16 SP:Iteration 42Q (1382.890822 sec): 3 clusters Score: Raw -325261.606845 + Penalty 2925.062259 = -322336.544586 nChanged 12 SP:Iteration 43Q (1382.933290 sec): 3 clusters Score: Raw -325264.872630 + Penalty 2925.062259 = -322339.810371 nChanged 10 SP:Iteration 44Q (1382.976634 sec): 3 clusters Score: Raw -325267.364808 + Penalty 2925.062259 = -322342.302549 nChanged 10 SP:Iteration 45Q (1383.019813 sec): 3 clusters Score: Raw -325269.905383 + Penalty 2925.062259 = -322344.843124 nChanged 8 SP:Iteration 46Q (1383.063043 sec): 3 clusters Score: Raw -325271.805681 + Penalty 2925.062259 = -322346.743422 nChanged 10 SP:Iteration 47Q (1383.129476 sec): 3 clusters Score: Raw -325274.946408 + Penalty 2925.062259 = -322349.884150 nChanged 13 SP:Iteration 48Q (1383.172595 sec): 3 clusters Score: Raw -325279.400949 + Penalty 2925.062259 = -322354.338690 nChanged 13 SP:Iteration 49Q (1383.215763 sec): 3 clusters Score: Raw -325285.483834 + Penalty 2925.062259 = -322360.421575 nChanged 13 SP:Iteration 50Q (1383.258735 sec): 3 clusters Score: Raw -325291.459517 + Penalty 2925.062259 = -322366.397258 nChanged 23 SP:Iteration 51Q (1383.300926 sec): 3 clusters Score: Raw -325300.766339 + Penalty 2925.062259 = -322375.704081 nChanged 29 SP:Iteration 52Q (1383.342997 sec): 3 clusters Score: Raw -325310.749632 + Penalty 2925.062259 = -322385.687373 nChanged 28 SP:Iteration 53Q (1383.385585 sec): 3 clusters Score: Raw -325322.941887 + Penalty 2925.062259 = -322397.879628 nChanged 28 SP:Iteration 54Q (1383.427997 sec): 3 clusters Score: Raw -325333.427131 + Penalty 2925.062259 = -322408.364872 nChanged 22 SP:Iteration 55Q (1383.470244 sec): 3 clusters Score: Raw -325340.197706 + Penalty 2925.062259 = -322415.135447 nChanged 18 SP:Iteration 56Q (1383.514665 sec): 3 clusters Score: Raw -325347.406813 + Penalty 2925.062259 = -322422.344555 nChanged 22 SP:Iteration 57Q (1383.653769 sec): 3 clusters Score: Raw -325357.579295 + Penalty 2925.062259 = -322432.517037 nChanged 11 SP:Iteration 58Q (1383.792863 sec): 3 clusters Score: Raw -325362.213908 + Penalty 2925.062259 = -322437.151649 nChanged 17 SP:Iteration 59Q (1383.905613 sec): 3 clusters Score: Raw -325368.300091 + Penalty 2925.062259 = -322443.237832 nChanged 17 SP:Iteration 60F (1384.019080 sec): 3 clusters Score: Raw -325375.797889 + Penalty 2925.062259 = -322450.735630 nChanged 21 SP:Iteration 61Q (1384.136417 sec): 3 clusters Score: Raw -325385.395934 + Penalty 2925.062259 = -322460.333675 nChanged 26 SP:Iteration 62Q (1384.244363 sec): 3 clusters Score: Raw -325395.224898 + Penalty 2925.062259 = -322470.162639 nChanged 17 SP:Iteration 63Q (1384.334790 sec): 3 clusters Score: Raw -325402.252569 + Penalty 2925.062259 = -322477.190310 nChanged 19 SP:Iteration 64Q (1384.376473 sec): 3 clusters Score: Raw -325411.681571 + Penalty 2925.062259 = -322486.619312 nChanged 29 SP:Iteration 65Q (1384.419095 sec): 3 clusters Score: Raw -325422.561657 + Penalty 2925.062259 = -322497.499399 nChanged 23 SP:Iteration 66Q (1384.461619 sec): 3 clusters Score: Raw -325433.051920 + Penalty 2925.062259 = -322507.989661 nChanged 28 SP:Iteration 67Q (1384.504176 sec): 3 clusters Score: Raw -325445.983622 + Penalty 2925.062259 = -322520.921363 nChanged 27 SP:Iteration 68Q (1384.546476 sec): 3 clusters Score: Raw -325455.770693 + Penalty 2925.062259 = -322530.708434 nChanged 22 SP:Iteration 69Q (1384.589038 sec): 3 clusters Score: Raw -325465.315138 + Penalty 2925.062259 = -322540.252879 nChanged 22 SP:Iteration 70Q (1384.632272 sec): 3 clusters Score: Raw -325474.846113 + Penalty 2925.062259 = -322549.783854 nChanged 14 SP:Iteration 71Q (1384.675427 sec): 3 clusters Score: Raw -325479.098216 + Penalty 2925.062259 = -322554.035957 nChanged 8 SP:Iteration 72Q (1384.718498 sec): 3 clusters Score: Raw -325482.113023 + Penalty 2925.062259 = -322557.050764 nChanged 14 SP:Iteration 73Q (1384.761754 sec): 3 clusters Score: Raw -325488.867095 + Penalty 2925.062259 = -322563.804836 nChanged 12 SP:Iteration 74Q (1384.803828 sec): 3 clusters Score: Raw -325494.537635 + Penalty 2925.062259 = -322569.475377 nChanged 12 SP:Iteration 75Q (1384.846043 sec): 3 clusters Score: Raw -325498.995641 + Penalty 2925.062259 = -322573.933382 nChanged 9 SP:Iteration 76Q (1384.888430 sec): 3 clusters Score: Raw -325502.446025 + Penalty 2925.062259 = -322577.383766 nChanged 7 SP:Iteration 77Q (1384.930917 sec): 3 clusters Score: Raw -325505.794676 + Penalty 2925.062259 = -322580.732417 nChanged 3 SP:Iteration 78Q (1384.973895 sec): 3 clusters Score: Raw -325506.685641 + Penalty 2925.062259 = -322581.623382 nChanged 2 SP:Iteration 79Q (1385.016739 sec): 3 clusters Score: Raw -325507.006372 + Penalty 2925.062259 = -322581.944113 nChanged 1 SP:Iteration 80F (1385.060358 sec): 3 clusters Score: Raw -325507.255947 + Penalty 2925.062259 = -322582.193688 nChanged 0 Trying to split cluster 15 (2459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1385.098471 sec): 2 clusters Score: Raw -175787.523565 + Penalty 1370.218012 = -174417.305552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1385.131195 sec): 3 clusters Score: Raw -174771.195100 + Penalty 2740.436025 = -172030.759076 nChanged 897 SP:Iteration 1F (1385.162370 sec): 3 clusters Score: Raw -175698.532609 + Penalty 2740.436025 = -172958.096584 nChanged 316 SP:Iteration 2F (1385.193341 sec): 3 clusters Score: Raw -176153.721579 + Penalty 2740.436025 = -173413.285554 nChanged 202 SP:Iteration 3F (1385.307762 sec): 3 clusters Score: Raw -176435.707483 + Penalty 2740.436025 = -173695.271458 nChanged 129 SP:Iteration 4F (1385.351624 sec): 3 clusters Score: Raw -176602.227330 + Penalty 2740.436025 = -173861.791305 nChanged 93 SP:Iteration 5Q (1385.518238 sec): 3 clusters Score: Raw -176709.903288 + Penalty 2740.436025 = -173969.467263 nChanged 77 SP:Iteration 6Q (1385.598682 sec): 3 clusters Score: Raw -176791.471208 + Penalty 2740.436025 = -174051.035183 nChanged 50 SP:Iteration 7Q (1385.720839 sec): 3 clusters Score: Raw -176828.118515 + Penalty 2740.436025 = -174087.682490 nChanged 35 SP:Iteration 8Q (1385.778472 sec): 3 clusters Score: Raw -176853.168372 + Penalty 2740.436025 = -174112.732347 nChanged 34 SP:Iteration 9Q (1385.809577 sec): 3 clusters Score: Raw -176874.453030 + Penalty 2740.436025 = -174134.017005 nChanged 23 SP:Iteration 10Q (1385.840668 sec): 3 clusters Score: Raw -176886.086814 + Penalty 2740.436025 = -174145.650789 nChanged 13 SP:Iteration 11Q (1385.871536 sec): 3 clusters Score: Raw -176892.915798 + Penalty 2740.436025 = -174152.479773 nChanged 11 SP:Iteration 12Q (1385.902601 sec): 3 clusters Score: Raw -176897.445216 + Penalty 2740.436025 = -174157.009191 nChanged 9 SP:Iteration 13Q (1385.933530 sec): 3 clusters Score: Raw -176902.885001 + Penalty 2740.436025 = -174162.448977 nChanged 10 SP:Iteration 14Q (1385.964617 sec): 3 clusters Score: Raw -176908.630240 + Penalty 2740.436025 = -174168.194215 nChanged 7 SP:Iteration 15Q (1385.995239 sec): 3 clusters Score: Raw -176911.983186 + Penalty 2740.436025 = -174171.547161 nChanged 2 SP:Iteration 16Q (1386.026297 sec): 3 clusters Score: Raw -176912.709058 + Penalty 2740.436025 = -174172.273033 nChanged 1 SP:Iteration 17Q (1386.056680 sec): 3 clusters Score: Raw -176912.924385 + Penalty 2740.436025 = -174172.488360 nChanged 1 SP:Iteration 18Q (1386.087544 sec): 3 clusters Score: Raw -176913.136955 + Penalty 2740.436025 = -174172.700930 nChanged 0 SP:Iteration 19F (1386.119248 sec): 3 clusters Score: Raw -176913.136955 + Penalty 2740.436025 = -174172.700930 nChanged 0 Trying to split cluster 16 (3191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1386.156767 sec): 2 clusters Score: Raw -241534.400992 + Penalty 1415.949729 = -240118.451263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1386.195565 sec): 3 clusters Score: Raw -240010.822124 + Penalty 2831.899459 = -237178.922666 nChanged 1216 SP:Iteration 1F (1386.235683 sec): 3 clusters Score: Raw -240729.955578 + Penalty 2831.899459 = -237898.056119 nChanged 246 SP:Iteration 2F (1386.275878 sec): 3 clusters Score: Raw -240892.311244 + Penalty 2831.899459 = -238060.411785 nChanged 180 SP:Iteration 3F (1386.315898 sec): 3 clusters Score: Raw -241023.430100 + Penalty 2831.899459 = -238191.530641 nChanged 145 SP:Iteration 4Q (1386.356294 sec): 3 clusters Score: Raw -241123.465592 + Penalty 2831.899459 = -238291.566133 nChanged 112 SP:Iteration 5Q (1386.415179 sec): 3 clusters Score: Raw -241211.485819 + Penalty 2831.899459 = -238379.586361 nChanged 112 SP:Iteration 6Q (1386.453876 sec): 3 clusters Score: Raw -241284.639221 + Penalty 2831.899459 = -238452.739762 nChanged 95 SP:Iteration 7Q (1386.492573 sec): 3 clusters Score: Raw -241334.690132 + Penalty 2831.899459 = -238502.790673 nChanged 78 SP:Iteration 8Q (1386.531217 sec): 3 clusters Score: Raw -241381.961103 + Penalty 2831.899459 = -238550.061644 nChanged 74 SP:Iteration 9Q (1386.569879 sec): 3 clusters Score: Raw -241427.450461 + Penalty 2831.899459 = -238595.551003 nChanged 87 SP:Iteration 10Q (1386.608428 sec): 3 clusters Score: Raw -241478.579562 + Penalty 2831.899459 = -238646.680103 nChanged 66 SP:Iteration 11Q (1386.647109 sec): 3 clusters Score: Raw -241515.358083 + Penalty 2831.899459 = -238683.458625 nChanged 62 SP:Iteration 12Q (1386.685630 sec): 3 clusters Score: Raw -241557.293197 + Penalty 2831.899459 = -238725.393738 nChanged 66 SP:Iteration 13Q (1386.724176 sec): 3 clusters Score: Raw -241597.874807 + Penalty 2831.899459 = -238765.975349 nChanged 58 SP:Iteration 14Q (1386.790315 sec): 3 clusters Score: Raw -241630.646540 + Penalty 2831.899459 = -238798.747082 nChanged 52 SP:Iteration 15Q (1386.902661 sec): 3 clusters Score: Raw -241656.051481 + Penalty 2831.899459 = -238824.152022 nChanged 50 SP:Iteration 16Q (1387.030649 sec): 3 clusters Score: Raw -241679.153127 + Penalty 2831.899459 = -238847.253668 nChanged 29 SP:Iteration 17Q (1387.141780 sec): 3 clusters Score: Raw -241689.344648 + Penalty 2831.899459 = -238857.445189 nChanged 23 SP:Iteration 18Q (1387.258235 sec): 3 clusters Score: Raw -241696.677778 + Penalty 2831.899459 = -238864.778319 nChanged 24 SP:Iteration 19Q (1387.296589 sec): 3 clusters Score: Raw -241705.876430 + Penalty 2831.899459 = -238873.976971 nChanged 19 SP:Iteration 20F (1387.334817 sec): 3 clusters Score: Raw -241715.344210 + Penalty 2831.899459 = -238883.444751 nChanged 15 SP:Iteration 21Q (1387.373399 sec): 3 clusters Score: Raw -241720.503543 + Penalty 2831.899459 = -238888.604084 nChanged 20 SP:Iteration 22Q (1387.411992 sec): 3 clusters Score: Raw -241730.057346 + Penalty 2831.899459 = -238898.157887 nChanged 25 SP:Iteration 23Q (1387.450098 sec): 3 clusters Score: Raw -241742.386869 + Penalty 2831.899459 = -238910.487410 nChanged 29 SP:Iteration 24Q (1387.488494 sec): 3 clusters Score: Raw -241755.290092 + Penalty 2831.899459 = -238923.390633 nChanged 28 SP:Iteration 25Q (1387.527065 sec): 3 clusters Score: Raw -241767.320455 + Penalty 2831.899459 = -238935.420996 nChanged 24 SP:Iteration 26Q (1387.565410 sec): 3 clusters Score: Raw -241778.314819 + Penalty 2831.899459 = -238946.415361 nChanged 21 SP:Iteration 27Q (1387.604110 sec): 3 clusters Score: Raw -241789.416386 + Penalty 2831.899459 = -238957.516928 nChanged 18 SP:Iteration 28Q (1387.642573 sec): 3 clusters Score: Raw -241798.537385 + Penalty 2831.899459 = -238966.637926 nChanged 21 SP:Iteration 29Q (1387.680920 sec): 3 clusters Score: Raw -241809.997918 + Penalty 2831.899459 = -238978.098459 nChanged 15 SP:Iteration 30Q (1387.719486 sec): 3 clusters Score: Raw -241815.731800 + Penalty 2831.899459 = -238983.832341 nChanged 14 SP:Iteration 31Q (1387.757985 sec): 3 clusters Score: Raw -241820.200853 + Penalty 2831.899459 = -238988.301394 nChanged 12 SP:Iteration 32Q (1387.796576 sec): 3 clusters Score: Raw -241824.524462 + Penalty 2831.899459 = -238992.625003 nChanged 13 SP:Iteration 33Q (1387.834858 sec): 3 clusters Score: Raw -241828.786358 + Penalty 2831.899459 = -238996.886899 nChanged 11 SP:Iteration 34Q (1387.873053 sec): 3 clusters Score: Raw -241831.760521 + Penalty 2831.899459 = -238999.861062 nChanged 6 SP:Iteration 35Q (1387.911642 sec): 3 clusters Score: Raw -241834.559368 + Penalty 2831.899459 = -239002.659909 nChanged 9 SP:Iteration 36Q (1387.950138 sec): 3 clusters Score: Raw -241838.734342 + Penalty 2831.899459 = -239006.834884 nChanged 6 SP:Iteration 37Q (1387.988603 sec): 3 clusters Score: Raw -241840.565466 + Penalty 2831.899459 = -239008.666008 nChanged 5 SP:Iteration 38Q (1388.027207 sec): 3 clusters Score: Raw -241841.869159 + Penalty 2831.899459 = -239009.969700 nChanged 5 SP:Iteration 39Q (1388.065416 sec): 3 clusters Score: Raw -241842.788059 + Penalty 2831.899459 = -239010.888600 nChanged 5 SP:Iteration 40F (1388.103058 sec): 3 clusters Score: Raw -241843.916447 + Penalty 2831.899459 = -239012.016988 nChanged 7 SP:Iteration 41Q (1388.148365 sec): 3 clusters Score: Raw -241846.358554 + Penalty 2831.899459 = -239014.459096 nChanged 9 SP:Iteration 42Q (1388.186265 sec): 3 clusters Score: Raw -241849.459630 + Penalty 2831.899459 = -239017.560171 nChanged 12 SP:Iteration 43Q (1388.224688 sec): 3 clusters Score: Raw -241853.246803 + Penalty 2831.899459 = -239021.347344 nChanged 16 SP:Iteration 44Q (1388.263046 sec): 3 clusters Score: Raw -241858.400479 + Penalty 2831.899459 = -239026.501021 nChanged 8 SP:Iteration 45Q (1388.301468 sec): 3 clusters Score: Raw -241861.211975 + Penalty 2831.899459 = -239029.312516 nChanged 4 SP:Iteration 46Q (1388.339667 sec): 3 clusters Score: Raw -241862.512884 + Penalty 2831.899459 = -239030.613426 nChanged 5 SP:Iteration 47Q (1388.490596 sec): 3 clusters Score: Raw -241863.503848 + Penalty 2831.899459 = -239031.604389 nChanged 3 SP:Iteration 48Q (1388.590413 sec): 3 clusters Score: Raw -241864.553739 + Penalty 2831.899459 = -239032.654281 nChanged 3 SP:Iteration 49Q (1388.634158 sec): 3 clusters Score: Raw -241865.544402 + Penalty 2831.899459 = -239033.644943 nChanged 1 SP:Iteration 50Q (1388.774311 sec): 3 clusters Score: Raw -241866.007009 + Penalty 2831.899459 = -239034.107551 nChanged 1 SP:Iteration 51Q (1388.917821 sec): 3 clusters Score: Raw -241866.388512 + Penalty 2831.899459 = -239034.489053 nChanged 1 SP:Iteration 52Q (1388.938206 sec): 3 clusters Score: Raw -241866.660216 + Penalty 2831.899459 = -239034.760757 nChanged 0 SP:Iteration 53F (1388.977572 sec): 3 clusters Score: Raw -241866.660216 + Penalty 2831.899459 = -239034.760757 nChanged 0 Trying to split cluster 17 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1389.010676 sec): 2 clusters Score: Raw -46807.751280 + Penalty 1187.466646 = -45620.284635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1389.026272 sec): 3 clusters Score: Raw -46621.602066 + Penalty 2374.933292 = -44246.668774 nChanged 244 SP:Iteration 1F (1389.041589 sec): 3 clusters Score: Raw -46930.561316 + Penalty 2374.933292 = -44555.628024 nChanged 65 SP:Iteration 2F (1389.056784 sec): 3 clusters Score: Raw -47026.108249 + Penalty 2374.933292 = -44651.174957 nChanged 44 SP:Iteration 3F (1389.072119 sec): 3 clusters Score: Raw -47073.192945 + Penalty 2374.933292 = -44698.259653 nChanged 26 SP:Iteration 4Q (1389.087233 sec): 3 clusters Score: Raw -47106.182216 + Penalty 2374.933292 = -44731.248924 nChanged 15 SP:Iteration 5Q (1389.102240 sec): 3 clusters Score: Raw -47129.759518 + Penalty 2374.933292 = -44754.826226 nChanged 16 SP:Iteration 6Q (1389.117216 sec): 3 clusters Score: Raw -47144.892066 + Penalty 2374.933292 = -44769.958774 nChanged 6 SP:Iteration 7Q (1389.131820 sec): 3 clusters Score: Raw -47154.013251 + Penalty 2374.933292 = -44779.079960 nChanged 7 SP:Iteration 8Q (1389.146741 sec): 3 clusters Score: Raw -47162.627079 + Penalty 2374.933292 = -44787.693787 nChanged 5 SP:Iteration 9Q (1389.161758 sec): 3 clusters Score: Raw -47166.571030 + Penalty 2374.933292 = -44791.637739 nChanged 2 SP:Iteration 10Q (1389.176669 sec): 3 clusters Score: Raw -47168.914327 + Penalty 2374.933292 = -44793.981035 nChanged 2 SP:Iteration 11Q (1389.191595 sec): 3 clusters Score: Raw -47175.259643 + Penalty 2374.933292 = -44800.326351 nChanged 1 SP:Iteration 12Q (1389.206484 sec): 3 clusters Score: Raw -47176.321936 + Penalty 2374.933292 = -44801.388644 nChanged 1 SP:Iteration 13Q (1389.228880 sec): 3 clusters Score: Raw -47176.667633 + Penalty 2374.933292 = -44801.734341 nChanged 0 SP:Iteration 14F (1389.243183 sec): 3 clusters Score: Raw -47176.667633 + Penalty 2374.933292 = -44801.734341 nChanged 0 Trying to split cluster 18 (4313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1389.286713 sec): 2 clusters Score: Raw -341384.917428 + Penalty 1468.827769 = -339916.089659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1389.343277 sec): 3 clusters Score: Raw -339198.187313 + Penalty 2937.655538 = -336260.531775 nChanged 1700 SP:Iteration 1F (1389.397851 sec): 3 clusters Score: Raw -340198.990276 + Penalty 2937.655538 = -337261.334738 nChanged 335 SP:Iteration 2F (1389.451683 sec): 3 clusters Score: Raw -340379.272658 + Penalty 2937.655538 = -337441.617120 nChanged 229 SP:Iteration 3F (1389.501385 sec): 3 clusters Score: Raw -340482.556668 + Penalty 2937.655538 = -337544.901130 nChanged 164 SP:Iteration 4Q (1389.543911 sec): 3 clusters Score: Raw -340542.574251 + Penalty 2937.655538 = -337604.918713 nChanged 115 SP:Iteration 5Q (1389.586212 sec): 3 clusters Score: Raw -340598.647961 + Penalty 2937.655538 = -337660.992423 nChanged 99 SP:Iteration 6Q (1389.728509 sec): 3 clusters Score: Raw -340640.542796 + Penalty 2937.655538 = -337702.887258 nChanged 83 SP:Iteration 7Q (1389.836410 sec): 3 clusters Score: Raw -340676.908435 + Penalty 2937.655538 = -337739.252897 nChanged 77 SP:Iteration 8Q (1389.968301 sec): 3 clusters Score: Raw -340706.095157 + Penalty 2937.655538 = -337768.439619 nChanged 81 SP:Iteration 9Q (1390.106357 sec): 3 clusters Score: Raw -340738.818405 + Penalty 2937.655538 = -337801.162867 nChanged 85 SP:Iteration 10Q (1390.224674 sec): 3 clusters Score: Raw -340775.077020 + Penalty 2937.655538 = -337837.421482 nChanged 88 SP:Iteration 11Q (1390.290788 sec): 3 clusters Score: Raw -340815.102384 + Penalty 2937.655538 = -337877.446846 nChanged 94 SP:Iteration 12Q (1390.332461 sec): 3 clusters Score: Raw -340856.908808 + Penalty 2937.655538 = -337919.253270 nChanged 90 SP:Iteration 13Q (1390.374877 sec): 3 clusters Score: Raw -340900.305571 + Penalty 2937.655538 = -337962.650033 nChanged 95 SP:Iteration 14Q (1390.417558 sec): 3 clusters Score: Raw -340957.110889 + Penalty 2937.655538 = -338019.455351 nChanged 102 SP:Iteration 15Q (1390.460045 sec): 3 clusters Score: Raw -341023.434687 + Penalty 2937.655538 = -338085.779149 nChanged 106 SP:Iteration 16Q (1390.502305 sec): 3 clusters Score: Raw -341088.853636 + Penalty 2937.655538 = -338151.198098 nChanged 95 SP:Iteration 17Q (1390.554317 sec): 3 clusters Score: Raw -341150.179586 + Penalty 2937.655538 = -338212.524049 nChanged 77 SP:Iteration 18Q (1390.601032 sec): 3 clusters Score: Raw -341200.068937 + Penalty 2937.655538 = -338262.413399 nChanged 68 SP:Iteration 19Q (1390.647253 sec): 3 clusters Score: Raw -341253.507799 + Penalty 2937.655538 = -338315.852261 nChanged 65 SP:Iteration 20F (1390.690158 sec): 3 clusters Score: Raw -341308.305078 + Penalty 2937.655538 = -338370.649540 nChanged 70 SP:Iteration 21Q (1390.732702 sec): 3 clusters Score: Raw -341363.006773 + Penalty 2937.655538 = -338425.351235 nChanged 65 SP:Iteration 22Q (1390.775640 sec): 3 clusters Score: Raw -341409.907938 + Penalty 2937.655538 = -338472.252400 nChanged 51 SP:Iteration 23Q (1390.818459 sec): 3 clusters Score: Raw -341454.842398 + Penalty 2937.655538 = -338517.186860 nChanged 41 SP:Iteration 24Q (1390.862956 sec): 3 clusters Score: Raw -341489.725120 + Penalty 2937.655538 = -338552.069582 nChanged 29 SP:Iteration 25Q (1390.907357 sec): 3 clusters Score: Raw -341516.838003 + Penalty 2937.655538 = -338579.182465 nChanged 22 SP:Iteration 26Q (1390.951792 sec): 3 clusters Score: Raw -341536.121722 + Penalty 2937.655538 = -338598.466185 nChanged 18 SP:Iteration 27Q (1390.995372 sec): 3 clusters Score: Raw -341549.220845 + Penalty 2937.655538 = -338611.565307 nChanged 12 SP:Iteration 28Q (1391.037275 sec): 3 clusters Score: Raw -341560.928614 + Penalty 2937.655538 = -338623.273076 nChanged 13 SP:Iteration 29Q (1391.078983 sec): 3 clusters Score: Raw -341574.515768 + Penalty 2937.655538 = -338636.860230 nChanged 16 SP:Iteration 30Q (1391.120879 sec): 3 clusters Score: Raw -341591.360715 + Penalty 2937.655538 = -338653.705177 nChanged 17 SP:Iteration 31Q (1391.162901 sec): 3 clusters Score: Raw -341604.428113 + Penalty 2937.655538 = -338666.772575 nChanged 8 SP:Iteration 32Q (1391.206770 sec): 3 clusters Score: Raw -341610.874129 + Penalty 2937.655538 = -338673.218591 nChanged 10 SP:Iteration 33Q (1391.250612 sec): 3 clusters Score: Raw -341620.935521 + Penalty 2937.655538 = -338683.279983 nChanged 8 SP:Iteration 34Q (1391.294446 sec): 3 clusters Score: Raw -341627.572282 + Penalty 2937.655538 = -338689.916745 nChanged 4 SP:Iteration 35Q (1391.337973 sec): 3 clusters Score: Raw -341629.880932 + Penalty 2937.655538 = -338692.225394 nChanged 4 SP:Iteration 36Q (1391.380654 sec): 3 clusters Score: Raw -341632.954880 + Penalty 2937.655538 = -338695.299342 nChanged 6 SP:Iteration 37Q (1391.537988 sec): 3 clusters Score: Raw -341637.834082 + Penalty 2937.655538 = -338700.178544 nChanged 5 SP:Iteration 38Q (1391.686408 sec): 3 clusters Score: Raw -341641.959715 + Penalty 2937.655538 = -338704.304178 nChanged 3 SP:Iteration 39Q (1391.762188 sec): 3 clusters Score: Raw -341646.135696 + Penalty 2937.655538 = -338708.480158 nChanged 5 SP:Iteration 40F (1391.810795 sec): 3 clusters Score: Raw -341650.672875 + Penalty 2937.655538 = -338713.017337 nChanged 4 SP:Iteration 41Q (1391.857481 sec): 3 clusters Score: Raw -341654.693179 + Penalty 2937.655538 = -338717.037641 nChanged 2 SP:Iteration 42Q (1391.904705 sec): 3 clusters Score: Raw -341657.501447 + Penalty 2937.655538 = -338719.845909 nChanged 3 SP:Iteration 43Q (1391.948685 sec): 3 clusters Score: Raw -341659.324475 + Penalty 2937.655538 = -338721.668937 nChanged 2 SP:Iteration 44Q (1391.988942 sec): 3 clusters Score: Raw -341661.435803 + Penalty 2937.655538 = -338723.780265 nChanged 1 SP:Iteration 45Q (1392.029010 sec): 3 clusters Score: Raw -341661.792448 + Penalty 2937.655538 = -338724.136910 nChanged 0 SP:Iteration 46F (1392.070908 sec): 3 clusters Score: Raw -341661.792448 + Penalty 2937.655538 = -338724.136910 nChanged 0 Trying to split cluster 19 (3535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1392.116175 sec): 2 clusters Score: Raw -266877.125753 + Penalty 1433.917235 = -265443.208518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1392.159083 sec): 3 clusters Score: Raw -265162.404946 + Penalty 2867.834471 = -262294.570475 nChanged 1412 SP:Iteration 1F (1392.201350 sec): 3 clusters Score: Raw -266085.981741 + Penalty 2867.834471 = -263218.147270 nChanged 344 SP:Iteration 2F (1392.244967 sec): 3 clusters Score: Raw -266399.768443 + Penalty 2867.834471 = -263531.933972 nChanged 282 SP:Iteration 3F (1392.288806 sec): 3 clusters Score: Raw -266719.747612 + Penalty 2867.834471 = -263851.913141 nChanged 264 SP:Iteration 4F (1392.332636 sec): 3 clusters Score: Raw -266955.842896 + Penalty 2867.834471 = -264088.008425 nChanged 187 SP:Iteration 5F (1392.376725 sec): 3 clusters Score: Raw -267098.280059 + Penalty 2867.834471 = -264230.445588 nChanged 138 SP:Iteration 6Q (1392.420359 sec): 3 clusters Score: Raw -267192.022839 + Penalty 2867.834471 = -264324.188368 nChanged 93 SP:Iteration 7Q (1392.459936 sec): 3 clusters Score: Raw -267248.881829 + Penalty 2867.834471 = -264381.047358 nChanged 79 SP:Iteration 8Q (1392.499531 sec): 3 clusters Score: Raw -267286.612737 + Penalty 2867.834471 = -264418.778266 nChanged 48 SP:Iteration 9Q (1392.539327 sec): 3 clusters Score: Raw -267304.794066 + Penalty 2867.834471 = -264436.959595 nChanged 32 SP:Iteration 10Q (1392.593081 sec): 3 clusters Score: Raw -267318.735708 + Penalty 2867.834471 = -264450.901237 nChanged 23 SP:Iteration 11Q (1392.633770 sec): 3 clusters Score: Raw -267328.724254 + Penalty 2867.834471 = -264460.889783 nChanged 17 SP:Iteration 12Q (1392.674428 sec): 3 clusters Score: Raw -267334.036712 + Penalty 2867.834471 = -264466.202241 nChanged 9 SP:Iteration 13Q (1392.715060 sec): 3 clusters Score: Raw -267336.792312 + Penalty 2867.834471 = -264468.957841 nChanged 9 SP:Iteration 14Q (1392.756055 sec): 3 clusters Score: Raw -267339.706788 + Penalty 2867.834471 = -264471.872317 nChanged 11 SP:Iteration 15Q (1392.796679 sec): 3 clusters Score: Raw -267344.315469 + Penalty 2867.834471 = -264476.480998 nChanged 13 SP:Iteration 16Q (1392.836816 sec): 3 clusters Score: Raw -267349.261141 + Penalty 2867.834471 = -264481.426670 nChanged 15 SP:Iteration 17Q (1392.876880 sec): 3 clusters Score: Raw -267354.732970 + Penalty 2867.834471 = -264486.898499 nChanged 11 SP:Iteration 18Q (1392.916862 sec): 3 clusters Score: Raw -267359.577575 + Penalty 2867.834471 = -264491.743104 nChanged 11 SP:Iteration 19Q (1392.956719 sec): 3 clusters Score: Raw -267363.385580 + Penalty 2867.834471 = -264495.551109 nChanged 11 SP:Iteration 20F (1393.082145 sec): 3 clusters Score: Raw -267367.268657 + Penalty 2867.834471 = -264499.434186 nChanged 9 SP:Iteration 21Q (1393.214375 sec): 3 clusters Score: Raw -267369.981367 + Penalty 2867.834471 = -264502.146896 nChanged 10 SP:Iteration 22Q (1393.350913 sec): 3 clusters Score: Raw -267372.893351 + Penalty 2867.834471 = -264505.058880 nChanged 3 SP:Iteration 23Q (1393.415338 sec): 3 clusters Score: Raw -267373.638242 + Penalty 2867.834471 = -264505.803771 nChanged 1 SP:Iteration 24Q (1393.455058 sec): 3 clusters Score: Raw -267374.071901 + Penalty 2867.834471 = -264506.237430 nChanged 2 SP:Iteration 25Q (1393.495208 sec): 3 clusters Score: Raw -267375.083129 + Penalty 2867.834471 = -264507.248658 nChanged 1 SP:Iteration 26Q (1393.535451 sec): 3 clusters Score: Raw -267375.508566 + Penalty 2867.834471 = -264507.674095 nChanged 1 SP:Iteration 27Q (1393.641830 sec): 3 clusters Score: Raw -267375.833042 + Penalty 2867.834471 = -264507.998571 nChanged 1 SP:Iteration 28Q (1393.757588 sec): 3 clusters Score: Raw -267376.055929 + Penalty 2867.834471 = -264508.221458 nChanged 1 SP:Iteration 29Q (1393.797724 sec): 3 clusters Score: Raw -267376.435426 + Penalty 2867.834471 = -264508.600955 nChanged 4 SP:Iteration 30Q (1393.838767 sec): 3 clusters Score: Raw -267377.518502 + Penalty 2867.834471 = -264509.684031 nChanged 4 SP:Iteration 31Q (1393.880646 sec): 3 clusters Score: Raw -267378.809850 + Penalty 2867.834471 = -264510.975379 nChanged 2 SP:Iteration 32Q (1393.922031 sec): 3 clusters Score: Raw -267379.605699 + Penalty 2867.834471 = -264511.771228 nChanged 2 SP:Iteration 33Q (1393.961713 sec): 3 clusters Score: Raw -267380.672863 + Penalty 2867.834471 = -264512.838392 nChanged 2 SP:Iteration 34Q (1394.004595 sec): 3 clusters Score: Raw -267381.842495 + Penalty 2867.834471 = -264514.008024 nChanged 3 SP:Iteration 35Q (1394.047391 sec): 3 clusters Score: Raw -267383.160519 + Penalty 2867.834471 = -264515.326048 nChanged 3 SP:Iteration 36Q (1394.090069 sec): 3 clusters Score: Raw -267384.278982 + Penalty 2867.834471 = -264516.444511 nChanged 0 SP:Iteration 37F (1394.212858 sec): 3 clusters Score: Raw -267384.278982 + Penalty 2867.834471 = -264516.444511 nChanged 0 Trying to split cluster 20 (3600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1394.251337 sec): 2 clusters Score: Raw -238972.287907 + Penalty 1437.114941 = -237535.172965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1394.291865 sec): 3 clusters Score: Raw -237242.194520 + Penalty 2874.229883 = -234367.964637 nChanged 1383 SP:Iteration 1F (1394.331752 sec): 3 clusters Score: Raw -238304.912203 + Penalty 2874.229883 = -235430.682320 nChanged 391 SP:Iteration 2F (1394.376221 sec): 3 clusters Score: Raw -238748.406231 + Penalty 2874.229883 = -235874.176349 nChanged 309 SP:Iteration 3F (1394.420389 sec): 3 clusters Score: Raw -239091.478789 + Penalty 2874.229883 = -236217.248907 nChanged 260 SP:Iteration 4F (1394.460394 sec): 3 clusters Score: Raw -239340.208936 + Penalty 2874.229883 = -236465.979054 nChanged 202 SP:Iteration 5F (1394.500476 sec): 3 clusters Score: Raw -239520.084752 + Penalty 2874.229883 = -236645.854870 nChanged 160 SP:Iteration 6Q (1394.540613 sec): 3 clusters Score: Raw -239646.838918 + Penalty 2874.229883 = -236772.609035 nChanged 116 SP:Iteration 7Q (1394.580723 sec): 3 clusters Score: Raw -239719.616479 + Penalty 2874.229883 = -236845.386597 nChanged 79 SP:Iteration 8Q (1394.621396 sec): 3 clusters Score: Raw -239759.777812 + Penalty 2874.229883 = -236885.547929 nChanged 59 SP:Iteration 9Q (1394.662001 sec): 3 clusters Score: Raw -239787.547094 + Penalty 2874.229883 = -236913.317211 nChanged 49 SP:Iteration 10Q (1394.702529 sec): 3 clusters Score: Raw -239816.207495 + Penalty 2874.229883 = -236941.977612 nChanged 45 SP:Iteration 11Q (1394.742951 sec): 3 clusters Score: Raw -239844.124185 + Penalty 2874.229883 = -236969.894303 nChanged 44 SP:Iteration 12Q (1394.876296 sec): 3 clusters Score: Raw -239879.385946 + Penalty 2874.229883 = -237005.156064 nChanged 52 SP:Iteration 13Q (1395.004223 sec): 3 clusters Score: Raw -239916.529862 + Penalty 2874.229883 = -237042.299980 nChanged 52 SP:Iteration 14Q (1395.136788 sec): 3 clusters Score: Raw -239951.306589 + Penalty 2874.229883 = -237077.076706 nChanged 54 SP:Iteration 15Q (1395.256544 sec): 3 clusters Score: Raw -239990.085469 + Penalty 2874.229883 = -237115.855587 nChanged 52 SP:Iteration 16Q (1395.346710 sec): 3 clusters Score: Raw -240022.497120 + Penalty 2874.229883 = -237148.267237 nChanged 44 SP:Iteration 17Q (1395.386299 sec): 3 clusters Score: Raw -240049.038164 + Penalty 2874.229883 = -237174.808281 nChanged 40 SP:Iteration 18Q (1395.426109 sec): 3 clusters Score: Raw -240072.346885 + Penalty 2874.229883 = -237198.117002 nChanged 37 SP:Iteration 19Q (1395.466379 sec): 3 clusters Score: Raw -240095.112953 + Penalty 2874.229883 = -237220.883070 nChanged 32 SP:Iteration 20F (1395.506890 sec): 3 clusters Score: Raw -240122.373960 + Penalty 2874.229883 = -237248.144077 nChanged 39 SP:Iteration 21Q (1395.547181 sec): 3 clusters Score: Raw -240147.356321 + Penalty 2874.229883 = -237273.126438 nChanged 41 SP:Iteration 22Q (1395.588053 sec): 3 clusters Score: Raw -240173.107583 + Penalty 2874.229883 = -237298.877700 nChanged 42 SP:Iteration 23Q (1395.628860 sec): 3 clusters Score: Raw -240198.090271 + Penalty 2874.229883 = -237323.860389 nChanged 34 SP:Iteration 24Q (1395.669816 sec): 3 clusters Score: Raw -240219.982269 + Penalty 2874.229883 = -237345.752386 nChanged 32 SP:Iteration 25Q (1395.710553 sec): 3 clusters Score: Raw -240243.038871 + Penalty 2874.229883 = -237368.808989 nChanged 29 SP:Iteration 26Q (1395.751133 sec): 3 clusters Score: Raw -240260.536685 + Penalty 2874.229883 = -237386.306803 nChanged 23 SP:Iteration 27Q (1395.791461 sec): 3 clusters Score: Raw -240275.556319 + Penalty 2874.229883 = -237401.326436 nChanged 21 SP:Iteration 28Q (1395.831228 sec): 3 clusters Score: Raw -240288.227295 + Penalty 2874.229883 = -237413.997413 nChanged 16 SP:Iteration 29Q (1395.870926 sec): 3 clusters Score: Raw -240297.076386 + Penalty 2874.229883 = -237422.846503 nChanged 18 SP:Iteration 30Q (1395.910664 sec): 3 clusters Score: Raw -240306.308133 + Penalty 2874.229883 = -237432.078250 nChanged 15 SP:Iteration 31Q (1395.950324 sec): 3 clusters Score: Raw -240313.009681 + Penalty 2874.229883 = -237438.779798 nChanged 11 SP:Iteration 32Q (1395.990086 sec): 3 clusters Score: Raw -240317.203194 + Penalty 2874.229883 = -237442.973311 nChanged 10 SP:Iteration 33Q (1396.032380 sec): 3 clusters Score: Raw -240320.196891 + Penalty 2874.229883 = -237445.967008 nChanged 9 SP:Iteration 34Q (1396.072232 sec): 3 clusters Score: Raw -240322.807360 + Penalty 2874.229883 = -237448.577478 nChanged 5 SP:Iteration 35Q (1396.117030 sec): 3 clusters Score: Raw -240324.315732 + Penalty 2874.229883 = -237450.085850 nChanged 0 SP:Iteration 36F (1396.157572 sec): 3 clusters Score: Raw -240324.315732 + Penalty 2874.229883 = -237450.085850 nChanged 0 Trying to split cluster 21 (3693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1396.196367 sec): 2 clusters Score: Raw -297976.058375 + Penalty 1441.591120 = -296534.467255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1396.237856 sec): 3 clusters Score: Raw -296155.964575 + Penalty 2883.182240 = -293272.782335 nChanged 1452 SP:Iteration 1F (1396.282147 sec): 3 clusters Score: Raw -297012.913151 + Penalty 2883.182240 = -294129.730912 nChanged 302 SP:Iteration 2F (1396.327735 sec): 3 clusters Score: Raw -297238.992287 + Penalty 2883.182240 = -294355.810047 nChanged 236 SP:Iteration 3F (1396.372689 sec): 3 clusters Score: Raw -297406.369451 + Penalty 2883.182240 = -294523.187212 nChanged 202 SP:Iteration 4F (1396.520926 sec): 3 clusters Score: Raw -297550.579947 + Penalty 2883.182240 = -294667.397708 nChanged 173 SP:Iteration 5Q (1396.648359 sec): 3 clusters Score: Raw -297682.409801 + Penalty 2883.182240 = -294799.227562 nChanged 173 SP:Iteration 6Q (1396.764499 sec): 3 clusters Score: Raw -297811.310791 + Penalty 2883.182240 = -294928.128552 nChanged 163 SP:Iteration 7Q (1396.803449 sec): 3 clusters Score: Raw -297940.016994 + Penalty 2883.182240 = -295056.834754 nChanged 138 SP:Iteration 8Q (1396.843925 sec): 3 clusters Score: Raw -298040.478327 + Penalty 2883.182240 = -295157.296087 nChanged 110 SP:Iteration 9Q (1396.884218 sec): 3 clusters Score: Raw -298116.353533 + Penalty 2883.182240 = -295233.171293 nChanged 88 SP:Iteration 10Q (1396.924582 sec): 3 clusters Score: Raw -298184.080593 + Penalty 2883.182240 = -295300.898354 nChanged 87 SP:Iteration 11Q (1396.965732 sec): 3 clusters Score: Raw -298236.753776 + Penalty 2883.182240 = -295353.571536 nChanged 57 SP:Iteration 12Q (1397.007088 sec): 3 clusters Score: Raw -298271.490395 + Penalty 2883.182240 = -295388.308155 nChanged 48 SP:Iteration 13Q (1397.048257 sec): 3 clusters Score: Raw -298292.147205 + Penalty 2883.182240 = -295408.964965 nChanged 36 SP:Iteration 14Q (1397.089641 sec): 3 clusters Score: Raw -298309.372603 + Penalty 2883.182240 = -295426.190363 nChanged 28 SP:Iteration 15Q (1397.130989 sec): 3 clusters Score: Raw -298321.527253 + Penalty 2883.182240 = -295438.345014 nChanged 22 SP:Iteration 16Q (1397.172264 sec): 3 clusters Score: Raw -298332.388739 + Penalty 2883.182240 = -295449.206499 nChanged 18 SP:Iteration 17Q (1397.213815 sec): 3 clusters Score: Raw -298341.853821 + Penalty 2883.182240 = -295458.671581 nChanged 14 SP:Iteration 18Q (1397.255204 sec): 3 clusters Score: Raw -298348.310890 + Penalty 2883.182240 = -295465.128650 nChanged 16 SP:Iteration 19Q (1397.296640 sec): 3 clusters Score: Raw -298354.178102 + Penalty 2883.182240 = -295470.995862 nChanged 9 SP:Iteration 20F (1397.337474 sec): 3 clusters Score: Raw -298356.471749 + Penalty 2883.182240 = -295473.289510 nChanged 6 SP:Iteration 21Q (1397.378924 sec): 3 clusters Score: Raw -298359.410157 + Penalty 2883.182240 = -295476.227918 nChanged 3 SP:Iteration 22Q (1397.420298 sec): 3 clusters Score: Raw -298360.225238 + Penalty 2883.182240 = -295477.042999 nChanged 1 SP:Iteration 23Q (1397.461471 sec): 3 clusters Score: Raw -298360.523589 + Penalty 2883.182240 = -295477.341349 nChanged 1 SP:Iteration 24Q (1397.503012 sec): 3 clusters Score: Raw -298360.998378 + Penalty 2883.182240 = -295477.816139 nChanged 2 SP:Iteration 25Q (1397.544264 sec): 3 clusters Score: Raw -298361.462851 + Penalty 2883.182240 = -295478.280612 nChanged 1 SP:Iteration 26Q (1397.585455 sec): 3 clusters Score: Raw -298361.741369 + Penalty 2883.182240 = -295478.559129 nChanged 0 SP:Iteration 27F (1397.626426 sec): 3 clusters Score: Raw -298361.741369 + Penalty 2883.182240 = -295478.559129 nChanged 0 Trying to split cluster 22 (1416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1397.661150 sec): 2 clusters Score: Raw -101389.353753 + Penalty 1273.356269 = -100115.997484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1397.682218 sec): 3 clusters Score: Raw -100899.075236 + Penalty 2546.712537 = -98352.362699 nChanged 463 SP:Iteration 1F (1397.701478 sec): 3 clusters Score: Raw -101308.310862 + Penalty 2546.712537 = -98761.598325 nChanged 123 SP:Iteration 2F (1397.721512 sec): 3 clusters Score: Raw -101447.076532 + Penalty 2546.712537 = -98900.363994 nChanged 85 SP:Iteration 3F (1397.741474 sec): 3 clusters Score: Raw -101550.207732 + Penalty 2546.712537 = -99003.495194 nChanged 72 SP:Iteration 4F (1397.761531 sec): 3 clusters Score: Raw -101643.145923 + Penalty 2546.712537 = -99096.433386 nChanged 58 SP:Iteration 5Q (1397.781386 sec): 3 clusters Score: Raw -101716.080461 + Penalty 2546.712537 = -99169.367924 nChanged 42 SP:Iteration 6Q (1397.919469 sec): 3 clusters Score: Raw -101760.175644 + Penalty 2546.712537 = -99213.463106 nChanged 34 SP:Iteration 7Q (1398.046816 sec): 3 clusters Score: Raw -101799.690000 + Penalty 2546.712537 = -99252.977463 nChanged 23 SP:Iteration 8Q (1398.147300 sec): 3 clusters Score: Raw -101839.566676 + Penalty 2546.712537 = -99292.854138 nChanged 25 SP:Iteration 9Q (1398.262686 sec): 3 clusters Score: Raw -101886.332361 + Penalty 2546.712537 = -99339.619824 nChanged 23 SP:Iteration 10Q (1398.376819 sec): 3 clusters Score: Raw -101933.057340 + Penalty 2546.712537 = -99386.344803 nChanged 27 SP:Iteration 11Q (1398.486668 sec): 3 clusters Score: Raw -101976.233413 + Penalty 2546.712537 = -99429.520876 nChanged 21 SP:Iteration 12Q (1398.590179 sec): 3 clusters Score: Raw -102005.489777 + Penalty 2546.712537 = -99458.777239 nChanged 18 SP:Iteration 13Q (1398.700845 sec): 3 clusters Score: Raw -102028.917751 + Penalty 2546.712537 = -99482.205214 nChanged 13 SP:Iteration 14Q (1398.839867 sec): 3 clusters Score: Raw -102040.513117 + Penalty 2546.712537 = -99493.800580 nChanged 12 SP:Iteration 15Q (1398.866894 sec): 3 clusters Score: Raw -102055.202607 + Penalty 2546.712537 = -99508.490070 nChanged 9 SP:Iteration 16Q (1398.886851 sec): 3 clusters Score: Raw -102062.459899 + Penalty 2546.712537 = -99515.747362 nChanged 7 SP:Iteration 17Q (1398.906760 sec): 3 clusters Score: Raw -102071.418609 + Penalty 2546.712537 = -99524.706072 nChanged 8 SP:Iteration 18Q (1398.926845 sec): 3 clusters Score: Raw -102085.010680 + Penalty 2546.712537 = -99538.298143 nChanged 12 SP:Iteration 19Q (1398.946837 sec): 3 clusters Score: Raw -102093.248590 + Penalty 2546.712537 = -99546.536053 nChanged 6 SP:Iteration 20F (1398.966801 sec): 3 clusters Score: Raw -102096.671957 + Penalty 2546.712537 = -99549.959420 nChanged 2 SP:Iteration 21Q (1398.986767 sec): 3 clusters Score: Raw -102100.023958 + Penalty 2546.712537 = -99553.311421 nChanged 1 SP:Iteration 22Q (1399.006662 sec): 3 clusters Score: Raw -102100.587637 + Penalty 2546.712537 = -99553.875100 nChanged 0 SP:Iteration 23F (1399.026717 sec): 3 clusters Score: Raw -102100.587637 + Penalty 2546.712537 = -99553.875100 nChanged 0 Trying to split cluster 23 (2657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1399.064426 sec): 2 clusters Score: Raw -168800.386942 + Penalty 1383.809242 = -167416.577700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1399.099230 sec): 3 clusters Score: Raw -167575.454350 + Penalty 2767.618484 = -164807.835866 nChanged 1013 SP:Iteration 1F (1399.132456 sec): 3 clusters Score: Raw -168280.145867 + Penalty 2767.618484 = -165512.527383 nChanged 248 SP:Iteration 2F (1399.165526 sec): 3 clusters Score: Raw -168508.857632 + Penalty 2767.618484 = -165741.239148 nChanged 195 SP:Iteration 3F (1399.199690 sec): 3 clusters Score: Raw -168684.803923 + Penalty 2767.618484 = -165917.185439 nChanged 148 SP:Iteration 4F (1399.233111 sec): 3 clusters Score: Raw -168842.322147 + Penalty 2767.618484 = -166074.703663 nChanged 138 SP:Iteration 5F (1399.267282 sec): 3 clusters Score: Raw -168997.662944 + Penalty 2767.618484 = -166230.044460 nChanged 121 SP:Iteration 6Q (1399.301563 sec): 3 clusters Score: Raw -169128.729487 + Penalty 2767.618484 = -166361.111003 nChanged 99 SP:Iteration 7Q (1399.335979 sec): 3 clusters Score: Raw -169269.275356 + Penalty 2767.618484 = -166501.656872 nChanged 87 SP:Iteration 8Q (1399.370109 sec): 3 clusters Score: Raw -169378.667944 + Penalty 2767.618484 = -166611.049460 nChanged 82 SP:Iteration 9Q (1399.403614 sec): 3 clusters Score: Raw -169475.946064 + Penalty 2767.618484 = -166708.327580 nChanged 65 SP:Iteration 10Q (1399.436783 sec): 3 clusters Score: Raw -169541.539608 + Penalty 2767.618484 = -166773.921124 nChanged 39 SP:Iteration 11Q (1399.469802 sec): 3 clusters Score: Raw -169574.854178 + Penalty 2767.618484 = -166807.235695 nChanged 30 SP:Iteration 12Q (1399.563250 sec): 3 clusters Score: Raw -169600.011568 + Penalty 2767.618484 = -166832.393084 nChanged 19 SP:Iteration 13Q (1399.683786 sec): 3 clusters Score: Raw -169616.458597 + Penalty 2767.618484 = -166848.840113 nChanged 16 SP:Iteration 14Q (1399.804886 sec): 3 clusters Score: Raw -169627.467972 + Penalty 2767.618484 = -166859.849488 nChanged 22 SP:Iteration 15Q (1399.900816 sec): 3 clusters Score: Raw -169642.337974 + Penalty 2767.618484 = -166874.719490 nChanged 16 SP:Iteration 16Q (1399.986455 sec): 3 clusters Score: Raw -169653.228535 + Penalty 2767.618484 = -166885.610051 nChanged 14 SP:Iteration 17Q (1400.021943 sec): 3 clusters Score: Raw -169663.222087 + Penalty 2767.618484 = -166895.603603 nChanged 16 SP:Iteration 18Q (1400.057564 sec): 3 clusters Score: Raw -169676.961549 + Penalty 2767.618484 = -166909.343065 nChanged 22 SP:Iteration 19Q (1400.090502 sec): 3 clusters Score: Raw -169693.900053 + Penalty 2767.618484 = -166926.281569 nChanged 22 SP:Iteration 20F (1400.123713 sec): 3 clusters Score: Raw -169715.673955 + Penalty 2767.618484 = -166948.055471 nChanged 17 SP:Iteration 21Q (1400.156546 sec): 3 clusters Score: Raw -169729.635317 + Penalty 2767.618484 = -166962.016833 nChanged 24 SP:Iteration 22Q (1400.189415 sec): 3 clusters Score: Raw -169747.568265 + Penalty 2767.618484 = -166979.949781 nChanged 23 SP:Iteration 23Q (1400.222178 sec): 3 clusters Score: Raw -169761.596450 + Penalty 2767.618484 = -166993.977966 nChanged 15 SP:Iteration 24Q (1400.255135 sec): 3 clusters Score: Raw -169769.162390 + Penalty 2767.618484 = -167001.543906 nChanged 4 SP:Iteration 25Q (1400.287684 sec): 3 clusters Score: Raw -169771.422310 + Penalty 2767.618484 = -167003.803826 nChanged 6 SP:Iteration 26Q (1400.320441 sec): 3 clusters Score: Raw -169775.638690 + Penalty 2767.618484 = -167008.020206 nChanged 5 SP:Iteration 27Q (1400.353044 sec): 3 clusters Score: Raw -169780.035701 + Penalty 2767.618484 = -167012.417217 nChanged 6 SP:Iteration 28Q (1400.385850 sec): 3 clusters Score: Raw -169781.828098 + Penalty 2767.618484 = -167014.209615 nChanged 2 SP:Iteration 29Q (1400.418403 sec): 3 clusters Score: Raw -169782.494413 + Penalty 2767.618484 = -167014.875929 nChanged 1 SP:Iteration 30Q (1400.451280 sec): 3 clusters Score: Raw -169783.053589 + Penalty 2767.618484 = -167015.435105 nChanged 1 SP:Iteration 31Q (1400.483883 sec): 3 clusters Score: Raw -169783.289247 + Penalty 2767.618484 = -167015.670763 nChanged 0 SP:Iteration 32F (1400.516981 sec): 3 clusters Score: Raw -169783.289247 + Penalty 2767.618484 = -167015.670763 nChanged 0 Trying to split cluster 24 (3489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1400.555189 sec): 2 clusters Score: Raw -250089.034932 + Penalty 1431.618512 = -248657.416420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1400.600205 sec): 3 clusters Score: Raw -248500.179134 + Penalty 2863.237025 = -245636.942109 nChanged 1363 SP:Iteration 1F (1400.643404 sec): 3 clusters Score: Raw -249460.941283 + Penalty 2863.237025 = -246597.704258 nChanged 319 SP:Iteration 2F (1400.686792 sec): 3 clusters Score: Raw -249818.533231 + Penalty 2863.237025 = -246955.296206 nChanged 319 SP:Iteration 3F (1400.729965 sec): 3 clusters Score: Raw -250500.632108 + Penalty 2863.237025 = -247637.395083 nChanged 343 SP:Iteration 4F (1400.771185 sec): 3 clusters Score: Raw -251578.934032 + Penalty 2863.237025 = -248715.697007 nChanged 272 SP:Iteration 5F (1400.810416 sec): 3 clusters Score: Raw -252035.341797 + Penalty 2863.237025 = -249172.104772 nChanged 159 SP:Iteration 6Q (1400.849600 sec): 3 clusters Score: Raw -252155.045743 + Penalty 2863.237025 = -249291.808718 nChanged 74 SP:Iteration 7Q (1400.888644 sec): 3 clusters Score: Raw -252212.113130 + Penalty 2863.237025 = -249348.876105 nChanged 44 SP:Iteration 8Q (1401.043660 sec): 3 clusters Score: Raw -252237.674226 + Penalty 2863.237025 = -249374.437201 nChanged 37 SP:Iteration 9Q (1401.119126 sec): 3 clusters Score: Raw -252264.342455 + Penalty 2863.237025 = -249401.105430 nChanged 34 SP:Iteration 10Q (1401.218661 sec): 3 clusters Score: Raw -252285.935648 + Penalty 2863.237025 = -249422.698623 nChanged 45 SP:Iteration 11Q (1401.309617 sec): 3 clusters Score: Raw -252315.475070 + Penalty 2863.237025 = -249452.238045 nChanged 44 SP:Iteration 12Q (1401.347690 sec): 3 clusters Score: Raw -252351.573113 + Penalty 2863.237025 = -249488.336088 nChanged 43 SP:Iteration 13Q (1401.386702 sec): 3 clusters Score: Raw -252387.460348 + Penalty 2863.237025 = -249524.223324 nChanged 36 SP:Iteration 14Q (1401.425944 sec): 3 clusters Score: Raw -252427.436493 + Penalty 2863.237025 = -249564.199468 nChanged 42 SP:Iteration 15Q (1401.464138 sec): 3 clusters Score: Raw -252476.789484 + Penalty 2863.237025 = -249613.552459 nChanged 32 SP:Iteration 16Q (1401.502397 sec): 3 clusters Score: Raw -252522.230910 + Penalty 2863.237025 = -249658.993885 nChanged 26 SP:Iteration 17Q (1401.540494 sec): 3 clusters Score: Raw -252566.215798 + Penalty 2863.237025 = -249702.978773 nChanged 28 SP:Iteration 18Q (1401.579092 sec): 3 clusters Score: Raw -252631.422163 + Penalty 2863.237025 = -249768.185139 nChanged 32 SP:Iteration 19Q (1401.617522 sec): 3 clusters Score: Raw -252765.659815 + Penalty 2863.237025 = -249902.422790 nChanged 15 SP:Iteration 20F (1401.673537 sec): 3 clusters Score: Raw -252847.928632 + Penalty 2863.237025 = -249984.691607 nChanged 13 SP:Iteration 21Q (1401.711226 sec): 3 clusters Score: Raw -252895.178064 + Penalty 2863.237025 = -250031.941039 nChanged 8 SP:Iteration 22Q (1401.748686 sec): 3 clusters Score: Raw -252925.885934 + Penalty 2863.237025 = -250062.648910 nChanged 10 SP:Iteration 23Q (1401.785096 sec): 3 clusters Score: Raw -252945.815337 + Penalty 2863.237025 = -250082.578312 nChanged 10 SP:Iteration 24Q (1401.821689 sec): 3 clusters Score: Raw -252957.832348 + Penalty 2863.237025 = -250094.595323 nChanged 10 SP:Iteration 25Q (1401.857913 sec): 3 clusters Score: Raw -252975.883636 + Penalty 2863.237025 = -250112.646611 nChanged 4 SP:Iteration 26Q (1401.900069 sec): 3 clusters Score: Raw -252979.909468 + Penalty 2863.237025 = -250116.672443 nChanged 7 SP:Iteration 27Q (1401.943410 sec): 3 clusters Score: Raw -252994.962605 + Penalty 2863.237025 = -250131.725580 nChanged 5 SP:Iteration 28Q (1401.987316 sec): 3 clusters Score: Raw -253005.261793 + Penalty 2863.237025 = -250142.024769 nChanged 3 SP:Iteration 29Q (1402.031314 sec): 3 clusters Score: Raw -253010.094576 + Penalty 2863.237025 = -250146.857551 nChanged 5 SP:Iteration 30Q (1402.071495 sec): 3 clusters Score: Raw -253020.937356 + Penalty 2863.237025 = -250157.700331 nChanged 8 SP:Iteration 31Q (1402.109259 sec): 3 clusters Score: Raw -253040.924720 + Penalty 2863.237025 = -250177.687695 nChanged 2 SP:Iteration 32Q (1402.146817 sec): 3 clusters Score: Raw -253047.868798 + Penalty 2863.237025 = -250184.631773 nChanged 5 SP:Iteration 33Q (1402.183944 sec): 3 clusters Score: Raw -253066.501950 + Penalty 2863.237025 = -250203.264925 nChanged 3 SP:Iteration 34Q (1402.221093 sec): 3 clusters Score: Raw -253075.453394 + Penalty 2863.237025 = -250212.216370 nChanged 3 SP:Iteration 35Q (1402.258613 sec): 3 clusters Score: Raw -253082.892564 + Penalty 2863.237025 = -250219.655539 nChanged 0 SP:Iteration 36F (1402.299838 sec): 3 clusters Score: Raw -253082.892564 + Penalty 2863.237025 = -250219.655539 nChanged 0 Score: Raw -7119820.042661 + Penalty 54618.988264 = -7065201.054397 Splitting cluster 24 changes total score from -7064156.279459 to -7065201.054397 So it's getting split into cluster 27. Trying to split cluster 25 (2817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1405.784595 sec): 2 clusters Score: Raw -216017.628551 + Penalty 1394.071573 = -214623.556978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1405.926195 sec): 3 clusters Score: Raw -214753.231198 + Penalty 2788.143147 = -211965.088052 nChanged 1088 SP:Iteration 1F (1406.052857 sec): 3 clusters Score: Raw -215500.038200 + Penalty 2788.143147 = -212711.895053 nChanged 255 SP:Iteration 2F (1406.185389 sec): 3 clusters Score: Raw -215706.869639 + Penalty 2788.143147 = -212918.726492 nChanged 177 SP:Iteration 3F (1406.251211 sec): 3 clusters Score: Raw -215843.212025 + Penalty 2788.143147 = -213055.068878 nChanged 123 SP:Iteration 4Q (1406.286880 sec): 3 clusters Score: Raw -215956.959677 + Penalty 2788.143147 = -213168.816531 nChanged 113 SP:Iteration 5Q (1406.322569 sec): 3 clusters Score: Raw -216075.052064 + Penalty 2788.143147 = -213286.908918 nChanged 120 SP:Iteration 6Q (1406.358170 sec): 3 clusters Score: Raw -216178.524995 + Penalty 2788.143147 = -213390.381848 nChanged 82 SP:Iteration 7Q (1406.393759 sec): 3 clusters Score: Raw -216240.511687 + Penalty 2788.143147 = -213452.368541 nChanged 53 SP:Iteration 8Q (1406.429659 sec): 3 clusters Score: Raw -216272.703648 + Penalty 2788.143147 = -213484.560501 nChanged 45 SP:Iteration 9Q (1406.465422 sec): 3 clusters Score: Raw -216295.626148 + Penalty 2788.143147 = -213507.483002 nChanged 33 SP:Iteration 10Q (1406.501116 sec): 3 clusters Score: Raw -216317.488718 + Penalty 2788.143147 = -213529.345572 nChanged 43 SP:Iteration 11Q (1406.537199 sec): 3 clusters Score: Raw -216338.998781 + Penalty 2788.143147 = -213550.855634 nChanged 33 SP:Iteration 12Q (1406.572967 sec): 3 clusters Score: Raw -216353.103722 + Penalty 2788.143147 = -213564.960575 nChanged 24 SP:Iteration 13Q (1406.607845 sec): 3 clusters Score: Raw -216364.230717 + Penalty 2788.143147 = -213576.087571 nChanged 16 SP:Iteration 14Q (1406.642736 sec): 3 clusters Score: Raw -216372.505629 + Penalty 2788.143147 = -213584.362483 nChanged 10 SP:Iteration 15Q (1406.677377 sec): 3 clusters Score: Raw -216377.151753 + Penalty 2788.143147 = -213589.008607 nChanged 12 SP:Iteration 16Q (1406.712451 sec): 3 clusters Score: Raw -216381.791377 + Penalty 2788.143147 = -213593.648230 nChanged 4 SP:Iteration 17Q (1406.747311 sec): 3 clusters Score: Raw -216383.575870 + Penalty 2788.143147 = -213595.432723 nChanged 2 SP:Iteration 18Q (1406.782302 sec): 3 clusters Score: Raw -216384.101166 + Penalty 2788.143147 = -213595.958020 nChanged 4 SP:Iteration 19Q (1406.816914 sec): 3 clusters Score: Raw -216385.867485 + Penalty 2788.143147 = -213597.724339 nChanged 7 SP:Iteration 20F (1406.851510 sec): 3 clusters Score: Raw -216389.887618 + Penalty 2788.143147 = -213601.744471 nChanged 8 SP:Iteration 21Q (1406.886428 sec): 3 clusters Score: Raw -216393.348415 + Penalty 2788.143147 = -213605.205269 nChanged 8 SP:Iteration 22Q (1406.921208 sec): 3 clusters Score: Raw -216398.267791 + Penalty 2788.143147 = -213610.124644 nChanged 8 SP:Iteration 23Q (1406.955963 sec): 3 clusters Score: Raw -216403.735030 + Penalty 2788.143147 = -213615.591883 nChanged 10 SP:Iteration 24Q (1406.990667 sec): 3 clusters Score: Raw -216407.581623 + Penalty 2788.143147 = -213619.438477 nChanged 1 SP:Iteration 25Q (1407.027199 sec): 3 clusters Score: Raw -216408.073115 + Penalty 2788.143147 = -213619.929968 nChanged 1 SP:Iteration 26Q (1407.063020 sec): 3 clusters Score: Raw -216408.567149 + Penalty 2788.143147 = -213620.424002 nChanged 4 SP:Iteration 27Q (1407.097728 sec): 3 clusters Score: Raw -216411.292402 + Penalty 2788.143147 = -213623.149255 nChanged 4 SP:Iteration 28Q (1407.132288 sec): 3 clusters Score: Raw -216412.876208 + Penalty 2788.143147 = -213624.733062 nChanged 6 SP:Iteration 29Q (1407.167036 sec): 3 clusters Score: Raw -216414.391353 + Penalty 2788.143147 = -213626.248206 nChanged 2 SP:Iteration 30Q (1407.201628 sec): 3 clusters Score: Raw -216415.502762 + Penalty 2788.143147 = -213627.359615 nChanged 2 SP:Iteration 31Q (1407.314406 sec): 3 clusters Score: Raw -216416.445166 + Penalty 2788.143147 = -213628.302020 nChanged 2 SP:Iteration 32Q (1407.450154 sec): 3 clusters Score: Raw -216416.896104 + Penalty 2788.143147 = -213628.752958 nChanged 1 SP:Iteration 33Q (1407.569333 sec): 3 clusters Score: Raw -216417.092836 + Penalty 2788.143147 = -213628.949689 nChanged 0 SP:Iteration 34F (1407.630742 sec): 3 clusters Score: Raw -216417.092836 + Penalty 2788.143147 = -213628.949689 nChanged 0 Iteration 179Q (1409.378174 sec): 28 clusters Score: Raw -7120322.311297 + Penalty 54618.988264 = -7065703.323033 nChanged 474 Iteration 180F (1412.844078 sec): 28 clusters Score: Raw -7121110.518105 + Penalty 54618.988264 = -7066491.529841 nChanged 549 Iteration 181Q (1414.324816 sec): 28 clusters Score: Raw -7121512.546151 + Penalty 54618.988264 = -7066893.557887 nChanged 354 Iteration 182Q (1415.657042 sec): 28 clusters Score: Raw -7121701.404480 + Penalty 54618.988264 = -7067082.416216 nChanged 265 Iteration 183Q (1417.023330 sec): 28 clusters Score: Raw -7121827.038089 + Penalty 54618.988264 = -7067208.049825 nChanged 218 Iteration 184Q (1418.365229 sec): 28 clusters Score: Raw -7121927.750678 + Penalty 54618.988264 = -7067308.762414 nChanged 198 Iteration 185Q (1419.753989 sec): 28 clusters Score: Raw -7122007.549399 + Penalty 54618.988264 = -7067388.561135 nChanged 158 Iteration 186Q (1421.127445 sec): 28 clusters Score: Raw -7122064.831284 + Penalty 54618.988264 = -7067445.843020 nChanged 121 Iteration 187Q (1422.512442 sec): 28 clusters Score: Raw -7122111.863040 + Penalty 54618.988264 = -7067492.874776 nChanged 133 Iteration 188Q (1423.994587 sec): 28 clusters Score: Raw -7122167.478268 + Penalty 54618.988264 = -7067548.490004 nChanged 117 Iteration 189Q (1425.316338 sec): 28 clusters Score: Raw -7122213.275003 + Penalty 54618.988264 = -7067594.286739 nChanged 116 Iteration 190Q (1426.682409 sec): 28 clusters Score: Raw -7122244.388541 + Penalty 54618.988264 = -7067625.400277 nChanged 102 Iteration 191Q (1428.065394 sec): 28 clusters Score: Raw -7122281.558875 + Penalty 54618.988264 = -7067662.570611 nChanged 86 Iteration 192Q (1429.466684 sec): 28 clusters Score: Raw -7122313.777076 + Penalty 54618.988264 = -7067694.788812 nChanged 78 Iteration 193Q (1430.879000 sec): 28 clusters Score: Raw -7122344.616697 + Penalty 54618.988264 = -7067725.628433 nChanged 92 Iteration 194Q (1432.252726 sec): 28 clusters Score: Raw -7122381.046507 + Penalty 54618.988264 = -7067762.058242 nChanged 81 Iteration 195Q (1433.634887 sec): 28 clusters Score: Raw -7122412.571526 + Penalty 54618.988264 = -7067793.583262 nChanged 70 Iteration 196Q (1435.025517 sec): 28 clusters Score: Raw -7122435.060323 + Penalty 54618.988264 = -7067816.072059 nChanged 66 Iteration 197Q (1436.379725 sec): 28 clusters Score: Raw -7122453.335663 + Penalty 54618.988264 = -7067834.347399 nChanged 56 Iteration 198Q (1437.765586 sec): 28 clusters Score: Raw -7122472.005429 + Penalty 54618.988264 = -7067853.017165 nChanged 49 Iteration 199Q (1439.156825 sec): 28 clusters Score: Raw -7122493.884158 + Penalty 54618.988264 = -7067874.895894 nChanged 45 Iteration 200F (1442.068235 sec): 28 clusters Score: Raw -7122533.142051 + Penalty 54618.988264 = -7067914.153787 nChanged 63 Iteration 201Q (1443.308417 sec): 28 clusters Score: Raw -7122558.803392 + Penalty 54618.988264 = -7067939.815128 nChanged 53 Iteration 202Q (1444.498568 sec): 28 clusters Score: Raw -7122573.527077 + Penalty 54618.988264 = -7067954.538813 nChanged 41 Iteration 203Q (1445.705433 sec): 28 clusters Score: Raw -7122584.376104 + Penalty 54618.988264 = -7067965.387840 nChanged 38 Iteration 204Q (1447.113536 sec): 28 clusters Score: Raw -7122598.204781 + Penalty 54618.988264 = -7067979.216517 nChanged 29 Iteration 205Q (1448.473026 sec): 28 clusters Score: Raw -7122608.469083 + Penalty 54618.988264 = -7067989.480819 nChanged 28 Iteration 206Q (1449.711398 sec): 28 clusters Score: Raw -7122614.861949 + Penalty 54618.988264 = -7067995.873685 nChanged 21 Iteration 207Q (1450.949665 sec): 28 clusters Score: Raw -7122620.553033 + Penalty 54618.988264 = -7068001.564769 nChanged 21 Iteration 208Q (1452.149092 sec): 28 clusters Score: Raw -7122624.462178 + Penalty 54618.988264 = -7068005.473914 nChanged 9 Iteration 209Q (1453.370514 sec): 28 clusters Score: Raw -7122625.994479 + Penalty 54618.988264 = -7068007.006215 nChanged 4 Iteration 210Q (1454.614212 sec): 28 clusters Score: Raw -7122627.682651 + Penalty 54618.988264 = -7068008.694387 nChanged 2 Iteration 211Q (1455.826042 sec): 28 clusters Score: Raw -7122628.545727 + Penalty 54618.988264 = -7068009.557463 nChanged 6 Iteration 212Q (1457.065315 sec): 28 clusters Score: Raw -7122629.627494 + Penalty 54618.988264 = -7068010.639230 nChanged 6 Iteration 213Q (1458.248104 sec): 28 clusters Score: Raw -7122631.136278 + Penalty 54618.988264 = -7068012.148014 nChanged 6 Iteration 214Q (1459.410410 sec): 28 clusters Score: Raw -7122631.957889 + Penalty 54618.988264 = -7068012.969624 nChanged 2 Iteration 215Q (1460.611732 sec): 28 clusters Score: Raw -7122632.069519 + Penalty 54618.988264 = -7068013.081255 nChanged 0 Iteration 216F (1463.206461 sec): 28 clusters Score: Raw -7122632.069519 + Penalty 54618.988264 = -7068013.081255 nChanged 0 Compute initial score before splitting: Score: Raw -7122632.069519 + Penalty 54618.988264 = -7068013.081255 Trying to split cluster 1 (2441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1463.284856 sec): 2 clusters Score: Raw -132777.625767 + Penalty 1368.928619 = -131408.697148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1463.333641 sec): 3 clusters Score: Raw -131781.123854 + Penalty 2737.857238 = -129043.266616 nChanged 913 SP:Iteration 1F (1463.362107 sec): 3 clusters Score: Raw -132554.652558 + Penalty 2737.857238 = -129816.795320 nChanged 260 SP:Iteration 2F (1463.390342 sec): 3 clusters Score: Raw -132893.991188 + Penalty 2737.857238 = -130156.133950 nChanged 187 SP:Iteration 3F (1463.418506 sec): 3 clusters Score: Raw -133168.024094 + Penalty 2737.857238 = -130430.166857 nChanged 146 SP:Iteration 4F (1463.446596 sec): 3 clusters Score: Raw -133370.311956 + Penalty 2737.857238 = -130632.454719 nChanged 114 SP:Iteration 5Q (1463.475019 sec): 3 clusters Score: Raw -133512.088976 + Penalty 2737.857238 = -130774.231738 nChanged 80 SP:Iteration 6Q (1463.501735 sec): 3 clusters Score: Raw -133603.545042 + Penalty 2737.857238 = -130865.687805 nChanged 54 SP:Iteration 7Q (1463.524955 sec): 3 clusters Score: Raw -133639.419795 + Penalty 2737.857238 = -130901.562557 nChanged 30 SP:Iteration 8Q (1463.548052 sec): 3 clusters Score: Raw -133658.560601 + Penalty 2737.857238 = -130920.703363 nChanged 24 SP:Iteration 9Q (1463.571324 sec): 3 clusters Score: Raw -133673.321225 + Penalty 2737.857238 = -130935.463987 nChanged 15 SP:Iteration 10Q (1463.594558 sec): 3 clusters Score: Raw -133682.182544 + Penalty 2737.857238 = -130944.325306 nChanged 6 SP:Iteration 11Q (1463.617724 sec): 3 clusters Score: Raw -133684.989669 + Penalty 2737.857238 = -130947.132431 nChanged 4 SP:Iteration 12Q (1463.640965 sec): 3 clusters Score: Raw -133686.523986 + Penalty 2737.857238 = -130948.666748 nChanged 3 SP:Iteration 13Q (1463.664133 sec): 3 clusters Score: Raw -133687.866405 + Penalty 2737.857238 = -130950.009168 nChanged 2 SP:Iteration 14Q (1463.687388 sec): 3 clusters Score: Raw -133688.345269 + Penalty 2737.857238 = -130950.488032 nChanged 2 SP:Iteration 15Q (1463.710587 sec): 3 clusters Score: Raw -133689.739867 + Penalty 2737.857238 = -130951.882630 nChanged 2 SP:Iteration 16Q (1463.733710 sec): 3 clusters Score: Raw -133691.653705 + Penalty 2737.857238 = -130953.796467 nChanged 1 SP:Iteration 17Q (1463.757134 sec): 3 clusters Score: Raw -133693.243441 + Penalty 2737.857238 = -130955.386203 nChanged 1 SP:Iteration 18Q (1463.857942 sec): 3 clusters Score: Raw -133694.441667 + Penalty 2737.857238 = -130956.584430 nChanged 3 SP:Iteration 19Q (1463.958420 sec): 3 clusters Score: Raw -133695.249272 + Penalty 2737.857238 = -130957.392034 nChanged 0 SP:Iteration 20F (1464.051345 sec): 3 clusters Score: Raw -133695.249272 + Penalty 2737.857238 = -130957.392034 nChanged 0 Trying to split cluster 2 (9259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1464.096487 sec): 2 clusters Score: Raw -722013.806862 + Penalty 1602.903158 = -720410.903703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1464.139527 sec): 3 clusters Score: Raw -716864.603214 + Penalty 3205.806317 = -713658.796897 nChanged 4043 SP:Iteration 1F (1464.181073 sec): 3 clusters Score: Raw -719139.641085 + Penalty 3205.806317 = -715933.834769 nChanged 707 SP:Iteration 2F (1464.226152 sec): 3 clusters Score: Raw -719604.502656 + Penalty 3205.806317 = -716398.696339 nChanged 723 SP:Iteration 3F (1464.284757 sec): 3 clusters Score: Raw -720208.253586 + Penalty 3205.806317 = -717002.447269 nChanged 739 SP:Iteration 4F (1464.342354 sec): 3 clusters Score: Raw -720903.045554 + Penalty 3205.806317 = -717697.239237 nChanged 711 SP:Iteration 5F (1464.416050 sec): 3 clusters Score: Raw -721554.265331 + Penalty 3205.806317 = -718348.459014 nChanged 589 SP:Iteration 6F (1464.485878 sec): 3 clusters Score: Raw -722008.507397 + Penalty 3205.806317 = -718802.701081 nChanged 453 SP:Iteration 7Q (1464.538085 sec): 3 clusters Score: Raw -722303.364200 + Penalty 3205.806317 = -719097.557883 nChanged 305 SP:Iteration 8Q (1464.590421 sec): 3 clusters Score: Raw -722455.761183 + Penalty 3205.806317 = -719249.954866 nChanged 204 SP:Iteration 9Q (1464.645018 sec): 3 clusters Score: Raw -722526.822360 + Penalty 3205.806317 = -719321.016043 nChanged 144 SP:Iteration 10Q (1464.705058 sec): 3 clusters Score: Raw -722573.220835 + Penalty 3205.806317 = -719367.414518 nChanged 106 SP:Iteration 11Q (1464.765548 sec): 3 clusters Score: Raw -722603.483566 + Penalty 3205.806317 = -719397.677249 nChanged 87 SP:Iteration 12Q (1464.823387 sec): 3 clusters Score: Raw -722628.421666 + Penalty 3205.806317 = -719422.615349 nChanged 81 SP:Iteration 13Q (1464.875211 sec): 3 clusters Score: Raw -722647.859996 + Penalty 3205.806317 = -719442.053679 nChanged 62 SP:Iteration 14Q (1464.934237 sec): 3 clusters Score: Raw -722661.216261 + Penalty 3205.806317 = -719455.409944 nChanged 56 SP:Iteration 15Q (1464.997567 sec): 3 clusters Score: Raw -722672.211763 + Penalty 3205.806317 = -719466.405446 nChanged 48 SP:Iteration 16Q (1465.056188 sec): 3 clusters Score: Raw -722681.242469 + Penalty 3205.806317 = -719475.436152 nChanged 39 SP:Iteration 17Q (1465.114781 sec): 3 clusters Score: Raw -722688.390957 + Penalty 3205.806317 = -719482.584640 nChanged 48 SP:Iteration 18Q (1465.172971 sec): 3 clusters Score: Raw -722696.955068 + Penalty 3205.806317 = -719491.148751 nChanged 34 SP:Iteration 19Q (1465.229510 sec): 3 clusters Score: Raw -722703.584469 + Penalty 3205.806317 = -719497.778152 nChanged 29 SP:Iteration 20F (1465.287316 sec): 3 clusters Score: Raw -722708.270002 + Penalty 3205.806317 = -719502.463685 nChanged 16 SP:Iteration 21Q (1465.343641 sec): 3 clusters Score: Raw -722709.855580 + Penalty 3205.806317 = -719504.049263 nChanged 10 SP:Iteration 22Q (1465.400145 sec): 3 clusters Score: Raw -722710.919069 + Penalty 3205.806317 = -719505.112752 nChanged 5 SP:Iteration 23Q (1465.457331 sec): 3 clusters Score: Raw -722711.559166 + Penalty 3205.806317 = -719505.752849 nChanged 7 SP:Iteration 24Q (1465.515766 sec): 3 clusters Score: Raw -722712.498445 + Penalty 3205.806317 = -719506.692128 nChanged 4 SP:Iteration 25Q (1465.574329 sec): 3 clusters Score: Raw -722712.776874 + Penalty 3205.806317 = -719506.970557 nChanged 5 SP:Iteration 26Q (1465.632607 sec): 3 clusters Score: Raw -722713.070621 + Penalty 3205.806317 = -719507.264304 nChanged 2 SP:Iteration 27Q (1465.757913 sec): 3 clusters Score: Raw -722713.226353 + Penalty 3205.806317 = -719507.420036 nChanged 1 SP:Iteration 28Q (1465.912248 sec): 3 clusters Score: Raw -722713.307203 + Penalty 3205.806317 = -719507.500886 nChanged 2 SP:Iteration 29Q (1466.024347 sec): 3 clusters Score: Raw -722713.530307 + Penalty 3205.806317 = -719507.723990 nChanged 2 SP:Iteration 30Q (1466.089753 sec): 3 clusters Score: Raw -722713.842687 + Penalty 3205.806317 = -719508.036370 nChanged 5 SP:Iteration 31Q (1466.149915 sec): 3 clusters Score: Raw -722714.518321 + Penalty 3205.806317 = -719508.712004 nChanged 8 SP:Iteration 32Q (1466.211898 sec): 3 clusters Score: Raw -722715.459520 + Penalty 3205.806317 = -719509.653203 nChanged 7 SP:Iteration 33Q (1466.270063 sec): 3 clusters Score: Raw -722716.057042 + Penalty 3205.806317 = -719510.250725 nChanged 8 SP:Iteration 34Q (1466.328366 sec): 3 clusters Score: Raw -722717.170310 + Penalty 3205.806317 = -719511.363993 nChanged 6 SP:Iteration 35Q (1466.384627 sec): 3 clusters Score: Raw -722717.899446 + Penalty 3205.806317 = -719512.093129 nChanged 5 SP:Iteration 36Q (1466.437371 sec): 3 clusters Score: Raw -722718.857984 + Penalty 3205.806317 = -719513.051667 nChanged 4 SP:Iteration 37Q (1466.490720 sec): 3 clusters Score: Raw -722719.583019 + Penalty 3205.806317 = -719513.776702 nChanged 5 SP:Iteration 38Q (1466.546679 sec): 3 clusters Score: Raw -722720.349164 + Penalty 3205.806317 = -719514.542847 nChanged 11 SP:Iteration 39Q (1466.605710 sec): 3 clusters Score: Raw -722721.461464 + Penalty 3205.806317 = -719515.655147 nChanged 9 SP:Iteration 40F (1466.663990 sec): 3 clusters Score: Raw -722722.620936 + Penalty 3205.806317 = -719516.814619 nChanged 6 SP:Iteration 41Q (1466.723273 sec): 3 clusters Score: Raw -722722.972905 + Penalty 3205.806317 = -719517.166588 nChanged 2 SP:Iteration 42Q (1466.783181 sec): 3 clusters Score: Raw -722723.137454 + Penalty 3205.806317 = -719517.331137 nChanged 3 SP:Iteration 43Q (1466.842895 sec): 3 clusters Score: Raw -722723.707002 + Penalty 3205.806317 = -719517.900686 nChanged 6 SP:Iteration 44Q (1466.898743 sec): 3 clusters Score: Raw -722724.490652 + Penalty 3205.806317 = -719518.684335 nChanged 3 SP:Iteration 45Q (1466.954348 sec): 3 clusters Score: Raw -722724.777928 + Penalty 3205.806317 = -719518.971611 nChanged 2 SP:Iteration 46Q (1467.010410 sec): 3 clusters Score: Raw -722725.030313 + Penalty 3205.806317 = -719519.223996 nChanged 2 SP:Iteration 47Q (1467.069025 sec): 3 clusters Score: Raw -722725.271854 + Penalty 3205.806317 = -719519.465537 nChanged 3 SP:Iteration 48Q (1467.127854 sec): 3 clusters Score: Raw -722725.802189 + Penalty 3205.806317 = -719519.995872 nChanged 2 SP:Iteration 49Q (1467.185666 sec): 3 clusters Score: Raw -722726.213858 + Penalty 3205.806317 = -719520.407541 nChanged 3 SP:Iteration 50Q (1467.242412 sec): 3 clusters Score: Raw -722726.628919 + Penalty 3205.806317 = -719520.822602 nChanged 3 SP:Iteration 51Q (1467.299157 sec): 3 clusters Score: Raw -722727.021677 + Penalty 3205.806317 = -719521.215360 nChanged 3 SP:Iteration 52Q (1467.356124 sec): 3 clusters Score: Raw -722727.532702 + Penalty 3205.806317 = -719521.726385 nChanged 1 SP:Iteration 53Q (1467.412666 sec): 3 clusters Score: Raw -722727.685586 + Penalty 3205.806317 = -719521.879269 nChanged 3 SP:Iteration 54Q (1467.467709 sec): 3 clusters Score: Raw -722727.892165 + Penalty 3205.806317 = -719522.085848 nChanged 2 SP:Iteration 55Q (1467.524060 sec): 3 clusters Score: Raw -722728.118265 + Penalty 3205.806317 = -719522.311948 nChanged 2 SP:Iteration 56Q (1467.582711 sec): 3 clusters Score: Raw -722728.420198 + Penalty 3205.806317 = -719522.613881 nChanged 3 SP:Iteration 57Q (1467.641483 sec): 3 clusters Score: Raw -722728.680384 + Penalty 3205.806317 = -719522.874067 nChanged 2 SP:Iteration 58Q (1467.700002 sec): 3 clusters Score: Raw -722728.842422 + Penalty 3205.806317 = -719523.036105 nChanged 2 SP:Iteration 59Q (1467.873508 sec): 3 clusters Score: Raw -722728.957526 + Penalty 3205.806317 = -719523.151209 nChanged 3 SP:Iteration 60F (1468.021168 sec): 3 clusters Score: Raw -722729.277917 + Penalty 3205.806317 = -719523.471600 nChanged 1 SP:Iteration 61Q (1468.116255 sec): 3 clusters Score: Raw -722729.384561 + Penalty 3205.806317 = -719523.578244 nChanged 3 SP:Iteration 62Q (1468.177316 sec): 3 clusters Score: Raw -722729.671075 + Penalty 3205.806317 = -719523.864758 nChanged 5 SP:Iteration 63Q (1468.238241 sec): 3 clusters Score: Raw -722730.138733 + Penalty 3205.806317 = -719524.332416 nChanged 4 SP:Iteration 64Q (1468.288513 sec): 3 clusters Score: Raw -722730.402652 + Penalty 3205.806317 = -719524.596335 nChanged 1 SP:Iteration 65Q (1468.338919 sec): 3 clusters Score: Raw -722730.447842 + Penalty 3205.806317 = -719524.641525 nChanged 0 SP:Iteration 66F (1468.390512 sec): 3 clusters Score: Raw -722730.447842 + Penalty 3205.806317 = -719524.641525 nChanged 0 Trying to split cluster 3 (4598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1468.438528 sec): 2 clusters Score: Raw -335183.533664 + Penalty 1480.057612 = -333703.476052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1468.483825 sec): 3 clusters Score: Raw -332911.952639 + Penalty 2960.115224 = -329951.837415 nChanged 1799 SP:Iteration 1F (1468.529053 sec): 3 clusters Score: Raw -334076.645694 + Penalty 2960.115224 = -331116.530471 nChanged 413 SP:Iteration 2F (1468.573575 sec): 3 clusters Score: Raw -334514.737731 + Penalty 2960.115224 = -331554.622507 nChanged 448 SP:Iteration 3F (1468.617329 sec): 3 clusters Score: Raw -335123.455887 + Penalty 2960.115224 = -332163.340664 nChanged 421 SP:Iteration 4F (1468.661120 sec): 3 clusters Score: Raw -335755.442909 + Penalty 2960.115224 = -332795.327685 nChanged 325 SP:Iteration 5F (1468.698782 sec): 3 clusters Score: Raw -336157.323105 + Penalty 2960.115224 = -333197.207882 nChanged 237 SP:Iteration 6F (1468.736708 sec): 3 clusters Score: Raw -336375.169589 + Penalty 2960.115224 = -333415.054365 nChanged 156 SP:Iteration 7Q (1468.774773 sec): 3 clusters Score: Raw -336480.360229 + Penalty 2960.115224 = -333520.245006 nChanged 79 SP:Iteration 8Q (1468.812939 sec): 3 clusters Score: Raw -336534.576996 + Penalty 2960.115224 = -333574.461772 nChanged 49 SP:Iteration 9Q (1468.850970 sec): 3 clusters Score: Raw -336561.026612 + Penalty 2960.115224 = -333600.911389 nChanged 34 SP:Iteration 10Q (1468.890201 sec): 3 clusters Score: Raw -336575.227909 + Penalty 2960.115224 = -333615.112685 nChanged 23 SP:Iteration 11Q (1468.928857 sec): 3 clusters Score: Raw -336584.669082 + Penalty 2960.115224 = -333624.553859 nChanged 19 SP:Iteration 12Q (1468.967835 sec): 3 clusters Score: Raw -336594.359652 + Penalty 2960.115224 = -333634.244429 nChanged 16 SP:Iteration 13Q (1469.008219 sec): 3 clusters Score: Raw -336600.053962 + Penalty 2960.115224 = -333639.938738 nChanged 7 SP:Iteration 14Q (1469.049569 sec): 3 clusters Score: Raw -336602.962880 + Penalty 2960.115224 = -333642.847657 nChanged 7 SP:Iteration 15Q (1469.089551 sec): 3 clusters Score: Raw -336605.909260 + Penalty 2960.115224 = -333645.794037 nChanged 6 SP:Iteration 16Q (1469.129277 sec): 3 clusters Score: Raw -336607.546899 + Penalty 2960.115224 = -333647.431676 nChanged 2 SP:Iteration 17Q (1469.169070 sec): 3 clusters Score: Raw -336607.906898 + Penalty 2960.115224 = -333647.791675 nChanged 1 SP:Iteration 18Q (1469.209738 sec): 3 clusters Score: Raw -336608.163471 + Penalty 2960.115224 = -333648.048248 nChanged 1 SP:Iteration 19Q (1469.253567 sec): 3 clusters Score: Raw -336608.350380 + Penalty 2960.115224 = -333648.235157 nChanged 0 SP:Iteration 20F (1469.299777 sec): 3 clusters Score: Raw -336608.350380 + Penalty 2960.115224 = -333648.235157 nChanged 0 Trying to split cluster 4 (3392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1469.360002 sec): 2 clusters Score: Raw -264943.138952 + Penalty 1426.670212 = -263516.468740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1469.487037 sec): 3 clusters Score: Raw -263293.178733 + Penalty 2853.340424 = -260439.838309 nChanged 1302 SP:Iteration 1F (1469.602554 sec): 3 clusters Score: Raw -264005.732443 + Penalty 2853.340424 = -261152.392019 nChanged 255 SP:Iteration 2F (1469.714925 sec): 3 clusters Score: Raw -264140.894492 + Penalty 2853.340424 = -261287.554068 nChanged 170 SP:Iteration 3F (1469.752601 sec): 3 clusters Score: Raw -264239.133135 + Penalty 2853.340424 = -261385.792711 nChanged 142 SP:Iteration 4Q (1469.789232 sec): 3 clusters Score: Raw -264344.254159 + Penalty 2853.340424 = -261490.913735 nChanged 132 SP:Iteration 5Q (1469.826336 sec): 3 clusters Score: Raw -264446.821891 + Penalty 2853.340424 = -261593.481467 nChanged 131 SP:Iteration 6Q (1469.863302 sec): 3 clusters Score: Raw -264543.967517 + Penalty 2853.340424 = -261690.627093 nChanged 138 SP:Iteration 7Q (1469.900248 sec): 3 clusters Score: Raw -264647.526096 + Penalty 2853.340424 = -261794.185672 nChanged 128 SP:Iteration 8Q (1469.937271 sec): 3 clusters Score: Raw -264736.844197 + Penalty 2853.340424 = -261883.503773 nChanged 133 SP:Iteration 9Q (1469.975105 sec): 3 clusters Score: Raw -264812.719955 + Penalty 2853.340424 = -261959.379531 nChanged 111 SP:Iteration 10Q (1470.013214 sec): 3 clusters Score: Raw -264889.458506 + Penalty 2853.340424 = -262036.118082 nChanged 91 SP:Iteration 11Q (1470.051206 sec): 3 clusters Score: Raw -264941.309356 + Penalty 2853.340424 = -262087.968932 nChanged 58 SP:Iteration 12Q (1470.089315 sec): 3 clusters Score: Raw -264972.913052 + Penalty 2853.340424 = -262119.572628 nChanged 65 SP:Iteration 13Q (1470.127405 sec): 3 clusters Score: Raw -265010.085807 + Penalty 2853.340424 = -262156.745383 nChanged 65 SP:Iteration 14Q (1470.165069 sec): 3 clusters Score: Raw -265048.592110 + Penalty 2853.340424 = -262195.251686 nChanged 56 SP:Iteration 15Q (1470.223834 sec): 3 clusters Score: Raw -265083.936140 + Penalty 2853.340424 = -262230.595716 nChanged 58 SP:Iteration 16Q (1470.367238 sec): 3 clusters Score: Raw -265111.213493 + Penalty 2853.340424 = -262257.873069 nChanged 34 SP:Iteration 17Q (1470.403708 sec): 3 clusters Score: Raw -265126.263179 + Penalty 2853.340424 = -262272.922755 nChanged 28 SP:Iteration 18Q (1470.441266 sec): 3 clusters Score: Raw -265139.802236 + Penalty 2853.340424 = -262286.461812 nChanged 26 SP:Iteration 19Q (1470.479407 sec): 3 clusters Score: Raw -265151.233782 + Penalty 2853.340424 = -262297.893358 nChanged 25 SP:Iteration 20F (1470.517591 sec): 3 clusters Score: Raw -265160.276466 + Penalty 2853.340424 = -262306.936042 nChanged 19 SP:Iteration 21Q (1470.555790 sec): 3 clusters Score: Raw -265167.224655 + Penalty 2853.340424 = -262313.884231 nChanged 13 SP:Iteration 22Q (1470.593711 sec): 3 clusters Score: Raw -265171.755253 + Penalty 2853.340424 = -262318.414829 nChanged 12 SP:Iteration 23Q (1470.632027 sec): 3 clusters Score: Raw -265174.927460 + Penalty 2853.340424 = -262321.587036 nChanged 7 SP:Iteration 24Q (1470.669923 sec): 3 clusters Score: Raw -265176.529401 + Penalty 2853.340424 = -262323.188977 nChanged 3 SP:Iteration 25Q (1470.708292 sec): 3 clusters Score: Raw -265177.400201 + Penalty 2853.340424 = -262324.059777 nChanged 4 SP:Iteration 26Q (1470.746369 sec): 3 clusters Score: Raw -265178.304321 + Penalty 2853.340424 = -262324.963897 nChanged 1 SP:Iteration 27Q (1470.784371 sec): 3 clusters Score: Raw -265178.441531 + Penalty 2853.340424 = -262325.101107 nChanged 0 SP:Iteration 28F (1470.822071 sec): 3 clusters Score: Raw -265178.441531 + Penalty 2853.340424 = -262325.101107 nChanged 0 Trying to split cluster 5 (2022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1470.887231 sec): 2 clusters Score: Raw -101349.793663 + Penalty 1335.878341 = -100013.915322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1470.991138 sec): 3 clusters Score: Raw -100573.135354 + Penalty 2671.756682 = -97901.378672 nChanged 713 SP:Iteration 1F (1471.108005 sec): 3 clusters Score: Raw -101220.189023 + Penalty 2671.756682 = -98548.432341 nChanged 196 SP:Iteration 2F (1471.224015 sec): 3 clusters Score: Raw -101477.777511 + Penalty 2671.756682 = -98806.020829 nChanged 145 SP:Iteration 3F (1471.330809 sec): 3 clusters Score: Raw -101679.512418 + Penalty 2671.756682 = -99007.755736 nChanged 117 SP:Iteration 4F (1471.434572 sec): 3 clusters Score: Raw -101810.956423 + Penalty 2671.756682 = -99139.199741 nChanged 88 SP:Iteration 5Q (1471.529619 sec): 3 clusters Score: Raw -101927.270402 + Penalty 2671.756682 = -99255.513719 nChanged 82 SP:Iteration 6Q (1471.641501 sec): 3 clusters Score: Raw -102037.606373 + Penalty 2671.756682 = -99365.849690 nChanged 49 SP:Iteration 7Q (1471.739116 sec): 3 clusters Score: Raw -102089.020505 + Penalty 2671.756682 = -99417.263823 nChanged 35 SP:Iteration 8Q (1471.765721 sec): 3 clusters Score: Raw -102130.738358 + Penalty 2671.756682 = -99458.981676 nChanged 25 SP:Iteration 9Q (1471.793630 sec): 3 clusters Score: Raw -102159.918095 + Penalty 2671.756682 = -99488.161412 nChanged 20 SP:Iteration 10Q (1471.821610 sec): 3 clusters Score: Raw -102172.058419 + Penalty 2671.756682 = -99500.301737 nChanged 15 SP:Iteration 11Q (1471.849353 sec): 3 clusters Score: Raw -102184.079474 + Penalty 2671.756682 = -99512.322791 nChanged 20 SP:Iteration 12Q (1471.874283 sec): 3 clusters Score: Raw -102197.212409 + Penalty 2671.756682 = -99525.455727 nChanged 16 SP:Iteration 13Q (1471.894781 sec): 3 clusters Score: Raw -102207.337173 + Penalty 2671.756682 = -99535.580491 nChanged 10 SP:Iteration 14Q (1471.915191 sec): 3 clusters Score: Raw -102215.675902 + Penalty 2671.756682 = -99543.919220 nChanged 12 SP:Iteration 15Q (1471.937011 sec): 3 clusters Score: Raw -102221.293300 + Penalty 2671.756682 = -99549.536618 nChanged 4 SP:Iteration 16Q (1471.957838 sec): 3 clusters Score: Raw -102224.431698 + Penalty 2671.756682 = -99552.675015 nChanged 5 SP:Iteration 17Q (1471.978295 sec): 3 clusters Score: Raw -102228.468795 + Penalty 2671.756682 = -99556.712112 nChanged 4 SP:Iteration 18Q (1471.998811 sec): 3 clusters Score: Raw -102233.582480 + Penalty 2671.756682 = -99561.825798 nChanged 9 SP:Iteration 19Q (1472.019206 sec): 3 clusters Score: Raw -102238.139262 + Penalty 2671.756682 = -99566.382580 nChanged 8 SP:Iteration 20F (1472.039704 sec): 3 clusters Score: Raw -102249.397995 + Penalty 2671.756682 = -99577.641313 nChanged 12 SP:Iteration 21Q (1472.060177 sec): 3 clusters Score: Raw -102259.244129 + Penalty 2671.756682 = -99587.487447 nChanged 15 SP:Iteration 22Q (1472.080575 sec): 3 clusters Score: Raw -102270.085358 + Penalty 2671.756682 = -99598.328675 nChanged 16 SP:Iteration 23Q (1472.100992 sec): 3 clusters Score: Raw -102291.797006 + Penalty 2671.756682 = -99620.040323 nChanged 17 SP:Iteration 24Q (1472.121410 sec): 3 clusters Score: Raw -102315.061028 + Penalty 2671.756682 = -99643.304346 nChanged 18 SP:Iteration 25Q (1472.141723 sec): 3 clusters Score: Raw -102330.194742 + Penalty 2671.756682 = -99658.438060 nChanged 15 SP:Iteration 26Q (1472.162137 sec): 3 clusters Score: Raw -102346.513182 + Penalty 2671.756682 = -99674.756500 nChanged 10 SP:Iteration 27Q (1472.182523 sec): 3 clusters Score: Raw -102362.161852 + Penalty 2671.756682 = -99690.405169 nChanged 11 SP:Iteration 28Q (1472.202855 sec): 3 clusters Score: Raw -102374.145767 + Penalty 2671.756682 = -99702.389085 nChanged 11 SP:Iteration 29Q (1472.223202 sec): 3 clusters Score: Raw -102389.061729 + Penalty 2671.756682 = -99717.305047 nChanged 15 SP:Iteration 30Q (1472.243587 sec): 3 clusters Score: Raw -102400.614477 + Penalty 2671.756682 = -99728.857794 nChanged 9 SP:Iteration 31Q (1472.341093 sec): 3 clusters Score: Raw -102406.413912 + Penalty 2671.756682 = -99734.657230 nChanged 6 SP:Iteration 32Q (1472.409778 sec): 3 clusters Score: Raw -102409.313830 + Penalty 2671.756682 = -99737.557148 nChanged 4 SP:Iteration 33Q (1472.504339 sec): 3 clusters Score: Raw -102411.623788 + Penalty 2671.756682 = -99739.867106 nChanged 1 SP:Iteration 34Q (1472.574962 sec): 3 clusters Score: Raw -102412.214788 + Penalty 2671.756682 = -99740.458106 nChanged 0 SP:Iteration 35F (1472.600566 sec): 3 clusters Score: Raw -102412.214788 + Penalty 2671.756682 = -99740.458106 nChanged 0 Trying to split cluster 6 (5598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1472.643970 sec): 2 clusters Score: Raw -438929.312973 + Penalty 1514.593900 = -437414.719074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1472.687200 sec): 3 clusters Score: Raw -436008.771102 + Penalty 3029.187799 = -432979.583302 nChanged 2327 SP:Iteration 1F (1472.747379 sec): 3 clusters Score: Raw -437433.122083 + Penalty 3029.187799 = -434403.934283 nChanged 512 SP:Iteration 2F (1472.807367 sec): 3 clusters Score: Raw -437869.484672 + Penalty 3029.187799 = -434840.296873 nChanged 459 SP:Iteration 3F (1472.852117 sec): 3 clusters Score: Raw -438241.979910 + Penalty 3029.187799 = -435212.792111 nChanged 383 SP:Iteration 4F (1472.894355 sec): 3 clusters Score: Raw -438582.139936 + Penalty 3029.187799 = -435552.952137 nChanged 361 SP:Iteration 5F (1472.936521 sec): 3 clusters Score: Raw -438862.673382 + Penalty 3029.187799 = -435833.485583 nChanged 285 SP:Iteration 6F (1472.978598 sec): 3 clusters Score: Raw -439050.276795 + Penalty 3029.187799 = -436021.088996 nChanged 209 SP:Iteration 7Q (1473.022757 sec): 3 clusters Score: Raw -439181.296215 + Penalty 3029.187799 = -436152.108416 nChanged 158 SP:Iteration 8Q (1473.075039 sec): 3 clusters Score: Raw -439269.596074 + Penalty 3029.187799 = -436240.408275 nChanged 115 SP:Iteration 9Q (1473.127876 sec): 3 clusters Score: Raw -439325.607401 + Penalty 3029.187799 = -436296.419602 nChanged 91 SP:Iteration 10Q (1473.172362 sec): 3 clusters Score: Raw -439364.717233 + Penalty 3029.187799 = -436335.529434 nChanged 78 SP:Iteration 11Q (1473.215613 sec): 3 clusters Score: Raw -439396.001340 + Penalty 3029.187799 = -436366.813541 nChanged 70 SP:Iteration 12Q (1473.259148 sec): 3 clusters Score: Raw -439424.062504 + Penalty 3029.187799 = -436394.874705 nChanged 57 SP:Iteration 13Q (1473.303316 sec): 3 clusters Score: Raw -439448.145273 + Penalty 3029.187799 = -436418.957474 nChanged 63 SP:Iteration 14Q (1473.351528 sec): 3 clusters Score: Raw -439481.972527 + Penalty 3029.187799 = -436452.784728 nChanged 84 SP:Iteration 15Q (1473.399685 sec): 3 clusters Score: Raw -439529.512818 + Penalty 3029.187799 = -436500.325019 nChanged 88 SP:Iteration 16Q (1473.450025 sec): 3 clusters Score: Raw -439583.841585 + Penalty 3029.187799 = -436554.653785 nChanged 104 SP:Iteration 17Q (1473.496750 sec): 3 clusters Score: Raw -439670.602880 + Penalty 3029.187799 = -436641.415081 nChanged 143 SP:Iteration 18Q (1473.543154 sec): 3 clusters Score: Raw -439789.743873 + Penalty 3029.187799 = -436760.556074 nChanged 167 SP:Iteration 19Q (1473.589715 sec): 3 clusters Score: Raw -439953.259354 + Penalty 3029.187799 = -436924.071555 nChanged 173 SP:Iteration 20F (1473.636169 sec): 3 clusters Score: Raw -440130.941551 + Penalty 3029.187799 = -437101.753751 nChanged 166 SP:Iteration 21Q (1473.680869 sec): 3 clusters Score: Raw -440311.000266 + Penalty 3029.187799 = -437281.812467 nChanged 170 SP:Iteration 22Q (1473.725891 sec): 3 clusters Score: Raw -440479.951344 + Penalty 3029.187799 = -437450.763544 nChanged 152 SP:Iteration 23Q (1473.772934 sec): 3 clusters Score: Raw -440637.388558 + Penalty 3029.187799 = -437608.200759 nChanged 129 SP:Iteration 24Q (1473.888530 sec): 3 clusters Score: Raw -440742.134486 + Penalty 3029.187799 = -437712.946686 nChanged 86 SP:Iteration 25Q (1474.032188 sec): 3 clusters Score: Raw -440784.721789 + Penalty 3029.187799 = -437755.533990 nChanged 43 SP:Iteration 26Q (1474.153275 sec): 3 clusters Score: Raw -440803.666265 + Penalty 3029.187799 = -437774.478466 nChanged 26 SP:Iteration 27Q (1474.232417 sec): 3 clusters Score: Raw -440817.665352 + Penalty 3029.187799 = -437788.477553 nChanged 15 SP:Iteration 28Q (1474.275031 sec): 3 clusters Score: Raw -440829.170977 + Penalty 3029.187799 = -437799.983178 nChanged 26 SP:Iteration 29Q (1474.317839 sec): 3 clusters Score: Raw -440840.727345 + Penalty 3029.187799 = -437811.539546 nChanged 13 SP:Iteration 30Q (1474.360323 sec): 3 clusters Score: Raw -440843.326529 + Penalty 3029.187799 = -437814.138730 nChanged 6 SP:Iteration 31Q (1474.404288 sec): 3 clusters Score: Raw -440844.346397 + Penalty 3029.187799 = -437815.158597 nChanged 3 SP:Iteration 32Q (1474.452335 sec): 3 clusters Score: Raw -440844.610206 + Penalty 3029.187799 = -437815.422407 nChanged 1 SP:Iteration 33Q (1474.500350 sec): 3 clusters Score: Raw -440844.706823 + Penalty 3029.187799 = -437815.519024 nChanged 2 SP:Iteration 34Q (1474.549115 sec): 3 clusters Score: Raw -440845.253009 + Penalty 3029.187799 = -437816.065209 nChanged 2 SP:Iteration 35Q (1474.596136 sec): 3 clusters Score: Raw -440845.582010 + Penalty 3029.187799 = -437816.394211 nChanged 0 SP:Iteration 36F (1474.645084 sec): 3 clusters Score: Raw -440845.582010 + Penalty 3029.187799 = -437816.394211 nChanged 0 Score: Raw -7124548.338556 + Penalty 56641.913755 = -7067906.424800 Splitting cluster 6 changes total score from -7068013.081255 to -7067906.424800 So it's not getting split. Trying to split cluster 7 (5929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1478.220818 sec): 2 clusters Score: Raw -381070.818078 + Penalty 1524.675703 = -379546.142375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1478.267805 sec): 3 clusters Score: Raw -378002.870627 + Penalty 3049.351406 = -374953.519221 nChanged 2440 SP:Iteration 1F (1478.318042 sec): 3 clusters Score: Raw -379580.884771 + Penalty 3049.351406 = -376531.533365 nChanged 592 SP:Iteration 2F (1478.379141 sec): 3 clusters Score: Raw -380229.498207 + Penalty 3049.351406 = -377180.146800 nChanged 551 SP:Iteration 3F (1478.425081 sec): 3 clusters Score: Raw -380846.930213 + Penalty 3049.351406 = -377797.578807 nChanged 472 SP:Iteration 4F (1478.470869 sec): 3 clusters Score: Raw -381244.452472 + Penalty 3049.351406 = -378195.101065 nChanged 332 SP:Iteration 5F (1478.516640 sec): 3 clusters Score: Raw -381465.089760 + Penalty 3049.351406 = -378415.738354 nChanged 226 SP:Iteration 6Q (1478.595462 sec): 3 clusters Score: Raw -381593.831526 + Penalty 3049.351406 = -378544.480120 nChanged 181 SP:Iteration 7Q (1478.680666 sec): 3 clusters Score: Raw -381671.090172 + Penalty 3049.351406 = -378621.738766 nChanged 123 SP:Iteration 8Q (1478.729748 sec): 3 clusters Score: Raw -381716.153795 + Penalty 3049.351406 = -378666.802389 nChanged 101 SP:Iteration 9Q (1478.777118 sec): 3 clusters Score: Raw -381755.033896 + Penalty 3049.351406 = -378705.682490 nChanged 63 SP:Iteration 10Q (1478.824504 sec): 3 clusters Score: Raw -381776.682435 + Penalty 3049.351406 = -378727.331029 nChanged 47 SP:Iteration 11Q (1478.873783 sec): 3 clusters Score: Raw -381790.390085 + Penalty 3049.351406 = -378741.038679 nChanged 36 SP:Iteration 12Q (1478.926776 sec): 3 clusters Score: Raw -381800.728871 + Penalty 3049.351406 = -378751.377465 nChanged 41 SP:Iteration 13Q (1478.979855 sec): 3 clusters Score: Raw -381812.024926 + Penalty 3049.351406 = -378762.673520 nChanged 35 SP:Iteration 14Q (1479.032514 sec): 3 clusters Score: Raw -381819.132758 + Penalty 3049.351406 = -378769.781352 nChanged 22 SP:Iteration 15Q (1479.084068 sec): 3 clusters Score: Raw -381824.785574 + Penalty 3049.351406 = -378775.434168 nChanged 17 SP:Iteration 16Q (1479.211016 sec): 3 clusters Score: Raw -381827.979189 + Penalty 3049.351406 = -378778.627783 nChanged 8 SP:Iteration 17Q (1479.352706 sec): 3 clusters Score: Raw -381829.382350 + Penalty 3049.351406 = -378780.030943 nChanged 8 SP:Iteration 18Q (1479.480829 sec): 3 clusters Score: Raw -381830.133005 + Penalty 3049.351406 = -378780.781599 nChanged 2 SP:Iteration 19Q (1479.550664 sec): 3 clusters Score: Raw -381830.498368 + Penalty 3049.351406 = -378781.146962 nChanged 1 SP:Iteration 20F (1479.597521 sec): 3 clusters Score: Raw -381831.008172 + Penalty 3049.351406 = -378781.656766 nChanged 6 SP:Iteration 21Q (1479.644509 sec): 3 clusters Score: Raw -381832.233676 + Penalty 3049.351406 = -378782.882270 nChanged 5 SP:Iteration 22Q (1479.691588 sec): 3 clusters Score: Raw -381833.230518 + Penalty 3049.351406 = -378783.879112 nChanged 4 SP:Iteration 23Q (1479.739560 sec): 3 clusters Score: Raw -381833.890995 + Penalty 3049.351406 = -378784.539589 nChanged 2 SP:Iteration 24Q (1479.793678 sec): 3 clusters Score: Raw -381834.075133 + Penalty 3049.351406 = -378784.723727 nChanged 0 SP:Iteration 25F (1479.842700 sec): 3 clusters Score: Raw -381834.075133 + Penalty 3049.351406 = -378784.723727 nChanged 0 Trying to split cluster 8 (3841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1479.885511 sec): 2 clusters Score: Raw -291288.132878 + Penalty 1448.487149 = -289839.645729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1479.931634 sec): 3 clusters Score: Raw -289419.423934 + Penalty 2896.974298 = -286522.449636 nChanged 1499 SP:Iteration 1F (1479.979698 sec): 3 clusters Score: Raw -290253.321246 + Penalty 2896.974298 = -287356.346948 nChanged 298 SP:Iteration 2F (1480.038009 sec): 3 clusters Score: Raw -290482.537814 + Penalty 2896.974298 = -287585.563516 nChanged 258 SP:Iteration 3F (1480.083842 sec): 3 clusters Score: Raw -290742.992961 + Penalty 2896.974298 = -287846.018663 nChanged 272 SP:Iteration 4F (1480.124253 sec): 3 clusters Score: Raw -291027.440843 + Penalty 2896.974298 = -288130.466545 nChanged 267 SP:Iteration 5F (1480.164571 sec): 3 clusters Score: Raw -291304.940258 + Penalty 2896.974298 = -288407.965960 nChanged 218 SP:Iteration 6F (1480.205150 sec): 3 clusters Score: Raw -291495.037962 + Penalty 2896.974298 = -288598.063664 nChanged 177 SP:Iteration 7Q (1480.246367 sec): 3 clusters Score: Raw -291635.065710 + Penalty 2896.974298 = -288738.091412 nChanged 134 SP:Iteration 8Q (1480.289834 sec): 3 clusters Score: Raw -291721.650371 + Penalty 2896.974298 = -288824.676073 nChanged 89 SP:Iteration 9Q (1480.333465 sec): 3 clusters Score: Raw -291768.620706 + Penalty 2896.974298 = -288871.646408 nChanged 75 SP:Iteration 10Q (1480.376783 sec): 3 clusters Score: Raw -291801.269198 + Penalty 2896.974298 = -288904.294900 nChanged 53 SP:Iteration 11Q (1480.420372 sec): 3 clusters Score: Raw -291821.423768 + Penalty 2896.974298 = -288924.449470 nChanged 37 SP:Iteration 12Q (1480.462265 sec): 3 clusters Score: Raw -291833.671801 + Penalty 2896.974298 = -288936.697503 nChanged 20 SP:Iteration 13Q (1480.503286 sec): 3 clusters Score: Raw -291839.578753 + Penalty 2896.974298 = -288942.604455 nChanged 11 SP:Iteration 14Q (1480.544669 sec): 3 clusters Score: Raw -291843.112814 + Penalty 2896.974298 = -288946.138516 nChanged 10 SP:Iteration 15Q (1480.585685 sec): 3 clusters Score: Raw -291846.612704 + Penalty 2896.974298 = -288949.638406 nChanged 6 SP:Iteration 16Q (1480.627449 sec): 3 clusters Score: Raw -291848.815637 + Penalty 2896.974298 = -288951.841339 nChanged 5 SP:Iteration 17Q (1480.669340 sec): 3 clusters Score: Raw -291850.177674 + Penalty 2896.974298 = -288953.203376 nChanged 5 SP:Iteration 18Q (1480.711128 sec): 3 clusters Score: Raw -291851.617242 + Penalty 2896.974298 = -288954.642944 nChanged 4 SP:Iteration 19Q (1480.876339 sec): 3 clusters Score: Raw -291853.037439 + Penalty 2896.974298 = -288956.063141 nChanged 7 SP:Iteration 20F (1480.999205 sec): 3 clusters Score: Raw -291855.086307 + Penalty 2896.974298 = -288958.112009 nChanged 3 SP:Iteration 21Q (1481.105777 sec): 3 clusters Score: Raw -291855.913555 + Penalty 2896.974298 = -288958.939257 nChanged 3 SP:Iteration 22Q (1481.175239 sec): 3 clusters Score: Raw -291856.827691 + Penalty 2896.974298 = -288959.853393 nChanged 1 SP:Iteration 23Q (1481.216200 sec): 3 clusters Score: Raw -291857.079244 + Penalty 2896.974298 = -288960.104946 nChanged 3 SP:Iteration 24Q (1481.257412 sec): 3 clusters Score: Raw -291857.804124 + Penalty 2896.974298 = -288960.829827 nChanged 2 SP:Iteration 25Q (1481.346127 sec): 3 clusters Score: Raw -291858.119850 + Penalty 2896.974298 = -288961.145552 nChanged 1 SP:Iteration 26Q (1481.386844 sec): 3 clusters Score: Raw -291858.277908 + Penalty 2896.974298 = -288961.303610 nChanged 1 SP:Iteration 27Q (1481.428514 sec): 3 clusters Score: Raw -291858.541228 + Penalty 2896.974298 = -288961.566930 nChanged 0 SP:Iteration 28F (1481.555520 sec): 3 clusters Score: Raw -291858.541228 + Penalty 2896.974298 = -288961.566930 nChanged 0 Trying to split cluster 9 (2850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1481.614714 sec): 2 clusters Score: Raw -182767.829581 + Penalty 1396.115535 = -181371.714046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1481.651705 sec): 3 clusters Score: Raw -181500.375371 + Penalty 2792.231070 = -178708.144301 nChanged 1085 SP:Iteration 1F (1481.686917 sec): 3 clusters Score: Raw -182251.567052 + Penalty 2792.231070 = -179459.335982 nChanged 249 SP:Iteration 2F (1481.723015 sec): 3 clusters Score: Raw -182468.122666 + Penalty 2792.231070 = -179675.891596 nChanged 198 SP:Iteration 3F (1481.758852 sec): 3 clusters Score: Raw -182637.701865 + Penalty 2792.231070 = -179845.470795 nChanged 156 SP:Iteration 4F (1481.795064 sec): 3 clusters Score: Raw -182765.405067 + Penalty 2792.231070 = -179973.173997 nChanged 112 SP:Iteration 5Q (1481.831590 sec): 3 clusters Score: Raw -182846.696084 + Penalty 2792.231070 = -180054.465014 nChanged 90 SP:Iteration 6Q (1481.867992 sec): 3 clusters Score: Raw -182919.791944 + Penalty 2792.231070 = -180127.560874 nChanged 99 SP:Iteration 7Q (1481.904433 sec): 3 clusters Score: Raw -182987.033725 + Penalty 2792.231070 = -180194.802655 nChanged 64 SP:Iteration 8Q (1481.939737 sec): 3 clusters Score: Raw -183033.902350 + Penalty 2792.231070 = -180241.671281 nChanged 70 SP:Iteration 9Q (1481.975020 sec): 3 clusters Score: Raw -183074.429834 + Penalty 2792.231070 = -180282.198764 nChanged 61 SP:Iteration 10Q (1482.011150 sec): 3 clusters Score: Raw -183110.602933 + Penalty 2792.231070 = -180318.371863 nChanged 51 SP:Iteration 11Q (1482.046451 sec): 3 clusters Score: Raw -183142.037697 + Penalty 2792.231070 = -180349.806627 nChanged 50 SP:Iteration 12Q (1482.081708 sec): 3 clusters Score: Raw -183171.498766 + Penalty 2792.231070 = -180379.267696 nChanged 39 SP:Iteration 13Q (1482.117006 sec): 3 clusters Score: Raw -183193.353495 + Penalty 2792.231070 = -180401.122425 nChanged 34 SP:Iteration 14Q (1482.151914 sec): 3 clusters Score: Raw -183208.423213 + Penalty 2792.231070 = -180416.192143 nChanged 25 SP:Iteration 15Q (1482.187245 sec): 3 clusters Score: Raw -183223.330810 + Penalty 2792.231070 = -180431.099740 nChanged 36 SP:Iteration 16Q (1482.227918 sec): 3 clusters Score: Raw -183241.658286 + Penalty 2792.231070 = -180449.427216 nChanged 23 SP:Iteration 17Q (1482.263052 sec): 3 clusters Score: Raw -183254.204590 + Penalty 2792.231070 = -180461.973520 nChanged 24 SP:Iteration 18Q (1482.297991 sec): 3 clusters Score: Raw -183263.913458 + Penalty 2792.231070 = -180471.682388 nChanged 14 SP:Iteration 19Q (1482.333238 sec): 3 clusters Score: Raw -183270.156990 + Penalty 2792.231070 = -180477.925920 nChanged 10 SP:Iteration 20F (1482.453194 sec): 3 clusters Score: Raw -183278.220171 + Penalty 2792.231070 = -180485.989101 nChanged 10 SP:Iteration 21Q (1482.600856 sec): 3 clusters Score: Raw -183283.907487 + Penalty 2792.231070 = -180491.676417 nChanged 10 SP:Iteration 22Q (1482.704214 sec): 3 clusters Score: Raw -183289.889407 + Penalty 2792.231070 = -180497.658337 nChanged 13 SP:Iteration 23Q (1482.782903 sec): 3 clusters Score: Raw -183301.087293 + Penalty 2792.231070 = -180508.856223 nChanged 17 SP:Iteration 24Q (1482.818311 sec): 3 clusters Score: Raw -183312.169889 + Penalty 2792.231070 = -180519.938819 nChanged 25 SP:Iteration 25Q (1482.853502 sec): 3 clusters Score: Raw -183326.185064 + Penalty 2792.231070 = -180533.953994 nChanged 27 SP:Iteration 26Q (1482.888748 sec): 3 clusters Score: Raw -183342.673509 + Penalty 2792.231070 = -180550.442439 nChanged 23 SP:Iteration 27Q (1482.924009 sec): 3 clusters Score: Raw -183354.358760 + Penalty 2792.231070 = -180562.127690 nChanged 28 SP:Iteration 28Q (1482.959136 sec): 3 clusters Score: Raw -183367.065949 + Penalty 2792.231070 = -180574.834879 nChanged 13 SP:Iteration 29Q (1482.994218 sec): 3 clusters Score: Raw -183370.793079 + Penalty 2792.231070 = -180578.562009 nChanged 8 SP:Iteration 30Q (1483.029437 sec): 3 clusters Score: Raw -183374.585382 + Penalty 2792.231070 = -180582.354312 nChanged 9 SP:Iteration 31Q (1483.064620 sec): 3 clusters Score: Raw -183378.096623 + Penalty 2792.231070 = -180585.865553 nChanged 3 SP:Iteration 32Q (1483.099692 sec): 3 clusters Score: Raw -183378.776771 + Penalty 2792.231070 = -180586.545701 nChanged 3 SP:Iteration 33Q (1483.134802 sec): 3 clusters Score: Raw -183379.722996 + Penalty 2792.231070 = -180587.491926 nChanged 5 SP:Iteration 34Q (1483.169910 sec): 3 clusters Score: Raw -183382.166672 + Penalty 2792.231070 = -180589.935602 nChanged 9 SP:Iteration 35Q (1483.204974 sec): 3 clusters Score: Raw -183385.818527 + Penalty 2792.231070 = -180593.587457 nChanged 10 SP:Iteration 36Q (1483.240190 sec): 3 clusters Score: Raw -183391.103492 + Penalty 2792.231070 = -180598.872422 nChanged 11 SP:Iteration 37Q (1483.275222 sec): 3 clusters Score: Raw -183396.639680 + Penalty 2792.231070 = -180604.408611 nChanged 16 SP:Iteration 38Q (1483.310313 sec): 3 clusters Score: Raw -183404.352920 + Penalty 2792.231070 = -180612.121850 nChanged 14 SP:Iteration 39Q (1483.345432 sec): 3 clusters Score: Raw -183411.289493 + Penalty 2792.231070 = -180619.058423 nChanged 18 SP:Iteration 40F (1483.380597 sec): 3 clusters Score: Raw -183418.883240 + Penalty 2792.231070 = -180626.652170 nChanged 18 SP:Iteration 41Q (1483.415772 sec): 3 clusters Score: Raw -183426.872238 + Penalty 2792.231070 = -180634.641168 nChanged 11 SP:Iteration 42Q (1483.450958 sec): 3 clusters Score: Raw -183431.177023 + Penalty 2792.231070 = -180638.945953 nChanged 14 SP:Iteration 43Q (1483.486079 sec): 3 clusters Score: Raw -183436.299257 + Penalty 2792.231070 = -180644.068187 nChanged 12 SP:Iteration 44Q (1483.521164 sec): 3 clusters Score: Raw -183441.960086 + Penalty 2792.231070 = -180649.729016 nChanged 15 SP:Iteration 45Q (1483.556201 sec): 3 clusters Score: Raw -183448.189685 + Penalty 2792.231070 = -180655.958615 nChanged 9 SP:Iteration 46Q (1483.591319 sec): 3 clusters Score: Raw -183451.514772 + Penalty 2792.231070 = -180659.283703 nChanged 6 SP:Iteration 47Q (1483.626472 sec): 3 clusters Score: Raw -183454.656457 + Penalty 2792.231070 = -180662.425387 nChanged 7 SP:Iteration 48Q (1483.661526 sec): 3 clusters Score: Raw -183459.537463 + Penalty 2792.231070 = -180667.306393 nChanged 11 SP:Iteration 49Q (1483.695543 sec): 3 clusters Score: Raw -183463.111683 + Penalty 2792.231070 = -180670.880613 nChanged 4 SP:Iteration 50Q (1483.730589 sec): 3 clusters Score: Raw -183465.082667 + Penalty 2792.231070 = -180672.851597 nChanged 4 SP:Iteration 51Q (1483.765738 sec): 3 clusters Score: Raw -183466.418265 + Penalty 2792.231070 = -180674.187195 nChanged 3 SP:Iteration 52Q (1483.885298 sec): 3 clusters Score: Raw -183467.312080 + Penalty 2792.231070 = -180675.081010 nChanged 2 SP:Iteration 53Q (1484.042438 sec): 3 clusters Score: Raw -183468.868101 + Penalty 2792.231070 = -180676.637031 nChanged 4 SP:Iteration 54Q (1484.141538 sec): 3 clusters Score: Raw -183470.470290 + Penalty 2792.231070 = -180678.239220 nChanged 3 SP:Iteration 55Q (1484.206132 sec): 3 clusters Score: Raw -183471.635363 + Penalty 2792.231070 = -180679.404294 nChanged 0 SP:Iteration 56F (1484.242161 sec): 3 clusters Score: Raw -183471.635363 + Penalty 2792.231070 = -180679.404294 nChanged 0 Trying to split cluster 10 (7820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1484.295321 sec): 2 clusters Score: Raw -614090.582322 + Penalty 1573.259191 = -612517.323131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1484.369718 sec): 3 clusters Score: Raw -609797.683289 + Penalty 3146.518382 = -606651.164908 nChanged 3251 SP:Iteration 1F (1484.445904 sec): 3 clusters Score: Raw -611682.603435 + Penalty 3146.518382 = -608536.085053 nChanged 614 SP:Iteration 2F (1484.500062 sec): 3 clusters Score: Raw -612064.271126 + Penalty 3146.518382 = -608917.752745 nChanged 516 SP:Iteration 3F (1484.554059 sec): 3 clusters Score: Raw -612396.344549 + Penalty 3146.518382 = -609249.826167 nChanged 458 SP:Iteration 4F (1484.609695 sec): 3 clusters Score: Raw -612708.539880 + Penalty 3146.518382 = -609562.021499 nChanged 462 SP:Iteration 5F (1484.668473 sec): 3 clusters Score: Raw -613049.483624 + Penalty 3146.518382 = -609902.965243 nChanged 444 SP:Iteration 6F (1484.727146 sec): 3 clusters Score: Raw -613371.766415 + Penalty 3146.518382 = -610225.248033 nChanged 375 SP:Iteration 7Q (1484.790857 sec): 3 clusters Score: Raw -613627.200217 + Penalty 3146.518382 = -610480.681835 nChanged 299 SP:Iteration 8Q (1484.854108 sec): 3 clusters Score: Raw -613811.575730 + Penalty 3146.518382 = -610665.057348 nChanged 242 SP:Iteration 9Q (1484.915950 sec): 3 clusters Score: Raw -613930.027805 + Penalty 3146.518382 = -610783.509423 nChanged 168 SP:Iteration 10Q (1484.972641 sec): 3 clusters Score: Raw -613990.912990 + Penalty 3146.518382 = -610844.394608 nChanged 113 SP:Iteration 11Q (1485.028841 sec): 3 clusters Score: Raw -614024.403390 + Penalty 3146.518382 = -610877.885009 nChanged 87 SP:Iteration 12Q (1485.087953 sec): 3 clusters Score: Raw -614052.566280 + Penalty 3146.518382 = -610906.047899 nChanged 74 SP:Iteration 13Q (1485.148159 sec): 3 clusters Score: Raw -614076.142184 + Penalty 3146.518382 = -610929.623802 nChanged 63 SP:Iteration 14Q (1485.208355 sec): 3 clusters Score: Raw -614097.640036 + Penalty 3146.518382 = -610951.121655 nChanged 71 SP:Iteration 15Q (1485.268148 sec): 3 clusters Score: Raw -614116.368250 + Penalty 3146.518382 = -610969.849869 nChanged 54 SP:Iteration 16Q (1485.415829 sec): 3 clusters Score: Raw -614130.902879 + Penalty 3146.518382 = -610984.384498 nChanged 63 SP:Iteration 17Q (1485.475008 sec): 3 clusters Score: Raw -614147.052523 + Penalty 3146.518382 = -611000.534141 nChanged 58 SP:Iteration 18Q (1485.532590 sec): 3 clusters Score: Raw -614165.450116 + Penalty 3146.518382 = -611018.931735 nChanged 71 SP:Iteration 19Q (1485.590280 sec): 3 clusters Score: Raw -614184.360486 + Penalty 3146.518382 = -611037.842105 nChanged 55 SP:Iteration 20F (1485.647507 sec): 3 clusters Score: Raw -614196.577693 + Penalty 3146.518382 = -611050.059312 nChanged 49 SP:Iteration 21Q (1485.708472 sec): 3 clusters Score: Raw -614213.187861 + Penalty 3146.518382 = -611066.669479 nChanged 50 SP:Iteration 22Q (1485.771811 sec): 3 clusters Score: Raw -614228.344509 + Penalty 3146.518382 = -611081.826127 nChanged 55 SP:Iteration 23Q (1485.834034 sec): 3 clusters Score: Raw -614243.585641 + Penalty 3146.518382 = -611097.067259 nChanged 43 SP:Iteration 24Q (1485.979305 sec): 3 clusters Score: Raw -614255.109500 + Penalty 3146.518382 = -611108.591119 nChanged 49 SP:Iteration 25Q (1486.153649 sec): 3 clusters Score: Raw -614265.338171 + Penalty 3146.518382 = -611118.819790 nChanged 37 SP:Iteration 26Q (1486.273117 sec): 3 clusters Score: Raw -614273.760488 + Penalty 3146.518382 = -611127.242106 nChanged 23 SP:Iteration 27Q (1486.340382 sec): 3 clusters Score: Raw -614281.676731 + Penalty 3146.518382 = -611135.158349 nChanged 28 SP:Iteration 28Q (1486.400851 sec): 3 clusters Score: Raw -614287.754333 + Penalty 3146.518382 = -611141.235951 nChanged 24 SP:Iteration 29Q (1486.460203 sec): 3 clusters Score: Raw -614293.516822 + Penalty 3146.518382 = -611146.998440 nChanged 25 SP:Iteration 30Q (1486.520114 sec): 3 clusters Score: Raw -614303.661976 + Penalty 3146.518382 = -611157.143594 nChanged 34 SP:Iteration 31Q (1486.580174 sec): 3 clusters Score: Raw -614314.722262 + Penalty 3146.518382 = -611168.203880 nChanged 31 SP:Iteration 32Q (1486.640428 sec): 3 clusters Score: Raw -614324.589031 + Penalty 3146.518382 = -611178.070650 nChanged 31 SP:Iteration 33Q (1486.700505 sec): 3 clusters Score: Raw -614333.178480 + Penalty 3146.518382 = -611186.660098 nChanged 31 SP:Iteration 34Q (1486.759917 sec): 3 clusters Score: Raw -614340.553656 + Penalty 3146.518382 = -611194.035275 nChanged 20 SP:Iteration 35Q (1486.819200 sec): 3 clusters Score: Raw -614346.318267 + Penalty 3146.518382 = -611199.799886 nChanged 32 SP:Iteration 36Q (1486.878170 sec): 3 clusters Score: Raw -614354.201532 + Penalty 3146.518382 = -611207.683151 nChanged 32 SP:Iteration 37Q (1486.934196 sec): 3 clusters Score: Raw -614361.974041 + Penalty 3146.518382 = -611215.455659 nChanged 21 SP:Iteration 38Q (1486.990426 sec): 3 clusters Score: Raw -614366.454370 + Penalty 3146.518382 = -611219.935989 nChanged 25 SP:Iteration 39Q (1487.050235 sec): 3 clusters Score: Raw -614371.297570 + Penalty 3146.518382 = -611224.779188 nChanged 28 SP:Iteration 40F (1487.111149 sec): 3 clusters Score: Raw -614377.228932 + Penalty 3146.518382 = -611230.710550 nChanged 23 SP:Iteration 41Q (1487.171674 sec): 3 clusters Score: Raw -614381.377955 + Penalty 3146.518382 = -611234.859573 nChanged 19 SP:Iteration 42Q (1487.231032 sec): 3 clusters Score: Raw -614385.027842 + Penalty 3146.518382 = -611238.509460 nChanged 14 SP:Iteration 43Q (1487.292088 sec): 3 clusters Score: Raw -614387.878998 + Penalty 3146.518382 = -611241.360616 nChanged 17 SP:Iteration 44Q (1487.350108 sec): 3 clusters Score: Raw -614391.638998 + Penalty 3146.518382 = -611245.120616 nChanged 11 SP:Iteration 45Q (1487.406803 sec): 3 clusters Score: Raw -614394.471339 + Penalty 3146.518382 = -611247.952957 nChanged 16 SP:Iteration 46Q (1487.463573 sec): 3 clusters Score: Raw -614397.798131 + Penalty 3146.518382 = -611251.279750 nChanged 16 SP:Iteration 47Q (1487.524689 sec): 3 clusters Score: Raw -614401.635766 + Penalty 3146.518382 = -611255.117385 nChanged 15 SP:Iteration 48Q (1487.586127 sec): 3 clusters Score: Raw -614405.575585 + Penalty 3146.518382 = -611259.057203 nChanged 21 SP:Iteration 49Q (1487.732581 sec): 3 clusters Score: Raw -614410.536775 + Penalty 3146.518382 = -611264.018393 nChanged 12 SP:Iteration 50Q (1487.790164 sec): 3 clusters Score: Raw -614413.220635 + Penalty 3146.518382 = -611266.702254 nChanged 6 SP:Iteration 51Q (1487.846220 sec): 3 clusters Score: Raw -614414.320550 + Penalty 3146.518382 = -611267.802168 nChanged 4 SP:Iteration 52Q (1487.901508 sec): 3 clusters Score: Raw -614414.594059 + Penalty 3146.518382 = -611268.075678 nChanged 4 SP:Iteration 53Q (1487.958397 sec): 3 clusters Score: Raw -614414.936475 + Penalty 3146.518382 = -611268.418093 nChanged 4 SP:Iteration 54Q (1488.016997 sec): 3 clusters Score: Raw -614415.751286 + Penalty 3146.518382 = -611269.232904 nChanged 4 SP:Iteration 55Q (1488.076843 sec): 3 clusters Score: Raw -614416.578954 + Penalty 3146.518382 = -611270.060572 nChanged 9 SP:Iteration 56Q (1488.222892 sec): 3 clusters Score: Raw -614418.054670 + Penalty 3146.518382 = -611271.536289 nChanged 6 SP:Iteration 57Q (1488.406016 sec): 3 clusters Score: Raw -614418.972847 + Penalty 3146.518382 = -611272.454465 nChanged 5 SP:Iteration 58Q (1488.434094 sec): 3 clusters Score: Raw -614419.450054 + Penalty 3146.518382 = -611272.931673 nChanged 2 SP:Iteration 59Q (1488.491411 sec): 3 clusters Score: Raw -614419.801659 + Penalty 3146.518382 = -611273.283278 nChanged 2 SP:Iteration 60F (1488.554458 sec): 3 clusters Score: Raw -614420.335254 + Penalty 3146.518382 = -611273.816873 nChanged 3 SP:Iteration 61Q (1488.617519 sec): 3 clusters Score: Raw -614421.066465 + Penalty 3146.518382 = -611274.548083 nChanged 9 SP:Iteration 62Q (1488.676664 sec): 3 clusters Score: Raw -614422.763750 + Penalty 3146.518382 = -611276.245368 nChanged 8 SP:Iteration 63Q (1488.732454 sec): 3 clusters Score: Raw -614424.364770 + Penalty 3146.518382 = -611277.846389 nChanged 9 SP:Iteration 64Q (1488.786719 sec): 3 clusters Score: Raw -614426.346024 + Penalty 3146.518382 = -611279.827643 nChanged 11 SP:Iteration 65Q (1488.849686 sec): 3 clusters Score: Raw -614429.402303 + Penalty 3146.518382 = -611282.883922 nChanged 10 SP:Iteration 66Q (1488.912529 sec): 3 clusters Score: Raw -614432.511797 + Penalty 3146.518382 = -611285.993416 nChanged 14 SP:Iteration 67Q (1488.973611 sec): 3 clusters Score: Raw -614436.024753 + Penalty 3146.518382 = -611289.506371 nChanged 14 SP:Iteration 68Q (1489.029181 sec): 3 clusters Score: Raw -614439.850935 + Penalty 3146.518382 = -611293.332553 nChanged 17 SP:Iteration 69Q (1489.084058 sec): 3 clusters Score: Raw -614444.958950 + Penalty 3146.518382 = -611298.440568 nChanged 20 SP:Iteration 70Q (1489.141923 sec): 3 clusters Score: Raw -614450.028633 + Penalty 3146.518382 = -611303.510252 nChanged 16 SP:Iteration 71Q (1489.201556 sec): 3 clusters Score: Raw -614453.631568 + Penalty 3146.518382 = -611307.113186 nChanged 8 SP:Iteration 72Q (1489.261200 sec): 3 clusters Score: Raw -614455.752687 + Penalty 3146.518382 = -611309.234305 nChanged 9 SP:Iteration 73Q (1489.320674 sec): 3 clusters Score: Raw -614458.273967 + Penalty 3146.518382 = -611311.755585 nChanged 9 SP:Iteration 74Q (1489.380536 sec): 3 clusters Score: Raw -614460.727595 + Penalty 3146.518382 = -611314.209213 nChanged 14 SP:Iteration 75Q (1489.439362 sec): 3 clusters Score: Raw -614464.334704 + Penalty 3146.518382 = -611317.816323 nChanged 15 SP:Iteration 76Q (1489.495645 sec): 3 clusters Score: Raw -614469.401679 + Penalty 3146.518382 = -611322.883297 nChanged 23 SP:Iteration 77Q (1489.551964 sec): 3 clusters Score: Raw -614474.995286 + Penalty 3146.518382 = -611328.476904 nChanged 28 SP:Iteration 78Q (1489.612976 sec): 3 clusters Score: Raw -614480.633827 + Penalty 3146.518382 = -611334.115445 nChanged 20 SP:Iteration 79Q (1489.672586 sec): 3 clusters Score: Raw -614486.664303 + Penalty 3146.518382 = -611340.145921 nChanged 24 SP:Iteration 80F (1489.733050 sec): 3 clusters Score: Raw -614493.201121 + Penalty 3146.518382 = -611346.682739 nChanged 15 SP:Iteration 81Q (1489.791920 sec): 3 clusters Score: Raw -614495.936300 + Penalty 3146.518382 = -611349.417918 nChanged 9 SP:Iteration 82Q (1489.850543 sec): 3 clusters Score: Raw -614497.747251 + Penalty 3146.518382 = -611351.228870 nChanged 10 SP:Iteration 83Q (1489.908766 sec): 3 clusters Score: Raw -614500.489419 + Penalty 3146.518382 = -611353.971037 nChanged 15 SP:Iteration 84Q (1489.968269 sec): 3 clusters Score: Raw -614503.607646 + Penalty 3146.518382 = -611357.089264 nChanged 16 SP:Iteration 85Q (1490.044310 sec): 3 clusters Score: Raw -614508.761468 + Penalty 3146.518382 = -611362.243086 nChanged 17 SP:Iteration 86Q (1490.124974 sec): 3 clusters Score: Raw -614514.946616 + Penalty 3146.518382 = -611368.428235 nChanged 19 SP:Iteration 87Q (1490.297991 sec): 3 clusters Score: Raw -614522.497168 + Penalty 3146.518382 = -611375.978787 nChanged 31 SP:Iteration 88Q (1490.451105 sec): 3 clusters Score: Raw -614531.223198 + Penalty 3146.518382 = -611384.704817 nChanged 21 SP:Iteration 89Q (1490.517911 sec): 3 clusters Score: Raw -614537.745244 + Penalty 3146.518382 = -611391.226862 nChanged 16 SP:Iteration 90Q (1490.575701 sec): 3 clusters Score: Raw -614541.061397 + Penalty 3146.518382 = -611394.543015 nChanged 9 SP:Iteration 91Q (1490.632210 sec): 3 clusters Score: Raw -614543.058126 + Penalty 3146.518382 = -611396.539745 nChanged 9 SP:Iteration 92Q (1490.688252 sec): 3 clusters Score: Raw -614544.526578 + Penalty 3146.518382 = -611398.008196 nChanged 4 SP:Iteration 93Q (1490.744289 sec): 3 clusters Score: Raw -614545.477409 + Penalty 3146.518382 = -611398.959028 nChanged 5 SP:Iteration 94Q (1490.879597 sec): 3 clusters Score: Raw -614546.600221 + Penalty 3146.518382 = -611400.081839 nChanged 3 SP:Iteration 95Q (1490.941084 sec): 3 clusters Score: Raw -614547.187129 + Penalty 3146.518382 = -611400.668747 nChanged 2 SP:Iteration 96Q (1491.002954 sec): 3 clusters Score: Raw -614547.396305 + Penalty 3146.518382 = -611400.877923 nChanged 2 SP:Iteration 97Q (1491.081093 sec): 3 clusters Score: Raw -614547.977727 + Penalty 3146.518382 = -611401.459345 nChanged 3 SP:Iteration 98Q (1491.137283 sec): 3 clusters Score: Raw -614548.762435 + Penalty 3146.518382 = -611402.244054 nChanged 5 SP:Iteration 99Q (1491.195399 sec): 3 clusters Score: Raw -614549.483933 + Penalty 3146.518382 = -611402.965552 nChanged 4 SP:Iteration 100F (1491.253791 sec): 3 clusters Score: Raw -614549.927649 + Penalty 3146.518382 = -611403.409267 nChanged 2 SP:Iteration 101Q (1491.312834 sec): 3 clusters Score: Raw -614550.107946 + Penalty 3146.518382 = -611403.589565 nChanged 1 SP:Iteration 102Q (1491.371659 sec): 3 clusters Score: Raw -614550.275440 + Penalty 3146.518382 = -611403.757058 nChanged 1 SP:Iteration 103Q (1491.432446 sec): 3 clusters Score: Raw -614550.488836 + Penalty 3146.518382 = -611403.970455 nChanged 1 SP:Iteration 104Q (1491.490574 sec): 3 clusters Score: Raw -614550.798316 + Penalty 3146.518382 = -611404.279934 nChanged 2 SP:Iteration 105Q (1491.549624 sec): 3 clusters Score: Raw -614551.153661 + Penalty 3146.518382 = -611404.635279 nChanged 1 SP:Iteration 106Q (1491.608780 sec): 3 clusters Score: Raw -614551.279027 + Penalty 3146.518382 = -611404.760645 nChanged 0 SP:Iteration 107F (1491.668759 sec): 3 clusters Score: Raw -614551.279027 + Penalty 3146.518382 = -611404.760645 nChanged 0 Trying to split cluster 11 (2111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1491.712574 sec): 2 clusters Score: Raw -148622.618318 + Penalty 1343.437942 = -147279.180376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1491.741620 sec): 3 clusters Score: Raw -147729.465493 + Penalty 2686.875884 = -145042.589609 nChanged 754 SP:Iteration 1F (1491.770822 sec): 3 clusters Score: Raw -148217.377525 + Penalty 2686.875884 = -145530.501641 nChanged 187 SP:Iteration 2F (1491.800050 sec): 3 clusters Score: Raw -148395.032006 + Penalty 2686.875884 = -145708.156122 nChanged 132 SP:Iteration 3F (1491.829084 sec): 3 clusters Score: Raw -148555.534739 + Penalty 2686.875884 = -145868.658855 nChanged 140 SP:Iteration 4F (1491.858252 sec): 3 clusters Score: Raw -148751.382490 + Penalty 2686.875884 = -146064.506607 nChanged 123 SP:Iteration 5F (1491.886864 sec): 3 clusters Score: Raw -148891.798411 + Penalty 2686.875884 = -146204.922527 nChanged 102 SP:Iteration 6Q (1491.914457 sec): 3 clusters Score: Raw -148980.786063 + Penalty 2686.875884 = -146293.910180 nChanged 63 SP:Iteration 7Q (1491.941461 sec): 3 clusters Score: Raw -149026.260099 + Penalty 2686.875884 = -146339.384216 nChanged 37 SP:Iteration 8Q (1491.969007 sec): 3 clusters Score: Raw -149046.310769 + Penalty 2686.875884 = -146359.434885 nChanged 32 SP:Iteration 9Q (1492.077740 sec): 3 clusters Score: Raw -149066.695609 + Penalty 2686.875884 = -146379.819725 nChanged 27 SP:Iteration 10Q (1492.199919 sec): 3 clusters Score: Raw -149091.503998 + Penalty 2686.875884 = -146404.628114 nChanged 30 SP:Iteration 11Q (1492.318518 sec): 3 clusters Score: Raw -149121.407862 + Penalty 2686.875884 = -146434.531978 nChanged 23 SP:Iteration 12Q (1492.430449 sec): 3 clusters Score: Raw -149147.977531 + Penalty 2686.875884 = -146461.101648 nChanged 30 SP:Iteration 13Q (1492.543747 sec): 3 clusters Score: Raw -149175.238904 + Penalty 2686.875884 = -146488.363021 nChanged 33 SP:Iteration 14Q (1492.661344 sec): 3 clusters Score: Raw -149201.424102 + Penalty 2686.875884 = -146514.548218 nChanged 28 SP:Iteration 15Q (1492.778090 sec): 3 clusters Score: Raw -149219.408986 + Penalty 2686.875884 = -146532.533103 nChanged 17 SP:Iteration 16Q (1492.892598 sec): 3 clusters Score: Raw -149230.008034 + Penalty 2686.875884 = -146543.132150 nChanged 11 SP:Iteration 17Q (1493.008747 sec): 3 clusters Score: Raw -149236.649025 + Penalty 2686.875884 = -146549.773141 nChanged 6 SP:Iteration 18Q (1493.118908 sec): 3 clusters Score: Raw -149241.374753 + Penalty 2686.875884 = -146554.498869 nChanged 11 SP:Iteration 19Q (1493.146339 sec): 3 clusters Score: Raw -149257.285585 + Penalty 2686.875884 = -146570.409701 nChanged 17 SP:Iteration 20F (1493.173795 sec): 3 clusters Score: Raw -149280.190482 + Penalty 2686.875884 = -146593.314598 nChanged 20 SP:Iteration 21Q (1493.202474 sec): 3 clusters Score: Raw -149301.770052 + Penalty 2686.875884 = -146614.894168 nChanged 19 SP:Iteration 22Q (1493.230018 sec): 3 clusters Score: Raw -149314.155098 + Penalty 2686.875884 = -146627.279214 nChanged 11 SP:Iteration 23Q (1493.257507 sec): 3 clusters Score: Raw -149320.513451 + Penalty 2686.875884 = -146633.637568 nChanged 11 SP:Iteration 24Q (1493.284835 sec): 3 clusters Score: Raw -149327.727962 + Penalty 2686.875884 = -146640.852078 nChanged 11 SP:Iteration 25Q (1493.312426 sec): 3 clusters Score: Raw -149332.530284 + Penalty 2686.875884 = -146645.654400 nChanged 3 SP:Iteration 26Q (1493.339841 sec): 3 clusters Score: Raw -149334.715395 + Penalty 2686.875884 = -146647.839512 nChanged 5 SP:Iteration 27Q (1493.367325 sec): 3 clusters Score: Raw -149336.855382 + Penalty 2686.875884 = -146649.979499 nChanged 2 SP:Iteration 28Q (1493.394758 sec): 3 clusters Score: Raw -149337.915787 + Penalty 2686.875884 = -146651.039903 nChanged 0 SP:Iteration 29F (1493.422034 sec): 3 clusters Score: Raw -149337.915787 + Penalty 2686.875884 = -146651.039903 nChanged 0 Trying to split cluster 12 (8217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1493.480552 sec): 2 clusters Score: Raw -631142.335814 + Penalty 1581.950060 = -629560.385754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.571147 sec): 3 clusters Score: Raw -626671.448529 + Penalty 3163.900121 = -623507.548408 nChanged 3428 SP:Iteration 1F (1493.656587 sec): 3 clusters Score: Raw -628840.277641 + Penalty 3163.900121 = -625676.377520 nChanged 695 SP:Iteration 2F (1493.711450 sec): 3 clusters Score: Raw -629426.727284 + Penalty 3163.900121 = -626262.827163 nChanged 692 SP:Iteration 3F (1493.771851 sec): 3 clusters Score: Raw -630040.720697 + Penalty 3163.900121 = -626876.820577 nChanged 610 SP:Iteration 4F (1493.823748 sec): 3 clusters Score: Raw -630538.574245 + Penalty 3163.900121 = -627374.674124 nChanged 500 SP:Iteration 5F (1493.880092 sec): 3 clusters Score: Raw -630873.136727 + Penalty 3163.900121 = -627709.236606 nChanged 379 SP:Iteration 6Q (1493.945173 sec): 3 clusters Score: Raw -631086.441255 + Penalty 3163.900121 = -627922.541134 nChanged 277 SP:Iteration 7Q (1494.010490 sec): 3 clusters Score: Raw -631225.623830 + Penalty 3163.900121 = -628061.723709 nChanged 215 SP:Iteration 8Q (1494.191757 sec): 3 clusters Score: Raw -631320.298130 + Penalty 3163.900121 = -628156.398009 nChanged 149 SP:Iteration 9Q (1494.342355 sec): 3 clusters Score: Raw -631379.102746 + Penalty 3163.900121 = -628215.202625 nChanged 122 SP:Iteration 10Q (1494.416663 sec): 3 clusters Score: Raw -631417.988746 + Penalty 3163.900121 = -628254.088625 nChanged 106 SP:Iteration 11Q (1494.474266 sec): 3 clusters Score: Raw -631449.316852 + Penalty 3163.900121 = -628285.416731 nChanged 83 SP:Iteration 12Q (1494.535001 sec): 3 clusters Score: Raw -631472.862608 + Penalty 3163.900121 = -628308.962487 nChanged 60 SP:Iteration 13Q (1494.601171 sec): 3 clusters Score: Raw -631490.178894 + Penalty 3163.900121 = -628326.278773 nChanged 66 SP:Iteration 14Q (1494.667577 sec): 3 clusters Score: Raw -631507.616040 + Penalty 3163.900121 = -628343.715920 nChanged 60 SP:Iteration 15Q (1494.727388 sec): 3 clusters Score: Raw -631523.720465 + Penalty 3163.900121 = -628359.820344 nChanged 57 SP:Iteration 16Q (1494.784602 sec): 3 clusters Score: Raw -631540.805043 + Penalty 3163.900121 = -628376.904922 nChanged 58 SP:Iteration 17Q (1494.841663 sec): 3 clusters Score: Raw -631554.173835 + Penalty 3163.900121 = -628390.273714 nChanged 45 SP:Iteration 18Q (1494.898539 sec): 3 clusters Score: Raw -631564.169519 + Penalty 3163.900121 = -628400.269399 nChanged 44 SP:Iteration 19Q (1494.957333 sec): 3 clusters Score: Raw -631575.908378 + Penalty 3163.900121 = -628412.008257 nChanged 40 SP:Iteration 20F (1495.021895 sec): 3 clusters Score: Raw -631586.513054 + Penalty 3163.900121 = -628422.612933 nChanged 40 SP:Iteration 21Q (1495.088575 sec): 3 clusters Score: Raw -631594.267846 + Penalty 3163.900121 = -628430.367725 nChanged 24 SP:Iteration 22Q (1495.155499 sec): 3 clusters Score: Raw -631599.899965 + Penalty 3163.900121 = -628435.999845 nChanged 26 SP:Iteration 23Q (1495.219423 sec): 3 clusters Score: Raw -631605.128596 + Penalty 3163.900121 = -628441.228475 nChanged 19 SP:Iteration 24Q (1495.277026 sec): 3 clusters Score: Raw -631608.379157 + Penalty 3163.900121 = -628444.479036 nChanged 19 SP:Iteration 25Q (1495.336761 sec): 3 clusters Score: Raw -631611.721540 + Penalty 3163.900121 = -628447.821420 nChanged 17 SP:Iteration 26Q (1495.398104 sec): 3 clusters Score: Raw -631614.680917 + Penalty 3163.900121 = -628450.780797 nChanged 17 SP:Iteration 27Q (1495.459276 sec): 3 clusters Score: Raw -631617.543060 + Penalty 3163.900121 = -628453.642940 nChanged 15 SP:Iteration 28Q (1495.520404 sec): 3 clusters Score: Raw -631620.365072 + Penalty 3163.900121 = -628456.464951 nChanged 8 SP:Iteration 29Q (1495.581855 sec): 3 clusters Score: Raw -631621.514195 + Penalty 3163.900121 = -628457.614074 nChanged 5 SP:Iteration 30Q (1495.644401 sec): 3 clusters Score: Raw -631622.181242 + Penalty 3163.900121 = -628458.281121 nChanged 5 SP:Iteration 31Q (1495.706197 sec): 3 clusters Score: Raw -631622.807227 + Penalty 3163.900121 = -628458.907106 nChanged 7 SP:Iteration 32Q (1495.768433 sec): 3 clusters Score: Raw -631623.881732 + Penalty 3163.900121 = -628459.981611 nChanged 7 SP:Iteration 33Q (1495.830297 sec): 3 clusters Score: Raw -631625.105558 + Penalty 3163.900121 = -628461.205437 nChanged 7 SP:Iteration 34Q (1495.889523 sec): 3 clusters Score: Raw -631626.159410 + Penalty 3163.900121 = -628462.259289 nChanged 9 SP:Iteration 35Q (1495.952013 sec): 3 clusters Score: Raw -631627.399764 + Penalty 3163.900121 = -628463.499644 nChanged 7 SP:Iteration 36Q (1496.016678 sec): 3 clusters Score: Raw -631628.443551 + Penalty 3163.900121 = -628464.543431 nChanged 4 SP:Iteration 37Q (1496.080352 sec): 3 clusters Score: Raw -631628.902515 + Penalty 3163.900121 = -628465.002395 nChanged 2 SP:Iteration 38Q (1496.221878 sec): 3 clusters Score: Raw -631629.311049 + Penalty 3163.900121 = -628465.410929 nChanged 2 SP:Iteration 39Q (1496.278625 sec): 3 clusters Score: Raw -631629.693522 + Penalty 3163.900121 = -628465.793402 nChanged 2 SP:Iteration 40F (1496.414157 sec): 3 clusters Score: Raw -631630.122459 + Penalty 3163.900121 = -628466.222338 nChanged 3 SP:Iteration 41Q (1496.558594 sec): 3 clusters Score: Raw -631630.513764 + Penalty 3163.900121 = -628466.613643 nChanged 0 SP:Iteration 42F (1496.682113 sec): 3 clusters Score: Raw -631630.513764 + Penalty 3163.900121 = -628466.613643 nChanged 0 Trying to split cluster 13 (2528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1496.726110 sec): 2 clusters Score: Raw -161734.299898 + Penalty 1375.074749 = -160359.225149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1496.759762 sec): 3 clusters Score: Raw -160645.006666 + Penalty 2750.149498 = -157894.857168 nChanged 930 SP:Iteration 1F (1496.792708 sec): 3 clusters Score: Raw -161331.655881 + Penalty 2750.149498 = -158581.506383 nChanged 250 SP:Iteration 2F (1496.827172 sec): 3 clusters Score: Raw -161628.705766 + Penalty 2750.149498 = -158878.556267 nChanged 181 SP:Iteration 3F (1496.861727 sec): 3 clusters Score: Raw -161885.947370 + Penalty 2750.149498 = -159135.797871 nChanged 158 SP:Iteration 4F (1496.896142 sec): 3 clusters Score: Raw -162080.720796 + Penalty 2750.149498 = -159330.571298 nChanged 141 SP:Iteration 5F (1496.928336 sec): 3 clusters Score: Raw -162251.022626 + Penalty 2750.149498 = -159500.873127 nChanged 136 SP:Iteration 6F (1496.960152 sec): 3 clusters Score: Raw -162401.990697 + Penalty 2750.149498 = -159651.841199 nChanged 117 SP:Iteration 7Q (1496.992090 sec): 3 clusters Score: Raw -162527.162541 + Penalty 2750.149498 = -159777.013043 nChanged 81 SP:Iteration 8Q (1497.023825 sec): 3 clusters Score: Raw -162596.912213 + Penalty 2750.149498 = -159846.762715 nChanged 56 SP:Iteration 9Q (1497.055788 sec): 3 clusters Score: Raw -162646.521519 + Penalty 2750.149498 = -159896.372021 nChanged 49 SP:Iteration 10Q (1497.087609 sec): 3 clusters Score: Raw -162685.191778 + Penalty 2750.149498 = -159935.042280 nChanged 45 SP:Iteration 11Q (1497.119531 sec): 3 clusters Score: Raw -162716.679758 + Penalty 2750.149498 = -159966.530260 nChanged 32 SP:Iteration 12Q (1497.151266 sec): 3 clusters Score: Raw -162739.846109 + Penalty 2750.149498 = -159989.696611 nChanged 28 SP:Iteration 13Q (1497.183058 sec): 3 clusters Score: Raw -162757.611356 + Penalty 2750.149498 = -160007.461858 nChanged 24 SP:Iteration 14Q (1497.214720 sec): 3 clusters Score: Raw -162776.679964 + Penalty 2750.149498 = -160026.530466 nChanged 18 SP:Iteration 15Q (1497.246359 sec): 3 clusters Score: Raw -162793.738970 + Penalty 2750.149498 = -160043.589472 nChanged 19 SP:Iteration 16Q (1497.277897 sec): 3 clusters Score: Raw -162813.309420 + Penalty 2750.149498 = -160063.159922 nChanged 24 SP:Iteration 17Q (1497.309591 sec): 3 clusters Score: Raw -162830.608127 + Penalty 2750.149498 = -160080.458628 nChanged 17 SP:Iteration 18Q (1497.341215 sec): 3 clusters Score: Raw -162842.056988 + Penalty 2750.149498 = -160091.907490 nChanged 8 SP:Iteration 19Q (1497.373062 sec): 3 clusters Score: Raw -162846.419344 + Penalty 2750.149498 = -160096.269846 nChanged 6 SP:Iteration 20F (1497.404206 sec): 3 clusters Score: Raw -162848.886992 + Penalty 2750.149498 = -160098.737494 nChanged 1 SP:Iteration 21Q (1497.435787 sec): 3 clusters Score: Raw -162849.355380 + Penalty 2750.149498 = -160099.205882 nChanged 1 SP:Iteration 22Q (1497.467409 sec): 3 clusters Score: Raw -162849.672418 + Penalty 2750.149498 = -160099.522920 nChanged 2 SP:Iteration 23Q (1497.499054 sec): 3 clusters Score: Raw -162850.474821 + Penalty 2750.149498 = -160100.325323 nChanged 1 SP:Iteration 24Q (1497.530617 sec): 3 clusters Score: Raw -162850.857543 + Penalty 2750.149498 = -160100.708045 nChanged 0 SP:Iteration 25F (1497.562408 sec): 3 clusters Score: Raw -162850.857543 + Penalty 2750.149498 = -160100.708045 nChanged 0 Trying to split cluster 14 (4162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.629662 sec): 2 clusters Score: Raw -325099.802365 + Penalty 1462.573302 = -323637.229063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.757543 sec): 3 clusters Score: Raw -323043.793824 + Penalty 2925.146603 = -320118.647220 nChanged 1657 SP:Iteration 1F (1497.884843 sec): 3 clusters Score: Raw -324069.146375 + Penalty 2925.146603 = -321143.999772 nChanged 334 SP:Iteration 2F (1498.000886 sec): 3 clusters Score: Raw -324286.344594 + Penalty 2925.146603 = -321361.197990 nChanged 230 SP:Iteration 3F (1498.114589 sec): 3 clusters Score: Raw -324425.434251 + Penalty 2925.146603 = -321500.287647 nChanged 154 SP:Iteration 4Q (1498.156718 sec): 3 clusters Score: Raw -324503.248379 + Penalty 2925.146603 = -321578.101775 nChanged 138 SP:Iteration 5Q (1498.198843 sec): 3 clusters Score: Raw -324581.572199 + Penalty 2925.146603 = -321656.425596 nChanged 131 SP:Iteration 6Q (1498.240681 sec): 3 clusters Score: Raw -324667.557595 + Penalty 2925.146603 = -321742.410992 nChanged 141 SP:Iteration 7Q (1498.282681 sec): 3 clusters Score: Raw -324756.674346 + Penalty 2925.146603 = -321831.527743 nChanged 133 SP:Iteration 8Q (1498.328145 sec): 3 clusters Score: Raw -324832.304261 + Penalty 2925.146603 = -321907.157657 nChanged 116 SP:Iteration 9Q (1498.373637 sec): 3 clusters Score: Raw -324899.857539 + Penalty 2925.146603 = -321974.710936 nChanged 97 SP:Iteration 10Q (1498.418909 sec): 3 clusters Score: Raw -324958.922667 + Penalty 2925.146603 = -322033.776063 nChanged 95 SP:Iteration 11Q (1498.527867 sec): 3 clusters Score: Raw -325017.750397 + Penalty 2925.146603 = -322092.603793 nChanged 91 SP:Iteration 12Q (1498.569598 sec): 3 clusters Score: Raw -325079.437998 + Penalty 2925.146603 = -322154.291394 nChanged 90 SP:Iteration 13Q (1498.612376 sec): 3 clusters Score: Raw -325141.192523 + Penalty 2925.146603 = -322216.045919 nChanged 80 SP:Iteration 14Q (1498.658043 sec): 3 clusters Score: Raw -325194.221187 + Penalty 2925.146603 = -322269.074583 nChanged 76 SP:Iteration 15Q (1498.704902 sec): 3 clusters Score: Raw -325251.251059 + Penalty 2925.146603 = -322326.104456 nChanged 68 SP:Iteration 16Q (1498.751596 sec): 3 clusters Score: Raw -325289.901209 + Penalty 2925.146603 = -322364.754606 nChanged 52 SP:Iteration 17Q (1498.797645 sec): 3 clusters Score: Raw -325313.573502 + Penalty 2925.146603 = -322388.426899 nChanged 42 SP:Iteration 18Q (1498.840389 sec): 3 clusters Score: Raw -325330.122269 + Penalty 2925.146603 = -322404.975665 nChanged 35 SP:Iteration 19Q (1498.881803 sec): 3 clusters Score: Raw -325349.915581 + Penalty 2925.146603 = -322424.768977 nChanged 39 SP:Iteration 20F (1498.923302 sec): 3 clusters Score: Raw -325365.785931 + Penalty 2925.146603 = -322440.639328 nChanged 35 SP:Iteration 21Q (1498.964342 sec): 3 clusters Score: Raw -325385.251801 + Penalty 2925.146603 = -322460.105198 nChanged 37 SP:Iteration 22Q (1499.007276 sec): 3 clusters Score: Raw -325408.566025 + Penalty 2925.146603 = -322483.419422 nChanged 30 SP:Iteration 23Q (1499.064691 sec): 3 clusters Score: Raw -325425.233356 + Penalty 2925.146603 = -322500.086753 nChanged 32 SP:Iteration 24Q (1499.108566 sec): 3 clusters Score: Raw -325443.745324 + Penalty 2925.146603 = -322518.598721 nChanged 34 SP:Iteration 25Q (1499.152222 sec): 3 clusters Score: Raw -325462.488096 + Penalty 2925.146603 = -322537.341492 nChanged 29 SP:Iteration 26Q (1499.194896 sec): 3 clusters Score: Raw -325480.211508 + Penalty 2925.146603 = -322555.064904 nChanged 32 SP:Iteration 27Q (1499.236931 sec): 3 clusters Score: Raw -325498.675016 + Penalty 2925.146603 = -322573.528413 nChanged 24 SP:Iteration 28Q (1499.279040 sec): 3 clusters Score: Raw -325510.923664 + Penalty 2925.146603 = -322585.777061 nChanged 24 SP:Iteration 29Q (1499.320938 sec): 3 clusters Score: Raw -325523.327192 + Penalty 2925.146603 = -322598.180589 nChanged 27 SP:Iteration 30Q (1499.466398 sec): 3 clusters Score: Raw -325534.131668 + Penalty 2925.146603 = -322608.985065 nChanged 25 SP:Iteration 31Q (1499.596549 sec): 3 clusters Score: Raw -325543.946651 + Penalty 2925.146603 = -322618.800048 nChanged 22 SP:Iteration 32Q (1499.743855 sec): 3 clusters Score: Raw -325552.137165 + Penalty 2925.146603 = -322626.990562 nChanged 15 SP:Iteration 33Q (1499.782945 sec): 3 clusters Score: Raw -325556.904342 + Penalty 2925.146603 = -322631.757739 nChanged 7 SP:Iteration 34Q (1499.827143 sec): 3 clusters Score: Raw -325558.961687 + Penalty 2925.146603 = -322633.815083 nChanged 7 SP:Iteration 35Q (1499.872106 sec): 3 clusters Score: Raw -325561.034127 + Penalty 2925.146603 = -322635.887524 nChanged 6 SP:Iteration 36Q (1499.918568 sec): 3 clusters Score: Raw -325562.775769 + Penalty 2925.146603 = -322637.629166 nChanged 3 SP:Iteration 37Q (1499.961611 sec): 3 clusters Score: Raw -325564.316997 + Penalty 2925.146603 = -322639.170394 nChanged 4 SP:Iteration 38Q (1500.003020 sec): 3 clusters Score: Raw -325566.162046 + Penalty 2925.146603 = -322641.015443 nChanged 5 SP:Iteration 39Q (1500.044347 sec): 3 clusters Score: Raw -325567.486513 + Penalty 2925.146603 = -322642.339909 nChanged 4 SP:Iteration 40F (1500.086471 sec): 3 clusters Score: Raw -325568.400941 + Penalty 2925.146603 = -322643.254338 nChanged 3 SP:Iteration 41Q (1500.128721 sec): 3 clusters Score: Raw -325569.132606 + Penalty 2925.146603 = -322643.986002 nChanged 4 SP:Iteration 42Q (1500.171811 sec): 3 clusters Score: Raw -325571.186896 + Penalty 2925.146603 = -322646.040293 nChanged 7 SP:Iteration 43Q (1500.218097 sec): 3 clusters Score: Raw -325573.806002 + Penalty 2925.146603 = -322648.659399 nChanged 3 SP:Iteration 44Q (1500.260460 sec): 3 clusters Score: Raw -325574.596150 + Penalty 2925.146603 = -322649.449547 nChanged 3 SP:Iteration 45Q (1500.303371 sec): 3 clusters Score: Raw -325575.180184 + Penalty 2925.146603 = -322650.033580 nChanged 2 SP:Iteration 46Q (1500.345026 sec): 3 clusters Score: Raw -325575.669302 + Penalty 2925.146603 = -322650.522698 nChanged 1 SP:Iteration 47Q (1500.386517 sec): 3 clusters Score: Raw -325576.065570 + Penalty 2925.146603 = -322650.918967 nChanged 2 SP:Iteration 48Q (1500.427949 sec): 3 clusters Score: Raw -325577.280516 + Penalty 2925.146603 = -322652.133913 nChanged 3 SP:Iteration 49Q (1500.469934 sec): 3 clusters Score: Raw -325577.891437 + Penalty 2925.146603 = -322652.744833 nChanged 4 SP:Iteration 50Q (1500.512689 sec): 3 clusters Score: Raw -325579.325345 + Penalty 2925.146603 = -322654.178741 nChanged 5 SP:Iteration 51Q (1500.555486 sec): 3 clusters Score: Raw -325580.557736 + Penalty 2925.146603 = -322655.411133 nChanged 9 SP:Iteration 52Q (1500.598087 sec): 3 clusters Score: Raw -325584.445998 + Penalty 2925.146603 = -322659.299394 nChanged 10 SP:Iteration 53Q (1500.640891 sec): 3 clusters Score: Raw -325589.088613 + Penalty 2925.146603 = -322663.942010 nChanged 10 SP:Iteration 54Q (1500.683145 sec): 3 clusters Score: Raw -325592.305444 + Penalty 2925.146603 = -322667.158840 nChanged 13 SP:Iteration 55Q (1500.725526 sec): 3 clusters Score: Raw -325595.776928 + Penalty 2925.146603 = -322670.630324 nChanged 8 SP:Iteration 56Q (1500.767807 sec): 3 clusters Score: Raw -325597.746739 + Penalty 2925.146603 = -322672.600136 nChanged 11 SP:Iteration 57Q (1500.810104 sec): 3 clusters Score: Raw -325601.347823 + Penalty 2925.146603 = -322676.201220 nChanged 11 SP:Iteration 58Q (1500.852326 sec): 3 clusters Score: Raw -325604.797350 + Penalty 2925.146603 = -322679.650746 nChanged 4 SP:Iteration 59Q (1500.894910 sec): 3 clusters Score: Raw -325606.142556 + Penalty 2925.146603 = -322680.995953 nChanged 5 SP:Iteration 60F (1500.938773 sec): 3 clusters Score: Raw -325609.310014 + Penalty 2925.146603 = -322684.163410 nChanged 6 SP:Iteration 61Q (1500.981400 sec): 3 clusters Score: Raw -325611.451666 + Penalty 2925.146603 = -322686.305063 nChanged 5 SP:Iteration 62Q (1501.110778 sec): 3 clusters Score: Raw -325613.048731 + Penalty 2925.146603 = -322687.902128 nChanged 2 SP:Iteration 63Q (1501.274256 sec): 3 clusters Score: Raw -325614.150074 + Penalty 2925.146603 = -322689.003470 nChanged 2 SP:Iteration 64Q (1501.396415 sec): 3 clusters Score: Raw -325615.056765 + Penalty 2925.146603 = -322689.910161 nChanged 1 SP:Iteration 65Q (1501.501838 sec): 3 clusters Score: Raw -325615.523589 + Penalty 2925.146603 = -322690.376986 nChanged 1 SP:Iteration 66Q (1501.543131 sec): 3 clusters Score: Raw -325615.804996 + Penalty 2925.146603 = -322690.658392 nChanged 0 SP:Iteration 67F (1501.585236 sec): 3 clusters Score: Raw -325615.804996 + Penalty 2925.146603 = -322690.658392 nChanged 0 Trying to split cluster 15 (2475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1501.622242 sec): 2 clusters Score: Raw -176785.988021 + Penalty 1371.356241 = -175414.631780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1501.655755 sec): 3 clusters Score: Raw -175661.781010 + Penalty 2742.712482 = -172919.068528 nChanged 917 SP:Iteration 1F (1501.687721 sec): 3 clusters Score: Raw -176245.173152 + Penalty 2742.712482 = -173502.460670 nChanged 210 SP:Iteration 2F (1501.719836 sec): 3 clusters Score: Raw -176429.083319 + Penalty 2742.712482 = -173686.370837 nChanged 147 SP:Iteration 3F (1501.751780 sec): 3 clusters Score: Raw -176577.484922 + Penalty 2742.712482 = -173834.772441 nChanged 150 SP:Iteration 4F (1501.782645 sec): 3 clusters Score: Raw -176754.379008 + Penalty 2742.712482 = -174011.666526 nChanged 143 SP:Iteration 5F (1501.813647 sec): 3 clusters Score: Raw -176938.159478 + Penalty 2742.712482 = -174195.446996 nChanged 135 SP:Iteration 6F (1501.846465 sec): 3 clusters Score: Raw -177094.204380 + Penalty 2742.712482 = -174351.491898 nChanged 114 SP:Iteration 7Q (1501.877812 sec): 3 clusters Score: Raw -177204.995595 + Penalty 2742.712482 = -174462.283113 nChanged 85 SP:Iteration 8Q (1501.968165 sec): 3 clusters Score: Raw -177283.315481 + Penalty 2742.712482 = -174540.602999 nChanged 75 SP:Iteration 9Q (1502.019565 sec): 3 clusters Score: Raw -177343.946359 + Penalty 2742.712482 = -174601.233877 nChanged 68 SP:Iteration 10Q (1502.052537 sec): 3 clusters Score: Raw -177404.647296 + Penalty 2742.712482 = -174661.934814 nChanged 62 SP:Iteration 11Q (1502.085146 sec): 3 clusters Score: Raw -177452.908782 + Penalty 2742.712482 = -174710.196300 nChanged 48 SP:Iteration 12Q (1502.119851 sec): 3 clusters Score: Raw -177489.435940 + Penalty 2742.712482 = -174746.723458 nChanged 40 SP:Iteration 13Q (1502.154925 sec): 3 clusters Score: Raw -177517.900631 + Penalty 2742.712482 = -174775.188149 nChanged 36 SP:Iteration 14Q (1502.189647 sec): 3 clusters Score: Raw -177545.269236 + Penalty 2742.712482 = -174802.556754 nChanged 30 SP:Iteration 15Q (1502.224279 sec): 3 clusters Score: Raw -177571.171238 + Penalty 2742.712482 = -174828.458756 nChanged 31 SP:Iteration 16Q (1502.260989 sec): 3 clusters Score: Raw -177595.142238 + Penalty 2742.712482 = -174852.429756 nChanged 32 SP:Iteration 17Q (1502.294127 sec): 3 clusters Score: Raw -177620.575036 + Penalty 2742.712482 = -174877.862554 nChanged 30 SP:Iteration 18Q (1502.325381 sec): 3 clusters Score: Raw -177649.227354 + Penalty 2742.712482 = -174906.514872 nChanged 35 SP:Iteration 19Q (1502.356984 sec): 3 clusters Score: Raw -177679.939881 + Penalty 2742.712482 = -174937.227399 nChanged 37 SP:Iteration 20F (1502.388048 sec): 3 clusters Score: Raw -177711.928573 + Penalty 2742.712482 = -174969.216091 nChanged 42 SP:Iteration 21Q (1502.418604 sec): 3 clusters Score: Raw -177741.219145 + Penalty 2742.712482 = -174998.506663 nChanged 26 SP:Iteration 22Q (1502.450170 sec): 3 clusters Score: Raw -177758.086286 + Penalty 2742.712482 = -175015.373804 nChanged 24 SP:Iteration 23Q (1502.481406 sec): 3 clusters Score: Raw -177774.806368 + Penalty 2742.712482 = -175032.093886 nChanged 16 SP:Iteration 24Q (1502.616077 sec): 3 clusters Score: Raw -177787.954616 + Penalty 2742.712482 = -175045.242134 nChanged 19 SP:Iteration 25Q (1502.733784 sec): 3 clusters Score: Raw -177805.027309 + Penalty 2742.712482 = -175062.314827 nChanged 24 SP:Iteration 26Q (1502.903840 sec): 3 clusters Score: Raw -177826.734435 + Penalty 2742.712482 = -175084.021953 nChanged 18 SP:Iteration 27Q (1502.964755 sec): 3 clusters Score: Raw -177840.700976 + Penalty 2742.712482 = -175097.988494 nChanged 16 SP:Iteration 28Q (1502.998058 sec): 3 clusters Score: Raw -177852.031446 + Penalty 2742.712482 = -175109.318964 nChanged 13 SP:Iteration 29Q (1503.032719 sec): 3 clusters Score: Raw -177859.086294 + Penalty 2742.712482 = -175116.373812 nChanged 15 SP:Iteration 30Q (1503.069970 sec): 3 clusters Score: Raw -177867.456969 + Penalty 2742.712482 = -175124.744487 nChanged 12 SP:Iteration 31Q (1503.106171 sec): 3 clusters Score: Raw -177873.491615 + Penalty 2742.712482 = -175130.779133 nChanged 11 SP:Iteration 32Q (1503.137990 sec): 3 clusters Score: Raw -177879.642233 + Penalty 2742.712482 = -175136.929751 nChanged 16 SP:Iteration 33Q (1503.170045 sec): 3 clusters Score: Raw -177892.382190 + Penalty 2742.712482 = -175149.669708 nChanged 22 SP:Iteration 34Q (1503.201416 sec): 3 clusters Score: Raw -177910.841909 + Penalty 2742.712482 = -175168.129427 nChanged 23 SP:Iteration 35Q (1503.232733 sec): 3 clusters Score: Raw -177931.762060 + Penalty 2742.712482 = -175189.049578 nChanged 29 SP:Iteration 36Q (1503.264023 sec): 3 clusters Score: Raw -177964.563930 + Penalty 2742.712482 = -175221.851449 nChanged 30 SP:Iteration 37Q (1503.295422 sec): 3 clusters Score: Raw -178005.549521 + Penalty 2742.712482 = -175262.837039 nChanged 32 SP:Iteration 38Q (1503.326606 sec): 3 clusters Score: Raw -178038.851243 + Penalty 2742.712482 = -175296.138762 nChanged 28 SP:Iteration 39Q (1503.357453 sec): 3 clusters Score: Raw -178058.124170 + Penalty 2742.712482 = -175315.411688 nChanged 18 SP:Iteration 40F (1503.388413 sec): 3 clusters Score: Raw -178069.419527 + Penalty 2742.712482 = -175326.707045 nChanged 12 SP:Iteration 41Q (1503.419089 sec): 3 clusters Score: Raw -178078.058839 + Penalty 2742.712482 = -175335.346357 nChanged 8 SP:Iteration 42Q (1503.449798 sec): 3 clusters Score: Raw -178083.190956 + Penalty 2742.712482 = -175340.478475 nChanged 7 SP:Iteration 43Q (1503.480527 sec): 3 clusters Score: Raw -178086.624720 + Penalty 2742.712482 = -175343.912238 nChanged 1 SP:Iteration 44Q (1503.511179 sec): 3 clusters Score: Raw -178087.170508 + Penalty 2742.712482 = -175344.458026 nChanged 2 SP:Iteration 45Q (1503.541862 sec): 3 clusters Score: Raw -178088.374023 + Penalty 2742.712482 = -175345.661541 nChanged 2 SP:Iteration 46Q (1503.572513 sec): 3 clusters Score: Raw -178089.663207 + Penalty 2742.712482 = -175346.950725 nChanged 0 SP:Iteration 47F (1503.603395 sec): 3 clusters Score: Raw -178089.663207 + Penalty 2742.712482 = -175346.950725 nChanged 0 Trying to split cluster 16 (3102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1503.640597 sec): 2 clusters Score: Raw -235120.808606 + Penalty 1410.985311 = -233709.823294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1503.689381 sec): 3 clusters Score: Raw -233699.412332 + Penalty 2821.970623 = -230877.441710 nChanged 1128 SP:Iteration 1F (1503.727770 sec): 3 clusters Score: Raw -234331.062520 + Penalty 2821.970623 = -231509.091897 nChanged 236 SP:Iteration 2F (1503.766317 sec): 3 clusters Score: Raw -234546.748972 + Penalty 2821.970623 = -231724.778349 nChanged 215 SP:Iteration 3F (1503.804621 sec): 3 clusters Score: Raw -234775.761875 + Penalty 2821.970623 = -231953.791253 nChanged 194 SP:Iteration 4F (1503.842243 sec): 3 clusters Score: Raw -234979.367228 + Penalty 2821.970623 = -232157.396605 nChanged 188 SP:Iteration 5F (1503.961990 sec): 3 clusters Score: Raw -235115.934032 + Penalty 2821.970623 = -232293.963409 nChanged 141 SP:Iteration 6Q (1504.082776 sec): 3 clusters Score: Raw -235220.427766 + Penalty 2821.970623 = -232398.457144 nChanged 122 SP:Iteration 7Q (1504.204285 sec): 3 clusters Score: Raw -235297.514041 + Penalty 2821.970623 = -232475.543418 nChanged 95 SP:Iteration 8Q (1504.301487 sec): 3 clusters Score: Raw -235352.729784 + Penalty 2821.970623 = -232530.759162 nChanged 73 SP:Iteration 9Q (1504.364545 sec): 3 clusters Score: Raw -235392.261671 + Penalty 2821.970623 = -232570.291049 nChanged 61 SP:Iteration 10Q (1504.402301 sec): 3 clusters Score: Raw -235425.648167 + Penalty 2821.970623 = -232603.677544 nChanged 46 SP:Iteration 11Q (1504.440069 sec): 3 clusters Score: Raw -235446.025054 + Penalty 2821.970623 = -232624.054432 nChanged 38 SP:Iteration 12Q (1504.477850 sec): 3 clusters Score: Raw -235465.343194 + Penalty 2821.970623 = -232643.372571 nChanged 33 SP:Iteration 13Q (1504.515754 sec): 3 clusters Score: Raw -235479.611202 + Penalty 2821.970623 = -232657.640580 nChanged 32 SP:Iteration 14Q (1504.553597 sec): 3 clusters Score: Raw -235495.946470 + Penalty 2821.970623 = -232673.975847 nChanged 31 SP:Iteration 15Q (1504.591399 sec): 3 clusters Score: Raw -235509.276924 + Penalty 2821.970623 = -232687.306302 nChanged 24 SP:Iteration 16Q (1504.629225 sec): 3 clusters Score: Raw -235517.456669 + Penalty 2821.970623 = -232695.486047 nChanged 15 SP:Iteration 17Q (1504.666897 sec): 3 clusters Score: Raw -235522.088592 + Penalty 2821.970623 = -232700.117970 nChanged 12 SP:Iteration 18Q (1504.704630 sec): 3 clusters Score: Raw -235525.176915 + Penalty 2821.970623 = -232703.206292 nChanged 9 SP:Iteration 19Q (1504.742346 sec): 3 clusters Score: Raw -235528.308383 + Penalty 2821.970623 = -232706.337760 nChanged 5 SP:Iteration 20F (1504.779901 sec): 3 clusters Score: Raw -235529.870296 + Penalty 2821.970623 = -232707.899673 nChanged 4 SP:Iteration 21Q (1504.817647 sec): 3 clusters Score: Raw -235531.701133 + Penalty 2821.970623 = -232709.730510 nChanged 6 SP:Iteration 22Q (1504.855411 sec): 3 clusters Score: Raw -235535.606428 + Penalty 2821.970623 = -232713.635805 nChanged 6 SP:Iteration 23Q (1504.893269 sec): 3 clusters Score: Raw -235537.088880 + Penalty 2821.970623 = -232715.118257 nChanged 4 SP:Iteration 24Q (1504.931181 sec): 3 clusters Score: Raw -235538.411343 + Penalty 2821.970623 = -232716.440721 nChanged 3 SP:Iteration 25Q (1504.968998 sec): 3 clusters Score: Raw -235538.965664 + Penalty 2821.970623 = -232716.995042 nChanged 2 SP:Iteration 26Q (1505.006813 sec): 3 clusters Score: Raw -235539.393144 + Penalty 2821.970623 = -232717.422522 nChanged 1 SP:Iteration 27Q (1505.044502 sec): 3 clusters Score: Raw -235539.684959 + Penalty 2821.970623 = -232717.714336 nChanged 1 SP:Iteration 28Q (1505.082532 sec): 3 clusters Score: Raw -235540.363169 + Penalty 2821.970623 = -232718.392547 nChanged 4 SP:Iteration 29Q (1505.119982 sec): 3 clusters Score: Raw -235542.131742 + Penalty 2821.970623 = -232720.161120 nChanged 1 SP:Iteration 30Q (1505.157762 sec): 3 clusters Score: Raw -235542.357911 + Penalty 2821.970623 = -232720.387288 nChanged 0 SP:Iteration 31F (1505.195219 sec): 3 clusters Score: Raw -235542.357911 + Penalty 2821.970623 = -232720.387288 nChanged 0 Trying to split cluster 17 (891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1505.227608 sec): 2 clusters Score: Raw -47686.969067 + Penalty 1192.056447 = -46494.912620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1505.242810 sec): 3 clusters Score: Raw -47484.332180 + Penalty 2384.112894 = -45100.219286 nChanged 254 SP:Iteration 1F (1505.257205 sec): 3 clusters Score: Raw -47768.151973 + Penalty 2384.112894 = -45384.039079 nChanged 68 SP:Iteration 2F (1505.271661 sec): 3 clusters Score: Raw -47863.762587 + Penalty 2384.112894 = -45479.649693 nChanged 43 SP:Iteration 3Q (1505.419668 sec): 3 clusters Score: Raw -47927.881152 + Penalty 2384.112894 = -45543.768258 nChanged 36 SP:Iteration 4Q (1505.508462 sec): 3 clusters Score: Raw -47976.477879 + Penalty 2384.112894 = -45592.364985 nChanged 30 SP:Iteration 5Q (1505.626064 sec): 3 clusters Score: Raw -48010.212985 + Penalty 2384.112894 = -45626.100091 nChanged 29 SP:Iteration 6Q (1505.742597 sec): 3 clusters Score: Raw -48070.534564 + Penalty 2384.112894 = -45686.421670 nChanged 31 SP:Iteration 7Q (1505.855990 sec): 3 clusters Score: Raw -48112.751070 + Penalty 2384.112894 = -45728.638176 nChanged 20 SP:Iteration 8Q (1505.948010 sec): 3 clusters Score: Raw -48145.675302 + Penalty 2384.112894 = -45761.562408 nChanged 20 SP:Iteration 9Q (1506.033633 sec): 3 clusters Score: Raw -48172.593150 + Penalty 2384.112894 = -45788.480256 nChanged 13 SP:Iteration 10Q (1506.124916 sec): 3 clusters Score: Raw -48187.350906 + Penalty 2384.112894 = -45803.238012 nChanged 11 SP:Iteration 11Q (1506.237259 sec): 3 clusters Score: Raw -48204.326267 + Penalty 2384.112894 = -45820.213373 nChanged 13 SP:Iteration 12Q (1506.349968 sec): 3 clusters Score: Raw -48223.896658 + Penalty 2384.112894 = -45839.783764 nChanged 7 SP:Iteration 13Q (1506.451204 sec): 3 clusters Score: Raw -48231.778310 + Penalty 2384.112894 = -45847.665416 nChanged 3 SP:Iteration 14Q (1506.564580 sec): 3 clusters Score: Raw -48237.003769 + Penalty 2384.112894 = -45852.890875 nChanged 2 SP:Iteration 15Q (1506.657673 sec): 3 clusters Score: Raw -48238.199067 + Penalty 2384.112894 = -45854.086173 nChanged 2 SP:Iteration 16Q (1506.768580 sec): 3 clusters Score: Raw -48239.174876 + Penalty 2384.112894 = -45855.061982 nChanged 2 SP:Iteration 17Q (1506.807118 sec): 3 clusters Score: Raw -48240.803572 + Penalty 2384.112894 = -45856.690677 nChanged 1 SP:Iteration 18Q (1506.821680 sec): 3 clusters Score: Raw -48241.894446 + Penalty 2384.112894 = -45857.781552 nChanged 0 SP:Iteration 19F (1506.847103 sec): 3 clusters Score: Raw -48241.894446 + Penalty 2384.112894 = -45857.781552 nChanged 0 Trying to split cluster 18 (4303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1506.918086 sec): 2 clusters Score: Raw -340674.142971 + Penalty 1468.420387 = -339205.722584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1506.987802 sec): 3 clusters Score: Raw -338546.934725 + Penalty 2936.840774 = -335610.093951 nChanged 1661 SP:Iteration 1F (1507.041134 sec): 3 clusters Score: Raw -339478.121889 + Penalty 2936.840774 = -336541.281115 nChanged 306 SP:Iteration 2F (1507.088586 sec): 3 clusters Score: Raw -339681.139501 + Penalty 2936.840774 = -336744.298727 nChanged 237 SP:Iteration 3F (1507.130205 sec): 3 clusters Score: Raw -339823.101743 + Penalty 2936.840774 = -336886.260968 nChanged 209 SP:Iteration 4Q (1507.172495 sec): 3 clusters Score: Raw -339968.174099 + Penalty 2936.840774 = -337031.333325 nChanged 201 SP:Iteration 5Q (1507.215121 sec): 3 clusters Score: Raw -340113.604151 + Penalty 2936.840774 = -337176.763376 nChanged 194 SP:Iteration 6Q (1507.257795 sec): 3 clusters Score: Raw -340243.970389 + Penalty 2936.840774 = -337307.129615 nChanged 162 SP:Iteration 7Q (1507.300627 sec): 3 clusters Score: Raw -340344.388291 + Penalty 2936.840774 = -337407.547517 nChanged 133 SP:Iteration 8Q (1507.346336 sec): 3 clusters Score: Raw -340427.529049 + Penalty 2936.840774 = -337490.688275 nChanged 104 SP:Iteration 9Q (1507.393491 sec): 3 clusters Score: Raw -340494.207518 + Penalty 2936.840774 = -337557.366743 nChanged 106 SP:Iteration 10Q (1507.438531 sec): 3 clusters Score: Raw -340559.925974 + Penalty 2936.840774 = -337623.085199 nChanged 87 SP:Iteration 11Q (1507.505304 sec): 3 clusters Score: Raw -340606.460481 + Penalty 2936.840774 = -337669.619707 nChanged 60 SP:Iteration 12Q (1507.548444 sec): 3 clusters Score: Raw -340641.202214 + Penalty 2936.840774 = -337704.361440 nChanged 56 SP:Iteration 13Q (1507.672974 sec): 3 clusters Score: Raw -340675.205331 + Penalty 2936.840774 = -337738.364557 nChanged 50 SP:Iteration 14Q (1507.790778 sec): 3 clusters Score: Raw -340706.729498 + Penalty 2936.840774 = -337769.888723 nChanged 45 SP:Iteration 15Q (1507.913970 sec): 3 clusters Score: Raw -340729.848921 + Penalty 2936.840774 = -337793.008147 nChanged 39 SP:Iteration 16Q (1508.017926 sec): 3 clusters Score: Raw -340749.868492 + Penalty 2936.840774 = -337813.027718 nChanged 29 SP:Iteration 17Q (1508.059796 sec): 3 clusters Score: Raw -340770.910206 + Penalty 2936.840774 = -337834.069432 nChanged 25 SP:Iteration 18Q (1508.102092 sec): 3 clusters Score: Raw -340784.664668 + Penalty 2936.840774 = -337847.823894 nChanged 26 SP:Iteration 19Q (1508.144658 sec): 3 clusters Score: Raw -340799.626389 + Penalty 2936.840774 = -337862.785615 nChanged 15 SP:Iteration 20F (1508.189809 sec): 3 clusters Score: Raw -340808.070498 + Penalty 2936.840774 = -337871.229723 nChanged 9 SP:Iteration 21Q (1508.232469 sec): 3 clusters Score: Raw -340812.642097 + Penalty 2936.840774 = -337875.801323 nChanged 9 SP:Iteration 22Q (1508.276637 sec): 3 clusters Score: Raw -340818.045068 + Penalty 2936.840774 = -337881.204294 nChanged 11 SP:Iteration 23Q (1508.321854 sec): 3 clusters Score: Raw -340824.954188 + Penalty 2936.840774 = -337888.113414 nChanged 10 SP:Iteration 24Q (1508.367034 sec): 3 clusters Score: Raw -340830.939361 + Penalty 2936.840774 = -337894.098587 nChanged 7 SP:Iteration 25Q (1508.412219 sec): 3 clusters Score: Raw -340836.143599 + Penalty 2936.840774 = -337899.302825 nChanged 13 SP:Iteration 26Q (1508.546613 sec): 3 clusters Score: Raw -340844.529788 + Penalty 2936.840774 = -337907.689014 nChanged 10 SP:Iteration 27Q (1508.670436 sec): 3 clusters Score: Raw -340849.562198 + Penalty 2936.840774 = -337912.721424 nChanged 7 SP:Iteration 28Q (1508.764643 sec): 3 clusters Score: Raw -340852.592593 + Penalty 2936.840774 = -337915.751819 nChanged 1 SP:Iteration 29Q (1508.808938 sec): 3 clusters Score: Raw -340852.806953 + Penalty 2936.840774 = -337915.966179 nChanged 1 SP:Iteration 30Q (1508.854545 sec): 3 clusters Score: Raw -340853.767000 + Penalty 2936.840774 = -337916.926226 nChanged 2 SP:Iteration 31Q (1508.899275 sec): 3 clusters Score: Raw -340854.570559 + Penalty 2936.840774 = -337917.729785 nChanged 2 SP:Iteration 32Q (1508.941358 sec): 3 clusters Score: Raw -340855.525818 + Penalty 2936.840774 = -337918.685044 nChanged 3 SP:Iteration 33Q (1508.983922 sec): 3 clusters Score: Raw -340857.204645 + Penalty 2936.840774 = -337920.363871 nChanged 1 SP:Iteration 34Q (1509.026940 sec): 3 clusters Score: Raw -340857.928440 + Penalty 2936.840774 = -337921.087666 nChanged 3 SP:Iteration 35Q (1509.070823 sec): 3 clusters Score: Raw -340859.746129 + Penalty 2936.840774 = -337922.905355 nChanged 5 SP:Iteration 36Q (1509.116490 sec): 3 clusters Score: Raw -340863.753496 + Penalty 2936.840774 = -337926.912721 nChanged 5 SP:Iteration 37Q (1509.162271 sec): 3 clusters Score: Raw -340867.143462 + Penalty 2936.840774 = -337930.302687 nChanged 3 SP:Iteration 38Q (1509.207963 sec): 3 clusters Score: Raw -340869.585475 + Penalty 2936.840774 = -337932.744700 nChanged 3 SP:Iteration 39Q (1509.252284 sec): 3 clusters Score: Raw -340870.946717 + Penalty 2936.840774 = -337934.105943 nChanged 2 SP:Iteration 40F (1509.294893 sec): 3 clusters Score: Raw -340871.629234 + Penalty 2936.840774 = -337934.788460 nChanged 2 SP:Iteration 41Q (1509.337192 sec): 3 clusters Score: Raw -340872.556627 + Penalty 2936.840774 = -337935.715852 nChanged 4 SP:Iteration 42Q (1509.383194 sec): 3 clusters Score: Raw -340875.930175 + Penalty 2936.840774 = -337939.089401 nChanged 4 SP:Iteration 43Q (1509.426892 sec): 3 clusters Score: Raw -340878.382252 + Penalty 2936.840774 = -337941.541478 nChanged 5 SP:Iteration 44Q (1509.549437 sec): 3 clusters Score: Raw -340881.997549 + Penalty 2936.840774 = -337945.156775 nChanged 5 SP:Iteration 45Q (1509.722067 sec): 3 clusters Score: Raw -340885.046286 + Penalty 2936.840774 = -337948.205512 nChanged 5 SP:Iteration 46Q (1509.828894 sec): 3 clusters Score: Raw -340888.086828 + Penalty 2936.840774 = -337951.246054 nChanged 3 SP:Iteration 47Q (1509.894033 sec): 3 clusters Score: Raw -340890.362901 + Penalty 2936.840774 = -337953.522127 nChanged 5 SP:Iteration 48Q (1509.935993 sec): 3 clusters Score: Raw -340894.295333 + Penalty 2936.840774 = -337957.454559 nChanged 8 SP:Iteration 49Q (1509.978959 sec): 3 clusters Score: Raw -340898.874459 + Penalty 2936.840774 = -337962.033685 nChanged 4 SP:Iteration 50Q (1510.021117 sec): 3 clusters Score: Raw -340900.294487 + Penalty 2936.840774 = -337963.453713 nChanged 2 SP:Iteration 51Q (1510.063469 sec): 3 clusters Score: Raw -340901.096108 + Penalty 2936.840774 = -337964.255333 nChanged 2 SP:Iteration 52Q (1510.105480 sec): 3 clusters Score: Raw -340901.919056 + Penalty 2936.840774 = -337965.078282 nChanged 1 SP:Iteration 53Q (1510.147486 sec): 3 clusters Score: Raw -340902.116899 + Penalty 2936.840774 = -337965.276125 nChanged 1 SP:Iteration 54Q (1510.189924 sec): 3 clusters Score: Raw -340903.697106 + Penalty 2936.840774 = -337966.856332 nChanged 3 SP:Iteration 55Q (1510.234453 sec): 3 clusters Score: Raw -340905.625607 + Penalty 2936.840774 = -337968.784833 nChanged 3 SP:Iteration 56Q (1510.278954 sec): 3 clusters Score: Raw -340906.936670 + Penalty 2936.840774 = -337970.095895 nChanged 3 SP:Iteration 57Q (1510.323440 sec): 3 clusters Score: Raw -340908.632081 + Penalty 2936.840774 = -337971.791307 nChanged 1 SP:Iteration 58Q (1510.367730 sec): 3 clusters Score: Raw -340909.148757 + Penalty 2936.840774 = -337972.307983 nChanged 1 SP:Iteration 59Q (1510.409948 sec): 3 clusters Score: Raw -340909.626123 + Penalty 2936.840774 = -337972.785348 nChanged 2 SP:Iteration 60F (1510.452911 sec): 3 clusters Score: Raw -340911.057470 + Penalty 2936.840774 = -337974.216696 nChanged 0 Trying to split cluster 19 (3532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.491911 sec): 2 clusters Score: Raw -266606.508961 + Penalty 1433.768233 = -265172.740728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1510.532923 sec): 3 clusters Score: Raw -264944.592387 + Penalty 2867.536466 = -262077.055920 nChanged 1328 SP:Iteration 1F (1510.576736 sec): 3 clusters Score: Raw -265739.897260 + Penalty 2867.536466 = -262872.360794 nChanged 287 SP:Iteration 2F (1510.620615 sec): 3 clusters Score: Raw -265937.981283 + Penalty 2867.536466 = -263070.444817 nChanged 202 SP:Iteration 3F (1510.663738 sec): 3 clusters Score: Raw -266078.135372 + Penalty 2867.536466 = -263210.598906 nChanged 168 SP:Iteration 4Q (1510.706674 sec): 3 clusters Score: Raw -266200.159392 + Penalty 2867.536466 = -263332.622926 nChanged 160 SP:Iteration 5Q (1510.746882 sec): 3 clusters Score: Raw -266320.899075 + Penalty 2867.536466 = -263453.362609 nChanged 167 SP:Iteration 6Q (1510.786646 sec): 3 clusters Score: Raw -266442.715690 + Penalty 2867.536466 = -263575.179224 nChanged 141 SP:Iteration 7Q (1510.826506 sec): 3 clusters Score: Raw -266527.656553 + Penalty 2867.536466 = -263660.120087 nChanged 119 SP:Iteration 8Q (1510.949317 sec): 3 clusters Score: Raw -266609.322586 + Penalty 2867.536466 = -263741.786119 nChanged 107 SP:Iteration 9Q (1511.060049 sec): 3 clusters Score: Raw -266688.541941 + Penalty 2867.536466 = -263821.005475 nChanged 84 SP:Iteration 10Q (1511.173578 sec): 3 clusters Score: Raw -266741.902587 + Penalty 2867.536466 = -263874.366120 nChanged 72 SP:Iteration 11Q (1511.320944 sec): 3 clusters Score: Raw -266784.692605 + Penalty 2867.536466 = -263917.156138 nChanged 64 SP:Iteration 12Q (1511.417183 sec): 3 clusters Score: Raw -266829.771415 + Penalty 2867.536466 = -263962.234949 nChanged 62 SP:Iteration 13Q (1511.545309 sec): 3 clusters Score: Raw -266871.986242 + Penalty 2867.536466 = -264004.449776 nChanged 53 SP:Iteration 14Q (1511.646152 sec): 3 clusters Score: Raw -266911.945665 + Penalty 2867.536466 = -264044.409199 nChanged 56 SP:Iteration 15Q (1511.785478 sec): 3 clusters Score: Raw -266947.441954 + Penalty 2867.536466 = -264079.905488 nChanged 42 SP:Iteration 16Q (1511.879853 sec): 3 clusters Score: Raw -266969.368792 + Penalty 2867.536466 = -264101.832326 nChanged 25 SP:Iteration 17Q (1511.920999 sec): 3 clusters Score: Raw -266986.553284 + Penalty 2867.536466 = -264119.016818 nChanged 28 SP:Iteration 18Q (1511.963546 sec): 3 clusters Score: Raw -267001.330674 + Penalty 2867.536466 = -264133.794208 nChanged 24 SP:Iteration 19Q (1512.003670 sec): 3 clusters Score: Raw -267012.085474 + Penalty 2867.536466 = -264144.549008 nChanged 15 SP:Iteration 20F (1512.043531 sec): 3 clusters Score: Raw -267019.819975 + Penalty 2867.536466 = -264152.283509 nChanged 20 SP:Iteration 21Q (1512.166192 sec): 3 clusters Score: Raw -267031.524606 + Penalty 2867.536466 = -264163.988140 nChanged 22 SP:Iteration 22Q (1512.258134 sec): 3 clusters Score: Raw -267045.886663 + Penalty 2867.536466 = -264178.350197 nChanged 18 SP:Iteration 23Q (1512.298673 sec): 3 clusters Score: Raw -267054.786706 + Penalty 2867.536466 = -264187.250240 nChanged 9 SP:Iteration 24Q (1512.339168 sec): 3 clusters Score: Raw -267059.988466 + Penalty 2867.536466 = -264192.452000 nChanged 8 SP:Iteration 25Q (1512.377987 sec): 3 clusters Score: Raw -267063.291764 + Penalty 2867.536466 = -264195.755297 nChanged 9 SP:Iteration 26Q (1512.417976 sec): 3 clusters Score: Raw -267066.781814 + Penalty 2867.536466 = -264199.245348 nChanged 8 SP:Iteration 27Q (1512.457992 sec): 3 clusters Score: Raw -267068.630818 + Penalty 2867.536466 = -264201.094352 nChanged 2 SP:Iteration 28Q (1512.498035 sec): 3 clusters Score: Raw -267069.451141 + Penalty 2867.536466 = -264201.914675 nChanged 1 SP:Iteration 29Q (1512.538552 sec): 3 clusters Score: Raw -267069.635320 + Penalty 2867.536466 = -264202.098854 nChanged 2 SP:Iteration 30Q (1512.579029 sec): 3 clusters Score: Raw -267070.129916 + Penalty 2867.536466 = -264202.593450 nChanged 3 SP:Iteration 31Q (1512.619490 sec): 3 clusters Score: Raw -267071.356492 + Penalty 2867.536466 = -264203.820026 nChanged 3 SP:Iteration 32Q (1512.659985 sec): 3 clusters Score: Raw -267072.673346 + Penalty 2867.536466 = -264205.136880 nChanged 2 SP:Iteration 33Q (1512.700506 sec): 3 clusters Score: Raw -267073.746157 + Penalty 2867.536466 = -264206.209691 nChanged 1 SP:Iteration 34Q (1512.740935 sec): 3 clusters Score: Raw -267073.893610 + Penalty 2867.536466 = -264206.357144 nChanged 1 SP:Iteration 35Q (1512.781318 sec): 3 clusters Score: Raw -267074.038447 + Penalty 2867.536466 = -264206.501981 nChanged 1 SP:Iteration 36Q (1512.821701 sec): 3 clusters Score: Raw -267074.268976 + Penalty 2867.536466 = -264206.732510 nChanged 0 SP:Iteration 37F (1512.863072 sec): 3 clusters Score: Raw -267074.268976 + Penalty 2867.536466 = -264206.732510 nChanged 0 Trying to split cluster 20 (3503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1512.901859 sec): 2 clusters Score: Raw -235554.159313 + Penalty 1432.321317 = -234121.837996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1512.942690 sec): 3 clusters Score: Raw -233915.013190 + Penalty 2864.642633 = -231050.370557 nChanged 1333 SP:Iteration 1F (1512.982901 sec): 3 clusters Score: Raw -234863.974842 + Penalty 2864.642633 = -231999.332209 nChanged 310 SP:Iteration 2F (1513.026132 sec): 3 clusters Score: Raw -235119.081992 + Penalty 2864.642633 = -232254.439359 nChanged 237 SP:Iteration 3F (1513.069292 sec): 3 clusters Score: Raw -235317.967540 + Penalty 2864.642633 = -232453.324907 nChanged 206 SP:Iteration 4F (1513.112319 sec): 3 clusters Score: Raw -235487.001256 + Penalty 2864.642633 = -232622.358623 nChanged 186 SP:Iteration 5F (1513.273904 sec): 3 clusters Score: Raw -235640.782638 + Penalty 2864.642633 = -232776.140005 nChanged 164 SP:Iteration 6Q (1513.383864 sec): 3 clusters Score: Raw -235801.638006 + Penalty 2864.642633 = -232936.995373 nChanged 166 SP:Iteration 7Q (1513.487341 sec): 3 clusters Score: Raw -235958.842348 + Penalty 2864.642633 = -233094.199715 nChanged 128 SP:Iteration 8Q (1513.576552 sec): 3 clusters Score: Raw -236054.454344 + Penalty 2864.642633 = -233189.811711 nChanged 98 SP:Iteration 9Q (1513.616376 sec): 3 clusters Score: Raw -236118.116774 + Penalty 2864.642633 = -233253.474141 nChanged 88 SP:Iteration 10Q (1513.656404 sec): 3 clusters Score: Raw -236174.193844 + Penalty 2864.642633 = -233309.551211 nChanged 74 SP:Iteration 11Q (1513.696617 sec): 3 clusters Score: Raw -236223.701952 + Penalty 2864.642633 = -233359.059318 nChanged 66 SP:Iteration 12Q (1513.737185 sec): 3 clusters Score: Raw -236270.942766 + Penalty 2864.642633 = -233406.300132 nChanged 53 SP:Iteration 13Q (1513.777601 sec): 3 clusters Score: Raw -236305.299840 + Penalty 2864.642633 = -233440.657207 nChanged 54 SP:Iteration 14Q (1513.817993 sec): 3 clusters Score: Raw -236345.966652 + Penalty 2864.642633 = -233481.324019 nChanged 62 SP:Iteration 15Q (1513.858235 sec): 3 clusters Score: Raw -236391.488445 + Penalty 2864.642633 = -233526.845812 nChanged 47 SP:Iteration 16Q (1513.898516 sec): 3 clusters Score: Raw -236429.258436 + Penalty 2864.642633 = -233564.615803 nChanged 46 SP:Iteration 17Q (1513.939212 sec): 3 clusters Score: Raw -236458.215675 + Penalty 2864.642633 = -233593.573042 nChanged 46 SP:Iteration 18Q (1513.979693 sec): 3 clusters Score: Raw -236483.779592 + Penalty 2864.642633 = -233619.136959 nChanged 34 SP:Iteration 19Q (1514.019920 sec): 3 clusters Score: Raw -236503.544004 + Penalty 2864.642633 = -233638.901371 nChanged 29 SP:Iteration 20F (1514.059169 sec): 3 clusters Score: Raw -236516.993556 + Penalty 2864.642633 = -233652.350922 nChanged 25 SP:Iteration 21Q (1514.098589 sec): 3 clusters Score: Raw -236532.638060 + Penalty 2864.642633 = -233667.995426 nChanged 31 SP:Iteration 22Q (1514.138199 sec): 3 clusters Score: Raw -236555.349137 + Penalty 2864.642633 = -233690.706504 nChanged 35 SP:Iteration 23Q (1514.177369 sec): 3 clusters Score: Raw -236575.342249 + Penalty 2864.642633 = -233710.699615 nChanged 27 SP:Iteration 24Q (1514.217535 sec): 3 clusters Score: Raw -236588.604261 + Penalty 2864.642633 = -233723.961628 nChanged 24 SP:Iteration 25Q (1514.257630 sec): 3 clusters Score: Raw -236599.911186 + Penalty 2864.642633 = -233735.268552 nChanged 16 SP:Iteration 26Q (1514.298109 sec): 3 clusters Score: Raw -236607.009503 + Penalty 2864.642633 = -233742.366870 nChanged 12 SP:Iteration 27Q (1514.338188 sec): 3 clusters Score: Raw -236613.706500 + Penalty 2864.642633 = -233749.063867 nChanged 13 SP:Iteration 28Q (1514.377928 sec): 3 clusters Score: Raw -236624.882447 + Penalty 2864.642633 = -233760.239814 nChanged 18 SP:Iteration 29Q (1514.417141 sec): 3 clusters Score: Raw -236637.398570 + Penalty 2864.642633 = -233772.755937 nChanged 19 SP:Iteration 30Q (1514.456407 sec): 3 clusters Score: Raw -236651.490156 + Penalty 2864.642633 = -233786.847523 nChanged 21 SP:Iteration 31Q (1514.495672 sec): 3 clusters Score: Raw -236664.739089 + Penalty 2864.642633 = -233800.096456 nChanged 18 SP:Iteration 32Q (1514.534687 sec): 3 clusters Score: Raw -236676.128897 + Penalty 2864.642633 = -233811.486264 nChanged 16 SP:Iteration 33Q (1514.574548 sec): 3 clusters Score: Raw -236685.396959 + Penalty 2864.642633 = -233820.754326 nChanged 10 SP:Iteration 34Q (1514.614760 sec): 3 clusters Score: Raw -236692.656010 + Penalty 2864.642633 = -233828.013377 nChanged 16 SP:Iteration 35Q (1514.654780 sec): 3 clusters Score: Raw -236703.669856 + Penalty 2864.642633 = -233839.027223 nChanged 12 SP:Iteration 36Q (1514.785270 sec): 3 clusters Score: Raw -236712.319360 + Penalty 2864.642633 = -233847.676727 nChanged 15 SP:Iteration 37Q (1514.914239 sec): 3 clusters Score: Raw -236720.351905 + Penalty 2864.642633 = -233855.709272 nChanged 8 SP:Iteration 38Q (1515.034186 sec): 3 clusters Score: Raw -236723.083205 + Penalty 2864.642633 = -233858.440572 nChanged 2 SP:Iteration 39Q (1515.093689 sec): 3 clusters Score: Raw -236723.959638 + Penalty 2864.642633 = -233859.317005 nChanged 1 SP:Iteration 40F (1515.132821 sec): 3 clusters Score: Raw -236724.131239 + Penalty 2864.642633 = -233859.488606 nChanged 0 Trying to split cluster 21 (3811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1515.171450 sec): 2 clusters Score: Raw -307319.577883 + Penalty 1447.111031 = -305872.466852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1515.212385 sec): 3 clusters Score: Raw -305502.521628 + Penalty 2894.222062 = -302608.299566 nChanged 1462 SP:Iteration 1F (1515.252517 sec): 3 clusters Score: Raw -306334.139317 + Penalty 2894.222062 = -303439.917255 nChanged 303 SP:Iteration 2F (1515.297625 sec): 3 clusters Score: Raw -306512.115510 + Penalty 2894.222062 = -303617.893447 nChanged 201 SP:Iteration 3F (1515.342047 sec): 3 clusters Score: Raw -306618.657424 + Penalty 2894.222062 = -303724.435362 nChanged 161 SP:Iteration 4Q (1515.382968 sec): 3 clusters Score: Raw -306702.946587 + Penalty 2894.222062 = -303808.724525 nChanged 125 SP:Iteration 5Q (1515.423973 sec): 3 clusters Score: Raw -306774.068475 + Penalty 2894.222062 = -303879.846413 nChanged 88 SP:Iteration 6Q (1515.464828 sec): 3 clusters Score: Raw -306815.273685 + Penalty 2894.222062 = -303921.051623 nChanged 85 SP:Iteration 7Q (1515.505771 sec): 3 clusters Score: Raw -306865.342768 + Penalty 2894.222062 = -303971.120706 nChanged 84 SP:Iteration 8Q (1515.548175 sec): 3 clusters Score: Raw -306911.899180 + Penalty 2894.222062 = -304017.677118 nChanged 85 SP:Iteration 9Q (1515.590155 sec): 3 clusters Score: Raw -306954.422231 + Penalty 2894.222062 = -304060.200169 nChanged 91 SP:Iteration 10Q (1515.631971 sec): 3 clusters Score: Raw -307005.471299 + Penalty 2894.222062 = -304111.249237 nChanged 82 SP:Iteration 11Q (1515.673793 sec): 3 clusters Score: Raw -307050.192587 + Penalty 2894.222062 = -304155.970525 nChanged 72 SP:Iteration 12Q (1515.715699 sec): 3 clusters Score: Raw -307096.891424 + Penalty 2894.222062 = -304202.669362 nChanged 91 SP:Iteration 13Q (1515.757655 sec): 3 clusters Score: Raw -307148.363899 + Penalty 2894.222062 = -304254.141837 nChanged 89 SP:Iteration 14Q (1515.799322 sec): 3 clusters Score: Raw -307195.704142 + Penalty 2894.222062 = -304301.482080 nChanged 70 SP:Iteration 15Q (1515.840975 sec): 3 clusters Score: Raw -307230.753638 + Penalty 2894.222062 = -304336.531576 nChanged 59 SP:Iteration 16Q (1515.889903 sec): 3 clusters Score: Raw -307256.494712 + Penalty 2894.222062 = -304362.272650 nChanged 42 SP:Iteration 17Q (1515.931850 sec): 3 clusters Score: Raw -307274.838671 + Penalty 2894.222062 = -304380.616609 nChanged 53 SP:Iteration 18Q (1515.973512 sec): 3 clusters Score: Raw -307298.275586 + Penalty 2894.222062 = -304404.053524 nChanged 51 SP:Iteration 19Q (1516.015341 sec): 3 clusters Score: Raw -307319.179596 + Penalty 2894.222062 = -304424.957534 nChanged 41 SP:Iteration 20F (1516.056579 sec): 3 clusters Score: Raw -307338.332614 + Penalty 2894.222062 = -304444.110552 nChanged 35 SP:Iteration 21Q (1516.174856 sec): 3 clusters Score: Raw -307350.874584 + Penalty 2894.222062 = -304456.652522 nChanged 27 SP:Iteration 22Q (1516.257290 sec): 3 clusters Score: Raw -307359.593332 + Penalty 2894.222062 = -304465.371270 nChanged 25 SP:Iteration 23Q (1516.310700 sec): 3 clusters Score: Raw -307368.401017 + Penalty 2894.222062 = -304474.178954 nChanged 24 SP:Iteration 24Q (1516.360336 sec): 3 clusters Score: Raw -307376.825329 + Penalty 2894.222062 = -304482.603266 nChanged 35 SP:Iteration 25Q (1516.484966 sec): 3 clusters Score: Raw -307391.841065 + Penalty 2894.222062 = -304497.619003 nChanged 44 SP:Iteration 26Q (1516.620610 sec): 3 clusters Score: Raw -307408.723590 + Penalty 2894.222062 = -304514.501528 nChanged 34 SP:Iteration 27Q (1516.751708 sec): 3 clusters Score: Raw -307421.076892 + Penalty 2894.222062 = -304526.854830 nChanged 42 SP:Iteration 28Q (1516.843769 sec): 3 clusters Score: Raw -307445.234607 + Penalty 2894.222062 = -304551.012545 nChanged 47 SP:Iteration 29Q (1516.885245 sec): 3 clusters Score: Raw -307467.478340 + Penalty 2894.222062 = -304573.256277 nChanged 46 SP:Iteration 30Q (1516.926818 sec): 3 clusters Score: Raw -307489.705412 + Penalty 2894.222062 = -304595.483350 nChanged 46 SP:Iteration 31Q (1516.968589 sec): 3 clusters Score: Raw -307513.805105 + Penalty 2894.222062 = -304619.583043 nChanged 39 SP:Iteration 32Q (1517.009841 sec): 3 clusters Score: Raw -307535.417236 + Penalty 2894.222062 = -304641.195174 nChanged 42 SP:Iteration 33Q (1517.071060 sec): 3 clusters Score: Raw -307554.833950 + Penalty 2894.222062 = -304660.611888 nChanged 41 SP:Iteration 34Q (1517.114973 sec): 3 clusters Score: Raw -307570.246652 + Penalty 2894.222062 = -304676.024590 nChanged 44 SP:Iteration 35Q (1517.158516 sec): 3 clusters Score: Raw -307587.190318 + Penalty 2894.222062 = -304692.968256 nChanged 30 SP:Iteration 36Q (1517.202435 sec): 3 clusters Score: Raw -307599.743084 + Penalty 2894.222062 = -304705.521022 nChanged 30 SP:Iteration 37Q (1517.245402 sec): 3 clusters Score: Raw -307609.630494 + Penalty 2894.222062 = -304715.408431 nChanged 23 SP:Iteration 38Q (1517.287325 sec): 3 clusters Score: Raw -307619.376039 + Penalty 2894.222062 = -304725.153977 nChanged 29 SP:Iteration 39Q (1517.328817 sec): 3 clusters Score: Raw -307637.459716 + Penalty 2894.222062 = -304743.237654 nChanged 31 SP:Iteration 40F (1517.416199 sec): 3 clusters Score: Raw -307654.085789 + Penalty 2894.222062 = -304759.863727 nChanged 31 SP:Iteration 41Q (1517.460708 sec): 3 clusters Score: Raw -307669.738804 + Penalty 2894.222062 = -304775.516741 nChanged 32 SP:Iteration 42Q (1517.505332 sec): 3 clusters Score: Raw -307683.169133 + Penalty 2894.222062 = -304788.947070 nChanged 24 SP:Iteration 43Q (1517.549385 sec): 3 clusters Score: Raw -307697.583975 + Penalty 2894.222062 = -304803.361913 nChanged 35 SP:Iteration 44Q (1517.589628 sec): 3 clusters Score: Raw -307718.988130 + Penalty 2894.222062 = -304824.766068 nChanged 44 SP:Iteration 45Q (1517.630173 sec): 3 clusters Score: Raw -307740.093049 + Penalty 2894.222062 = -304845.870987 nChanged 28 SP:Iteration 46Q (1517.670504 sec): 3 clusters Score: Raw -307753.967041 + Penalty 2894.222062 = -304859.744979 nChanged 22 SP:Iteration 47Q (1517.710676 sec): 3 clusters Score: Raw -307764.743491 + Penalty 2894.222062 = -304870.521429 nChanged 18 SP:Iteration 48Q (1517.752074 sec): 3 clusters Score: Raw -307778.798534 + Penalty 2894.222062 = -304884.576472 nChanged 27 SP:Iteration 49Q (1517.793927 sec): 3 clusters Score: Raw -307798.386609 + Penalty 2894.222062 = -304904.164546 nChanged 25 SP:Iteration 50Q (1517.835052 sec): 3 clusters Score: Raw -307812.837261 + Penalty 2894.222062 = -304918.615199 nChanged 16 SP:Iteration 51Q (1517.876525 sec): 3 clusters Score: Raw -307819.002174 + Penalty 2894.222062 = -304924.780111 nChanged 15 SP:Iteration 52Q (1517.917801 sec): 3 clusters Score: Raw -307827.117326 + Penalty 2894.222062 = -304932.895264 nChanged 14 SP:Iteration 53Q (1517.958443 sec): 3 clusters Score: Raw -307832.224231 + Penalty 2894.222062 = -304938.002168 nChanged 4 SP:Iteration 54Q (1517.998951 sec): 3 clusters Score: Raw -307832.972584 + Penalty 2894.222062 = -304938.750522 nChanged 3 SP:Iteration 55Q (1518.039444 sec): 3 clusters Score: Raw -307833.425488 + Penalty 2894.222062 = -304939.203426 nChanged 2 SP:Iteration 56Q (1518.189107 sec): 3 clusters Score: Raw -307834.306662 + Penalty 2894.222062 = -304940.084600 nChanged 3 SP:Iteration 57Q (1518.322541 sec): 3 clusters Score: Raw -307835.345512 + Penalty 2894.222062 = -304941.123450 nChanged 1 SP:Iteration 58Q (1518.412147 sec): 3 clusters Score: Raw -307835.637260 + Penalty 2894.222062 = -304941.415198 nChanged 1 SP:Iteration 59Q (1518.512643 sec): 3 clusters Score: Raw -307836.239899 + Penalty 2894.222062 = -304942.017837 nChanged 3 SP:Iteration 60F (1518.554307 sec): 3 clusters Score: Raw -307836.858567 + Penalty 2894.222062 = -304942.636505 nChanged 2 SP:Iteration 61Q (1518.594075 sec): 3 clusters Score: Raw -307837.217057 + Penalty 2894.222062 = -304942.994995 nChanged 0 SP:Iteration 62F (1518.635306 sec): 3 clusters Score: Raw -307837.217057 + Penalty 2894.222062 = -304942.994995 nChanged 0 Trying to split cluster 22 (1393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1518.669198 sec): 2 clusters Score: Raw -101376.947105 + Penalty 1270.482228 = -100106.464878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1518.689859 sec): 3 clusters Score: Raw -100887.878092 + Penalty 2540.964456 = -98346.913636 nChanged 438 SP:Iteration 1F (1518.709383 sec): 3 clusters Score: Raw -101263.622677 + Penalty 2540.964456 = -98722.658222 nChanged 125 SP:Iteration 2F (1518.729467 sec): 3 clusters Score: Raw -101413.180541 + Penalty 2540.964456 = -98872.216086 nChanged 81 SP:Iteration 3F (1518.749745 sec): 3 clusters Score: Raw -101485.037855 + Penalty 2540.964456 = -98944.073399 nChanged 45 SP:Iteration 4Q (1518.769917 sec): 3 clusters Score: Raw -101536.395467 + Penalty 2540.964456 = -98995.431012 nChanged 38 SP:Iteration 5Q (1518.790219 sec): 3 clusters Score: Raw -101584.869909 + Penalty 2540.964456 = -99043.905454 nChanged 46 SP:Iteration 6Q (1518.820157 sec): 3 clusters Score: Raw -101628.468342 + Penalty 2540.964456 = -99087.503887 nChanged 29 SP:Iteration 7Q (1518.840442 sec): 3 clusters Score: Raw -101651.637157 + Penalty 2540.964456 = -99110.672702 nChanged 23 SP:Iteration 8Q (1518.860391 sec): 3 clusters Score: Raw -101671.675327 + Penalty 2540.964456 = -99130.710871 nChanged 14 SP:Iteration 9Q (1518.880195 sec): 3 clusters Score: Raw -101687.623228 + Penalty 2540.964456 = -99146.658772 nChanged 13 SP:Iteration 10Q (1518.899867 sec): 3 clusters Score: Raw -101705.975894 + Penalty 2540.964456 = -99165.011438 nChanged 15 SP:Iteration 11Q (1518.919828 sec): 3 clusters Score: Raw -101720.991237 + Penalty 2540.964456 = -99180.026781 nChanged 19 SP:Iteration 12Q (1518.939596 sec): 3 clusters Score: Raw -101733.910807 + Penalty 2540.964456 = -99192.946351 nChanged 8 SP:Iteration 13Q (1518.959313 sec): 3 clusters Score: Raw -101740.193820 + Penalty 2540.964456 = -99199.229364 nChanged 7 SP:Iteration 14Q (1518.979104 sec): 3 clusters Score: Raw -101743.028120 + Penalty 2540.964456 = -99202.063664 nChanged 5 SP:Iteration 15Q (1518.998838 sec): 3 clusters Score: Raw -101745.543692 + Penalty 2540.964456 = -99204.579237 nChanged 4 SP:Iteration 16Q (1519.018649 sec): 3 clusters Score: Raw -101747.439022 + Penalty 2540.964456 = -99206.474566 nChanged 2 SP:Iteration 17Q (1519.038445 sec): 3 clusters Score: Raw -101748.253491 + Penalty 2540.964456 = -99207.289035 nChanged 1 SP:Iteration 18Q (1519.058186 sec): 3 clusters Score: Raw -101748.499412 + Penalty 2540.964456 = -99207.534956 nChanged 2 SP:Iteration 19Q (1519.077924 sec): 3 clusters Score: Raw -101751.199771 + Penalty 2540.964456 = -99210.235315 nChanged 3 SP:Iteration 20F (1519.097548 sec): 3 clusters Score: Raw -101755.185533 + Penalty 2540.964456 = -99214.221077 nChanged 1 SP:Iteration 21Q (1519.117329 sec): 3 clusters Score: Raw -101755.893484 + Penalty 2540.964456 = -99214.929028 nChanged 1 SP:Iteration 22Q (1519.137085 sec): 3 clusters Score: Raw -101756.303865 + Penalty 2540.964456 = -99215.339409 nChanged 1 SP:Iteration 23Q (1519.281729 sec): 3 clusters Score: Raw -101756.621507 + Penalty 2540.964456 = -99215.657051 nChanged 1 SP:Iteration 24Q (1519.370785 sec): 3 clusters Score: Raw -101756.814131 + Penalty 2540.964456 = -99215.849675 nChanged 0 SP:Iteration 25F (1519.473982 sec): 3 clusters Score: Raw -101756.814131 + Penalty 2540.964456 = -99215.849675 nChanged 0 Trying to split cluster 23 (2696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1519.540231 sec): 2 clusters Score: Raw -171138.937931 + Penalty 1386.366545 = -169752.571387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1519.659232 sec): 3 clusters Score: Raw -169953.918274 + Penalty 2772.733090 = -167181.185184 nChanged 983 SP:Iteration 1F (1519.777827 sec): 3 clusters Score: Raw -170642.313845 + Penalty 2772.733090 = -167869.580756 nChanged 251 SP:Iteration 2F (1519.812720 sec): 3 clusters Score: Raw -170891.300124 + Penalty 2772.733090 = -168118.567035 nChanged 204 SP:Iteration 3F (1519.846061 sec): 3 clusters Score: Raw -171111.794270 + Penalty 2772.733090 = -168339.061180 nChanged 178 SP:Iteration 4F (1519.879519 sec): 3 clusters Score: Raw -171326.492364 + Penalty 2772.733090 = -168553.759274 nChanged 167 SP:Iteration 5F (1519.912880 sec): 3 clusters Score: Raw -171540.814476 + Penalty 2772.733090 = -168768.081386 nChanged 141 SP:Iteration 6F (1519.946326 sec): 3 clusters Score: Raw -171764.629869 + Penalty 2772.733090 = -168991.896779 nChanged 112 SP:Iteration 7Q (1519.980048 sec): 3 clusters Score: Raw -171918.882095 + Penalty 2772.733090 = -169146.149005 nChanged 86 SP:Iteration 8Q (1520.013712 sec): 3 clusters Score: Raw -172006.831154 + Penalty 2772.733090 = -169234.098064 nChanged 54 SP:Iteration 9Q (1520.047197 sec): 3 clusters Score: Raw -172048.278015 + Penalty 2772.733090 = -169275.544925 nChanged 35 SP:Iteration 10Q (1520.080635 sec): 3 clusters Score: Raw -172079.323055 + Penalty 2772.733090 = -169306.589965 nChanged 28 SP:Iteration 11Q (1520.113951 sec): 3 clusters Score: Raw -172101.477033 + Penalty 2772.733090 = -169328.743943 nChanged 20 SP:Iteration 12Q (1520.147776 sec): 3 clusters Score: Raw -172114.412550 + Penalty 2772.733090 = -169341.679460 nChanged 16 SP:Iteration 13Q (1520.180849 sec): 3 clusters Score: Raw -172126.736846 + Penalty 2772.733090 = -169354.003756 nChanged 12 SP:Iteration 14Q (1520.214212 sec): 3 clusters Score: Raw -172135.190001 + Penalty 2772.733090 = -169362.456911 nChanged 11 SP:Iteration 15Q (1520.247475 sec): 3 clusters Score: Raw -172144.445116 + Penalty 2772.733090 = -169371.712026 nChanged 14 SP:Iteration 16Q (1520.280868 sec): 3 clusters Score: Raw -172152.639824 + Penalty 2772.733090 = -169379.906734 nChanged 12 SP:Iteration 17Q (1520.314052 sec): 3 clusters Score: Raw -172158.405016 + Penalty 2772.733090 = -169385.671927 nChanged 8 SP:Iteration 18Q (1520.347393 sec): 3 clusters Score: Raw -172160.512602 + Penalty 2772.733090 = -169387.779513 nChanged 3 SP:Iteration 19Q (1520.386509 sec): 3 clusters Score: Raw -172161.429949 + Penalty 2772.733090 = -169388.696859 nChanged 1 SP:Iteration 20F (1520.419968 sec): 3 clusters Score: Raw -172161.812127 + Penalty 2772.733090 = -169389.079038 nChanged 2 SP:Iteration 21Q (1520.453044 sec): 3 clusters Score: Raw -172162.290823 + Penalty 2772.733090 = -169389.557734 nChanged 0 SP:Iteration 22F (1520.486439 sec): 3 clusters Score: Raw -172162.290823 + Penalty 2772.733090 = -169389.557734 nChanged 0 Trying to split cluster 24 (3026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1520.522885 sec): 2 clusters Score: Raw -220344.125470 + Penalty 1406.631955 = -218937.493515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1520.561085 sec): 3 clusters Score: Raw -219042.590891 + Penalty 2813.263910 = -216229.326981 nChanged 1142 SP:Iteration 1F (1520.597867 sec): 3 clusters Score: Raw -219891.841053 + Penalty 2813.263910 = -217078.577143 nChanged 290 SP:Iteration 2F (1520.730387 sec): 3 clusters Score: Raw -220177.920199 + Penalty 2813.263910 = -217364.656289 nChanged 249 SP:Iteration 3F (1520.860089 sec): 3 clusters Score: Raw -220441.461696 + Penalty 2813.263910 = -217628.197787 nChanged 189 SP:Iteration 4F (1520.968862 sec): 3 clusters Score: Raw -220629.853283 + Penalty 2813.263910 = -217816.589373 nChanged 175 SP:Iteration 5F (1521.087642 sec): 3 clusters Score: Raw -220832.890271 + Penalty 2813.263910 = -218019.626361 nChanged 156 SP:Iteration 6F (1521.205292 sec): 3 clusters Score: Raw -220981.411269 + Penalty 2813.263910 = -218168.147359 nChanged 109 SP:Iteration 7Q (1521.322595 sec): 3 clusters Score: Raw -221080.632277 + Penalty 2813.263910 = -218267.368367 nChanged 85 SP:Iteration 8Q (1521.440835 sec): 3 clusters Score: Raw -221151.305242 + Penalty 2813.263910 = -218338.041333 nChanged 74 SP:Iteration 9Q (1521.559817 sec): 3 clusters Score: Raw -221198.240141 + Penalty 2813.263910 = -218384.976231 nChanged 64 SP:Iteration 10Q (1521.650211 sec): 3 clusters Score: Raw -221238.667714 + Penalty 2813.263910 = -218425.403804 nChanged 46 SP:Iteration 11Q (1521.768685 sec): 3 clusters Score: Raw -221266.967670 + Penalty 2813.263910 = -218453.703760 nChanged 31 SP:Iteration 12Q (1521.886913 sec): 3 clusters Score: Raw -221285.131705 + Penalty 2813.263910 = -218471.867795 nChanged 26 SP:Iteration 13Q (1522.004156 sec): 3 clusters Score: Raw -221299.060237 + Penalty 2813.263910 = -218485.796327 nChanged 17 SP:Iteration 14Q (1522.067484 sec): 3 clusters Score: Raw -221306.770839 + Penalty 2813.263910 = -218493.506929 nChanged 8 SP:Iteration 15Q (1522.105075 sec): 3 clusters Score: Raw -221309.296401 + Penalty 2813.263910 = -218496.032491 nChanged 2 SP:Iteration 16Q (1522.145799 sec): 3 clusters Score: Raw -221309.997120 + Penalty 2813.263910 = -218496.733210 nChanged 1 SP:Iteration 17Q (1522.186821 sec): 3 clusters Score: Raw -221310.849391 + Penalty 2813.263910 = -218497.585481 nChanged 1 SP:Iteration 18Q (1522.227962 sec): 3 clusters Score: Raw -221311.242136 + Penalty 2813.263910 = -218497.978226 nChanged 0 SP:Iteration 19F (1522.268642 sec): 3 clusters Score: Raw -221311.242136 + Penalty 2813.263910 = -218497.978226 nChanged 0 Trying to split cluster 25 (2753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1522.308854 sec): 2 clusters Score: Raw -211352.861608 + Penalty 1390.038362 = -209962.823246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1522.344653 sec): 3 clusters Score: Raw -210077.030035 + Penalty 2780.076723 = -207296.953312 nChanged 1036 SP:Iteration 1F (1522.378480 sec): 3 clusters Score: Raw -210738.694001 + Penalty 2780.076723 = -207958.617278 nChanged 262 SP:Iteration 2F (1522.494467 sec): 3 clusters Score: Raw -210952.139404 + Penalty 2780.076723 = -208172.062681 nChanged 181 SP:Iteration 3F (1522.557901 sec): 3 clusters Score: Raw -211120.089039 + Penalty 2780.076723 = -208340.012316 nChanged 149 SP:Iteration 4F (1522.592600 sec): 3 clusters Score: Raw -211295.887066 + Penalty 2780.076723 = -208515.810343 nChanged 161 SP:Iteration 5F (1522.627049 sec): 3 clusters Score: Raw -211453.874976 + Penalty 2780.076723 = -208673.798252 nChanged 135 SP:Iteration 6Q (1522.661684 sec): 3 clusters Score: Raw -211584.585805 + Penalty 2780.076723 = -208804.509082 nChanged 126 SP:Iteration 7Q (1522.696219 sec): 3 clusters Score: Raw -211690.443260 + Penalty 2780.076723 = -208910.366536 nChanged 98 SP:Iteration 8Q (1522.730766 sec): 3 clusters Score: Raw -211779.567831 + Penalty 2780.076723 = -208999.491107 nChanged 78 SP:Iteration 9Q (1522.765189 sec): 3 clusters Score: Raw -211835.884910 + Penalty 2780.076723 = -209055.808186 nChanged 42 SP:Iteration 10Q (1522.801444 sec): 3 clusters Score: Raw -211854.605863 + Penalty 2780.076723 = -209074.529140 nChanged 22 SP:Iteration 11Q (1522.836100 sec): 3 clusters Score: Raw -211867.213642 + Penalty 2780.076723 = -209087.136919 nChanged 18 SP:Iteration 12Q (1522.956126 sec): 3 clusters Score: Raw -211875.603922 + Penalty 2780.076723 = -209095.527199 nChanged 13 SP:Iteration 13Q (1523.078152 sec): 3 clusters Score: Raw -211883.037062 + Penalty 2780.076723 = -209102.960338 nChanged 15 SP:Iteration 14Q (1523.200702 sec): 3 clusters Score: Raw -211889.474116 + Penalty 2780.076723 = -209109.397393 nChanged 4 SP:Iteration 15Q (1523.325031 sec): 3 clusters Score: Raw -211890.936273 + Penalty 2780.076723 = -209110.859550 nChanged 3 SP:Iteration 16Q (1523.437401 sec): 3 clusters Score: Raw -211892.445041 + Penalty 2780.076723 = -209112.368318 nChanged 3 SP:Iteration 17Q (1523.528785 sec): 3 clusters Score: Raw -211893.309238 + Penalty 2780.076723 = -209113.232515 nChanged 1 SP:Iteration 18Q (1523.647899 sec): 3 clusters Score: Raw -211894.062339 + Penalty 2780.076723 = -209113.985616 nChanged 0 SP:Iteration 19F (1523.740715 sec): 3 clusters Score: Raw -211894.062339 + Penalty 2780.076723 = -209113.985616 nChanged 0 Trying to split cluster 26 (3847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1523.783861 sec): 2 clusters Score: Raw -308619.119138 + Penalty 1448.761082 = -307170.358055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1523.833254 sec): 3 clusters Score: Raw -306731.919917 + Penalty 2897.522165 = -303834.397752 nChanged 1535 SP:Iteration 1F (1523.882647 sec): 3 clusters Score: Raw -307688.870608 + Penalty 2897.522165 = -304791.348444 nChanged 355 SP:Iteration 2F (1523.933913 sec): 3 clusters Score: Raw -308002.853444 + Penalty 2897.522165 = -305105.331279 nChanged 290 SP:Iteration 3F (1523.981642 sec): 3 clusters Score: Raw -308246.732873 + Penalty 2897.522165 = -305349.210708 nChanged 230 SP:Iteration 4F (1524.021786 sec): 3 clusters Score: Raw -308416.946956 + Penalty 2897.522165 = -305519.424791 nChanged 173 SP:Iteration 5Q (1524.062939 sec): 3 clusters Score: Raw -308527.386707 + Penalty 2897.522165 = -305629.864542 nChanged 134 SP:Iteration 6Q (1524.104140 sec): 3 clusters Score: Raw -308602.350424 + Penalty 2897.522165 = -305704.828259 nChanged 101 SP:Iteration 7Q (1524.147955 sec): 3 clusters Score: Raw -308658.124024 + Penalty 2897.522165 = -305760.601860 nChanged 86 SP:Iteration 8Q (1524.190916 sec): 3 clusters Score: Raw -308698.337943 + Penalty 2897.522165 = -305800.815778 nChanged 52 SP:Iteration 9Q (1524.233141 sec): 3 clusters Score: Raw -308723.307163 + Penalty 2897.522165 = -305825.784998 nChanged 40 SP:Iteration 10Q (1524.276618 sec): 3 clusters Score: Raw -308741.611469 + Penalty 2897.522165 = -305844.089304 nChanged 27 SP:Iteration 11Q (1524.319471 sec): 3 clusters Score: Raw -308752.433013 + Penalty 2897.522165 = -305854.910849 nChanged 21 SP:Iteration 12Q (1524.361577 sec): 3 clusters Score: Raw -308762.533420 + Penalty 2897.522165 = -305865.011255 nChanged 19 SP:Iteration 13Q (1524.403406 sec): 3 clusters Score: Raw -308770.048724 + Penalty 2897.522165 = -305872.526560 nChanged 21 SP:Iteration 14Q (1524.445142 sec): 3 clusters Score: Raw -308777.271278 + Penalty 2897.522165 = -305879.749114 nChanged 17 SP:Iteration 15Q (1524.486731 sec): 3 clusters Score: Raw -308782.969412 + Penalty 2897.522165 = -305885.447248 nChanged 9 SP:Iteration 16Q (1524.529039 sec): 3 clusters Score: Raw -308786.409231 + Penalty 2897.522165 = -305888.887067 nChanged 6 SP:Iteration 17Q (1524.571599 sec): 3 clusters Score: Raw -308788.424343 + Penalty 2897.522165 = -305890.902178 nChanged 3 SP:Iteration 18Q (1524.613990 sec): 3 clusters Score: Raw -308789.297286 + Penalty 2897.522165 = -305891.775121 nChanged 4 SP:Iteration 19Q (1524.656657 sec): 3 clusters Score: Raw -308791.602414 + Penalty 2897.522165 = -305894.080249 nChanged 8 SP:Iteration 20F (1524.698981 sec): 3 clusters Score: Raw -308794.844883 + Penalty 2897.522165 = -305897.322718 nChanged 11 SP:Iteration 21Q (1524.815712 sec): 3 clusters Score: Raw -308800.529541 + Penalty 2897.522165 = -305903.007377 nChanged 7 SP:Iteration 22Q (1524.985034 sec): 3 clusters Score: Raw -308803.006116 + Penalty 2897.522165 = -305905.483952 nChanged 6 SP:Iteration 23Q (1525.090937 sec): 3 clusters Score: Raw -308804.760404 + Penalty 2897.522165 = -305907.238239 nChanged 6 SP:Iteration 24Q (1525.143422 sec): 3 clusters Score: Raw -308808.259359 + Penalty 2897.522165 = -305910.737194 nChanged 10 SP:Iteration 25Q (1525.213580 sec): 3 clusters Score: Raw -308814.244485 + Penalty 2897.522165 = -305916.722320 nChanged 12 SP:Iteration 26Q (1525.259340 sec): 3 clusters Score: Raw -308819.821017 + Penalty 2897.522165 = -305922.298852 nChanged 10 SP:Iteration 27Q (1525.305261 sec): 3 clusters Score: Raw -308823.218988 + Penalty 2897.522165 = -305925.696824 nChanged 7 SP:Iteration 28Q (1525.350060 sec): 3 clusters Score: Raw -308825.893702 + Penalty 2897.522165 = -305928.371537 nChanged 10 SP:Iteration 29Q (1525.395458 sec): 3 clusters Score: Raw -308829.777277 + Penalty 2897.522165 = -305932.255112 nChanged 7 SP:Iteration 30Q (1525.436393 sec): 3 clusters Score: Raw -308832.790622 + Penalty 2897.522165 = -305935.268457 nChanged 4 SP:Iteration 31Q (1525.477369 sec): 3 clusters Score: Raw -308833.848482 + Penalty 2897.522165 = -305936.326317 nChanged 3 SP:Iteration 32Q (1525.518675 sec): 3 clusters Score: Raw -308835.856686 + Penalty 2897.522165 = -305938.334521 nChanged 6 SP:Iteration 33Q (1525.560888 sec): 3 clusters Score: Raw -308837.972528 + Penalty 2897.522165 = -305940.450363 nChanged 2 SP:Iteration 34Q (1525.602791 sec): 3 clusters Score: Raw -308839.240623 + Penalty 2897.522165 = -305941.718458 nChanged 4 SP:Iteration 35Q (1525.644853 sec): 3 clusters Score: Raw -308841.297296 + Penalty 2897.522165 = -305943.775131 nChanged 5 SP:Iteration 36Q (1525.687010 sec): 3 clusters Score: Raw -308843.767070 + Penalty 2897.522165 = -305946.244906 nChanged 8 SP:Iteration 37Q (1525.730859 sec): 3 clusters Score: Raw -308848.835139 + Penalty 2897.522165 = -305951.312974 nChanged 11 SP:Iteration 38Q (1525.774934 sec): 3 clusters Score: Raw -308856.327841 + Penalty 2897.522165 = -305958.805676 nChanged 11 SP:Iteration 39Q (1525.818864 sec): 3 clusters Score: Raw -308861.359135 + Penalty 2897.522165 = -305963.836970 nChanged 13 SP:Iteration 40F (1525.862366 sec): 3 clusters Score: Raw -308867.252354 + Penalty 2897.522165 = -305969.730189 nChanged 9 SP:Iteration 41Q (1525.904785 sec): 3 clusters Score: Raw -308870.356744 + Penalty 2897.522165 = -305972.834579 nChanged 6 SP:Iteration 42Q (1525.946621 sec): 3 clusters Score: Raw -308871.897806 + Penalty 2897.522165 = -305974.375642 nChanged 6 SP:Iteration 43Q (1525.988551 sec): 3 clusters Score: Raw -308873.374079 + Penalty 2897.522165 = -305975.851914 nChanged 3 SP:Iteration 44Q (1526.045620 sec): 3 clusters Score: Raw -308874.237999 + Penalty 2897.522165 = -305976.715834 nChanged 0 SP:Iteration 45F (1526.087242 sec): 3 clusters Score: Raw -308874.237999 + Penalty 2897.522165 = -305976.715834 nChanged 0 Trying to split cluster 27 (1229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1526.121985 sec): 2 clusters Score: Raw -89881.594958 + Penalty 1248.499297 = -88633.095661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1526.140951 sec): 3 clusters Score: Raw -89463.390089 + Penalty 2496.998594 = -86966.391495 nChanged 389 SP:Iteration 1F (1526.159048 sec): 3 clusters Score: Raw -89768.422842 + Penalty 2496.998594 = -87271.424247 nChanged 110 SP:Iteration 2F (1526.177114 sec): 3 clusters Score: Raw -89896.741579 + Penalty 2496.998594 = -87399.742984 nChanged 74 SP:Iteration 3F (1526.195672 sec): 3 clusters Score: Raw -89962.059595 + Penalty 2496.998594 = -87465.061000 nChanged 40 SP:Iteration 4Q (1526.214250 sec): 3 clusters Score: Raw -90000.220118 + Penalty 2496.998594 = -87503.221524 nChanged 22 SP:Iteration 5Q (1526.368917 sec): 3 clusters Score: Raw -90017.465979 + Penalty 2496.998594 = -87520.467384 nChanged 15 SP:Iteration 6Q (1526.464132 sec): 3 clusters Score: Raw -90030.629179 + Penalty 2496.998594 = -87533.630584 nChanged 18 SP:Iteration 7Q (1526.582210 sec): 3 clusters Score: Raw -90049.169173 + Penalty 2496.998594 = -87552.170578 nChanged 16 SP:Iteration 8Q (1526.701171 sec): 3 clusters Score: Raw -90063.359041 + Penalty 2496.998594 = -87566.360446 nChanged 12 SP:Iteration 9Q (1526.815318 sec): 3 clusters Score: Raw -90073.943691 + Penalty 2496.998594 = -87576.945096 nChanged 10 SP:Iteration 10Q (1526.909556 sec): 3 clusters Score: Raw -90087.973676 + Penalty 2496.998594 = -87590.975081 nChanged 14 SP:Iteration 11Q (1527.023196 sec): 3 clusters Score: Raw -90099.309487 + Penalty 2496.998594 = -87602.310892 nChanged 6 SP:Iteration 12Q (1527.114495 sec): 3 clusters Score: Raw -90108.658976 + Penalty 2496.998594 = -87611.660381 nChanged 5 SP:Iteration 13Q (1527.219419 sec): 3 clusters Score: Raw -90113.479834 + Penalty 2496.998594 = -87616.481239 nChanged 2 SP:Iteration 14Q (1527.238203 sec): 3 clusters Score: Raw -90114.359275 + Penalty 2496.998594 = -87617.360680 nChanged 2 SP:Iteration 15Q (1527.257931 sec): 3 clusters Score: Raw -90115.686671 + Penalty 2496.998594 = -87618.688076 nChanged 3 SP:Iteration 16Q (1527.277582 sec): 3 clusters Score: Raw -90117.310536 + Penalty 2496.998594 = -87620.311942 nChanged 2 SP:Iteration 17Q (1527.297157 sec): 3 clusters Score: Raw -90118.560608 + Penalty 2496.998594 = -87621.562014 nChanged 1 SP:Iteration 18Q (1527.316763 sec): 3 clusters Score: Raw -90119.156139 + Penalty 2496.998594 = -87622.157545 nChanged 0 SP:Iteration 19F (1527.336059 sec): 3 clusters Score: Raw -90119.156139 + Penalty 2496.998594 = -87622.157545 nChanged 0 Time taken for this iteration:576.086407 seconds. 3->28 Clusters: Score -7068013.081255, best is -7075766.310651 Starting from 4 clusters... ------ Clustering full data set of 101381 points ------ SP: Assigned 4 initial classes randomly. Iteration 0F (1527.896618 sec): 4 clusters Score: Raw -6525443.695815 + Penalty 6068.776474 = -6519374.919341 nChanged 67195 Iteration 1F (1528.403854 sec): 4 clusters Score: Raw -6811002.189376 + Penalty 6068.776474 = -6804933.412902 nChanged 23456 Iteration 2F (1528.901879 sec): 4 clusters Score: Raw -6872166.487770 + Penalty 6068.776474 = -6866097.711296 nChanged 7109 Iteration 3F (1529.372703 sec): 4 clusters Score: Raw -6882465.839811 + Penalty 6068.776474 = -6876397.063337 nChanged 4313 Iteration 4Q (1529.770725 sec): 4 clusters Score: Raw -6887124.852968 + Penalty 6068.776474 = -6881056.076494 nChanged 3240 Iteration 5Q (1530.204698 sec): 4 clusters Score: Raw -6889938.315739 + Penalty 6068.776474 = -6883869.539266 nChanged 2655 Iteration 6Q (1530.622337 sec): 4 clusters Score: Raw -6891796.707989 + Penalty 6068.776474 = -6885727.931516 nChanged 2209 Iteration 7Q (1531.080708 sec): 4 clusters Score: Raw -6893095.627887 + Penalty 6068.776474 = -6887026.851413 nChanged 1894 Iteration 8Q (1531.469793 sec): 4 clusters Score: Raw -6894034.508607 + Penalty 6068.776474 = -6887965.732133 nChanged 1675 Iteration 9Q (1531.873758 sec): 4 clusters Score: Raw -6894771.901711 + Penalty 6068.776474 = -6888703.125237 nChanged 1484 Iteration 10Q (1532.243716 sec): 4 clusters Score: Raw -6895328.512298 + Penalty 6068.776474 = -6889259.735824 nChanged 1203 Iteration 11Q (1532.615821 sec): 4 clusters Score: Raw -6895677.492918 + Penalty 6068.776474 = -6889608.716445 nChanged 969 Iteration 12Q (1532.974539 sec): 4 clusters Score: Raw -6895923.630452 + Penalty 6068.776474 = -6889854.853978 nChanged 844 Iteration 13Q (1533.372309 sec): 4 clusters Score: Raw -6896137.485330 + Penalty 6068.776474 = -6890068.708857 nChanged 769 Iteration 14Q (1533.759619 sec): 4 clusters Score: Raw -6896313.488670 + Penalty 6068.776474 = -6890244.712196 nChanged 661 Iteration 15Q (1534.140293 sec): 4 clusters Score: Raw -6896449.876274 + Penalty 6068.776474 = -6890381.099800 nChanged 550 Iteration 16Q (1534.529544 sec): 4 clusters Score: Raw -6896550.334710 + Penalty 6068.776474 = -6890481.558237 nChanged 479 Iteration 17Q (1534.924633 sec): 4 clusters Score: Raw -6896635.027539 + Penalty 6068.776474 = -6890566.251065 nChanged 460 Iteration 18Q (1535.312297 sec): 4 clusters Score: Raw -6896713.000207 + Penalty 6068.776474 = -6890644.223734 nChanged 421 Iteration 19Q (1535.706902 sec): 4 clusters Score: Raw -6896771.369922 + Penalty 6068.776474 = -6890702.593448 nChanged 377 Writing temp clu file Because OldScore, -6890644.223734, is greater than current (better) Score,-6890702.593448 Compute initial score before splitting: Score: Raw -6896771.369922 + Penalty 6068.776474 = -6890702.593448 Trying to split cluster 1 (34715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1535.968753 sec): 2 clusters Score: Raw -2263590.512194 + Penalty 1834.839715 = -2261755.672480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1536.185681 sec): 3 clusters Score: Raw -2242250.907771 + Penalty 3669.679429 = -2238581.228341 nChanged 16153 SP:Iteration 1F (1536.384483 sec): 3 clusters Score: Raw -2258934.522161 + Penalty 3669.679429 = -2255264.842731 nChanged 4701 SP:Iteration 2F (1536.580786 sec): 3 clusters Score: Raw -2266676.585888 + Penalty 3669.679429 = -2263006.906459 nChanged 3703 SP:Iteration 3F (1536.818749 sec): 3 clusters Score: Raw -2271284.161606 + Penalty 3669.679429 = -2267614.482177 nChanged 2592 SP:Iteration 4F (1537.030578 sec): 3 clusters Score: Raw -2274247.752597 + Penalty 3669.679429 = -2270578.073168 nChanged 1958 SP:Iteration 5F (1537.214493 sec): 3 clusters Score: Raw -2276259.151325 + Penalty 3669.679429 = -2272589.471896 nChanged 1519 SP:Iteration 6Q (1537.407288 sec): 3 clusters Score: Raw -2277615.137809 + Penalty 3669.679429 = -2273945.458379 nChanged 1195 SP:Iteration 7Q (1537.656749 sec): 3 clusters Score: Raw -2278603.690116 + Penalty 3669.679429 = -2274934.010686 nChanged 1025 SP:Iteration 8Q (1537.857262 sec): 3 clusters Score: Raw -2279436.955357 + Penalty 3669.679429 = -2275767.275928 nChanged 903 SP:Iteration 9Q (1538.055015 sec): 3 clusters Score: Raw -2280197.640620 + Penalty 3669.679429 = -2276527.961191 nChanged 822 SP:Iteration 10Q (1538.254880 sec): 3 clusters Score: Raw -2280936.164656 + Penalty 3669.679429 = -2277266.485227 nChanged 707 SP:Iteration 11Q (1538.496722 sec): 3 clusters Score: Raw -2281610.481883 + Penalty 3669.679429 = -2277940.802454 nChanged 663 SP:Iteration 12Q (1538.674639 sec): 3 clusters Score: Raw -2282150.663042 + Penalty 3669.679429 = -2278480.983612 nChanged 541 SP:Iteration 13Q (1538.850484 sec): 3 clusters Score: Raw -2282501.511806 + Penalty 3669.679429 = -2278831.832377 nChanged 466 SP:Iteration 14Q (1539.047273 sec): 3 clusters Score: Raw -2282792.691887 + Penalty 3669.679429 = -2279123.012458 nChanged 442 SP:Iteration 15Q (1539.250807 sec): 3 clusters Score: Raw -2283030.330682 + Penalty 3669.679429 = -2279360.651252 nChanged 397 SP:Iteration 16Q (1539.432605 sec): 3 clusters Score: Raw -2283231.372999 + Penalty 3669.679429 = -2279561.693570 nChanged 352 SP:Iteration 17Q (1539.643039 sec): 3 clusters Score: Raw -2283408.377770 + Penalty 3669.679429 = -2279738.698341 nChanged 294 SP:Iteration 18Q (1539.746019 sec): 3 clusters Score: Raw -2283562.833666 + Penalty 3669.679429 = -2279893.154236 nChanged 247 SP:Iteration 19Q (1539.899075 sec): 3 clusters Score: Raw -2283675.372883 + Penalty 3669.679429 = -2280005.693454 nChanged 214 SP:Iteration 20F (1540.048832 sec): 3 clusters Score: Raw -2283890.107288 + Penalty 3669.679429 = -2280220.427858 nChanged 222 SP:Iteration 21Q (1540.165377 sec): 3 clusters Score: Raw -2283992.729626 + Penalty 3669.679429 = -2280323.050197 nChanged 174 SP:Iteration 22Q (1540.291768 sec): 3 clusters Score: Raw -2284030.235648 + Penalty 3669.679429 = -2280360.556219 nChanged 118 SP:Iteration 23Q (1540.494926 sec): 3 clusters Score: Raw -2284052.936844 + Penalty 3669.679429 = -2280383.257415 nChanged 106 SP:Iteration 24Q (1540.600379 sec): 3 clusters Score: Raw -2284071.246451 + Penalty 3669.679429 = -2280401.567021 nChanged 91 SP:Iteration 25Q (1540.767709 sec): 3 clusters Score: Raw -2284085.068300 + Penalty 3669.679429 = -2280415.388871 nChanged 73 SP:Iteration 26Q (1540.910171 sec): 3 clusters Score: Raw -2284094.414111 + Penalty 3669.679429 = -2280424.734681 nChanged 75 SP:Iteration 27Q (1541.025835 sec): 3 clusters Score: Raw -2284101.964643 + Penalty 3669.679429 = -2280432.285214 nChanged 57 SP:Iteration 28Q (1541.152489 sec): 3 clusters Score: Raw -2284106.978685 + Penalty 3669.679429 = -2280437.299255 nChanged 51 SP:Iteration 29Q (1541.312672 sec): 3 clusters Score: Raw -2284111.680831 + Penalty 3669.679429 = -2280442.001402 nChanged 36 SP:Iteration 30Q (1541.536163 sec): 3 clusters Score: Raw -2284114.198961 + Penalty 3669.679429 = -2280444.519532 nChanged 25 SP:Iteration 31Q (1541.631666 sec): 3 clusters Score: Raw -2284115.698504 + Penalty 3669.679429 = -2280446.019074 nChanged 16 SP:Iteration 32Q (1541.781452 sec): 3 clusters Score: Raw -2284116.343884 + Penalty 3669.679429 = -2280446.664454 nChanged 13 SP:Iteration 33Q (1541.927204 sec): 3 clusters Score: Raw -2284117.246749 + Penalty 3669.679429 = -2280447.567320 nChanged 9 SP:Iteration 34Q (1542.069010 sec): 3 clusters Score: Raw -2284117.699700 + Penalty 3669.679429 = -2280448.020270 nChanged 6 SP:Iteration 35Q (1542.209540 sec): 3 clusters Score: Raw -2284117.896010 + Penalty 3669.679429 = -2280448.216581 nChanged 4 SP:Iteration 36Q (1542.331170 sec): 3 clusters Score: Raw -2284118.089294 + Penalty 3669.679429 = -2280448.409865 nChanged 3 SP:Iteration 37Q (1542.444293 sec): 3 clusters Score: Raw -2284118.165095 + Penalty 3669.679429 = -2280448.485665 nChanged 2 SP:Iteration 38Q (1542.597616 sec): 3 clusters Score: Raw -2284118.232997 + Penalty 3669.679429 = -2280448.553567 nChanged 1 SP:Iteration 39Q (1542.761452 sec): 3 clusters Score: Raw -2284118.301421 + Penalty 3669.679429 = -2280448.621992 nChanged 1 SP:Iteration 40F (1542.911074 sec): 3 clusters Score: Raw -2284118.321813 + Penalty 3669.679429 = -2280448.642384 nChanged 1 SP:Iteration 41Q (1543.023166 sec): 3 clusters Score: Raw -2284118.376540 + Penalty 3669.679429 = -2280448.697110 nChanged 1 SP:Iteration 42Q (1543.161198 sec): 3 clusters Score: Raw -2284118.399949 + Penalty 3669.679429 = -2280448.720519 nChanged 1 SP:Iteration 43Q (1543.330935 sec): 3 clusters Score: Raw -2284118.419585 + Penalty 3669.679429 = -2280448.740155 nChanged 0 SP:Iteration 44F (1543.473823 sec): 3 clusters Score: Raw -2284118.419585 + Penalty 3669.679429 = -2280448.740155 nChanged 0 Score: Raw -6917328.800732 + Penalty 8091.701965 = -6909237.098767 Splitting cluster 1 changes total score from -6890702.593448 to -6909237.098767 So it's getting split into cluster 4. Trying to split cluster 2 (55776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1544.283254 sec): 2 clusters Score: Raw -4156884.770888 + Penalty 1918.056865 = -4154966.714022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1544.516969 sec): 3 clusters Score: Raw -4121803.480298 + Penalty 3836.113731 = -4117967.366567 nChanged 26188 SP:Iteration 1F (1544.752557 sec): 3 clusters Score: Raw -4140552.296988 + Penalty 3836.113731 = -4136716.183257 nChanged 5306 SP:Iteration 2F (1545.003055 sec): 3 clusters Score: Raw -4149382.744029 + Penalty 3836.113731 = -4145546.630298 nChanged 7060 SP:Iteration 3F (1545.231710 sec): 3 clusters Score: Raw -4162174.027604 + Penalty 3836.113731 = -4158337.913874 nChanged 6210 SP:Iteration 4F (1545.495855 sec): 3 clusters Score: Raw -4170266.463884 + Penalty 3836.113731 = -4166430.350153 nChanged 3977 SP:Iteration 5F (1545.765029 sec): 3 clusters Score: Raw -4174326.319342 + Penalty 3836.113731 = -4170490.205611 nChanged 2345 SP:Iteration 6Q (1545.971683 sec): 3 clusters Score: Raw -4176653.626824 + Penalty 3836.113731 = -4172817.513093 nChanged 1723 SP:Iteration 7Q (1546.213595 sec): 3 clusters Score: Raw -4178272.458502 + Penalty 3836.113731 = -4174436.344771 nChanged 1259 SP:Iteration 8Q (1546.461110 sec): 3 clusters Score: Raw -4179474.230745 + Penalty 3836.113731 = -4175638.117014 nChanged 916 SP:Iteration 9Q (1546.683162 sec): 3 clusters Score: Raw -4180224.467118 + Penalty 3836.113731 = -4176388.353388 nChanged 620 SP:Iteration 10Q (1546.946339 sec): 3 clusters Score: Raw -4180575.238387 + Penalty 3836.113731 = -4176739.124656 nChanged 424 SP:Iteration 11Q (1547.144557 sec): 3 clusters Score: Raw -4180768.727645 + Penalty 3836.113731 = -4176932.613914 nChanged 318 SP:Iteration 12Q (1547.370236 sec): 3 clusters Score: Raw -4180934.032554 + Penalty 3836.113731 = -4177097.918824 nChanged 282 SP:Iteration 13Q (1547.613341 sec): 3 clusters Score: Raw -4181083.719779 + Penalty 3836.113731 = -4177247.606048 nChanged 232 SP:Iteration 14Q (1547.803469 sec): 3 clusters Score: Raw -4181176.766753 + Penalty 3836.113731 = -4177340.653022 nChanged 158 SP:Iteration 15Q (1548.021076 sec): 3 clusters Score: Raw -4181230.240781 + Penalty 3836.113731 = -4177394.127051 nChanged 108 SP:Iteration 16Q (1548.267166 sec): 3 clusters Score: Raw -4181252.333444 + Penalty 3836.113731 = -4177416.219713 nChanged 75 SP:Iteration 17Q (1548.456482 sec): 3 clusters Score: Raw -4181262.702711 + Penalty 3836.113731 = -4177426.588980 nChanged 54 SP:Iteration 18Q (1548.668730 sec): 3 clusters Score: Raw -4181267.737477 + Penalty 3836.113731 = -4177431.623746 nChanged 44 SP:Iteration 19Q (1548.922567 sec): 3 clusters Score: Raw -4181270.546450 + Penalty 3836.113731 = -4177434.432719 nChanged 23 SP:Iteration 20F (1549.127753 sec): 3 clusters Score: Raw -4181271.711107 + Penalty 3836.113731 = -4177435.597376 nChanged 13 SP:Iteration 21Q (1549.344851 sec): 3 clusters Score: Raw -4181272.315541 + Penalty 3836.113731 = -4177436.201810 nChanged 12 SP:Iteration 22Q (1549.596844 sec): 3 clusters Score: Raw -4181272.741873 + Penalty 3836.113731 = -4177436.628142 nChanged 8 SP:Iteration 23Q (1549.789494 sec): 3 clusters Score: Raw -4181272.965764 + Penalty 3836.113731 = -4177436.852033 nChanged 5 SP:Iteration 24Q (1550.050064 sec): 3 clusters Score: Raw -4181273.074397 + Penalty 3836.113731 = -4177436.960666 nChanged 3 SP:Iteration 25Q (1550.329086 sec): 3 clusters Score: Raw -4181273.147122 + Penalty 3836.113731 = -4177437.033392 nChanged 0 SP:Iteration 26F (1550.562701 sec): 3 clusters Score: Raw -4181273.147122 + Penalty 3836.113731 = -4177437.033392 nChanged 0 Score: Raw -6941717.176967 + Penalty 10114.627456 = -6931602.549510 Splitting cluster 2 changes total score from -6890702.593448 to -6931602.549510 So it's getting split into cluster 5. Trying to split cluster 3 (10826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1551.403505 sec): 2 clusters Score: Raw -571544.263009 + Penalty 1630.343390 = -569913.919619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1551.496174 sec): 3 clusters Score: Raw -565926.098955 + Penalty 3260.686781 = -562665.412175 nChanged 4828 SP:Iteration 1F (1551.599115 sec): 3 clusters Score: Raw -574131.344890 + Penalty 3260.686781 = -570870.658110 nChanged 1579 SP:Iteration 2F (1551.662110 sec): 3 clusters Score: Raw -576533.578916 + Penalty 3260.686781 = -573272.892136 nChanged 845 SP:Iteration 3F (1551.726011 sec): 3 clusters Score: Raw -577654.729201 + Penalty 3260.686781 = -574394.042420 nChanged 604 SP:Iteration 4F (1551.804687 sec): 3 clusters Score: Raw -578459.726477 + Penalty 3260.686781 = -575199.039697 nChanged 485 SP:Iteration 5Q (1551.880890 sec): 3 clusters Score: Raw -579055.534000 + Penalty 3260.686781 = -575794.847219 nChanged 378 SP:Iteration 6Q (1552.057219 sec): 3 clusters Score: Raw -579426.457014 + Penalty 3260.686781 = -576165.770233 nChanged 274 SP:Iteration 7Q (1552.183897 sec): 3 clusters Score: Raw -579593.246604 + Penalty 3260.686781 = -576332.559824 nChanged 158 SP:Iteration 8Q (1552.346807 sec): 3 clusters Score: Raw -579674.613770 + Penalty 3260.686781 = -576413.926990 nChanged 128 SP:Iteration 9Q (1552.407115 sec): 3 clusters Score: Raw -579735.704612 + Penalty 3260.686781 = -576475.017831 nChanged 84 SP:Iteration 10Q (1552.466853 sec): 3 clusters Score: Raw -579764.111768 + Penalty 3260.686781 = -576503.424987 nChanged 48 SP:Iteration 11Q (1552.538673 sec): 3 clusters Score: Raw -579778.898773 + Penalty 3260.686781 = -576518.211993 nChanged 44 SP:Iteration 12Q (1552.635381 sec): 3 clusters Score: Raw -579791.135993 + Penalty 3260.686781 = -576530.449213 nChanged 36 SP:Iteration 13Q (1552.712771 sec): 3 clusters Score: Raw -579798.078918 + Penalty 3260.686781 = -576537.392138 nChanged 21 SP:Iteration 14Q (1552.773506 sec): 3 clusters Score: Raw -579802.291037 + Penalty 3260.686781 = -576541.604256 nChanged 18 SP:Iteration 15Q (1552.833301 sec): 3 clusters Score: Raw -579806.473715 + Penalty 3260.686781 = -576545.786934 nChanged 14 SP:Iteration 16Q (1552.898227 sec): 3 clusters Score: Raw -579808.445413 + Penalty 3260.686781 = -576547.758633 nChanged 15 SP:Iteration 17Q (1552.972965 sec): 3 clusters Score: Raw -579810.816210 + Penalty 3260.686781 = -576550.129429 nChanged 13 SP:Iteration 18Q (1553.045271 sec): 3 clusters Score: Raw -579814.007268 + Penalty 3260.686781 = -576553.320487 nChanged 19 SP:Iteration 19Q (1553.115868 sec): 3 clusters Score: Raw -579818.816553 + Penalty 3260.686781 = -576558.129773 nChanged 15 SP:Iteration 20F (1553.187616 sec): 3 clusters Score: Raw -579821.186697 + Penalty 3260.686781 = -576560.499917 nChanged 12 SP:Iteration 21Q (1553.255772 sec): 3 clusters Score: Raw -579822.902225 + Penalty 3260.686781 = -576562.215445 nChanged 4 SP:Iteration 22Q (1553.324848 sec): 3 clusters Score: Raw -579823.338842 + Penalty 3260.686781 = -576562.652061 nChanged 2 SP:Iteration 23Q (1553.395291 sec): 3 clusters Score: Raw -579823.518647 + Penalty 3260.686781 = -576562.831866 nChanged 1 SP:Iteration 24Q (1553.465670 sec): 3 clusters Score: Raw -579823.544474 + Penalty 3260.686781 = -576562.857693 nChanged 2 SP:Iteration 25Q (1553.608327 sec): 3 clusters Score: Raw -579824.400467 + Penalty 3260.686781 = -576563.713687 nChanged 2 SP:Iteration 26Q (1553.687502 sec): 3 clusters Score: Raw -579825.125201 + Penalty 3260.686781 = -576564.438421 nChanged 5 SP:Iteration 27Q (1553.754147 sec): 3 clusters Score: Raw -579825.477593 + Penalty 3260.686781 = -576564.790812 nChanged 2 SP:Iteration 28Q (1553.819259 sec): 3 clusters Score: Raw -579825.687678 + Penalty 3260.686781 = -576565.000897 nChanged 4 SP:Iteration 29Q (1553.892243 sec): 3 clusters Score: Raw -579827.200937 + Penalty 3260.686781 = -576566.514156 nChanged 2 SP:Iteration 30Q (1553.963160 sec): 3 clusters Score: Raw -579827.443574 + Penalty 3260.686781 = -576566.756794 nChanged 1 SP:Iteration 31Q (1554.027926 sec): 3 clusters Score: Raw -579827.608973 + Penalty 3260.686781 = -576566.922192 nChanged 2 SP:Iteration 32Q (1554.092772 sec): 3 clusters Score: Raw -579828.058400 + Penalty 3260.686781 = -576567.371620 nChanged 3 SP:Iteration 33Q (1554.163938 sec): 3 clusters Score: Raw -579828.379048 + Penalty 3260.686781 = -576567.692267 nChanged 2 SP:Iteration 34Q (1554.236654 sec): 3 clusters Score: Raw -579828.543579 + Penalty 3260.686781 = -576567.856799 nChanged 2 SP:Iteration 35Q (1554.305519 sec): 3 clusters Score: Raw -579828.735318 + Penalty 3260.686781 = -576568.048538 nChanged 3 SP:Iteration 36Q (1554.373201 sec): 3 clusters Score: Raw -579828.941416 + Penalty 3260.686781 = -576568.254636 nChanged 1 SP:Iteration 37Q (1554.443202 sec): 3 clusters Score: Raw -579829.005556 + Penalty 3260.686781 = -576568.318776 nChanged 0 SP:Iteration 38F (1554.578894 sec): 3 clusters Score: Raw -579829.005556 + Penalty 3260.686781 = -576568.318776 nChanged 0 Score: Raw -6950001.919513 + Penalty 12137.552948 = -6937864.366566 Splitting cluster 3 changes total score from -6890702.593448 to -6937864.366566 So it's getting split into cluster 6. Iteration 20F (1556.383189 sec): 7 clusters Score: Raw -6956041.645495 + Penalty 12137.552948 = -6943904.092548 nChanged 5372 Iteration 21F (1557.241710 sec): 7 clusters Score: Raw -6958499.996745 + Penalty 12137.552948 = -6946362.443797 nChanged 2075 Iteration 22Q (1557.851265 sec): 7 clusters Score: Raw -6959399.442275 + Penalty 12137.552948 = -6947261.889327 nChanged 1533 Iteration 23Q (1558.466901 sec): 7 clusters Score: Raw -6960043.399411 + Penalty 12137.552948 = -6947905.846463 nChanged 1275 Iteration 24Q (1559.072892 sec): 7 clusters Score: Raw -6960662.060590 + Penalty 12137.552948 = -6948524.507643 nChanged 1250 Iteration 25Q (1559.678561 sec): 7 clusters Score: Raw -6961402.007164 + Penalty 12137.552948 = -6949264.454216 nChanged 1279 Iteration 26Q (1560.272693 sec): 7 clusters Score: Raw -6962866.665864 + Penalty 12137.552948 = -6950729.112916 nChanged 1549 Iteration 27Q (1560.851529 sec): 7 clusters Score: Raw -6966449.031947 + Penalty 12137.552948 = -6954311.478999 nChanged 1543 Iteration 28Q (1561.378204 sec): 7 clusters Score: Raw -6968192.117734 + Penalty 12137.552948 = -6956054.564786 nChanged 1389 Iteration 29Q (1561.904208 sec): 7 clusters Score: Raw -6969120.657974 + Penalty 12137.552948 = -6956983.105026 nChanged 1133 Iteration 30Q (1562.491248 sec): 7 clusters Score: Raw -6969872.098357 + Penalty 12137.552948 = -6957734.545409 nChanged 955 Iteration 31Q (1562.981159 sec): 7 clusters Score: Raw -6970408.045339 + Penalty 12137.552948 = -6958270.492392 nChanged 839 Iteration 32Q (1563.493933 sec): 7 clusters Score: Raw -6970811.300013 + Penalty 12137.552948 = -6958673.747065 nChanged 726 Iteration 33Q (1564.040640 sec): 7 clusters Score: Raw -6971110.588377 + Penalty 12137.552948 = -6958973.035429 nChanged 622 Iteration 34Q (1564.584913 sec): 7 clusters Score: Raw -6971405.991201 + Penalty 12137.552948 = -6959268.438254 nChanged 564 Iteration 35Q (1565.126215 sec): 7 clusters Score: Raw -6971833.120286 + Penalty 12137.552948 = -6959695.567338 nChanged 470 Iteration 36Q (1565.668614 sec): 7 clusters Score: Raw -6972241.833799 + Penalty 12137.552948 = -6960104.280852 nChanged 483 Iteration 37Q (1566.206906 sec): 7 clusters Score: Raw -6972590.211535 + Penalty 12137.552948 = -6960452.658588 nChanged 462 Iteration 38Q (1566.687104 sec): 7 clusters Score: Raw -6972842.994727 + Penalty 12137.552948 = -6960705.441780 nChanged 451 Iteration 39Q (1567.200914 sec): 7 clusters Score: Raw -6973129.578145 + Penalty 12137.552948 = -6960992.025197 nChanged 452 Iteration 40F (1567.945112 sec): 7 clusters Score: Raw -6973608.894780 + Penalty 12137.552948 = -6961471.341832 nChanged 554 Iteration 41Q (1568.459970 sec): 7 clusters Score: Raw -6974087.690195 + Penalty 12137.552948 = -6961950.137248 nChanged 576 Iteration 42Q (1569.004971 sec): 7 clusters Score: Raw -6974480.787742 + Penalty 12137.552948 = -6962343.234794 nChanged 543 Iteration 43Q (1569.557794 sec): 7 clusters Score: Raw -6974746.310187 + Penalty 12137.552948 = -6962608.757239 nChanged 459 Iteration 44Q (1570.110158 sec): 7 clusters Score: Raw -6974899.255435 + Penalty 12137.552948 = -6962761.702487 nChanged 404 Iteration 45Q (1570.657850 sec): 7 clusters Score: Raw -6975003.813950 + Penalty 12137.552948 = -6962866.261003 nChanged 348 Iteration 46Q (1571.203481 sec): 7 clusters Score: Raw -6975089.281138 + Penalty 12137.552948 = -6962951.728190 nChanged 342 Iteration 47Q (1571.749585 sec): 7 clusters Score: Raw -6975178.553814 + Penalty 12137.552948 = -6963041.000866 nChanged 325 Iteration 48Q (1572.290634 sec): 7 clusters Score: Raw -6975260.960916 + Penalty 12137.552948 = -6963123.407968 nChanged 310 Iteration 49Q (1572.887726 sec): 7 clusters Score: Raw -6975343.835948 + Penalty 12137.552948 = -6963206.283001 nChanged 317 Iteration 50Q (1573.484051 sec): 7 clusters Score: Raw -6975429.218607 + Penalty 12137.552948 = -6963291.665659 nChanged 280 Iteration 51Q (1573.964987 sec): 7 clusters Score: Raw -6975501.455440 + Penalty 12137.552948 = -6963363.902492 nChanged 279 Iteration 52Q (1574.483130 sec): 7 clusters Score: Raw -6975572.833713 + Penalty 12137.552948 = -6963435.280765 nChanged 259 Iteration 53Q (1574.994501 sec): 7 clusters Score: Raw -6975633.754081 + Penalty 12137.552948 = -6963496.201133 nChanged 251 Iteration 54Q (1575.540140 sec): 7 clusters Score: Raw -6975691.017516 + Penalty 12137.552948 = -6963553.464568 nChanged 250 Iteration 55Q (1576.087696 sec): 7 clusters Score: Raw -6975750.922842 + Penalty 12137.552948 = -6963613.369894 nChanged 247 Iteration 56Q (1576.632351 sec): 7 clusters Score: Raw -6975817.997768 + Penalty 12137.552948 = -6963680.444821 nChanged 274 Iteration 57Q (1577.173339 sec): 7 clusters Score: Raw -6975892.543642 + Penalty 12137.552948 = -6963754.990695 nChanged 289 Iteration 58Q (1577.712206 sec): 7 clusters Score: Raw -6975973.632258 + Penalty 12137.552948 = -6963836.079310 nChanged 306 Writing temp clu file Because OldScore, -6963754.990695, is greater than current (better) Score,-6963836.079310 Compute initial score before splitting: Score: Raw -6975973.632258 + Penalty 12137.552948 = -6963836.079310 Trying to split cluster 1 (10826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.867750 sec): 2 clusters Score: Raw -766390.144276 + Penalty 1630.343390 = -764759.800886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1578.065908 sec): 3 clusters Score: Raw -760364.583489 + Penalty 3260.686781 = -757103.896709 nChanged 4656 SP:Iteration 1F (1578.127562 sec): 3 clusters Score: Raw -763680.491373 + Penalty 3260.686781 = -760419.804593 nChanged 1071 SP:Iteration 2F (1578.194151 sec): 3 clusters Score: Raw -764850.760564 + Penalty 3260.686781 = -761590.073784 nChanged 1043 SP:Iteration 3F (1578.261855 sec): 3 clusters Score: Raw -766124.873399 + Penalty 3260.686781 = -762864.186618 nChanged 981 SP:Iteration 4F (1578.334845 sec): 3 clusters Score: Raw -767305.924498 + Penalty 3260.686781 = -764045.237718 nChanged 779 SP:Iteration 5F (1578.468105 sec): 3 clusters Score: Raw -768434.062479 + Penalty 3260.686781 = -765173.375699 nChanged 678 SP:Iteration 6F (1578.541479 sec): 3 clusters Score: Raw -769687.891710 + Penalty 3260.686781 = -766427.204929 nChanged 596 SP:Iteration 7F (1578.607824 sec): 3 clusters Score: Raw -770882.428817 + Penalty 3260.686781 = -767621.742037 nChanged 542 SP:Iteration 8F (1578.671250 sec): 3 clusters Score: Raw -772101.280276 + Penalty 3260.686781 = -768840.593496 nChanged 444 SP:Iteration 9Q (1578.748544 sec): 3 clusters Score: Raw -772978.346368 + Penalty 3260.686781 = -769717.659587 nChanged 330 SP:Iteration 10Q (1578.844926 sec): 3 clusters Score: Raw -773557.593845 + Penalty 3260.686781 = -770296.907064 nChanged 236 SP:Iteration 11Q (1578.907184 sec): 3 clusters Score: Raw -774095.466544 + Penalty 3260.686781 = -770834.779763 nChanged 157 SP:Iteration 12Q (1578.969475 sec): 3 clusters Score: Raw -774375.774590 + Penalty 3260.686781 = -771115.087809 nChanged 73 SP:Iteration 13Q (1579.036920 sec): 3 clusters Score: Raw -774445.995767 + Penalty 3260.686781 = -771185.308987 nChanged 34 SP:Iteration 14Q (1579.130824 sec): 3 clusters Score: Raw -774465.542815 + Penalty 3260.686781 = -771204.856034 nChanged 14 SP:Iteration 15Q (1579.191766 sec): 3 clusters Score: Raw -774469.645000 + Penalty 3260.686781 = -771208.958219 nChanged 8 SP:Iteration 16Q (1579.252598 sec): 3 clusters Score: Raw -774471.666976 + Penalty 3260.686781 = -771210.980196 nChanged 4 SP:Iteration 17Q (1579.317659 sec): 3 clusters Score: Raw -774472.424749 + Penalty 3260.686781 = -771211.737969 nChanged 3 SP:Iteration 18Q (1579.463371 sec): 3 clusters Score: Raw -774472.999273 + Penalty 3260.686781 = -771212.312493 nChanged 2 SP:Iteration 19Q (1579.614137 sec): 3 clusters Score: Raw -774473.211793 + Penalty 3260.686781 = -771212.525012 nChanged 0 SP:Iteration 20F (1579.729181 sec): 3 clusters Score: Raw -774473.211793 + Penalty 3260.686781 = -771212.525012 nChanged 0 Score: Raw -6984104.460649 + Penalty 14160.478439 = -6969943.982210 Splitting cluster 1 changes total score from -6963836.079310 to -6969943.982210 So it's getting split into cluster 7. Trying to split cluster 2 (13835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1580.678160 sec): 2 clusters Score: Raw -1012690.420121 + Penalty 1673.384935 = -1011017.035186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1580.769603 sec): 3 clusters Score: Raw -1004709.790687 + Penalty 3346.769869 = -1001363.020818 nChanged 6138 SP:Iteration 1F (1580.855714 sec): 3 clusters Score: Raw -1008508.834668 + Penalty 3346.769869 = -1005162.064799 nChanged 1138 SP:Iteration 2F (1580.934725 sec): 3 clusters Score: Raw -1009434.404819 + Penalty 3346.769869 = -1006087.634950 nChanged 1189 SP:Iteration 3F (1581.018107 sec): 3 clusters Score: Raw -1010583.067570 + Penalty 3346.769869 = -1007236.297701 nChanged 1157 SP:Iteration 4F (1581.101694 sec): 3 clusters Score: Raw -1011782.555989 + Penalty 3346.769869 = -1008435.786120 nChanged 1041 SP:Iteration 5F (1581.180239 sec): 3 clusters Score: Raw -1012702.175444 + Penalty 3346.769869 = -1009355.405575 nChanged 738 SP:Iteration 6F (1581.258281 sec): 3 clusters Score: Raw -1013209.079717 + Penalty 3346.769869 = -1009862.309848 nChanged 547 SP:Iteration 7Q (1581.338654 sec): 3 clusters Score: Raw -1013502.092319 + Penalty 3346.769869 = -1010155.322449 nChanged 422 SP:Iteration 8Q (1581.424591 sec): 3 clusters Score: Raw -1013701.760544 + Penalty 3346.769869 = -1010354.990675 nChanged 342 SP:Iteration 9Q (1581.508778 sec): 3 clusters Score: Raw -1013851.613629 + Penalty 3346.769869 = -1010504.843759 nChanged 285 SP:Iteration 10Q (1581.585339 sec): 3 clusters Score: Raw -1013962.968392 + Penalty 3346.769869 = -1010616.198523 nChanged 262 SP:Iteration 11Q (1581.663484 sec): 3 clusters Score: Raw -1014062.039105 + Penalty 3346.769869 = -1010715.269236 nChanged 263 SP:Iteration 12Q (1581.744318 sec): 3 clusters Score: Raw -1014155.145669 + Penalty 3346.769869 = -1010808.375799 nChanged 231 SP:Iteration 13Q (1581.829486 sec): 3 clusters Score: Raw -1014241.861061 + Penalty 3346.769869 = -1010895.091191 nChanged 247 SP:Iteration 14Q (1581.914711 sec): 3 clusters Score: Raw -1014342.778974 + Penalty 3346.769869 = -1010996.009105 nChanged 248 SP:Iteration 15Q (1581.991603 sec): 3 clusters Score: Raw -1014450.721945 + Penalty 3346.769869 = -1011103.952076 nChanged 268 SP:Iteration 16Q (1582.069809 sec): 3 clusters Score: Raw -1014577.518583 + Penalty 3346.769869 = -1011230.748714 nChanged 265 SP:Iteration 17Q (1582.149673 sec): 3 clusters Score: Raw -1014713.449669 + Penalty 3346.769869 = -1011366.679800 nChanged 267 SP:Iteration 18Q (1582.234658 sec): 3 clusters Score: Raw -1014858.010611 + Penalty 3346.769869 = -1011511.240742 nChanged 292 SP:Iteration 19Q (1582.319503 sec): 3 clusters Score: Raw -1015048.284825 + Penalty 3346.769869 = -1011701.514956 nChanged 306 SP:Iteration 20F (1582.398221 sec): 3 clusters Score: Raw -1015255.948985 + Penalty 3346.769869 = -1011909.179116 nChanged 313 SP:Iteration 21Q (1582.476840 sec): 3 clusters Score: Raw -1015465.391740 + Penalty 3346.769869 = -1012118.621871 nChanged 313 SP:Iteration 22Q (1582.557249 sec): 3 clusters Score: Raw -1015727.766157 + Penalty 3346.769869 = -1012380.996288 nChanged 374 SP:Iteration 23Q (1582.646611 sec): 3 clusters Score: Raw -1016077.521321 + Penalty 3346.769869 = -1012730.751452 nChanged 401 SP:Iteration 24Q (1582.813089 sec): 3 clusters Score: Raw -1016609.163098 + Penalty 3346.769869 = -1013262.393229 nChanged 491 SP:Iteration 25Q (1582.965637 sec): 3 clusters Score: Raw -1017582.734135 + Penalty 3346.769869 = -1014235.964265 nChanged 570 SP:Iteration 26Q (1583.041788 sec): 3 clusters Score: Raw -1019115.396162 + Penalty 3346.769869 = -1015768.626293 nChanged 481 SP:Iteration 27Q (1583.112900 sec): 3 clusters Score: Raw -1020699.148804 + Penalty 3346.769869 = -1017352.378935 nChanged 263 SP:Iteration 28Q (1583.180205 sec): 3 clusters Score: Raw -1021518.341145 + Penalty 3346.769869 = -1018171.571276 nChanged 80 SP:Iteration 29Q (1583.268642 sec): 3 clusters Score: Raw -1021663.856196 + Penalty 3346.769869 = -1018317.086327 nChanged 15 SP:Iteration 30Q (1583.356953 sec): 3 clusters Score: Raw -1021703.217315 + Penalty 3346.769869 = -1018356.447446 nChanged 5 SP:Iteration 31Q (1583.429453 sec): 3 clusters Score: Raw -1021714.580861 + Penalty 3346.769869 = -1018367.810992 nChanged 2 SP:Iteration 32Q (1583.495122 sec): 3 clusters Score: Raw -1021725.647364 + Penalty 3346.769869 = -1018378.877495 nChanged 2 SP:Iteration 33Q (1583.573323 sec): 3 clusters Score: Raw -1021725.915111 + Penalty 3346.769869 = -1018379.145242 nChanged 0 SP:Iteration 34F (1583.656675 sec): 3 clusters Score: Raw -1021750.666642 + Penalty 3346.769869 = -1018403.896773 nChanged 5 SP:Iteration 35Q (1583.743509 sec): 3 clusters Score: Raw -1021751.952119 + Penalty 3346.769869 = -1018405.182250 nChanged 1 SP:Iteration 36Q (1583.823267 sec): 3 clusters Score: Raw -1021752.155943 + Penalty 3346.769869 = -1018405.386074 nChanged 2 SP:Iteration 37Q (1583.900206 sec): 3 clusters Score: Raw -1021752.461707 + Penalty 3346.769869 = -1018405.691838 nChanged 0 SP:Iteration 38F (1583.977955 sec): 3 clusters Score: Raw -1021752.461707 + Penalty 3346.769869 = -1018405.691838 nChanged 0 Score: Raw -6993166.502235 + Penalty 16183.403930 = -6976983.098305 Splitting cluster 2 changes total score from -6963836.079310 to -6976983.098305 So it's getting split into cluster 8. Trying to split cluster 3 (5755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1585.120464 sec): 2 clusters Score: Raw -291534.487181 + Penalty 1519.448168 = -290015.039013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1585.189506 sec): 3 clusters Score: Raw -288563.165059 + Penalty 3038.896337 = -285524.268722 nChanged 2446 SP:Iteration 1F (1585.252472 sec): 3 clusters Score: Raw -291107.476755 + Penalty 3038.896337 = -288068.580419 nChanged 835 SP:Iteration 2F (1585.298303 sec): 3 clusters Score: Raw -292665.421518 + Penalty 3038.896337 = -289626.525181 nChanged 652 SP:Iteration 3F (1585.344008 sec): 3 clusters Score: Raw -293690.151238 + Penalty 3038.896337 = -290651.254901 nChanged 438 SP:Iteration 4F (1585.389681 sec): 3 clusters Score: Raw -294504.502251 + Penalty 3038.896337 = -291465.605915 nChanged 380 SP:Iteration 5F (1585.439545 sec): 3 clusters Score: Raw -295243.377564 + Penalty 3038.896337 = -292204.481227 nChanged 312 SP:Iteration 6F (1585.492693 sec): 3 clusters Score: Raw -295693.173147 + Penalty 3038.896337 = -292654.276810 nChanged 211 SP:Iteration 7Q (1585.545342 sec): 3 clusters Score: Raw -295928.278247 + Penalty 3038.896337 = -292889.381910 nChanged 151 SP:Iteration 8Q (1585.597180 sec): 3 clusters Score: Raw -296109.494788 + Penalty 3038.896337 = -293070.598452 nChanged 123 SP:Iteration 9Q (1585.646040 sec): 3 clusters Score: Raw -296198.198401 + Penalty 3038.896337 = -293159.302065 nChanged 75 SP:Iteration 10Q (1585.694598 sec): 3 clusters Score: Raw -296248.553464 + Penalty 3038.896337 = -293209.657127 nChanged 59 SP:Iteration 11Q (1585.743393 sec): 3 clusters Score: Raw -296280.592437 + Penalty 3038.896337 = -293241.696100 nChanged 45 SP:Iteration 12Q (1585.794675 sec): 3 clusters Score: Raw -296297.906714 + Penalty 3038.896337 = -293259.010377 nChanged 38 SP:Iteration 13Q (1585.923369 sec): 3 clusters Score: Raw -296312.278072 + Penalty 3038.896337 = -293273.381735 nChanged 31 SP:Iteration 14Q (1586.076765 sec): 3 clusters Score: Raw -296327.236460 + Penalty 3038.896337 = -293288.340123 nChanged 39 SP:Iteration 15Q (1586.192654 sec): 3 clusters Score: Raw -296341.489330 + Penalty 3038.896337 = -293302.592993 nChanged 31 SP:Iteration 16Q (1586.317162 sec): 3 clusters Score: Raw -296352.213017 + Penalty 3038.896337 = -293313.316681 nChanged 30 SP:Iteration 17Q (1586.415467 sec): 3 clusters Score: Raw -296365.842919 + Penalty 3038.896337 = -293326.946583 nChanged 27 SP:Iteration 18Q (1586.463163 sec): 3 clusters Score: Raw -296379.687083 + Penalty 3038.896337 = -293340.790746 nChanged 23 SP:Iteration 19Q (1586.512077 sec): 3 clusters Score: Raw -296390.145503 + Penalty 3038.896337 = -293351.249166 nChanged 29 SP:Iteration 20F (1586.561419 sec): 3 clusters Score: Raw -296403.993343 + Penalty 3038.896337 = -293365.097006 nChanged 24 SP:Iteration 21Q (1586.609303 sec): 3 clusters Score: Raw -296413.813496 + Penalty 3038.896337 = -293374.917159 nChanged 19 SP:Iteration 22Q (1586.657212 sec): 3 clusters Score: Raw -296418.759740 + Penalty 3038.896337 = -293379.863403 nChanged 17 SP:Iteration 23Q (1586.705754 sec): 3 clusters Score: Raw -296422.685077 + Penalty 3038.896337 = -293383.788741 nChanged 9 SP:Iteration 24Q (1586.756026 sec): 3 clusters Score: Raw -296424.357390 + Penalty 3038.896337 = -293385.461053 nChanged 10 SP:Iteration 25Q (1586.806141 sec): 3 clusters Score: Raw -296428.033867 + Penalty 3038.896337 = -293389.137530 nChanged 7 SP:Iteration 26Q (1586.856255 sec): 3 clusters Score: Raw -296432.506443 + Penalty 3038.896337 = -293393.610106 nChanged 6 SP:Iteration 27Q (1586.906367 sec): 3 clusters Score: Raw -296436.438928 + Penalty 3038.896337 = -293397.542591 nChanged 6 SP:Iteration 28Q (1586.956659 sec): 3 clusters Score: Raw -296437.582853 + Penalty 3038.896337 = -293398.686516 nChanged 2 SP:Iteration 29Q (1587.007179 sec): 3 clusters Score: Raw -296437.828605 + Penalty 3038.896337 = -293398.932269 nChanged 2 SP:Iteration 30Q (1587.056275 sec): 3 clusters Score: Raw -296438.411865 + Penalty 3038.896337 = -293399.515528 nChanged 2 SP:Iteration 31Q (1587.104909 sec): 3 clusters Score: Raw -296438.631569 + Penalty 3038.896337 = -293399.735232 nChanged 0 SP:Iteration 32F (1587.154813 sec): 3 clusters Score: Raw -296438.631569 + Penalty 3038.896337 = -293399.735232 nChanged 0 Score: Raw -6998070.646623 + Penalty 18206.329421 = -6979864.317202 Splitting cluster 3 changes total score from -6963836.079310 to -6979864.317202 So it's getting split into cluster 9. Trying to split cluster 4 (16635 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1588.442253 sec): 2 clusters Score: Raw -1083616.675906 + Penalty 1705.730865 = -1081910.945041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1588.565022 sec): 3 clusters Score: Raw -1073870.290543 + Penalty 3411.461730 = -1070458.828813 nChanged 7448 SP:Iteration 1F (1588.654932 sec): 3 clusters Score: Raw -1079295.413256 + Penalty 3411.461730 = -1075883.951526 nChanged 1731 SP:Iteration 2F (1588.745405 sec): 3 clusters Score: Raw -1081407.808575 + Penalty 3411.461730 = -1077996.346845 nChanged 1668 SP:Iteration 3F (1588.836008 sec): 3 clusters Score: Raw -1083384.303863 + Penalty 3411.461730 = -1079972.842133 nChanged 1337 SP:Iteration 4F (1588.938878 sec): 3 clusters Score: Raw -1084726.371553 + Penalty 3411.461730 = -1081314.909823 nChanged 1113 SP:Iteration 5F (1589.036246 sec): 3 clusters Score: Raw -1085723.554036 + Penalty 3411.461730 = -1082312.092306 nChanged 953 SP:Iteration 6F (1589.126954 sec): 3 clusters Score: Raw -1086591.654076 + Penalty 3411.461730 = -1083180.192346 nChanged 884 SP:Iteration 7F (1589.212288 sec): 3 clusters Score: Raw -1087529.930764 + Penalty 3411.461730 = -1084118.469034 nChanged 849 SP:Iteration 8F (1589.411491 sec): 3 clusters Score: Raw -1088435.405154 + Penalty 3411.461730 = -1085023.943424 nChanged 734 SP:Iteration 9Q (1589.584040 sec): 3 clusters Score: Raw -1089133.709346 + Penalty 3411.461730 = -1085722.247616 nChanged 636 SP:Iteration 10Q (1589.722090 sec): 3 clusters Score: Raw -1089843.502179 + Penalty 3411.461730 = -1086432.040449 nChanged 619 SP:Iteration 11Q (1589.810050 sec): 3 clusters Score: Raw -1090638.292780 + Penalty 3411.461730 = -1087226.831050 nChanged 582 SP:Iteration 12Q (1589.931198 sec): 3 clusters Score: Raw -1091343.694200 + Penalty 3411.461730 = -1087932.232470 nChanged 456 SP:Iteration 13Q (1590.015994 sec): 3 clusters Score: Raw -1091770.337676 + Penalty 3411.461730 = -1088358.875945 nChanged 344 SP:Iteration 14Q (1590.097482 sec): 3 clusters Score: Raw -1092023.451013 + Penalty 3411.461730 = -1088611.989283 nChanged 231 SP:Iteration 15Q (1590.198923 sec): 3 clusters Score: Raw -1092151.282913 + Penalty 3411.461730 = -1088739.821183 nChanged 198 SP:Iteration 16Q (1590.290469 sec): 3 clusters Score: Raw -1092266.092791 + Penalty 3411.461730 = -1088854.631061 nChanged 158 SP:Iteration 17Q (1590.378248 sec): 3 clusters Score: Raw -1092385.314293 + Penalty 3411.461730 = -1088973.852562 nChanged 165 SP:Iteration 18Q (1590.462548 sec): 3 clusters Score: Raw -1092500.324706 + Penalty 3411.461730 = -1089088.862975 nChanged 158 SP:Iteration 19Q (1590.559069 sec): 3 clusters Score: Raw -1092611.923781 + Penalty 3411.461730 = -1089200.462051 nChanged 141 SP:Iteration 20F (1590.656365 sec): 3 clusters Score: Raw -1092736.494356 + Penalty 3411.461730 = -1089325.032626 nChanged 175 SP:Iteration 21Q (1590.749375 sec): 3 clusters Score: Raw -1092961.401502 + Penalty 3411.461730 = -1089549.939772 nChanged 175 SP:Iteration 22Q (1590.841723 sec): 3 clusters Score: Raw -1093256.348523 + Penalty 3411.461730 = -1089844.886793 nChanged 172 SP:Iteration 23Q (1590.934351 sec): 3 clusters Score: Raw -1093500.863331 + Penalty 3411.461730 = -1090089.401601 nChanged 164 SP:Iteration 24Q (1591.019184 sec): 3 clusters Score: Raw -1093632.227689 + Penalty 3411.461730 = -1090220.765959 nChanged 112 SP:Iteration 25Q (1591.100331 sec): 3 clusters Score: Raw -1093675.543371 + Penalty 3411.461730 = -1090264.081640 nChanged 64 SP:Iteration 26Q (1591.196533 sec): 3 clusters Score: Raw -1093690.301107 + Penalty 3411.461730 = -1090278.839376 nChanged 41 SP:Iteration 27Q (1591.288361 sec): 3 clusters Score: Raw -1093696.381572 + Penalty 3411.461730 = -1090284.919842 nChanged 25 SP:Iteration 28Q (1591.379772 sec): 3 clusters Score: Raw -1093699.967352 + Penalty 3411.461730 = -1090288.505622 nChanged 19 SP:Iteration 29Q (1591.471235 sec): 3 clusters Score: Raw -1093702.067479 + Penalty 3411.461730 = -1090290.605749 nChanged 13 SP:Iteration 30Q (1591.562728 sec): 3 clusters Score: Raw -1093703.552797 + Penalty 3411.461730 = -1090292.091067 nChanged 10 SP:Iteration 31Q (1591.647140 sec): 3 clusters Score: Raw -1093704.788877 + Penalty 3411.461730 = -1090293.327147 nChanged 7 SP:Iteration 32Q (1591.727944 sec): 3 clusters Score: Raw -1093705.368302 + Penalty 3411.461730 = -1090293.906571 nChanged 7 SP:Iteration 33Q (1591.822596 sec): 3 clusters Score: Raw -1093706.230653 + Penalty 3411.461730 = -1090294.768923 nChanged 5 SP:Iteration 34Q (1591.914669 sec): 3 clusters Score: Raw -1093706.923477 + Penalty 3411.461730 = -1090295.461746 nChanged 6 SP:Iteration 35Q (1592.005874 sec): 3 clusters Score: Raw -1093707.401575 + Penalty 3411.461730 = -1090295.939845 nChanged 3 SP:Iteration 36Q (1592.097369 sec): 3 clusters Score: Raw -1093707.692301 + Penalty 3411.461730 = -1090296.230571 nChanged 5 SP:Iteration 37Q (1592.188853 sec): 3 clusters Score: Raw -1093708.097911 + Penalty 3411.461730 = -1090296.636181 nChanged 2 SP:Iteration 38Q (1592.274037 sec): 3 clusters Score: Raw -1093708.254218 + Penalty 3411.461730 = -1090296.792488 nChanged 3 SP:Iteration 39Q (1592.454049 sec): 3 clusters Score: Raw -1093708.428038 + Penalty 3411.461730 = -1090296.966308 nChanged 0 SP:Iteration 40F (1592.634616 sec): 3 clusters Score: Raw -1093708.428038 + Penalty 3411.461730 = -1090296.966308 nChanged 0 Score: Raw -7008162.398755 + Penalty 20229.254913 = -6987933.143842 Splitting cluster 4 changes total score from -6963836.079310 to -6987933.143842 So it's getting split into cluster 10. Trying to split cluster 5 (46189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1594.144325 sec): 2 clusters Score: Raw -3484319.809591 + Penalty 1884.957215 = -3482434.852376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1594.399822 sec): 3 clusters Score: Raw -3455326.525112 + Penalty 3769.914431 = -3451556.610681 nChanged 21613 SP:Iteration 1F (1594.621820 sec): 3 clusters Score: Raw -3468739.323065 + Penalty 3769.914431 = -3464969.408634 nChanged 3075 SP:Iteration 2F (1594.844855 sec): 3 clusters Score: Raw -3471009.662972 + Penalty 3769.914431 = -3467239.748541 nChanged 3568 SP:Iteration 3F (1595.089861 sec): 3 clusters Score: Raw -3474201.121207 + Penalty 3769.914431 = -3470431.206776 nChanged 4056 SP:Iteration 4F (1595.304881 sec): 3 clusters Score: Raw -3478121.374040 + Penalty 3769.914431 = -3474351.459609 nChanged 4197 SP:Iteration 5F (1595.515867 sec): 3 clusters Score: Raw -3481961.626694 + Penalty 3769.914431 = -3478191.712264 nChanged 3361 SP:Iteration 6F (1595.720270 sec): 3 clusters Score: Raw -3484290.128779 + Penalty 3769.914431 = -3480520.214348 nChanged 2282 SP:Iteration 7Q (1595.906585 sec): 3 clusters Score: Raw -3485526.478628 + Penalty 3769.914431 = -3481756.564197 nChanged 1552 SP:Iteration 8Q (1596.092191 sec): 3 clusters Score: Raw -3486256.284582 + Penalty 3769.914431 = -3482486.370151 nChanged 1112 SP:Iteration 9Q (1596.277540 sec): 3 clusters Score: Raw -3486786.618630 + Penalty 3769.914431 = -3483016.704200 nChanged 911 SP:Iteration 10Q (1596.462948 sec): 3 clusters Score: Raw -3487243.896539 + Penalty 3769.914431 = -3483473.982108 nChanged 839 SP:Iteration 11Q (1596.647230 sec): 3 clusters Score: Raw -3487714.002418 + Penalty 3769.914431 = -3483944.087988 nChanged 789 SP:Iteration 12Q (1596.841797 sec): 3 clusters Score: Raw -3488141.837120 + Penalty 3769.914431 = -3484371.922689 nChanged 717 SP:Iteration 13Q (1597.074128 sec): 3 clusters Score: Raw -3488492.789914 + Penalty 3769.914431 = -3484722.875483 nChanged 661 SP:Iteration 14Q (1597.256095 sec): 3 clusters Score: Raw -3488805.404053 + Penalty 3769.914431 = -3485035.489622 nChanged 613 SP:Iteration 15Q (1597.433613 sec): 3 clusters Score: Raw -3489062.239697 + Penalty 3769.914431 = -3485292.325266 nChanged 549 SP:Iteration 16Q (1597.611852 sec): 3 clusters Score: Raw -3489269.413450 + Penalty 3769.914431 = -3485499.499020 nChanged 482 SP:Iteration 17Q (1597.789943 sec): 3 clusters Score: Raw -3489436.442500 + Penalty 3769.914431 = -3485666.528070 nChanged 400 SP:Iteration 18Q (1597.983022 sec): 3 clusters Score: Raw -3489556.056891 + Penalty 3769.914431 = -3485786.142460 nChanged 344 SP:Iteration 19Q (1598.188211 sec): 3 clusters Score: Raw -3489645.732830 + Penalty 3769.914431 = -3485875.818400 nChanged 303 SP:Iteration 20F (1598.389386 sec): 3 clusters Score: Raw -3489717.505277 + Penalty 3769.914431 = -3485947.590847 nChanged 283 SP:Iteration 21Q (1598.589321 sec): 3 clusters Score: Raw -3489786.330672 + Penalty 3769.914431 = -3486016.416241 nChanged 290 SP:Iteration 22Q (1598.751953 sec): 3 clusters Score: Raw -3489845.723944 + Penalty 3769.914431 = -3486075.809514 nChanged 217 SP:Iteration 23Q (1598.938192 sec): 3 clusters Score: Raw -3489884.613664 + Penalty 3769.914431 = -3486114.699233 nChanged 187 SP:Iteration 24Q (1599.145526 sec): 3 clusters Score: Raw -3489913.654909 + Penalty 3769.914431 = -3486143.740479 nChanged 161 SP:Iteration 25Q (1599.339520 sec): 3 clusters Score: Raw -3489940.201975 + Penalty 3769.914431 = -3486170.287544 nChanged 131 SP:Iteration 26Q (1599.606797 sec): 3 clusters Score: Raw -3489958.338084 + Penalty 3769.914431 = -3486188.423654 nChanged 112 SP:Iteration 27Q (1599.758042 sec): 3 clusters Score: Raw -3489973.009615 + Penalty 3769.914431 = -3486203.095184 nChanged 100 SP:Iteration 28Q (1599.934985 sec): 3 clusters Score: Raw -3489985.303822 + Penalty 3769.914431 = -3486215.389392 nChanged 109 SP:Iteration 29Q (1600.119968 sec): 3 clusters Score: Raw -3489997.901664 + Penalty 3769.914431 = -3486227.987233 nChanged 88 SP:Iteration 30Q (1600.307141 sec): 3 clusters Score: Raw -3490007.140611 + Penalty 3769.914431 = -3486237.226181 nChanged 77 SP:Iteration 31Q (1600.466997 sec): 3 clusters Score: Raw -3490015.486970 + Penalty 3769.914431 = -3486245.572539 nChanged 67 SP:Iteration 32Q (1600.645381 sec): 3 clusters Score: Raw -3490021.978092 + Penalty 3769.914431 = -3486252.063661 nChanged 57 SP:Iteration 33Q (1600.862106 sec): 3 clusters Score: Raw -3490025.658603 + Penalty 3769.914431 = -3486255.744172 nChanged 44 SP:Iteration 34Q (1601.054554 sec): 3 clusters Score: Raw -3490028.830724 + Penalty 3769.914431 = -3486258.916294 nChanged 38 SP:Iteration 35Q (1601.233817 sec): 3 clusters Score: Raw -3490031.795795 + Penalty 3769.914431 = -3486261.881365 nChanged 34 SP:Iteration 36Q (1601.434434 sec): 3 clusters Score: Raw -3490034.953112 + Penalty 3769.914431 = -3486265.038681 nChanged 42 SP:Iteration 37Q (1601.619834 sec): 3 clusters Score: Raw -3490039.492120 + Penalty 3769.914431 = -3486269.577689 nChanged 44 SP:Iteration 38Q (1601.787861 sec): 3 clusters Score: Raw -3490044.152012 + Penalty 3769.914431 = -3486274.237582 nChanged 41 SP:Iteration 39Q (1601.993581 sec): 3 clusters Score: Raw -3490047.511524 + Penalty 3769.914431 = -3486277.597093 nChanged 34 SP:Iteration 40F (1602.203058 sec): 3 clusters Score: Raw -3490049.830565 + Penalty 3769.914431 = -3486279.916134 nChanged 26 SP:Iteration 41Q (1602.397298 sec): 3 clusters Score: Raw -3490051.292565 + Penalty 3769.914431 = -3486281.378134 nChanged 17 SP:Iteration 42Q (1602.547591 sec): 3 clusters Score: Raw -3490052.201678 + Penalty 3769.914431 = -3486282.287248 nChanged 13 SP:Iteration 43Q (1602.713506 sec): 3 clusters Score: Raw -3490053.066550 + Penalty 3769.914431 = -3486283.152119 nChanged 15 SP:Iteration 44Q (1602.923989 sec): 3 clusters Score: Raw -3490053.851562 + Penalty 3769.914431 = -3486283.937131 nChanged 10 SP:Iteration 45Q (1603.092093 sec): 3 clusters Score: Raw -3490054.372333 + Penalty 3769.914431 = -3486284.457902 nChanged 11 SP:Iteration 46Q (1603.295507 sec): 3 clusters Score: Raw -3490055.122194 + Penalty 3769.914431 = -3486285.207764 nChanged 8 SP:Iteration 47Q (1603.480836 sec): 3 clusters Score: Raw -3490055.528456 + Penalty 3769.914431 = -3486285.614025 nChanged 5 SP:Iteration 48Q (1603.653279 sec): 3 clusters Score: Raw -3490055.694971 + Penalty 3769.914431 = -3486285.780540 nChanged 2 SP:Iteration 49Q (1603.856660 sec): 3 clusters Score: Raw -3490055.744517 + Penalty 3769.914431 = -3486285.830087 nChanged 1 SP:Iteration 50Q (1604.029755 sec): 3 clusters Score: Raw -3490055.842773 + Penalty 3769.914431 = -3486285.928343 nChanged 0 SP:Iteration 51F (1604.238456 sec): 3 clusters Score: Raw -3490055.842773 + Penalty 3769.914431 = -3486285.928343 nChanged 0 Score: Raw -7013898.431936 + Penalty 22252.180404 = -6991646.251532 Splitting cluster 5 changes total score from -6963836.079310 to -6991646.251532 So it's getting split into cluster 11. Trying to split cluster 6 (8084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1605.571555 sec): 2 clusters Score: Raw -492993.823791 + Penalty 1579.086185 = -491414.737606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1605.620889 sec): 3 clusters Score: Raw -488661.303663 + Penalty 3158.172370 = -485503.131293 nChanged 3418 SP:Iteration 1F (1605.767386 sec): 3 clusters Score: Raw -491558.744593 + Penalty 3158.172370 = -488400.572224 nChanged 976 SP:Iteration 2F (1605.905189 sec): 3 clusters Score: Raw -492936.033160 + Penalty 3158.172370 = -489777.860790 nChanged 853 SP:Iteration 3F (1605.953374 sec): 3 clusters Score: Raw -494068.574828 + Penalty 3158.172370 = -490910.402459 nChanged 620 SP:Iteration 4F (1606.101960 sec): 3 clusters Score: Raw -494788.270522 + Penalty 3158.172370 = -491630.098153 nChanged 425 SP:Iteration 5F (1606.292756 sec): 3 clusters Score: Raw -495175.286492 + Penalty 3158.172370 = -492017.114123 nChanged 297 SP:Iteration 6Q (1606.351945 sec): 3 clusters Score: Raw -495364.716648 + Penalty 3158.172370 = -492206.544278 nChanged 220 SP:Iteration 7Q (1606.408023 sec): 3 clusters Score: Raw -495516.744924 + Penalty 3158.172370 = -492358.572555 nChanged 179 SP:Iteration 8Q (1606.463098 sec): 3 clusters Score: Raw -495681.963102 + Penalty 3158.172370 = -492523.790733 nChanged 182 SP:Iteration 9Q (1606.527705 sec): 3 clusters Score: Raw -495869.725212 + Penalty 3158.172370 = -492711.552843 nChanged 170 SP:Iteration 10Q (1606.587622 sec): 3 clusters Score: Raw -495968.551248 + Penalty 3158.172370 = -492810.378878 nChanged 154 SP:Iteration 11Q (1606.650524 sec): 3 clusters Score: Raw -496047.335855 + Penalty 3158.172370 = -492889.163486 nChanged 124 SP:Iteration 12Q (1606.705282 sec): 3 clusters Score: Raw -496100.196327 + Penalty 3158.172370 = -492942.023958 nChanged 98 SP:Iteration 13Q (1606.763914 sec): 3 clusters Score: Raw -496141.053601 + Penalty 3158.172370 = -492982.881231 nChanged 89 SP:Iteration 14Q (1606.824084 sec): 3 clusters Score: Raw -496174.481514 + Penalty 3158.172370 = -493016.309145 nChanged 91 SP:Iteration 15Q (1606.889943 sec): 3 clusters Score: Raw -496206.793313 + Penalty 3158.172370 = -493048.620944 nChanged 68 SP:Iteration 16Q (1606.955602 sec): 3 clusters Score: Raw -496232.049999 + Penalty 3158.172370 = -493073.877630 nChanged 64 SP:Iteration 17Q (1607.014922 sec): 3 clusters Score: Raw -496254.848811 + Penalty 3158.172370 = -493096.676442 nChanged 67 SP:Iteration 18Q (1607.066056 sec): 3 clusters Score: Raw -496277.225183 + Penalty 3158.172370 = -493119.052813 nChanged 66 SP:Iteration 19Q (1607.117077 sec): 3 clusters Score: Raw -496301.257801 + Penalty 3158.172370 = -493143.085431 nChanged 62 SP:Iteration 20F (1607.177104 sec): 3 clusters Score: Raw -496326.000551 + Penalty 3158.172370 = -493167.828182 nChanged 48 SP:Iteration 21Q (1607.239943 sec): 3 clusters Score: Raw -496341.231219 + Penalty 3158.172370 = -493183.058849 nChanged 35 SP:Iteration 22Q (1607.302304 sec): 3 clusters Score: Raw -496353.640289 + Penalty 3158.172370 = -493195.467919 nChanged 45 SP:Iteration 23Q (1607.359880 sec): 3 clusters Score: Raw -496366.919912 + Penalty 3158.172370 = -493208.747542 nChanged 43 SP:Iteration 24Q (1607.417643 sec): 3 clusters Score: Raw -496380.244292 + Penalty 3158.172370 = -493222.071922 nChanged 48 SP:Iteration 25Q (1607.474424 sec): 3 clusters Score: Raw -496394.005202 + Penalty 3158.172370 = -493235.832833 nChanged 37 SP:Iteration 26Q (1607.530728 sec): 3 clusters Score: Raw -496401.849418 + Penalty 3158.172370 = -493243.677048 nChanged 31 SP:Iteration 27Q (1607.586575 sec): 3 clusters Score: Raw -496406.376456 + Penalty 3158.172370 = -493248.204087 nChanged 20 SP:Iteration 28Q (1607.665444 sec): 3 clusters Score: Raw -496409.166586 + Penalty 3158.172370 = -493250.994216 nChanged 14 SP:Iteration 29Q (1607.725182 sec): 3 clusters Score: Raw -496411.463657 + Penalty 3158.172370 = -493253.291287 nChanged 16 SP:Iteration 30Q (1607.782963 sec): 3 clusters Score: Raw -496413.728029 + Penalty 3158.172370 = -493255.555659 nChanged 12 SP:Iteration 31Q (1607.839451 sec): 3 clusters Score: Raw -496415.585659 + Penalty 3158.172370 = -493257.413289 nChanged 15 SP:Iteration 32Q (1607.896118 sec): 3 clusters Score: Raw -496417.647457 + Penalty 3158.172370 = -493259.475087 nChanged 9 SP:Iteration 33Q (1608.048144 sec): 3 clusters Score: Raw -496418.980061 + Penalty 3158.172370 = -493260.807692 nChanged 6 SP:Iteration 34Q (1608.220111 sec): 3 clusters Score: Raw -496419.451678 + Penalty 3158.172370 = -493261.279309 nChanged 5 SP:Iteration 35Q (1608.340404 sec): 3 clusters Score: Raw -496419.931925 + Penalty 3158.172370 = -493261.759555 nChanged 3 SP:Iteration 36Q (1608.395859 sec): 3 clusters Score: Raw -496420.209008 + Penalty 3158.172370 = -493262.036639 nChanged 2 SP:Iteration 37Q (1608.452146 sec): 3 clusters Score: Raw -496420.472416 + Penalty 3158.172370 = -493262.300046 nChanged 2 SP:Iteration 38Q (1608.510622 sec): 3 clusters Score: Raw -496420.643763 + Penalty 3158.172370 = -493262.471394 nChanged 0 SP:Iteration 39F (1608.570113 sec): 3 clusters Score: Raw -496420.643763 + Penalty 3158.172370 = -493262.471394 nChanged 0 Score: Raw -7017325.251909 + Penalty 24275.105895 = -6993050.146014 Splitting cluster 6 changes total score from -6963836.079310 to -6993050.146014 So it's getting split into cluster 12. Iteration 59Q (1611.061988 sec): 13 clusters Score: Raw -7021702.194648 + Penalty 24275.105895 = -6997427.088753 nChanged 4067 Iteration 60F (1612.426554 sec): 13 clusters Score: Raw -7024860.048159 + Penalty 24275.105895 = -7000584.942264 nChanged 2645 Iteration 61Q (1613.366741 sec): 13 clusters Score: Raw -7026077.167402 + Penalty 24275.105895 = -7001802.061506 nChanged 1535 Iteration 62Q (1614.163266 sec): 13 clusters Score: Raw -7026722.823328 + Penalty 24275.105895 = -7002447.717432 nChanged 1125 Iteration 63Q (1615.014079 sec): 13 clusters Score: Raw -7027118.333019 + Penalty 24275.105895 = -7002843.227124 nChanged 893 Iteration 64Q (1616.276498 sec): 13 clusters Score: Raw -7027434.693261 + Penalty 24275.105895 = -7003159.587365 nChanged 797 Iteration 65Q (1617.491410 sec): 13 clusters Score: Raw -7027731.038474 + Penalty 24275.105895 = -7003455.932579 nChanged 729 Iteration 66Q (1618.299990 sec): 13 clusters Score: Raw -7027962.563265 + Penalty 24275.105895 = -7003687.457370 nChanged 652 Iteration 67Q (1619.096279 sec): 13 clusters Score: Raw -7028160.426518 + Penalty 24275.105895 = -7003885.320623 nChanged 608 Iteration 68Q (1619.909191 sec): 13 clusters Score: Raw -7028330.736152 + Penalty 24275.105895 = -7004055.630257 nChanged 524 Iteration 69Q (1620.662359 sec): 13 clusters Score: Raw -7028473.657752 + Penalty 24275.105895 = -7004198.551857 nChanged 463 Iteration 70Q (1621.514963 sec): 13 clusters Score: Raw -7028584.082703 + Penalty 24275.105895 = -7004308.976808 nChanged 392 Iteration 71Q (1622.266308 sec): 13 clusters Score: Raw -7028664.869101 + Penalty 24275.105895 = -7004389.763205 nChanged 343 Iteration 72Q (1623.090456 sec): 13 clusters Score: Raw -7028742.333731 + Penalty 24275.105895 = -7004467.227836 nChanged 328 Iteration 73Q (1623.842407 sec): 13 clusters Score: Raw -7028811.846854 + Penalty 24275.105895 = -7004536.740959 nChanged 302 Iteration 74Q (1624.647154 sec): 13 clusters Score: Raw -7028871.549317 + Penalty 24275.105895 = -7004596.443422 nChanged 252 Iteration 75Q (1625.426502 sec): 13 clusters Score: Raw -7028923.808963 + Penalty 24275.105895 = -7004648.703068 nChanged 221 Iteration 76Q (1626.235364 sec): 13 clusters Score: Raw -7028974.745227 + Penalty 24275.105895 = -7004699.639331 nChanged 232 Iteration 77Q (1627.024358 sec): 13 clusters Score: Raw -7029024.540504 + Penalty 24275.105895 = -7004749.434609 nChanged 249 Iteration 78Q (1627.794522 sec): 13 clusters Score: Raw -7029080.497701 + Penalty 24275.105895 = -7004805.391806 nChanged 239 Iteration 79Q (1628.550437 sec): 13 clusters Score: Raw -7029135.976482 + Penalty 24275.105895 = -7004860.870587 nChanged 229 Iteration 80F (1629.934211 sec): 13 clusters Score: Raw -7029228.261823 + Penalty 24275.105895 = -7004953.155928 nChanged 231 Iteration 81Q (1630.702183 sec): 13 clusters Score: Raw -7029307.735554 + Penalty 24275.105895 = -7005032.629659 nChanged 257 Iteration 82Q (1631.567569 sec): 13 clusters Score: Raw -7029390.764695 + Penalty 24275.105895 = -7005115.658800 nChanged 277 Iteration 83Q (1632.565925 sec): 13 clusters Score: Raw -7029497.457140 + Penalty 24275.105895 = -7005222.351245 nChanged 316 Iteration 84Q (1633.355778 sec): 13 clusters Score: Raw -7029639.919980 + Penalty 24275.105895 = -7005364.814085 nChanged 376 Iteration 85Q (1634.149962 sec): 13 clusters Score: Raw -7029790.484351 + Penalty 24275.105895 = -7005515.378456 nChanged 363 Iteration 86Q (1634.946697 sec): 13 clusters Score: Raw -7029925.815308 + Penalty 24275.105895 = -7005650.709413 nChanged 341 Iteration 87Q (1635.778383 sec): 13 clusters Score: Raw -7030019.103047 + Penalty 24275.105895 = -7005743.997152 nChanged 330 Iteration 88Q (1636.528480 sec): 13 clusters Score: Raw -7030102.345222 + Penalty 24275.105895 = -7005827.239327 nChanged 335 Iteration 89Q (1637.278738 sec): 13 clusters Score: Raw -7030194.274848 + Penalty 24275.105895 = -7005919.168953 nChanged 316 Iteration 90Q (1638.024430 sec): 13 clusters Score: Raw -7030283.690693 + Penalty 24275.105895 = -7006008.584797 nChanged 319 Iteration 91Q (1638.812421 sec): 13 clusters Score: Raw -7030375.005820 + Penalty 24275.105895 = -7006099.899925 nChanged 296 Iteration 92Q (1639.590872 sec): 13 clusters Score: Raw -7030454.850018 + Penalty 24275.105895 = -7006179.744122 nChanged 250 Iteration 93Q (1640.342183 sec): 13 clusters Score: Raw -7030520.449025 + Penalty 24275.105895 = -7006245.343130 nChanged 228 Iteration 94Q (1641.150254 sec): 13 clusters Score: Raw -7030581.698694 + Penalty 24275.105895 = -7006306.592799 nChanged 224 Iteration 95Q (1641.930593 sec): 13 clusters Score: Raw -7030638.410428 + Penalty 24275.105895 = -7006363.304533 nChanged 215 Iteration 96Q (1642.738478 sec): 13 clusters Score: Raw -7030689.282840 + Penalty 24275.105895 = -7006414.176945 nChanged 221 Iteration 97Q (1643.520781 sec): 13 clusters Score: Raw -7030748.393731 + Penalty 24275.105895 = -7006473.287836 nChanged 216 Iteration 98Q (1644.330888 sec): 13 clusters Score: Raw -7030799.350934 + Penalty 24275.105895 = -7006524.245039 nChanged 213 Writing temp clu file Because OldScore, -7006473.287836, is greater than current (better) Score,-7006524.245039 Compute initial score before splitting: Score: Raw -7030799.350934 + Penalty 24275.105895 = -7006524.245039 Trying to split cluster 1 (3624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1644.474077 sec): 2 clusters Score: Raw -258640.936385 + Penalty 1438.281059 = -257202.655326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1644.568285 sec): 3 clusters Score: Raw -256887.677632 + Penalty 2876.562117 = -254011.115515 nChanged 1388 SP:Iteration 1F (1644.615929 sec): 3 clusters Score: Raw -257807.781937 + Penalty 2876.562117 = -254931.219820 nChanged 361 SP:Iteration 2F (1644.648453 sec): 3 clusters Score: Raw -258172.635470 + Penalty 2876.562117 = -255296.073353 nChanged 335 SP:Iteration 3F (1644.680996 sec): 3 clusters Score: Raw -258559.211962 + Penalty 2876.562117 = -255682.649845 nChanged 278 SP:Iteration 4F (1644.713490 sec): 3 clusters Score: Raw -258912.249860 + Penalty 2876.562117 = -256035.687743 nChanged 263 SP:Iteration 5F (1644.746491 sec): 3 clusters Score: Raw -259181.052742 + Penalty 2876.562117 = -256304.490625 nChanged 142 SP:Iteration 6Q (1644.780225 sec): 3 clusters Score: Raw -259314.977320 + Penalty 2876.562117 = -256438.415203 nChanged 94 SP:Iteration 7Q (1644.813951 sec): 3 clusters Score: Raw -259395.014545 + Penalty 2876.562117 = -256518.452428 nChanged 79 SP:Iteration 8Q (1644.847758 sec): 3 clusters Score: Raw -259457.204299 + Penalty 2876.562117 = -256580.642182 nChanged 73 SP:Iteration 9Q (1644.881511 sec): 3 clusters Score: Raw -259517.355338 + Penalty 2876.562117 = -256640.793221 nChanged 74 SP:Iteration 10Q (1644.915173 sec): 3 clusters Score: Raw -259582.630565 + Penalty 2876.562117 = -256706.068448 nChanged 67 SP:Iteration 11Q (1645.015590 sec): 3 clusters Score: Raw -259628.159799 + Penalty 2876.562117 = -256751.597681 nChanged 54 SP:Iteration 12Q (1645.133544 sec): 3 clusters Score: Raw -259660.641979 + Penalty 2876.562117 = -256784.079861 nChanged 48 SP:Iteration 13Q (1645.239046 sec): 3 clusters Score: Raw -259689.086744 + Penalty 2876.562117 = -256812.524627 nChanged 43 SP:Iteration 14Q (1645.316261 sec): 3 clusters Score: Raw -259716.352226 + Penalty 2876.562117 = -256839.790109 nChanged 36 SP:Iteration 15Q (1645.351655 sec): 3 clusters Score: Raw -259734.506983 + Penalty 2876.562117 = -256857.944866 nChanged 21 SP:Iteration 16Q (1645.387199 sec): 3 clusters Score: Raw -259743.721908 + Penalty 2876.562117 = -256867.159791 nChanged 24 SP:Iteration 17Q (1645.422647 sec): 3 clusters Score: Raw -259754.644547 + Penalty 2876.562117 = -256878.082429 nChanged 27 SP:Iteration 18Q (1645.461703 sec): 3 clusters Score: Raw -259764.956958 + Penalty 2876.562117 = -256888.394841 nChanged 21 SP:Iteration 19Q (1645.501525 sec): 3 clusters Score: Raw -259771.499835 + Penalty 2876.562117 = -256894.937718 nChanged 18 SP:Iteration 20F (1645.541631 sec): 3 clusters Score: Raw -259778.720617 + Penalty 2876.562117 = -256902.158500 nChanged 20 SP:Iteration 21Q (1645.582762 sec): 3 clusters Score: Raw -259785.228094 + Penalty 2876.562117 = -256908.665977 nChanged 10 SP:Iteration 22Q (1645.623078 sec): 3 clusters Score: Raw -259788.783683 + Penalty 2876.562117 = -256912.221566 nChanged 12 SP:Iteration 23Q (1645.659144 sec): 3 clusters Score: Raw -259792.189948 + Penalty 2876.562117 = -256915.627831 nChanged 10 SP:Iteration 24Q (1645.695072 sec): 3 clusters Score: Raw -259795.119321 + Penalty 2876.562117 = -256918.557204 nChanged 4 SP:Iteration 25Q (1645.730952 sec): 3 clusters Score: Raw -259796.064507 + Penalty 2876.562117 = -256919.502390 nChanged 2 SP:Iteration 26Q (1645.766822 sec): 3 clusters Score: Raw -259796.873691 + Penalty 2876.562117 = -256920.311574 nChanged 3 SP:Iteration 27Q (1645.804345 sec): 3 clusters Score: Raw -259797.449791 + Penalty 2876.562117 = -256920.887674 nChanged 3 SP:Iteration 28Q (1645.844412 sec): 3 clusters Score: Raw -259798.060393 + Penalty 2876.562117 = -256921.498276 nChanged 0 SP:Iteration 29F (1645.884470 sec): 3 clusters Score: Raw -259798.060393 + Penalty 2876.562117 = -256921.498276 nChanged 0 Trying to split cluster 2 (6757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1645.934241 sec): 2 clusters Score: Raw -502375.703138 + Penalty 1547.617667 = -500828.085471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1645.986545 sec): 3 clusters Score: Raw -498731.406092 + Penalty 3095.235334 = -495636.170758 nChanged 2838 SP:Iteration 1F (1646.040017 sec): 3 clusters Score: Raw -500541.887427 + Penalty 3095.235334 = -497446.652093 nChanged 656 SP:Iteration 2F (1646.089705 sec): 3 clusters Score: Raw -501243.977662 + Penalty 3095.235334 = -498148.742329 nChanged 657 SP:Iteration 3F (1646.139393 sec): 3 clusters Score: Raw -501969.199819 + Penalty 3095.235334 = -498873.964486 nChanged 599 SP:Iteration 4F (1646.189211 sec): 3 clusters Score: Raw -502557.296073 + Penalty 3095.235334 = -499462.060739 nChanged 423 SP:Iteration 5F (1646.238187 sec): 3 clusters Score: Raw -502894.391764 + Penalty 3095.235334 = -499799.156431 nChanged 316 SP:Iteration 6Q (1646.287653 sec): 3 clusters Score: Raw -503080.487678 + Penalty 3095.235334 = -499985.252344 nChanged 204 SP:Iteration 7Q (1646.337208 sec): 3 clusters Score: Raw -503178.433745 + Penalty 3095.235334 = -500083.198411 nChanged 120 SP:Iteration 8Q (1646.386804 sec): 3 clusters Score: Raw -503224.126833 + Penalty 3095.235334 = -500128.891499 nChanged 83 SP:Iteration 9Q (1646.436058 sec): 3 clusters Score: Raw -503255.664797 + Penalty 3095.235334 = -500160.429463 nChanged 67 SP:Iteration 10Q (1646.567146 sec): 3 clusters Score: Raw -503278.023617 + Penalty 3095.235334 = -500182.788283 nChanged 58 SP:Iteration 11Q (1646.708152 sec): 3 clusters Score: Raw -503294.440858 + Penalty 3095.235334 = -500199.205525 nChanged 39 SP:Iteration 12Q (1646.813948 sec): 3 clusters Score: Raw -503307.631954 + Penalty 3095.235334 = -500212.396621 nChanged 48 SP:Iteration 13Q (1646.950556 sec): 3 clusters Score: Raw -503323.002504 + Penalty 3095.235334 = -500227.767171 nChanged 41 SP:Iteration 14Q (1647.108921 sec): 3 clusters Score: Raw -503335.657500 + Penalty 3095.235334 = -500240.422167 nChanged 42 SP:Iteration 15Q (1647.154604 sec): 3 clusters Score: Raw -503350.193308 + Penalty 3095.235334 = -500254.957975 nChanged 50 SP:Iteration 16Q (1647.202109 sec): 3 clusters Score: Raw -503365.051606 + Penalty 3095.235334 = -500269.816273 nChanged 47 SP:Iteration 17Q (1647.250821 sec): 3 clusters Score: Raw -503378.227284 + Penalty 3095.235334 = -500282.991951 nChanged 43 SP:Iteration 18Q (1647.329974 sec): 3 clusters Score: Raw -503391.631149 + Penalty 3095.235334 = -500296.395815 nChanged 35 SP:Iteration 19Q (1647.422410 sec): 3 clusters Score: Raw -503400.272038 + Penalty 3095.235334 = -500305.036704 nChanged 30 SP:Iteration 20F (1647.491820 sec): 3 clusters Score: Raw -503406.686741 + Penalty 3095.235334 = -500311.451407 nChanged 31 SP:Iteration 21Q (1647.551572 sec): 3 clusters Score: Raw -503414.423108 + Penalty 3095.235334 = -500319.187774 nChanged 32 SP:Iteration 22Q (1647.597598 sec): 3 clusters Score: Raw -503421.092323 + Penalty 3095.235334 = -500325.856989 nChanged 27 SP:Iteration 23Q (1647.643367 sec): 3 clusters Score: Raw -503429.343913 + Penalty 3095.235334 = -500334.108579 nChanged 26 SP:Iteration 24Q (1647.689672 sec): 3 clusters Score: Raw -503434.234766 + Penalty 3095.235334 = -500338.999433 nChanged 13 SP:Iteration 25Q (1647.736343 sec): 3 clusters Score: Raw -503436.824127 + Penalty 3095.235334 = -500341.588794 nChanged 12 SP:Iteration 26Q (1647.782008 sec): 3 clusters Score: Raw -503440.355287 + Penalty 3095.235334 = -500345.119953 nChanged 16 SP:Iteration 27Q (1647.827474 sec): 3 clusters Score: Raw -503444.799680 + Penalty 3095.235334 = -500349.564346 nChanged 18 SP:Iteration 28Q (1647.872972 sec): 3 clusters Score: Raw -503448.573515 + Penalty 3095.235334 = -500353.338182 nChanged 19 SP:Iteration 29Q (1647.918550 sec): 3 clusters Score: Raw -503452.822460 + Penalty 3095.235334 = -500357.587127 nChanged 20 SP:Iteration 30Q (1647.963875 sec): 3 clusters Score: Raw -503458.277713 + Penalty 3095.235334 = -500363.042379 nChanged 15 SP:Iteration 31Q (1648.009143 sec): 3 clusters Score: Raw -503461.709668 + Penalty 3095.235334 = -500366.474334 nChanged 16 SP:Iteration 32Q (1648.057662 sec): 3 clusters Score: Raw -503465.016146 + Penalty 3095.235334 = -500369.780812 nChanged 16 SP:Iteration 33Q (1648.114869 sec): 3 clusters Score: Raw -503467.012567 + Penalty 3095.235334 = -500371.777233 nChanged 8 SP:Iteration 34Q (1648.165632 sec): 3 clusters Score: Raw -503468.105375 + Penalty 3095.235334 = -500372.870042 nChanged 7 SP:Iteration 35Q (1648.215487 sec): 3 clusters Score: Raw -503469.204147 + Penalty 3095.235334 = -500373.968814 nChanged 6 SP:Iteration 36Q (1648.266377 sec): 3 clusters Score: Raw -503470.274768 + Penalty 3095.235334 = -500375.039434 nChanged 7 SP:Iteration 37Q (1648.320759 sec): 3 clusters Score: Raw -503470.824332 + Penalty 3095.235334 = -500375.588999 nChanged 4 SP:Iteration 38Q (1648.375307 sec): 3 clusters Score: Raw -503471.411831 + Penalty 3095.235334 = -500376.176498 nChanged 2 SP:Iteration 39Q (1648.429566 sec): 3 clusters Score: Raw -503471.801394 + Penalty 3095.235334 = -500376.566061 nChanged 1 SP:Iteration 40F (1648.481683 sec): 3 clusters Score: Raw -503472.053875 + Penalty 3095.235334 = -500376.818542 nChanged 2 SP:Iteration 41Q (1648.533210 sec): 3 clusters Score: Raw -503472.682999 + Penalty 3095.235334 = -500377.447665 nChanged 2 SP:Iteration 42Q (1648.657958 sec): 3 clusters Score: Raw -503472.961064 + Penalty 3095.235334 = -500377.725731 nChanged 1 SP:Iteration 43Q (1648.792536 sec): 3 clusters Score: Raw -503473.154084 + Penalty 3095.235334 = -500377.918751 nChanged 2 SP:Iteration 44Q (1648.901686 sec): 3 clusters Score: Raw -503473.673437 + Penalty 3095.235334 = -500378.438104 nChanged 3 SP:Iteration 45Q (1648.979988 sec): 3 clusters Score: Raw -503474.014724 + Penalty 3095.235334 = -500378.779390 nChanged 2 SP:Iteration 46Q (1649.029541 sec): 3 clusters Score: Raw -503474.241746 + Penalty 3095.235334 = -500379.006413 nChanged 0 SP:Iteration 47F (1649.080387 sec): 3 clusters Score: Raw -503474.241746 + Penalty 3095.235334 = -500379.006413 nChanged 0 Trying to split cluster 3 (3494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1649.145281 sec): 2 clusters Score: Raw -172060.786459 + Penalty 1431.869837 = -170628.916622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1649.232219 sec): 3 clusters Score: Raw -170459.062711 + Penalty 2863.739674 = -167595.323037 nChanged 1394 SP:Iteration 1F (1649.274480 sec): 3 clusters Score: Raw -171716.762744 + Penalty 2863.739674 = -168853.023070 nChanged 417 SP:Iteration 2F (1649.314819 sec): 3 clusters Score: Raw -172327.914480 + Penalty 2863.739674 = -169464.174806 nChanged 343 SP:Iteration 3F (1649.353366 sec): 3 clusters Score: Raw -172893.827512 + Penalty 2863.739674 = -170030.087837 nChanged 285 SP:Iteration 4F (1649.392158 sec): 3 clusters Score: Raw -173397.847565 + Penalty 2863.739674 = -170534.107891 nChanged 227 SP:Iteration 5F (1649.430692 sec): 3 clusters Score: Raw -173793.822385 + Penalty 2863.739674 = -170930.082711 nChanged 172 SP:Iteration 6Q (1649.469587 sec): 3 clusters Score: Raw -174005.402239 + Penalty 2863.739674 = -171141.662565 nChanged 145 SP:Iteration 7Q (1649.508673 sec): 3 clusters Score: Raw -174171.981170 + Penalty 2863.739674 = -171308.241496 nChanged 115 SP:Iteration 8Q (1649.547746 sec): 3 clusters Score: Raw -174303.390402 + Penalty 2863.739674 = -171439.650727 nChanged 98 SP:Iteration 9Q (1649.586663 sec): 3 clusters Score: Raw -174428.956940 + Penalty 2863.739674 = -171565.217265 nChanged 94 SP:Iteration 10Q (1649.626233 sec): 3 clusters Score: Raw -174528.975328 + Penalty 2863.739674 = -171665.235654 nChanged 75 SP:Iteration 11Q (1649.665251 sec): 3 clusters Score: Raw -174610.041309 + Penalty 2863.739674 = -171746.301635 nChanged 70 SP:Iteration 12Q (1649.704590 sec): 3 clusters Score: Raw -174659.979912 + Penalty 2863.739674 = -171796.240238 nChanged 44 SP:Iteration 13Q (1649.743329 sec): 3 clusters Score: Raw -174682.965232 + Penalty 2863.739674 = -171819.225558 nChanged 34 SP:Iteration 14Q (1649.782600 sec): 3 clusters Score: Raw -174700.864209 + Penalty 2863.739674 = -171837.124535 nChanged 15 SP:Iteration 15Q (1649.821835 sec): 3 clusters Score: Raw -174714.128701 + Penalty 2863.739674 = -171850.389026 nChanged 13 SP:Iteration 16Q (1649.861406 sec): 3 clusters Score: Raw -174725.517171 + Penalty 2863.739674 = -171861.777497 nChanged 13 SP:Iteration 17Q (1649.906605 sec): 3 clusters Score: Raw -174732.383784 + Penalty 2863.739674 = -171868.644110 nChanged 9 SP:Iteration 18Q (1650.025374 sec): 3 clusters Score: Raw -174737.348190 + Penalty 2863.739674 = -171873.608516 nChanged 6 SP:Iteration 19Q (1650.086559 sec): 3 clusters Score: Raw -174740.577577 + Penalty 2863.739674 = -171876.837902 nChanged 5 SP:Iteration 20F (1650.126482 sec): 3 clusters Score: Raw -174762.460406 + Penalty 2863.739674 = -171898.720732 nChanged 12 SP:Iteration 21Q (1650.166407 sec): 3 clusters Score: Raw -174781.819738 + Penalty 2863.739674 = -171918.080064 nChanged 16 SP:Iteration 22Q (1650.206559 sec): 3 clusters Score: Raw -174790.132281 + Penalty 2863.739674 = -171926.392607 nChanged 11 SP:Iteration 23Q (1650.332172 sec): 3 clusters Score: Raw -174803.383605 + Penalty 2863.739674 = -171939.643931 nChanged 19 SP:Iteration 24Q (1650.476553 sec): 3 clusters Score: Raw -174820.651652 + Penalty 2863.739674 = -171956.911978 nChanged 13 SP:Iteration 25Q (1650.605957 sec): 3 clusters Score: Raw -174833.446900 + Penalty 2863.739674 = -171969.707226 nChanged 13 SP:Iteration 26Q (1650.705769 sec): 3 clusters Score: Raw -174845.542459 + Penalty 2863.739674 = -171981.802785 nChanged 17 SP:Iteration 27Q (1650.793917 sec): 3 clusters Score: Raw -174861.043469 + Penalty 2863.739674 = -171997.303795 nChanged 23 SP:Iteration 28Q (1650.833270 sec): 3 clusters Score: Raw -174888.633614 + Penalty 2863.739674 = -172024.893940 nChanged 26 SP:Iteration 29Q (1650.873509 sec): 3 clusters Score: Raw -174915.889383 + Penalty 2863.739674 = -172052.149708 nChanged 25 SP:Iteration 30Q (1650.912766 sec): 3 clusters Score: Raw -174933.736347 + Penalty 2863.739674 = -172069.996672 nChanged 22 SP:Iteration 31Q (1650.951860 sec): 3 clusters Score: Raw -174945.812298 + Penalty 2863.739674 = -172082.072624 nChanged 19 SP:Iteration 32Q (1650.991215 sec): 3 clusters Score: Raw -174951.990892 + Penalty 2863.739674 = -172088.251218 nChanged 9 SP:Iteration 33Q (1651.030360 sec): 3 clusters Score: Raw -174956.072573 + Penalty 2863.739674 = -172092.332899 nChanged 9 SP:Iteration 34Q (1651.069925 sec): 3 clusters Score: Raw -174958.850366 + Penalty 2863.739674 = -172095.110692 nChanged 5 SP:Iteration 35Q (1651.109314 sec): 3 clusters Score: Raw -174960.933775 + Penalty 2863.739674 = -172097.194101 nChanged 5 SP:Iteration 36Q (1651.149196 sec): 3 clusters Score: Raw -174964.141247 + Penalty 2863.739674 = -172100.401573 nChanged 2 SP:Iteration 37Q (1651.189327 sec): 3 clusters Score: Raw -174964.549953 + Penalty 2863.739674 = -172100.810279 nChanged 1 SP:Iteration 38Q (1651.228742 sec): 3 clusters Score: Raw -174964.643195 + Penalty 2863.739674 = -172100.903521 nChanged 0 SP:Iteration 39F (1651.269005 sec): 3 clusters Score: Raw -174964.643195 + Penalty 2863.739674 = -172100.903521 nChanged 0 Score: Raw -7033733.425624 + Penalty 26298.031386 = -7007435.394238 Splitting cluster 3 changes total score from -7006524.245039 to -7007435.394238 So it's getting split into cluster 13. Trying to split cluster 4 (8309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1653.041927 sec): 2 clusters Score: Raw -544644.180974 + Penalty 1583.904092 = -543060.276882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1653.095839 sec): 3 clusters Score: Raw -540073.513787 + Penalty 3167.808185 = -536905.705602 nChanged 3548 SP:Iteration 1F (1653.148315 sec): 3 clusters Score: Raw -542561.447646 + Penalty 3167.808185 = -539393.639461 nChanged 780 SP:Iteration 2F (1653.214447 sec): 3 clusters Score: Raw -543402.944277 + Penalty 3167.808185 = -540235.136092 nChanged 752 SP:Iteration 3F (1653.299762 sec): 3 clusters Score: Raw -544224.591651 + Penalty 3167.808185 = -541056.783466 nChanged 675 SP:Iteration 4F (1653.372385 sec): 3 clusters Score: Raw -544923.653243 + Penalty 3167.808185 = -541755.845058 nChanged 573 SP:Iteration 5F (1653.426128 sec): 3 clusters Score: Raw -545458.902872 + Penalty 3167.808185 = -542291.094687 nChanged 432 SP:Iteration 6F (1653.480085 sec): 3 clusters Score: Raw -545787.029454 + Penalty 3167.808185 = -542619.221269 nChanged 293 SP:Iteration 7Q (1653.540370 sec): 3 clusters Score: Raw -546007.986274 + Penalty 3167.808185 = -542840.178089 nChanged 230 SP:Iteration 8Q (1653.604320 sec): 3 clusters Score: Raw -546174.859511 + Penalty 3167.808185 = -543007.051326 nChanged 193 SP:Iteration 9Q (1653.667669 sec): 3 clusters Score: Raw -546328.760781 + Penalty 3167.808185 = -543160.952596 nChanged 171 SP:Iteration 10Q (1653.729845 sec): 3 clusters Score: Raw -546429.652675 + Penalty 3167.808185 = -543261.844490 nChanged 135 SP:Iteration 11Q (1653.789733 sec): 3 clusters Score: Raw -546495.144515 + Penalty 3167.808185 = -543327.336331 nChanged 102 SP:Iteration 12Q (1653.933718 sec): 3 clusters Score: Raw -546536.421015 + Penalty 3167.808185 = -543368.612830 nChanged 73 SP:Iteration 13Q (1654.097391 sec): 3 clusters Score: Raw -546555.508266 + Penalty 3167.808185 = -543387.700082 nChanged 44 SP:Iteration 14Q (1654.228435 sec): 3 clusters Score: Raw -546565.993099 + Penalty 3167.808185 = -543398.184914 nChanged 46 SP:Iteration 15Q (1654.284934 sec): 3 clusters Score: Raw -546577.471941 + Penalty 3167.808185 = -543409.663756 nChanged 32 SP:Iteration 16Q (1654.341279 sec): 3 clusters Score: Raw -546586.613415 + Penalty 3167.808185 = -543418.805230 nChanged 33 SP:Iteration 17Q (1654.398476 sec): 3 clusters Score: Raw -546593.612797 + Penalty 3167.808185 = -543425.804612 nChanged 27 SP:Iteration 18Q (1654.458077 sec): 3 clusters Score: Raw -546599.858458 + Penalty 3167.808185 = -543432.050273 nChanged 20 SP:Iteration 19Q (1654.519032 sec): 3 clusters Score: Raw -546603.578899 + Penalty 3167.808185 = -543435.770714 nChanged 16 SP:Iteration 20F (1654.584011 sec): 3 clusters Score: Raw -546607.260169 + Penalty 3167.808185 = -543439.451984 nChanged 22 SP:Iteration 21Q (1654.648544 sec): 3 clusters Score: Raw -546613.463009 + Penalty 3167.808185 = -543445.654824 nChanged 17 SP:Iteration 22Q (1654.710904 sec): 3 clusters Score: Raw -546617.464913 + Penalty 3167.808185 = -543449.656728 nChanged 8 SP:Iteration 23Q (1654.768080 sec): 3 clusters Score: Raw -546620.305622 + Penalty 3167.808185 = -543452.497437 nChanged 12 SP:Iteration 24Q (1654.825306 sec): 3 clusters Score: Raw -546624.095060 + Penalty 3167.808185 = -543456.286875 nChanged 15 SP:Iteration 25Q (1654.889641 sec): 3 clusters Score: Raw -546629.014461 + Penalty 3167.808185 = -543461.206276 nChanged 18 SP:Iteration 26Q (1654.952944 sec): 3 clusters Score: Raw -546632.605461 + Penalty 3167.808185 = -543464.797276 nChanged 13 SP:Iteration 27Q (1655.014776 sec): 3 clusters Score: Raw -546635.536188 + Penalty 3167.808185 = -543467.728003 nChanged 14 SP:Iteration 28Q (1655.072484 sec): 3 clusters Score: Raw -546638.809116 + Penalty 3167.808185 = -543471.000931 nChanged 8 SP:Iteration 29Q (1655.130546 sec): 3 clusters Score: Raw -546640.981013 + Penalty 3167.808185 = -543473.172828 nChanged 12 SP:Iteration 30Q (1655.195526 sec): 3 clusters Score: Raw -546643.925584 + Penalty 3167.808185 = -543476.117399 nChanged 9 SP:Iteration 31Q (1655.260463 sec): 3 clusters Score: Raw -546646.206368 + Penalty 3167.808185 = -543478.398183 nChanged 9 SP:Iteration 32Q (1655.323326 sec): 3 clusters Score: Raw -546647.670579 + Penalty 3167.808185 = -543479.862394 nChanged 8 SP:Iteration 33Q (1655.380277 sec): 3 clusters Score: Raw -546649.172316 + Penalty 3167.808185 = -543481.364131 nChanged 11 SP:Iteration 34Q (1655.437502 sec): 3 clusters Score: Raw -546651.916627 + Penalty 3167.808185 = -543484.108442 nChanged 15 SP:Iteration 35Q (1655.501915 sec): 3 clusters Score: Raw -546657.419017 + Penalty 3167.808185 = -543489.610833 nChanged 19 SP:Iteration 36Q (1655.565491 sec): 3 clusters Score: Raw -546661.248517 + Penalty 3167.808185 = -543493.440332 nChanged 18 SP:Iteration 37Q (1655.627681 sec): 3 clusters Score: Raw -546665.088819 + Penalty 3167.808185 = -543497.280634 nChanged 14 SP:Iteration 38Q (1655.684471 sec): 3 clusters Score: Raw -546668.489178 + Penalty 3167.808185 = -543500.680993 nChanged 13 SP:Iteration 39Q (1655.741621 sec): 3 clusters Score: Raw -546671.243272 + Penalty 3167.808185 = -543503.435087 nChanged 15 SP:Iteration 40F (1655.807991 sec): 3 clusters Score: Raw -546677.387118 + Penalty 3167.808185 = -543509.578933 nChanged 19 SP:Iteration 41Q (1655.872644 sec): 3 clusters Score: Raw -546683.850656 + Penalty 3167.808185 = -543516.042472 nChanged 13 SP:Iteration 42Q (1655.935662 sec): 3 clusters Score: Raw -546688.390716 + Penalty 3167.808185 = -543520.582531 nChanged 16 SP:Iteration 43Q (1656.082006 sec): 3 clusters Score: Raw -546693.709655 + Penalty 3167.808185 = -543525.901470 nChanged 17 SP:Iteration 44Q (1656.251399 sec): 3 clusters Score: Raw -546699.083778 + Penalty 3167.808185 = -543531.275594 nChanged 23 SP:Iteration 45Q (1656.386601 sec): 3 clusters Score: Raw -546705.709884 + Penalty 3167.808185 = -543537.901699 nChanged 19 SP:Iteration 46Q (1656.540332 sec): 3 clusters Score: Raw -546711.456740 + Penalty 3167.808185 = -543543.648555 nChanged 19 SP:Iteration 47Q (1656.573630 sec): 3 clusters Score: Raw -546716.147469 + Penalty 3167.808185 = -543548.339284 nChanged 17 SP:Iteration 48Q (1656.628982 sec): 3 clusters Score: Raw -546720.570685 + Penalty 3167.808185 = -543552.762500 nChanged 13 SP:Iteration 49Q (1656.683244 sec): 3 clusters Score: Raw -546724.140384 + Penalty 3167.808185 = -543556.332199 nChanged 8 SP:Iteration 50Q (1656.740849 sec): 3 clusters Score: Raw -546726.734346 + Penalty 3167.808185 = -543558.926161 nChanged 9 SP:Iteration 51Q (1656.807476 sec): 3 clusters Score: Raw -546728.717602 + Penalty 3167.808185 = -543560.909417 nChanged 9 SP:Iteration 52Q (1656.875097 sec): 3 clusters Score: Raw -546731.780024 + Penalty 3167.808185 = -543563.971839 nChanged 9 SP:Iteration 53Q (1656.942350 sec): 3 clusters Score: Raw -546734.224194 + Penalty 3167.808185 = -543566.416009 nChanged 7 SP:Iteration 54Q (1657.006351 sec): 3 clusters Score: Raw -546736.164193 + Penalty 3167.808185 = -543568.356009 nChanged 7 SP:Iteration 55Q (1657.062832 sec): 3 clusters Score: Raw -546737.813442 + Penalty 3167.808185 = -543570.005257 nChanged 8 SP:Iteration 56Q (1657.122024 sec): 3 clusters Score: Raw -546739.232110 + Penalty 3167.808185 = -543571.423925 nChanged 7 SP:Iteration 57Q (1657.182083 sec): 3 clusters Score: Raw -546740.174749 + Penalty 3167.808185 = -543572.366564 nChanged 4 SP:Iteration 58Q (1657.242181 sec): 3 clusters Score: Raw -546740.550555 + Penalty 3167.808185 = -543572.742370 nChanged 0 SP:Iteration 59F (1657.303285 sec): 3 clusters Score: Raw -546740.550555 + Penalty 3167.808185 = -543572.742370 nChanged 0 Score: Raw -7035829.795204 + Penalty 28320.956878 = -7007508.838327 Splitting cluster 4 changes total score from -7006524.245039 to -7007508.838327 So it's getting split into cluster 14. Trying to split cluster 5 (37121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1659.304419 sec): 2 clusters Score: Raw -2830557.098032 + Penalty 1846.600141 = -2828710.497891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1659.550333 sec): 3 clusters Score: Raw -2807521.298423 + Penalty 3693.200282 = -2803828.098141 nChanged 17153 SP:Iteration 1F (1659.703873 sec): 3 clusters Score: Raw -2817239.361083 + Penalty 3693.200282 = -2813546.160800 nChanged 2186 SP:Iteration 2F (1659.877884 sec): 3 clusters Score: Raw -2818423.723338 + Penalty 3693.200282 = -2814730.523056 nChanged 2500 SP:Iteration 3F (1660.065504 sec): 3 clusters Score: Raw -2820017.828294 + Penalty 3693.200282 = -2816324.628011 nChanged 2764 SP:Iteration 4F (1660.270509 sec): 3 clusters Score: Raw -2821930.493832 + Penalty 3693.200282 = -2818237.293550 nChanged 2680 SP:Iteration 5F (1660.472354 sec): 3 clusters Score: Raw -2823799.402210 + Penalty 3693.200282 = -2820106.201928 nChanged 2558 SP:Iteration 6F (1660.620972 sec): 3 clusters Score: Raw -2825763.712483 + Penalty 3693.200282 = -2822070.512200 nChanged 2197 SP:Iteration 7F (1660.811567 sec): 3 clusters Score: Raw -2827738.784994 + Penalty 3693.200282 = -2824045.584712 nChanged 1863 SP:Iteration 8F (1660.994785 sec): 3 clusters Score: Raw -2830000.250308 + Penalty 3693.200282 = -2826307.050026 nChanged 1577 SP:Iteration 9Q (1661.147231 sec): 3 clusters Score: Raw -2832642.997543 + Penalty 3693.200282 = -2828949.797261 nChanged 1230 SP:Iteration 10Q (1661.320579 sec): 3 clusters Score: Raw -2834424.129873 + Penalty 3693.200282 = -2830730.929591 nChanged 952 SP:Iteration 11Q (1661.610925 sec): 3 clusters Score: Raw -2835340.395497 + Penalty 3693.200282 = -2831647.195215 nChanged 713 SP:Iteration 12Q (1661.837298 sec): 3 clusters Score: Raw -2836168.759557 + Penalty 3693.200282 = -2832475.559275 nChanged 677 SP:Iteration 13Q (1661.966551 sec): 3 clusters Score: Raw -2837093.321297 + Penalty 3693.200282 = -2833400.121014 nChanged 581 SP:Iteration 14Q (1662.152617 sec): 3 clusters Score: Raw -2837806.401005 + Penalty 3693.200282 = -2834113.200723 nChanged 525 SP:Iteration 15Q (1662.326474 sec): 3 clusters Score: Raw -2838262.708842 + Penalty 3693.200282 = -2834569.508559 nChanged 402 SP:Iteration 16Q (1662.458297 sec): 3 clusters Score: Raw -2838615.103484 + Penalty 3693.200282 = -2834921.903202 nChanged 287 SP:Iteration 17Q (1662.637780 sec): 3 clusters Score: Raw -2838828.370653 + Penalty 3693.200282 = -2835135.170371 nChanged 220 SP:Iteration 18Q (1662.768630 sec): 3 clusters Score: Raw -2838955.498585 + Penalty 3693.200282 = -2835262.298303 nChanged 136 SP:Iteration 19Q (1662.941885 sec): 3 clusters Score: Raw -2839011.755299 + Penalty 3693.200282 = -2835318.555017 nChanged 106 SP:Iteration 20F (1663.096476 sec): 3 clusters Score: Raw -2839037.428952 + Penalty 3693.200282 = -2835344.228669 nChanged 63 SP:Iteration 21Q (1663.248524 sec): 3 clusters Score: Raw -2839047.062041 + Penalty 3693.200282 = -2835353.861759 nChanged 39 SP:Iteration 22Q (1663.437729 sec): 3 clusters Score: Raw -2839050.462612 + Penalty 3693.200282 = -2835357.262330 nChanged 19 SP:Iteration 23Q (1663.596116 sec): 3 clusters Score: Raw -2839051.764701 + Penalty 3693.200282 = -2835358.564419 nChanged 11 SP:Iteration 24Q (1663.760868 sec): 3 clusters Score: Raw -2839052.262620 + Penalty 3693.200282 = -2835359.062338 nChanged 3 SP:Iteration 25Q (1663.910726 sec): 3 clusters Score: Raw -2839052.589244 + Penalty 3693.200282 = -2835359.388962 nChanged 5 SP:Iteration 26Q (1664.096121 sec): 3 clusters Score: Raw -2839052.942349 + Penalty 3693.200282 = -2835359.742067 nChanged 2 SP:Iteration 27Q (1664.242174 sec): 3 clusters Score: Raw -2839053.076862 + Penalty 3693.200282 = -2835359.876579 nChanged 1 SP:Iteration 28Q (1664.424877 sec): 3 clusters Score: Raw -2839053.131499 + Penalty 3693.200282 = -2835359.931216 nChanged 1 SP:Iteration 29Q (1664.574828 sec): 3 clusters Score: Raw -2839053.145029 + Penalty 3693.200282 = -2835359.944747 nChanged 0 SP:Iteration 30F (1664.778918 sec): 3 clusters Score: Raw -2839053.145029 + Penalty 3693.200282 = -2835359.944747 nChanged 0 Score: Raw -7044325.842202 + Penalty 30343.882369 = -7013981.959833 Splitting cluster 5 changes total score from -7006524.245039 to -7013981.959833 So it's getting split into cluster 15. Trying to split cluster 6 (4540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1666.831044 sec): 2 clusters Score: Raw -273985.728082 + Penalty 1477.829742 = -272507.898340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1666.874227 sec): 3 clusters Score: Raw -271768.505388 + Penalty 2955.659484 = -268812.845904 nChanged 1813 SP:Iteration 1F (1666.917430 sec): 3 clusters Score: Raw -273217.762430 + Penalty 2955.659484 = -270262.102945 nChanged 527 SP:Iteration 2F (1666.974097 sec): 3 clusters Score: Raw -273946.768559 + Penalty 2955.659484 = -270991.109075 nChanged 473 SP:Iteration 3F (1667.030917 sec): 3 clusters Score: Raw -274729.432861 + Penalty 2955.659484 = -271773.773377 nChanged 397 SP:Iteration 4F (1667.079847 sec): 3 clusters Score: Raw -275438.179236 + Penalty 2955.659484 = -272482.519751 nChanged 297 SP:Iteration 5F (1667.169902 sec): 3 clusters Score: Raw -275896.852050 + Penalty 2955.659484 = -272941.192566 nChanged 244 SP:Iteration 6F (1667.212074 sec): 3 clusters Score: Raw -276239.887871 + Penalty 2955.659484 = -273284.228387 nChanged 178 SP:Iteration 7Q (1667.255177 sec): 3 clusters Score: Raw -276432.496724 + Penalty 2955.659484 = -273476.837240 nChanged 135 SP:Iteration 8Q (1667.422037 sec): 3 clusters Score: Raw -276558.700171 + Penalty 2955.659484 = -273603.040687 nChanged 98 SP:Iteration 9Q (1667.525300 sec): 3 clusters Score: Raw -276645.240900 + Penalty 2955.659484 = -273689.581416 nChanged 71 SP:Iteration 10Q (1667.658729 sec): 3 clusters Score: Raw -276702.442294 + Penalty 2955.659484 = -273746.782809 nChanged 49 SP:Iteration 11Q (1667.747038 sec): 3 clusters Score: Raw -276734.456471 + Penalty 2955.659484 = -273778.796987 nChanged 35 SP:Iteration 12Q (1667.808385 sec): 3 clusters Score: Raw -276753.465067 + Penalty 2955.659484 = -273797.805583 nChanged 28 SP:Iteration 13Q (1667.849918 sec): 3 clusters Score: Raw -276763.261577 + Penalty 2955.659484 = -273807.602093 nChanged 16 SP:Iteration 14Q (1667.894176 sec): 3 clusters Score: Raw -276768.908288 + Penalty 2955.659484 = -273813.248803 nChanged 13 SP:Iteration 15Q (1667.938495 sec): 3 clusters Score: Raw -276774.915732 + Penalty 2955.659484 = -273819.256248 nChanged 12 SP:Iteration 16Q (1667.982424 sec): 3 clusters Score: Raw -276779.742250 + Penalty 2955.659484 = -273824.082765 nChanged 12 SP:Iteration 17Q (1668.026616 sec): 3 clusters Score: Raw -276783.587783 + Penalty 2955.659484 = -273827.928299 nChanged 8 SP:Iteration 18Q (1668.071812 sec): 3 clusters Score: Raw -276785.858736 + Penalty 2955.659484 = -273830.199252 nChanged 5 SP:Iteration 19Q (1668.117107 sec): 3 clusters Score: Raw -276787.456533 + Penalty 2955.659484 = -273831.797049 nChanged 5 SP:Iteration 20F (1668.162792 sec): 3 clusters Score: Raw -276788.525359 + Penalty 2955.659484 = -273832.865875 nChanged 0 Score: Raw -7047128.639479 + Penalty 32366.807860 = -7014761.831619 Splitting cluster 6 changes total score from -7006524.245039 to -7014761.831619 So it's getting split into cluster 16. Trying to split cluster 7 (8542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1670.058023 sec): 2 clusters Score: Raw -627809.419588 + Penalty 1588.757704 = -626220.661884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1670.122581 sec): 3 clusters Score: Raw -623156.497945 + Penalty 3177.515408 = -619978.982537 nChanged 3652 SP:Iteration 1F (1670.201879 sec): 3 clusters Score: Raw -625544.280025 + Penalty 3177.515408 = -622366.764616 nChanged 796 SP:Iteration 2F (1670.256744 sec): 3 clusters Score: Raw -626425.785443 + Penalty 3177.515408 = -623248.270034 nChanged 845 SP:Iteration 3F (1670.311890 sec): 3 clusters Score: Raw -627792.069470 + Penalty 3177.515408 = -624614.554061 nChanged 882 SP:Iteration 4F (1670.370303 sec): 3 clusters Score: Raw -629731.151028 + Penalty 3177.515408 = -626553.635620 nChanged 712 SP:Iteration 5F (1670.430923 sec): 3 clusters Score: Raw -631462.313220 + Penalty 3177.515408 = -628284.797811 nChanged 657 SP:Iteration 6F (1670.492352 sec): 3 clusters Score: Raw -633812.129379 + Penalty 3177.515408 = -630634.613971 nChanged 512 SP:Iteration 7F (1670.553693 sec): 3 clusters Score: Raw -636261.520532 + Penalty 3177.515408 = -633084.005124 nChanged 232 SP:Iteration 8Q (1670.611699 sec): 3 clusters Score: Raw -636760.388179 + Penalty 3177.515408 = -633582.872771 nChanged 67 SP:Iteration 9Q (1670.667031 sec): 3 clusters Score: Raw -636802.233983 + Penalty 3177.515408 = -633624.718575 nChanged 24 SP:Iteration 10Q (1670.719832 sec): 3 clusters Score: Raw -636818.763546 + Penalty 3177.515408 = -633641.248138 nChanged 12 SP:Iteration 11Q (1670.772663 sec): 3 clusters Score: Raw -636822.234858 + Penalty 3177.515408 = -633644.719450 nChanged 13 SP:Iteration 12Q (1670.831668 sec): 3 clusters Score: Raw -636825.884115 + Penalty 3177.515408 = -633648.368707 nChanged 6 SP:Iteration 13Q (1670.891477 sec): 3 clusters Score: Raw -636826.686101 + Penalty 3177.515408 = -633649.170693 nChanged 3 SP:Iteration 14Q (1670.950813 sec): 3 clusters Score: Raw -636826.948424 + Penalty 3177.515408 = -633649.433015 nChanged 0 SP:Iteration 15F (1671.133303 sec): 3 clusters Score: Raw -636826.948424 + Penalty 3177.515408 = -633649.433015 nChanged 0 Score: Raw -7056146.168315 + Penalty 34389.733351 = -7021756.434963 Splitting cluster 7 changes total score from -7006524.245039 to -7021756.434963 So it's getting split into cluster 17. Trying to split cluster 8 (7536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1673.175679 sec): 2 clusters Score: Raw -560880.123845 + Penalty 1566.766916 = -559313.356929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1673.235962 sec): 3 clusters Score: Raw -556798.515009 + Penalty 3133.533833 = -553664.981176 nChanged 3192 SP:Iteration 1F (1673.310272 sec): 3 clusters Score: Raw -558687.673439 + Penalty 3133.533833 = -555554.139607 nChanged 569 SP:Iteration 2F (1673.365025 sec): 3 clusters Score: Raw -559059.556290 + Penalty 3133.533833 = -555926.022458 nChanged 507 SP:Iteration 3F (1673.418941 sec): 3 clusters Score: Raw -559436.999469 + Penalty 3133.533833 = -556303.465636 nChanged 472 SP:Iteration 4F (1673.473567 sec): 3 clusters Score: Raw -559783.966414 + Penalty 3133.533833 = -556650.432581 nChanged 421 SP:Iteration 5F (1673.530282 sec): 3 clusters Score: Raw -560182.833913 + Penalty 3133.533833 = -557049.300081 nChanged 444 SP:Iteration 6F (1673.587096 sec): 3 clusters Score: Raw -560649.911292 + Penalty 3133.533833 = -557516.377459 nChanged 447 SP:Iteration 7F (1673.642803 sec): 3 clusters Score: Raw -561080.396962 + Penalty 3133.533833 = -557946.863129 nChanged 367 SP:Iteration 8Q (1673.696280 sec): 3 clusters Score: Raw -561380.503246 + Penalty 3133.533833 = -558246.969414 nChanged 288 SP:Iteration 9Q (1673.749843 sec): 3 clusters Score: Raw -561578.435504 + Penalty 3133.533833 = -558444.901672 nChanged 214 SP:Iteration 10Q (1673.804795 sec): 3 clusters Score: Raw -561709.461085 + Penalty 3133.533833 = -558575.927252 nChanged 168 SP:Iteration 11Q (1673.861503 sec): 3 clusters Score: Raw -561795.782009 + Penalty 3133.533833 = -558662.248176 nChanged 161 SP:Iteration 12Q (1673.918155 sec): 3 clusters Score: Raw -561875.670695 + Penalty 3133.533833 = -558742.136862 nChanged 137 SP:Iteration 13Q (1673.974676 sec): 3 clusters Score: Raw -561946.599027 + Penalty 3133.533833 = -558813.065194 nChanged 135 SP:Iteration 14Q (1674.031019 sec): 3 clusters Score: Raw -562021.324687 + Penalty 3133.533833 = -558887.790855 nChanged 140 SP:Iteration 15Q (1674.087258 sec): 3 clusters Score: Raw -562124.013158 + Penalty 3133.533833 = -558990.479326 nChanged 184 SP:Iteration 16Q (1674.142743 sec): 3 clusters Score: Raw -562262.484470 + Penalty 3133.533833 = -559128.950638 nChanged 191 SP:Iteration 17Q (1674.198158 sec): 3 clusters Score: Raw -562411.449901 + Penalty 3133.533833 = -559277.916069 nChanged 199 SP:Iteration 18Q (1674.253722 sec): 3 clusters Score: Raw -562590.308859 + Penalty 3133.533833 = -559456.775026 nChanged 209 SP:Iteration 19Q (1674.309676 sec): 3 clusters Score: Raw -562792.698673 + Penalty 3133.533833 = -559659.164841 nChanged 183 SP:Iteration 20F (1674.366347 sec): 3 clusters Score: Raw -562943.377729 + Penalty 3133.533833 = -559809.843896 nChanged 151 SP:Iteration 21Q (1674.421738 sec): 3 clusters Score: Raw -563089.078799 + Penalty 3133.533833 = -559955.544966 nChanged 171 SP:Iteration 22Q (1674.475706 sec): 3 clusters Score: Raw -563307.152728 + Penalty 3133.533833 = -560173.618896 nChanged 159 SP:Iteration 23Q (1674.527671 sec): 3 clusters Score: Raw -563550.581727 + Penalty 3133.533833 = -560417.047895 nChanged 180 SP:Iteration 24Q (1674.579965 sec): 3 clusters Score: Raw -563891.417440 + Penalty 3133.533833 = -560757.883608 nChanged 190 SP:Iteration 25Q (1674.633813 sec): 3 clusters Score: Raw -564126.127196 + Penalty 3133.533833 = -560992.593363 nChanged 154 SP:Iteration 26Q (1674.687341 sec): 3 clusters Score: Raw -564245.931575 + Penalty 3133.533833 = -561112.397743 nChanged 135 SP:Iteration 27Q (1674.868363 sec): 3 clusters Score: Raw -564337.040564 + Penalty 3133.533833 = -561203.506732 nChanged 102 SP:Iteration 28Q (1675.016493 sec): 3 clusters Score: Raw -564395.154417 + Penalty 3133.533833 = -561261.620585 nChanged 80 SP:Iteration 29Q (1675.154097 sec): 3 clusters Score: Raw -564446.253073 + Penalty 3133.533833 = -561312.719241 nChanged 70 SP:Iteration 30Q (1675.189531 sec): 3 clusters Score: Raw -564486.250134 + Penalty 3133.533833 = -561352.716301 nChanged 46 SP:Iteration 31Q (1675.248621 sec): 3 clusters Score: Raw -564512.551613 + Penalty 3133.533833 = -561379.017780 nChanged 70 SP:Iteration 32Q (1675.300467 sec): 3 clusters Score: Raw -564550.166168 + Penalty 3133.533833 = -561416.632336 nChanged 57 SP:Iteration 33Q (1675.352415 sec): 3 clusters Score: Raw -564571.444790 + Penalty 3133.533833 = -561437.910958 nChanged 52 SP:Iteration 34Q (1675.404255 sec): 3 clusters Score: Raw -564591.806045 + Penalty 3133.533833 = -561458.272212 nChanged 56 SP:Iteration 35Q (1675.458115 sec): 3 clusters Score: Raw -564613.759150 + Penalty 3133.533833 = -561480.225317 nChanged 49 SP:Iteration 36Q (1675.530037 sec): 3 clusters Score: Raw -564631.472448 + Penalty 3133.533833 = -561497.938616 nChanged 50 SP:Iteration 37Q (1675.582852 sec): 3 clusters Score: Raw -564648.950993 + Penalty 3133.533833 = -561515.417160 nChanged 44 SP:Iteration 38Q (1675.633941 sec): 3 clusters Score: Raw -564663.286263 + Penalty 3133.533833 = -561529.752431 nChanged 33 SP:Iteration 39Q (1675.683748 sec): 3 clusters Score: Raw -564673.328836 + Penalty 3133.533833 = -561539.795004 nChanged 27 SP:Iteration 40F (1675.737929 sec): 3 clusters Score: Raw -564683.435470 + Penalty 3133.533833 = -561549.901638 nChanged 22 SP:Iteration 41Q (1675.790869 sec): 3 clusters Score: Raw -564687.883372 + Penalty 3133.533833 = -561554.349539 nChanged 18 SP:Iteration 42Q (1675.844500 sec): 3 clusters Score: Raw -564692.164031 + Penalty 3133.533833 = -561558.630199 nChanged 17 SP:Iteration 43Q (1675.899198 sec): 3 clusters Score: Raw -564696.637267 + Penalty 3133.533833 = -561563.103435 nChanged 13 SP:Iteration 44Q (1675.953114 sec): 3 clusters Score: Raw -564699.928644 + Penalty 3133.533833 = -561566.394812 nChanged 13 SP:Iteration 45Q (1676.007411 sec): 3 clusters Score: Raw -564702.544808 + Penalty 3133.533833 = -561569.010976 nChanged 12 SP:Iteration 46Q (1676.061574 sec): 3 clusters Score: Raw -564705.178943 + Penalty 3133.533833 = -561571.645111 nChanged 13 SP:Iteration 47Q (1676.115276 sec): 3 clusters Score: Raw -564708.548864 + Penalty 3133.533833 = -561575.015032 nChanged 7 SP:Iteration 48Q (1676.169396 sec): 3 clusters Score: Raw -564709.724421 + Penalty 3133.533833 = -561576.190588 nChanged 7 SP:Iteration 49Q (1676.223252 sec): 3 clusters Score: Raw -564710.684518 + Penalty 3133.533833 = -561577.150685 nChanged 11 SP:Iteration 50Q (1676.289350 sec): 3 clusters Score: Raw -564714.133915 + Penalty 3133.533833 = -561580.600083 nChanged 8 SP:Iteration 51Q (1676.342991 sec): 3 clusters Score: Raw -564716.392133 + Penalty 3133.533833 = -561582.858300 nChanged 10 SP:Iteration 52Q (1676.396833 sec): 3 clusters Score: Raw -564719.633919 + Penalty 3133.533833 = -561586.100086 nChanged 14 SP:Iteration 53Q (1676.450877 sec): 3 clusters Score: Raw -564723.050572 + Penalty 3133.533833 = -561589.516740 nChanged 16 SP:Iteration 54Q (1676.505228 sec): 3 clusters Score: Raw -564726.772955 + Penalty 3133.533833 = -561593.239122 nChanged 11 SP:Iteration 55Q (1676.559589 sec): 3 clusters Score: Raw -564728.848067 + Penalty 3133.533833 = -561595.314234 nChanged 5 SP:Iteration 56Q (1676.614010 sec): 3 clusters Score: Raw -564729.589002 + Penalty 3133.533833 = -561596.055170 nChanged 8 SP:Iteration 57Q (1676.668621 sec): 3 clusters Score: Raw -564730.825936 + Penalty 3133.533833 = -561597.292104 nChanged 8 SP:Iteration 58Q (1676.807943 sec): 3 clusters Score: Raw -564731.745350 + Penalty 3133.533833 = -561598.211518 nChanged 4 SP:Iteration 59Q (1676.957795 sec): 3 clusters Score: Raw -564732.370619 + Penalty 3133.533833 = -561598.836786 nChanged 3 SP:Iteration 60F (1677.091234 sec): 3 clusters Score: Raw -564732.727549 + Penalty 3133.533833 = -561599.193717 nChanged 3 SP:Iteration 61Q (1677.165804 sec): 3 clusters Score: Raw -564733.087370 + Penalty 3133.533833 = -561599.553537 nChanged 0 SP:Iteration 62F (1677.219844 sec): 3 clusters Score: Raw -564733.087370 + Penalty 3133.533833 = -561599.553537 nChanged 0 Score: Raw -7059999.131839 + Penalty 36412.658843 = -7023586.472997 Splitting cluster 8 changes total score from -7006524.245039 to -7023586.472997 So it's getting split into cluster 18. Trying to split cluster 9 (3031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1679.573820 sec): 2 clusters Score: Raw -181654.128626 + Penalty 1406.921702 = -180247.206923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1679.611989 sec): 3 clusters Score: Raw -180226.874595 + Penalty 2813.843405 = -177413.031190 nChanged 1167 SP:Iteration 1F (1679.652044 sec): 3 clusters Score: Raw -181052.535292 + Penalty 2813.843405 = -178238.691887 nChanged 331 SP:Iteration 2F (1679.692193 sec): 3 clusters Score: Raw -181532.137636 + Penalty 2813.843405 = -178718.294231 nChanged 326 SP:Iteration 3F (1679.731862 sec): 3 clusters Score: Raw -182049.395791 + Penalty 2813.843405 = -179235.552386 nChanged 293 SP:Iteration 4F (1679.768611 sec): 3 clusters Score: Raw -182458.273691 + Penalty 2813.843405 = -179644.430286 nChanged 213 SP:Iteration 5F (1679.805417 sec): 3 clusters Score: Raw -182685.465731 + Penalty 2813.843405 = -179871.622326 nChanged 129 SP:Iteration 6Q (1679.842494 sec): 3 clusters Score: Raw -182814.030872 + Penalty 2813.843405 = -180000.187467 nChanged 94 SP:Iteration 7Q (1679.879493 sec): 3 clusters Score: Raw -182891.104347 + Penalty 2813.843405 = -180077.260942 nChanged 65 SP:Iteration 8Q (1679.916464 sec): 3 clusters Score: Raw -182944.096439 + Penalty 2813.843405 = -180130.253034 nChanged 48 SP:Iteration 9Q (1679.953780 sec): 3 clusters Score: Raw -182977.682238 + Penalty 2813.843405 = -180163.838833 nChanged 25 SP:Iteration 10Q (1679.990607 sec): 3 clusters Score: Raw -182996.599133 + Penalty 2813.843405 = -180182.755728 nChanged 19 SP:Iteration 11Q (1680.027610 sec): 3 clusters Score: Raw -183004.809359 + Penalty 2813.843405 = -180190.965954 nChanged 15 SP:Iteration 12Q (1680.064622 sec): 3 clusters Score: Raw -183010.925759 + Penalty 2813.843405 = -180197.082354 nChanged 7 SP:Iteration 13Q (1680.101527 sec): 3 clusters Score: Raw -183013.531545 + Penalty 2813.843405 = -180199.688140 nChanged 11 SP:Iteration 14Q (1680.138563 sec): 3 clusters Score: Raw -183019.242023 + Penalty 2813.843405 = -180205.398618 nChanged 12 SP:Iteration 15Q (1680.175459 sec): 3 clusters Score: Raw -183024.095930 + Penalty 2813.843405 = -180210.252526 nChanged 11 SP:Iteration 16Q (1680.212453 sec): 3 clusters Score: Raw -183028.615796 + Penalty 2813.843405 = -180214.772391 nChanged 10 SP:Iteration 17Q (1680.249328 sec): 3 clusters Score: Raw -183033.891429 + Penalty 2813.843405 = -180220.048024 nChanged 10 SP:Iteration 18Q (1680.286141 sec): 3 clusters Score: Raw -183039.380543 + Penalty 2813.843405 = -180225.537138 nChanged 8 SP:Iteration 19Q (1680.322826 sec): 3 clusters Score: Raw -183046.696119 + Penalty 2813.843405 = -180232.852714 nChanged 11 SP:Iteration 20F (1680.359343 sec): 3 clusters Score: Raw -183051.081582 + Penalty 2813.843405 = -180237.238177 nChanged 7 SP:Iteration 21Q (1680.396234 sec): 3 clusters Score: Raw -183056.153580 + Penalty 2813.843405 = -180242.310175 nChanged 10 SP:Iteration 22Q (1680.433014 sec): 3 clusters Score: Raw -183059.350413 + Penalty 2813.843405 = -180245.507008 nChanged 4 SP:Iteration 23Q (1680.561739 sec): 3 clusters Score: Raw -183060.340607 + Penalty 2813.843405 = -180246.497202 nChanged 3 SP:Iteration 24Q (1680.682140 sec): 3 clusters Score: Raw -183061.622907 + Penalty 2813.843405 = -180247.779502 nChanged 3 SP:Iteration 25Q (1680.800916 sec): 3 clusters Score: Raw -183062.901219 + Penalty 2813.843405 = -180249.057814 nChanged 6 SP:Iteration 26Q (1680.920326 sec): 3 clusters Score: Raw -183066.452260 + Penalty 2813.843405 = -180252.608855 nChanged 7 SP:Iteration 27Q (1681.034834 sec): 3 clusters Score: Raw -183070.409288 + Penalty 2813.843405 = -180256.565883 nChanged 8 SP:Iteration 28Q (1681.150497 sec): 3 clusters Score: Raw -183074.486213 + Penalty 2813.843405 = -180260.642809 nChanged 4 SP:Iteration 29Q (1681.296384 sec): 3 clusters Score: Raw -183076.524984 + Penalty 2813.843405 = -180262.681579 nChanged 4 SP:Iteration 30Q (1681.309821 sec): 3 clusters Score: Raw -183077.285044 + Penalty 2813.843405 = -180263.441639 nChanged 0 SP:Iteration 31F (1681.353073 sec): 3 clusters Score: Raw -183077.285044 + Penalty 2813.843405 = -180263.441639 nChanged 0 Score: Raw -7061422.288258 + Penalty 38435.584334 = -7022986.703924 Splitting cluster 9 changes total score from -7006524.245039 to -7022986.703924 So it's getting split into cluster 19. Trying to split cluster 10 (3915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1683.892311 sec): 2 clusters Score: Raw -266519.581670 + Penalty 1451.836142 = -265067.745528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1683.933866 sec): 3 clusters Score: Raw -264681.140565 + Penalty 2903.672284 = -261777.468281 nChanged 1530 SP:Iteration 1F (1683.980624 sec): 3 clusters Score: Raw -266046.369998 + Penalty 2903.672284 = -263142.697714 nChanged 458 SP:Iteration 2F (1684.024468 sec): 3 clusters Score: Raw -266689.740711 + Penalty 2903.672284 = -263786.068428 nChanged 377 SP:Iteration 3F (1684.064914 sec): 3 clusters Score: Raw -267270.645987 + Penalty 2903.672284 = -264366.973704 nChanged 303 SP:Iteration 4F (1684.105571 sec): 3 clusters Score: Raw -267607.010534 + Penalty 2903.672284 = -264703.338250 nChanged 194 SP:Iteration 5Q (1684.146266 sec): 3 clusters Score: Raw -267786.720416 + Penalty 2903.672284 = -264883.048132 nChanged 137 SP:Iteration 6Q (1684.187667 sec): 3 clusters Score: Raw -267926.334684 + Penalty 2903.672284 = -265022.662400 nChanged 130 SP:Iteration 7Q (1684.229046 sec): 3 clusters Score: Raw -268047.496387 + Penalty 2903.672284 = -265143.824104 nChanged 115 SP:Iteration 8Q (1684.270459 sec): 3 clusters Score: Raw -268167.017996 + Penalty 2903.672284 = -265263.345713 nChanged 106 SP:Iteration 9Q (1684.311910 sec): 3 clusters Score: Raw -268311.002201 + Penalty 2903.672284 = -265407.329917 nChanged 121 SP:Iteration 10Q (1684.353266 sec): 3 clusters Score: Raw -268500.943915 + Penalty 2903.672284 = -265597.271632 nChanged 106 SP:Iteration 11Q (1684.394471 sec): 3 clusters Score: Raw -268611.005750 + Penalty 2903.672284 = -265707.333467 nChanged 74 SP:Iteration 12Q (1684.435696 sec): 3 clusters Score: Raw -268664.857476 + Penalty 2903.672284 = -265761.185193 nChanged 60 SP:Iteration 13Q (1684.476651 sec): 3 clusters Score: Raw -268700.240907 + Penalty 2903.672284 = -265796.568624 nChanged 39 SP:Iteration 14Q (1684.517420 sec): 3 clusters Score: Raw -268724.441451 + Penalty 2903.672284 = -265820.769168 nChanged 29 SP:Iteration 15Q (1684.580477 sec): 3 clusters Score: Raw -268736.759587 + Penalty 2903.672284 = -265833.087303 nChanged 15 SP:Iteration 16Q (1684.623363 sec): 3 clusters Score: Raw -268744.655019 + Penalty 2903.672284 = -265840.982735 nChanged 13 SP:Iteration 17Q (1684.666168 sec): 3 clusters Score: Raw -268750.702977 + Penalty 2903.672284 = -265847.030693 nChanged 10 SP:Iteration 18Q (1684.708870 sec): 3 clusters Score: Raw -268754.825642 + Penalty 2903.672284 = -265851.153358 nChanged 8 SP:Iteration 19Q (1684.748639 sec): 3 clusters Score: Raw -268758.156061 + Penalty 2903.672284 = -265854.483778 nChanged 14 SP:Iteration 20F (1684.898494 sec): 3 clusters Score: Raw -268763.300612 + Penalty 2903.672284 = -265859.628328 nChanged 6 SP:Iteration 21Q (1685.030524 sec): 3 clusters Score: Raw -268764.622026 + Penalty 2903.672284 = -265860.949743 nChanged 0 SP:Iteration 22F (1685.155832 sec): 3 clusters Score: Raw -268764.622026 + Penalty 2903.672284 = -265860.949743 nChanged 0 Score: Raw -7063667.328614 + Penalty 40458.509825 = -7023208.818789 Splitting cluster 10 changes total score from -7006524.245039 to -7023208.818789 So it's getting split into cluster 20. Trying to split cluster 11 (8372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1687.811545 sec): 2 clusters Score: Raw -630625.126207 + Penalty 1585.229739 = -629039.896468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1687.892360 sec): 3 clusters Score: Raw -625993.692160 + Penalty 3170.459477 = -622823.232683 nChanged 3598 SP:Iteration 1F (1687.946185 sec): 3 clusters Score: Raw -628060.074616 + Penalty 3170.459477 = -624889.615139 nChanged 691 SP:Iteration 2F (1687.999709 sec): 3 clusters Score: Raw -628518.844932 + Penalty 3170.459477 = -625348.385455 nChanged 598 SP:Iteration 3F (1688.055200 sec): 3 clusters Score: Raw -628948.542851 + Penalty 3170.459477 = -625778.083374 nChanged 539 SP:Iteration 4F (1688.116843 sec): 3 clusters Score: Raw -629370.897749 + Penalty 3170.459477 = -626200.438272 nChanged 512 SP:Iteration 5F (1688.178284 sec): 3 clusters Score: Raw -629729.343119 + Penalty 3170.459477 = -626558.883642 nChanged 448 SP:Iteration 6F (1688.245453 sec): 3 clusters Score: Raw -630024.199569 + Penalty 3170.459477 = -626853.740092 nChanged 393 SP:Iteration 7Q (1688.313757 sec): 3 clusters Score: Raw -630278.234194 + Penalty 3170.459477 = -627107.774716 nChanged 290 SP:Iteration 8Q (1688.375192 sec): 3 clusters Score: Raw -630424.239346 + Penalty 3170.459477 = -627253.779868 nChanged 229 SP:Iteration 9Q (1688.432739 sec): 3 clusters Score: Raw -630523.137213 + Penalty 3170.459477 = -627352.677735 nChanged 165 SP:Iteration 10Q (1688.492511 sec): 3 clusters Score: Raw -630588.611447 + Penalty 3170.459477 = -627418.151970 nChanged 142 SP:Iteration 11Q (1688.560033 sec): 3 clusters Score: Raw -630637.152603 + Penalty 3170.459477 = -627466.693126 nChanged 135 SP:Iteration 12Q (1688.627564 sec): 3 clusters Score: Raw -630682.260957 + Penalty 3170.459477 = -627511.801480 nChanged 91 SP:Iteration 13Q (1688.687785 sec): 3 clusters Score: Raw -630710.515001 + Penalty 3170.459477 = -627540.055523 nChanged 86 SP:Iteration 14Q (1688.745304 sec): 3 clusters Score: Raw -630739.338569 + Penalty 3170.459477 = -627568.879092 nChanged 87 SP:Iteration 15Q (1688.802641 sec): 3 clusters Score: Raw -630770.196335 + Penalty 3170.459477 = -627599.736858 nChanged 87 SP:Iteration 16Q (1688.861822 sec): 3 clusters Score: Raw -630797.063517 + Penalty 3170.459477 = -627626.604039 nChanged 96 SP:Iteration 17Q (1688.922364 sec): 3 clusters Score: Raw -630830.215806 + Penalty 3170.459477 = -627659.756328 nChanged 86 SP:Iteration 18Q (1688.987655 sec): 3 clusters Score: Raw -630855.432207 + Penalty 3170.459477 = -627684.972729 nChanged 73 SP:Iteration 19Q (1689.053230 sec): 3 clusters Score: Raw -630875.246819 + Penalty 3170.459477 = -627704.787342 nChanged 57 SP:Iteration 20F (1689.116941 sec): 3 clusters Score: Raw -630889.052426 + Penalty 3170.459477 = -627718.592948 nChanged 54 SP:Iteration 21Q (1689.175596 sec): 3 clusters Score: Raw -630902.904494 + Penalty 3170.459477 = -627732.445016 nChanged 64 SP:Iteration 22Q (1689.233691 sec): 3 clusters Score: Raw -630918.302205 + Penalty 3170.459477 = -627747.842727 nChanged 42 SP:Iteration 23Q (1689.299335 sec): 3 clusters Score: Raw -630927.524839 + Penalty 3170.459477 = -627757.065362 nChanged 42 SP:Iteration 24Q (1689.364768 sec): 3 clusters Score: Raw -630937.012946 + Penalty 3170.459477 = -627766.553469 nChanged 42 SP:Iteration 25Q (1689.543077 sec): 3 clusters Score: Raw -630946.457821 + Penalty 3170.459477 = -627775.998343 nChanged 43 SP:Iteration 26Q (1689.698591 sec): 3 clusters Score: Raw -630959.468052 + Penalty 3170.459477 = -627789.008575 nChanged 52 SP:Iteration 27Q (1689.824345 sec): 3 clusters Score: Raw -630974.699129 + Penalty 3170.459477 = -627804.239651 nChanged 66 SP:Iteration 28Q (1689.892386 sec): 3 clusters Score: Raw -630996.473000 + Penalty 3170.459477 = -627826.013522 nChanged 74 SP:Iteration 29Q (1689.959936 sec): 3 clusters Score: Raw -631019.312215 + Penalty 3170.459477 = -627848.852737 nChanged 72 SP:Iteration 30Q (1690.022147 sec): 3 clusters Score: Raw -631042.835069 + Penalty 3170.459477 = -627872.375592 nChanged 64 SP:Iteration 31Q (1690.076837 sec): 3 clusters Score: Raw -631064.731412 + Penalty 3170.459477 = -627894.271935 nChanged 63 SP:Iteration 32Q (1690.141102 sec): 3 clusters Score: Raw -631085.256618 + Penalty 3170.459477 = -627914.797141 nChanged 72 SP:Iteration 33Q (1690.207749 sec): 3 clusters Score: Raw -631115.240465 + Penalty 3170.459477 = -627944.780988 nChanged 81 SP:Iteration 34Q (1690.309544 sec): 3 clusters Score: Raw -631149.910156 + Penalty 3170.459477 = -627979.450679 nChanged 87 SP:Iteration 35Q (1690.368221 sec): 3 clusters Score: Raw -631191.476410 + Penalty 3170.459477 = -628021.016932 nChanged 102 SP:Iteration 36Q (1690.536110 sec): 3 clusters Score: Raw -631249.813118 + Penalty 3170.459477 = -628079.353641 nChanged 128 SP:Iteration 37Q (1690.681426 sec): 3 clusters Score: Raw -631332.624976 + Penalty 3170.459477 = -628162.165499 nChanged 145 SP:Iteration 38Q (1690.737231 sec): 3 clusters Score: Raw -631436.861623 + Penalty 3170.459477 = -628266.402145 nChanged 171 SP:Iteration 39Q (1690.796655 sec): 3 clusters Score: Raw -631554.181397 + Penalty 3170.459477 = -628383.721919 nChanged 174 SP:Iteration 40F (1690.856313 sec): 3 clusters Score: Raw -631708.199176 + Penalty 3170.459477 = -628537.739698 nChanged 202 SP:Iteration 41Q (1690.915370 sec): 3 clusters Score: Raw -631917.934275 + Penalty 3170.459477 = -628747.474797 nChanged 232 SP:Iteration 42Q (1690.974068 sec): 3 clusters Score: Raw -632254.425104 + Penalty 3170.459477 = -629083.965627 nChanged 233 SP:Iteration 43Q (1691.038530 sec): 3 clusters Score: Raw -632507.843048 + Penalty 3170.459477 = -629337.383571 nChanged 185 SP:Iteration 44Q (1691.101869 sec): 3 clusters Score: Raw -632667.877737 + Penalty 3170.459477 = -629497.418259 nChanged 152 SP:Iteration 45Q (1691.163464 sec): 3 clusters Score: Raw -632782.683320 + Penalty 3170.459477 = -629612.223842 nChanged 119 SP:Iteration 46Q (1691.219574 sec): 3 clusters Score: Raw -632864.338812 + Penalty 3170.459477 = -629693.879334 nChanged 95 SP:Iteration 47Q (1691.275219 sec): 3 clusters Score: Raw -632924.843704 + Penalty 3170.459477 = -629754.384227 nChanged 90 SP:Iteration 48Q (1691.336506 sec): 3 clusters Score: Raw -632977.772031 + Penalty 3170.459477 = -629807.312554 nChanged 72 SP:Iteration 49Q (1691.399219 sec): 3 clusters Score: Raw -633013.427264 + Penalty 3170.459477 = -629842.967787 nChanged 55 SP:Iteration 50Q (1691.461165 sec): 3 clusters Score: Raw -633035.459536 + Penalty 3170.459477 = -629865.000059 nChanged 26 SP:Iteration 51Q (1691.521578 sec): 3 clusters Score: Raw -633042.659866 + Penalty 3170.459477 = -629872.200388 nChanged 14 SP:Iteration 52Q (1691.577508 sec): 3 clusters Score: Raw -633046.077450 + Penalty 3170.459477 = -629875.617973 nChanged 15 SP:Iteration 53Q (1691.634977 sec): 3 clusters Score: Raw -633048.699908 + Penalty 3170.459477 = -629878.240431 nChanged 11 SP:Iteration 54Q (1691.692759 sec): 3 clusters Score: Raw -633051.492212 + Penalty 3170.459477 = -629881.032734 nChanged 7 SP:Iteration 55Q (1691.751101 sec): 3 clusters Score: Raw -633052.650649 + Penalty 3170.459477 = -629882.191172 nChanged 6 SP:Iteration 56Q (1691.896024 sec): 3 clusters Score: Raw -633053.499849 + Penalty 3170.459477 = -629883.040372 nChanged 8 SP:Iteration 57Q (1692.043894 sec): 3 clusters Score: Raw -633054.559438 + Penalty 3170.459477 = -629884.099961 nChanged 6 SP:Iteration 58Q (1692.171975 sec): 3 clusters Score: Raw -633055.258722 + Penalty 3170.459477 = -629884.799245 nChanged 4 SP:Iteration 59Q (1692.282083 sec): 3 clusters Score: Raw -633056.054070 + Penalty 3170.459477 = -629885.594593 nChanged 6 SP:Iteration 60F (1692.341799 sec): 3 clusters Score: Raw -633058.011096 + Penalty 3170.459477 = -629887.551618 nChanged 3 SP:Iteration 61Q (1692.397889 sec): 3 clusters Score: Raw -633058.475296 + Penalty 3170.459477 = -629888.015819 nChanged 6 SP:Iteration 62Q (1692.454722 sec): 3 clusters Score: Raw -633059.534584 + Penalty 3170.459477 = -629889.075107 nChanged 5 SP:Iteration 63Q (1692.519401 sec): 3 clusters Score: Raw -633060.540710 + Penalty 3170.459477 = -629890.081233 nChanged 2 SP:Iteration 64Q (1692.585396 sec): 3 clusters Score: Raw -633060.811751 + Penalty 3170.459477 = -629890.352274 nChanged 0 SP:Iteration 65F (1692.653256 sec): 3 clusters Score: Raw -633060.811751 + Penalty 3170.459477 = -629890.352274 nChanged 0 Score: Raw -7066103.014158 + Penalty 42481.435317 = -7023621.578842 Splitting cluster 11 changes total score from -7006524.245039 to -7023621.578842 So it's getting split into cluster 21. Trying to split cluster 12 (6088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1695.435546 sec): 2 clusters Score: Raw -397881.162397 + Penalty 1529.320145 = -396351.842252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1695.493395 sec): 3 clusters Score: Raw -394668.109317 + Penalty 3058.640290 = -391609.469028 nChanged 2558 SP:Iteration 1F (1695.557591 sec): 3 clusters Score: Raw -396336.911053 + Penalty 3058.640290 = -393278.270764 nChanged 598 SP:Iteration 2F (1695.622175 sec): 3 clusters Score: Raw -396961.244099 + Penalty 3058.640290 = -393902.603809 nChanged 562 SP:Iteration 3F (1695.676539 sec): 3 clusters Score: Raw -397520.566076 + Penalty 3058.640290 = -394461.925786 nChanged 447 SP:Iteration 4F (1695.723891 sec): 3 clusters Score: Raw -397925.886089 + Penalty 3058.640290 = -394867.245799 nChanged 338 SP:Iteration 5F (1695.771206 sec): 3 clusters Score: Raw -398183.296649 + Penalty 3058.640290 = -395124.656360 nChanged 262 SP:Iteration 6Q (1695.820370 sec): 3 clusters Score: Raw -398370.652058 + Penalty 3058.640290 = -395312.011768 nChanged 208 SP:Iteration 7Q (1695.873462 sec): 3 clusters Score: Raw -398493.227114 + Penalty 3058.640290 = -395434.586824 nChanged 159 SP:Iteration 8Q (1695.926569 sec): 3 clusters Score: Raw -398577.776427 + Penalty 3058.640290 = -395519.136137 nChanged 123 SP:Iteration 9Q (1695.979671 sec): 3 clusters Score: Raw -398642.260862 + Penalty 3058.640290 = -395583.620572 nChanged 107 SP:Iteration 10Q (1696.031954 sec): 3 clusters Score: Raw -398690.973109 + Penalty 3058.640290 = -395632.332820 nChanged 83 SP:Iteration 11Q (1696.084016 sec): 3 clusters Score: Raw -398723.300614 + Penalty 3058.640290 = -395664.660325 nChanged 73 SP:Iteration 12Q (1696.136486 sec): 3 clusters Score: Raw -398750.634559 + Penalty 3058.640290 = -395691.994270 nChanged 65 SP:Iteration 13Q (1696.193380 sec): 3 clusters Score: Raw -398774.719896 + Penalty 3058.640290 = -395716.079606 nChanged 51 SP:Iteration 14Q (1696.246855 sec): 3 clusters Score: Raw -398794.453417 + Penalty 3058.640290 = -395735.813127 nChanged 56 SP:Iteration 15Q (1696.299927 sec): 3 clusters Score: Raw -398817.387993 + Penalty 3058.640290 = -395758.747703 nChanged 45 SP:Iteration 16Q (1696.350732 sec): 3 clusters Score: Raw -398834.241400 + Penalty 3058.640290 = -395775.601110 nChanged 45 SP:Iteration 17Q (1696.401506 sec): 3 clusters Score: Raw -398851.789863 + Penalty 3058.640290 = -395793.149573 nChanged 42 SP:Iteration 18Q (1696.525269 sec): 3 clusters Score: Raw -398868.353673 + Penalty 3058.640290 = -395809.713383 nChanged 44 SP:Iteration 19Q (1696.666958 sec): 3 clusters Score: Raw -398882.888883 + Penalty 3058.640290 = -395824.248593 nChanged 37 SP:Iteration 20F (1696.800133 sec): 3 clusters Score: Raw -398895.245100 + Penalty 3058.640290 = -395836.604810 nChanged 33 SP:Iteration 21Q (1696.880280 sec): 3 clusters Score: Raw -398907.003766 + Penalty 3058.640290 = -395848.363476 nChanged 29 SP:Iteration 22Q (1696.956346 sec): 3 clusters Score: Raw -398916.841827 + Penalty 3058.640290 = -395858.201537 nChanged 30 SP:Iteration 23Q (1697.008299 sec): 3 clusters Score: Raw -398929.912266 + Penalty 3058.640290 = -395871.271976 nChanged 36 SP:Iteration 24Q (1697.061721 sec): 3 clusters Score: Raw -398941.514050 + Penalty 3058.640290 = -395882.873760 nChanged 28 SP:Iteration 25Q (1697.116244 sec): 3 clusters Score: Raw -398948.093782 + Penalty 3058.640290 = -395889.453492 nChanged 26 SP:Iteration 26Q (1697.170422 sec): 3 clusters Score: Raw -398955.716657 + Penalty 3058.640290 = -395897.076367 nChanged 32 SP:Iteration 27Q (1697.225103 sec): 3 clusters Score: Raw -398966.725666 + Penalty 3058.640290 = -395908.085377 nChanged 38 SP:Iteration 28Q (1697.279104 sec): 3 clusters Score: Raw -398977.860242 + Penalty 3058.640290 = -395919.219952 nChanged 33 SP:Iteration 29Q (1697.333136 sec): 3 clusters Score: Raw -398987.267623 + Penalty 3058.640290 = -395928.627334 nChanged 25 SP:Iteration 30Q (1697.384275 sec): 3 clusters Score: Raw -398993.830151 + Penalty 3058.640290 = -395935.189861 nChanged 23 SP:Iteration 31Q (1697.436066 sec): 3 clusters Score: Raw -399000.914630 + Penalty 3058.640290 = -395942.274340 nChanged 24 SP:Iteration 32Q (1697.487994 sec): 3 clusters Score: Raw -399007.170833 + Penalty 3058.640290 = -395948.530544 nChanged 25 SP:Iteration 33Q (1697.545186 sec): 3 clusters Score: Raw -399012.323353 + Penalty 3058.640290 = -395953.683063 nChanged 17 SP:Iteration 34Q (1697.596139 sec): 3 clusters Score: Raw -399015.229963 + Penalty 3058.640290 = -395956.589673 nChanged 10 SP:Iteration 35Q (1697.647197 sec): 3 clusters Score: Raw -399018.759641 + Penalty 3058.640290 = -395960.119351 nChanged 17 SP:Iteration 36Q (1697.698439 sec): 3 clusters Score: Raw -399022.799511 + Penalty 3058.640290 = -395964.159221 nChanged 22 SP:Iteration 37Q (1697.749919 sec): 3 clusters Score: Raw -399027.836481 + Penalty 3058.640290 = -395969.196192 nChanged 25 SP:Iteration 38Q (1697.817371 sec): 3 clusters Score: Raw -399036.710949 + Penalty 3058.640290 = -395978.070659 nChanged 33 SP:Iteration 39Q (1697.868874 sec): 3 clusters Score: Raw -399049.084120 + Penalty 3058.640290 = -395990.443831 nChanged 33 SP:Iteration 40F (1697.921629 sec): 3 clusters Score: Raw -399061.581514 + Penalty 3058.640290 = -396002.941224 nChanged 31 SP:Iteration 41Q (1697.973047 sec): 3 clusters Score: Raw -399071.540813 + Penalty 3058.640290 = -396012.900523 nChanged 28 SP:Iteration 42Q (1698.024577 sec): 3 clusters Score: Raw -399080.422829 + Penalty 3058.640290 = -396021.782539 nChanged 28 SP:Iteration 43Q (1698.075808 sec): 3 clusters Score: Raw -399088.351953 + Penalty 3058.640290 = -396029.711663 nChanged 30 SP:Iteration 44Q (1698.126832 sec): 3 clusters Score: Raw -399099.127999 + Penalty 3058.640290 = -396040.487710 nChanged 39 SP:Iteration 45Q (1698.177918 sec): 3 clusters Score: Raw -399111.765259 + Penalty 3058.640290 = -396053.124969 nChanged 31 SP:Iteration 46Q (1698.229559 sec): 3 clusters Score: Raw -399119.984346 + Penalty 3058.640290 = -396061.344056 nChanged 33 SP:Iteration 47Q (1698.281541 sec): 3 clusters Score: Raw -399133.323230 + Penalty 3058.640290 = -396074.682940 nChanged 33 SP:Iteration 48Q (1698.333267 sec): 3 clusters Score: Raw -399144.176714 + Penalty 3058.640290 = -396085.536424 nChanged 23 SP:Iteration 49Q (1698.384592 sec): 3 clusters Score: Raw -399149.076820 + Penalty 3058.640290 = -396090.436530 nChanged 21 SP:Iteration 50Q (1698.552054 sec): 3 clusters Score: Raw -399153.112231 + Penalty 3058.640290 = -396094.471941 nChanged 20 SP:Iteration 51Q (1698.702481 sec): 3 clusters Score: Raw -399156.628665 + Penalty 3058.640290 = -396097.988375 nChanged 15 SP:Iteration 52Q (1698.818379 sec): 3 clusters Score: Raw -399159.691730 + Penalty 3058.640290 = -396101.051440 nChanged 10 SP:Iteration 53Q (1698.847125 sec): 3 clusters Score: Raw -399161.263343 + Penalty 3058.640290 = -396102.623054 nChanged 8 SP:Iteration 54Q (1698.985602 sec): 3 clusters Score: Raw -399163.016034 + Penalty 3058.640290 = -396104.375744 nChanged 9 SP:Iteration 55Q (1699.057631 sec): 3 clusters Score: Raw -399165.468747 + Penalty 3058.640290 = -396106.828457 nChanged 13 SP:Iteration 56Q (1699.108235 sec): 3 clusters Score: Raw -399169.678642 + Penalty 3058.640290 = -396111.038352 nChanged 19 SP:Iteration 57Q (1699.159066 sec): 3 clusters Score: Raw -399173.903784 + Penalty 3058.640290 = -396115.263494 nChanged 11 SP:Iteration 58Q (1699.211508 sec): 3 clusters Score: Raw -399176.172821 + Penalty 3058.640290 = -396117.532531 nChanged 4 SP:Iteration 59Q (1699.265050 sec): 3 clusters Score: Raw -399176.841568 + Penalty 3058.640290 = -396118.201279 nChanged 3 SP:Iteration 60F (1699.319000 sec): 3 clusters Score: Raw -399177.679171 + Penalty 3058.640290 = -396119.038881 nChanged 5 SP:Iteration 61Q (1699.373301 sec): 3 clusters Score: Raw -399178.441457 + Penalty 3058.640290 = -396119.801167 nChanged 4 SP:Iteration 62Q (1699.426059 sec): 3 clusters Score: Raw -399178.816435 + Penalty 3058.640290 = -396120.176146 nChanged 2 SP:Iteration 63Q (1699.476231 sec): 3 clusters Score: Raw -399179.324919 + Penalty 3058.640290 = -396120.684630 nChanged 6 SP:Iteration 64Q (1699.526564 sec): 3 clusters Score: Raw -399180.567536 + Penalty 3058.640290 = -396121.927246 nChanged 6 SP:Iteration 65Q (1699.578264 sec): 3 clusters Score: Raw -399181.423447 + Penalty 3058.640290 = -396122.783158 nChanged 7 SP:Iteration 66Q (1699.630266 sec): 3 clusters Score: Raw -399182.484427 + Penalty 3058.640290 = -396123.844137 nChanged 6 SP:Iteration 67Q (1699.682518 sec): 3 clusters Score: Raw -399183.827017 + Penalty 3058.640290 = -396125.186727 nChanged 5 SP:Iteration 68Q (1699.734339 sec): 3 clusters Score: Raw -399184.366905 + Penalty 3058.640290 = -396125.726616 nChanged 3 SP:Iteration 69Q (1699.785491 sec): 3 clusters Score: Raw -399184.812268 + Penalty 3058.640290 = -396126.171978 nChanged 0 SP:Iteration 70F (1699.837093 sec): 3 clusters Score: Raw -399184.812268 + Penalty 3058.640290 = -396126.171978 nChanged 0 Iteration 99Q (1702.021312 sec): 22 clusters Score: Raw -7069825.231579 + Penalty 42481.435317 = -7027343.796263 nChanged 3946 Iteration 100F (1704.738010 sec): 22 clusters Score: Raw -7074203.417972 + Penalty 42481.435317 = -7031721.982656 nChanged 4146 Iteration 101Q (1706.186930 sec): 22 clusters Score: Raw -7077769.598804 + Penalty 42481.435317 = -7035288.163488 nChanged 3074 Iteration 102Q (1707.591195 sec): 22 clusters Score: Raw -7080405.124328 + Penalty 42481.435317 = -7037923.689012 nChanged 2424 Iteration 103Q (1708.777527 sec): 22 clusters Score: Raw -7082126.008974 + Penalty 42481.435317 = -7039644.573658 nChanged 1920 Iteration 104Q (1709.949324 sec): 22 clusters Score: Raw -7083203.897792 + Penalty 42481.435317 = -7040722.462476 nChanged 1493 Iteration 105Q (1711.128875 sec): 22 clusters Score: Raw -7083972.151557 + Penalty 42481.435317 = -7041490.716241 nChanged 1289 Iteration 106Q (1712.312114 sec): 22 clusters Score: Raw -7084666.940427 + Penalty 42481.435317 = -7042185.505110 nChanged 1129 Iteration 107Q (1713.475494 sec): 22 clusters Score: Raw -7085198.471661 + Penalty 42481.435317 = -7042717.036344 nChanged 932 Iteration 108Q (1714.690018 sec): 22 clusters Score: Raw -7085579.931164 + Penalty 42481.435317 = -7043098.495847 nChanged 730 Iteration 109Q (1715.861966 sec): 22 clusters Score: Raw -7085872.063107 + Penalty 42481.435317 = -7043390.627791 nChanged 609 Iteration 110Q (1717.107413 sec): 22 clusters Score: Raw -7086113.409313 + Penalty 42481.435317 = -7043631.973996 nChanged 566 Iteration 111Q (1718.253484 sec): 22 clusters Score: Raw -7086328.803193 + Penalty 42481.435317 = -7043847.367876 nChanged 502 Iteration 112Q (1719.454677 sec): 22 clusters Score: Raw -7086502.547222 + Penalty 42481.435317 = -7044021.111905 nChanged 467 Iteration 113Q (1720.631986 sec): 22 clusters Score: Raw -7086642.598998 + Penalty 42481.435317 = -7044161.163681 nChanged 436 Iteration 114Q (1721.760023 sec): 22 clusters Score: Raw -7086769.289966 + Penalty 42481.435317 = -7044287.854650 nChanged 425 Iteration 115Q (1722.908655 sec): 22 clusters Score: Raw -7086881.569052 + Penalty 42481.435317 = -7044400.133735 nChanged 355 Iteration 116Q (1724.150906 sec): 22 clusters Score: Raw -7086966.887491 + Penalty 42481.435317 = -7044485.452174 nChanged 296 Iteration 117Q (1725.434425 sec): 22 clusters Score: Raw -7087040.352740 + Penalty 42481.435317 = -7044558.917423 nChanged 307 Iteration 118Q (1726.622764 sec): 22 clusters Score: Raw -7087102.971256 + Penalty 42481.435317 = -7044621.535940 nChanged 274 Iteration 119Q (1727.883247 sec): 22 clusters Score: Raw -7087155.278531 + Penalty 42481.435317 = -7044673.843215 nChanged 246 Iteration 120F (1730.178902 sec): 22 clusters Score: Raw -7087245.773898 + Penalty 42481.435317 = -7044764.338582 nChanged 295 Iteration 121Q (1731.342583 sec): 22 clusters Score: Raw -7087331.424683 + Penalty 42481.435317 = -7044849.989366 nChanged 321 Iteration 122Q (1732.440309 sec): 22 clusters Score: Raw -7087411.356346 + Penalty 42481.435317 = -7044929.921029 nChanged 298 Iteration 123Q (1733.505977 sec): 22 clusters Score: Raw -7087479.377390 + Penalty 42481.435317 = -7044997.942073 nChanged 270 Iteration 124Q (1734.557492 sec): 22 clusters Score: Raw -7087538.976748 + Penalty 42481.435317 = -7045057.541431 nChanged 244 Iteration 125Q (1735.640913 sec): 22 clusters Score: Raw -7087595.204058 + Penalty 42481.435317 = -7045113.768741 nChanged 232 Iteration 126Q (1736.680187 sec): 22 clusters Score: Raw -7087647.330841 + Penalty 42481.435317 = -7045165.895525 nChanged 241 Iteration 127Q (1737.750615 sec): 22 clusters Score: Raw -7087692.497241 + Penalty 42481.435317 = -7045211.061924 nChanged 204 Iteration 128Q (1738.897083 sec): 22 clusters Score: Raw -7087736.364358 + Penalty 42481.435317 = -7045254.929042 nChanged 214 Iteration 129Q (1740.004900 sec): 22 clusters Score: Raw -7087776.344781 + Penalty 42481.435317 = -7045294.909465 nChanged 220 Iteration 130Q (1741.263249 sec): 22 clusters Score: Raw -7087814.183733 + Penalty 42481.435317 = -7045332.748416 nChanged 211 Iteration 131Q (1742.336044 sec): 22 clusters Score: Raw -7087849.686299 + Penalty 42481.435317 = -7045368.250983 nChanged 192 Iteration 132Q (1743.457495 sec): 22 clusters Score: Raw -7087881.198760 + Penalty 42481.435317 = -7045399.763443 nChanged 157 Iteration 133Q (1744.471862 sec): 22 clusters Score: Raw -7087904.851385 + Penalty 42481.435317 = -7045423.416068 nChanged 144 Iteration 134Q (1745.497533 sec): 22 clusters Score: Raw -7087926.377599 + Penalty 42481.435317 = -7045444.942283 nChanged 127 Iteration 135Q (1746.573198 sec): 22 clusters Score: Raw -7087943.128993 + Penalty 42481.435317 = -7045461.693676 nChanged 132 Iteration 136Q (1747.631096 sec): 22 clusters Score: Raw -7087962.479153 + Penalty 42481.435317 = -7045481.043837 nChanged 136 Iteration 137Q (1748.637352 sec): 22 clusters Score: Raw -7087984.628941 + Penalty 42481.435317 = -7045503.193625 nChanged 128 Iteration 138Q (1749.698633 sec): 22 clusters Score: Raw -7088007.931535 + Penalty 42481.435317 = -7045526.496219 nChanged 139 Writing temp clu file Because OldScore, -7045503.193625, is greater than current (better) Score,-7045526.496219 Compute initial score before splitting: Score: Raw -7088007.931535 + Penalty 42481.435317 = -7045526.496219 Trying to split cluster 1 (3400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1749.819588 sec): 2 clusters Score: Raw -243096.042598 + Penalty 1427.083640 = -241668.958958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1750.005758 sec): 3 clusters Score: Raw -241487.200089 + Penalty 2854.167279 = -238633.032809 nChanged 1282 SP:Iteration 1F (1750.091682 sec): 3 clusters Score: Raw -242427.627609 + Penalty 2854.167279 = -239573.460329 nChanged 335 SP:Iteration 2F (1750.177858 sec): 3 clusters Score: Raw -242802.452338 + Penalty 2854.167279 = -239948.285058 nChanged 259 SP:Iteration 3F (1750.262627 sec): 3 clusters Score: Raw -243057.179538 + Penalty 2854.167279 = -240203.012259 nChanged 204 SP:Iteration 4F (1750.362201 sec): 3 clusters Score: Raw -243241.649415 + Penalty 2854.167279 = -240387.482136 nChanged 188 SP:Iteration 5F (1750.372877 sec): 3 clusters Score: Raw -243447.338806 + Penalty 2854.167279 = -240593.171527 nChanged 192 SP:Iteration 6F (1750.403074 sec): 3 clusters Score: Raw -243642.164375 + Penalty 2854.167279 = -240787.997095 nChanged 161 SP:Iteration 7Q (1750.433666 sec): 3 clusters Score: Raw -243802.547522 + Penalty 2854.167279 = -240948.380243 nChanged 124 SP:Iteration 8Q (1750.464427 sec): 3 clusters Score: Raw -243922.058242 + Penalty 2854.167279 = -241067.890962 nChanged 90 SP:Iteration 9Q (1750.509274 sec): 3 clusters Score: Raw -243990.526871 + Penalty 2854.167279 = -241136.359591 nChanged 55 SP:Iteration 10Q (1750.539142 sec): 3 clusters Score: Raw -244033.252641 + Penalty 2854.167279 = -241179.085361 nChanged 36 SP:Iteration 11Q (1750.570257 sec): 3 clusters Score: Raw -244059.896671 + Penalty 2854.167279 = -241205.729392 nChanged 36 SP:Iteration 12Q (1750.601403 sec): 3 clusters Score: Raw -244082.258524 + Penalty 2854.167279 = -241228.091244 nChanged 25 SP:Iteration 13Q (1750.632423 sec): 3 clusters Score: Raw -244097.607806 + Penalty 2854.167279 = -241243.440527 nChanged 28 SP:Iteration 14Q (1750.663378 sec): 3 clusters Score: Raw -244117.685904 + Penalty 2854.167279 = -241263.518624 nChanged 17 SP:Iteration 15Q (1750.694485 sec): 3 clusters Score: Raw -244126.317737 + Penalty 2854.167279 = -241272.150458 nChanged 7 SP:Iteration 16Q (1750.725030 sec): 3 clusters Score: Raw -244129.391872 + Penalty 2854.167279 = -241275.224593 nChanged 10 SP:Iteration 17Q (1750.755420 sec): 3 clusters Score: Raw -244132.848020 + Penalty 2854.167279 = -241278.680741 nChanged 8 SP:Iteration 18Q (1750.786020 sec): 3 clusters Score: Raw -244134.659532 + Penalty 2854.167279 = -241280.492252 nChanged 1 SP:Iteration 19Q (1750.816435 sec): 3 clusters Score: Raw -244134.807002 + Penalty 2854.167279 = -241280.639723 nChanged 0 SP:Iteration 20F (1750.846912 sec): 3 clusters Score: Raw -244134.807002 + Penalty 2854.167279 = -241280.639723 nChanged 0 Trying to split cluster 2 (5813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1750.885851 sec): 2 clusters Score: Raw -436534.851306 + Penalty 1521.208038 = -435013.643268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1750.923958 sec): 3 clusters Score: Raw -433535.114356 + Penalty 3042.416076 = -430492.698280 nChanged 2379 SP:Iteration 1F (1750.965913 sec): 3 clusters Score: Raw -434851.571969 + Penalty 3042.416076 = -431809.155893 nChanged 465 SP:Iteration 2F (1751.011321 sec): 3 clusters Score: Raw -435153.153167 + Penalty 3042.416076 = -432110.737091 nChanged 399 SP:Iteration 3F (1751.064448 sec): 3 clusters Score: Raw -435445.929127 + Penalty 3042.416076 = -432403.513051 nChanged 367 SP:Iteration 4F (1751.117261 sec): 3 clusters Score: Raw -435715.426508 + Penalty 3042.416076 = -432673.010432 nChanged 311 SP:Iteration 5F (1751.159842 sec): 3 clusters Score: Raw -435945.871549 + Penalty 3042.416076 = -432903.455473 nChanged 315 SP:Iteration 6F (1751.285154 sec): 3 clusters Score: Raw -436196.499341 + Penalty 3042.416076 = -433154.083265 nChanged 276 SP:Iteration 7Q (1751.391003 sec): 3 clusters Score: Raw -436381.708814 + Penalty 3042.416076 = -433339.292738 nChanged 193 SP:Iteration 8Q (1751.538078 sec): 3 clusters Score: Raw -436480.316319 + Penalty 3042.416076 = -433437.900243 nChanged 140 SP:Iteration 9Q (1751.598261 sec): 3 clusters Score: Raw -436548.633024 + Penalty 3042.416076 = -433506.216948 nChanged 113 SP:Iteration 10Q (1751.635073 sec): 3 clusters Score: Raw -436603.019312 + Penalty 3042.416076 = -433560.603236 nChanged 97 SP:Iteration 11Q (1751.673585 sec): 3 clusters Score: Raw -436648.969133 + Penalty 3042.416076 = -433606.553057 nChanged 77 SP:Iteration 12Q (1751.712719 sec): 3 clusters Score: Raw -436679.487609 + Penalty 3042.416076 = -433637.071533 nChanged 67 SP:Iteration 13Q (1751.753826 sec): 3 clusters Score: Raw -436707.868254 + Penalty 3042.416076 = -433665.452179 nChanged 65 SP:Iteration 14Q (1751.820588 sec): 3 clusters Score: Raw -436736.315202 + Penalty 3042.416076 = -433693.899126 nChanged 68 SP:Iteration 15Q (1751.874063 sec): 3 clusters Score: Raw -436767.534773 + Penalty 3042.416076 = -433725.118697 nChanged 56 SP:Iteration 16Q (1751.922581 sec): 3 clusters Score: Raw -436797.100987 + Penalty 3042.416076 = -433754.684911 nChanged 56 SP:Iteration 17Q (1751.960086 sec): 3 clusters Score: Raw -436826.142236 + Penalty 3042.416076 = -433783.726160 nChanged 54 SP:Iteration 18Q (1751.997652 sec): 3 clusters Score: Raw -436853.469955 + Penalty 3042.416076 = -433811.053879 nChanged 40 SP:Iteration 19Q (1752.035089 sec): 3 clusters Score: Raw -436868.511391 + Penalty 3042.416076 = -433826.095316 nChanged 26 SP:Iteration 20F (1752.072083 sec): 3 clusters Score: Raw -436875.856023 + Penalty 3042.416076 = -433833.439947 nChanged 14 SP:Iteration 21Q (1752.119017 sec): 3 clusters Score: Raw -436881.020427 + Penalty 3042.416076 = -433838.604351 nChanged 14 SP:Iteration 22Q (1752.166439 sec): 3 clusters Score: Raw -436885.170604 + Penalty 3042.416076 = -433842.754528 nChanged 14 SP:Iteration 23Q (1752.214022 sec): 3 clusters Score: Raw -436889.271991 + Penalty 3042.416076 = -433846.855915 nChanged 11 SP:Iteration 24Q (1752.260962 sec): 3 clusters Score: Raw -436892.037645 + Penalty 3042.416076 = -433849.621569 nChanged 10 SP:Iteration 25Q (1752.298419 sec): 3 clusters Score: Raw -436896.727831 + Penalty 3042.416076 = -433854.311756 nChanged 16 SP:Iteration 26Q (1752.334966 sec): 3 clusters Score: Raw -436902.300721 + Penalty 3042.416076 = -433859.884645 nChanged 7 SP:Iteration 27Q (1752.371381 sec): 3 clusters Score: Raw -436904.224938 + Penalty 3042.416076 = -433861.808862 nChanged 8 SP:Iteration 28Q (1752.407903 sec): 3 clusters Score: Raw -436906.074350 + Penalty 3042.416076 = -433863.658275 nChanged 10 SP:Iteration 29Q (1752.452388 sec): 3 clusters Score: Raw -436909.841361 + Penalty 3042.416076 = -433867.425286 nChanged 13 SP:Iteration 30Q (1752.499562 sec): 3 clusters Score: Raw -436913.781567 + Penalty 3042.416076 = -433871.365492 nChanged 8 SP:Iteration 31Q (1752.546702 sec): 3 clusters Score: Raw -436916.719303 + Penalty 3042.416076 = -433874.303227 nChanged 7 SP:Iteration 32Q (1752.593956 sec): 3 clusters Score: Raw -436918.754129 + Penalty 3042.416076 = -433876.338053 nChanged 7 SP:Iteration 33Q (1752.634844 sec): 3 clusters Score: Raw -436921.591014 + Penalty 3042.416076 = -433879.174938 nChanged 9 SP:Iteration 34Q (1752.673141 sec): 3 clusters Score: Raw -436924.265968 + Penalty 3042.416076 = -433881.849892 nChanged 7 SP:Iteration 35Q (1752.709494 sec): 3 clusters Score: Raw -436927.366756 + Penalty 3042.416076 = -433884.950680 nChanged 13 SP:Iteration 36Q (1752.745823 sec): 3 clusters Score: Raw -436933.103608 + Penalty 3042.416076 = -433890.687532 nChanged 15 SP:Iteration 37Q (1752.784784 sec): 3 clusters Score: Raw -436943.021074 + Penalty 3042.416076 = -433900.604998 nChanged 22 SP:Iteration 38Q (1752.899532 sec): 3 clusters Score: Raw -436957.582476 + Penalty 3042.416076 = -433915.166400 nChanged 21 SP:Iteration 39Q (1753.015295 sec): 3 clusters Score: Raw -436967.122845 + Penalty 3042.416076 = -433924.706769 nChanged 16 SP:Iteration 40F (1753.153167 sec): 3 clusters Score: Raw -436976.424209 + Penalty 3042.416076 = -433934.008133 nChanged 13 SP:Iteration 41Q (1753.196767 sec): 3 clusters Score: Raw -436983.500153 + Penalty 3042.416076 = -433941.084078 nChanged 21 SP:Iteration 42Q (1753.240386 sec): 3 clusters Score: Raw -436989.723060 + Penalty 3042.416076 = -433947.306984 nChanged 11 SP:Iteration 43Q (1753.284377 sec): 3 clusters Score: Raw -436992.896946 + Penalty 3042.416076 = -433950.480870 nChanged 12 SP:Iteration 44Q (1753.335272 sec): 3 clusters Score: Raw -436996.411942 + Penalty 3042.416076 = -433953.995866 nChanged 6 SP:Iteration 45Q (1753.386546 sec): 3 clusters Score: Raw -436998.012036 + Penalty 3042.416076 = -433955.595960 nChanged 4 SP:Iteration 46Q (1753.433002 sec): 3 clusters Score: Raw -436998.901520 + Penalty 3042.416076 = -433956.485444 nChanged 1 SP:Iteration 47Q (1753.478500 sec): 3 clusters Score: Raw -436999.479551 + Penalty 3042.416076 = -433957.063475 nChanged 4 SP:Iteration 48Q (1753.523907 sec): 3 clusters Score: Raw -437001.285333 + Penalty 3042.416076 = -433958.869258 nChanged 6 SP:Iteration 49Q (1753.569930 sec): 3 clusters Score: Raw -437003.026561 + Penalty 3042.416076 = -433960.610486 nChanged 4 SP:Iteration 50Q (1753.616974 sec): 3 clusters Score: Raw -437003.867685 + Penalty 3042.416076 = -433961.451609 nChanged 2 SP:Iteration 51Q (1753.664568 sec): 3 clusters Score: Raw -437004.302113 + Penalty 3042.416076 = -433961.886037 nChanged 3 SP:Iteration 52Q (1753.715269 sec): 3 clusters Score: Raw -437005.047955 + Penalty 3042.416076 = -433962.631879 nChanged 5 SP:Iteration 53Q (1753.763698 sec): 3 clusters Score: Raw -437006.835945 + Penalty 3042.416076 = -433964.419869 nChanged 4 SP:Iteration 54Q (1753.812199 sec): 3 clusters Score: Raw -437008.227325 + Penalty 3042.416076 = -433965.811249 nChanged 2 SP:Iteration 55Q (1753.860746 sec): 3 clusters Score: Raw -437008.525365 + Penalty 3042.416076 = -433966.109289 nChanged 2 SP:Iteration 56Q (1753.908600 sec): 3 clusters Score: Raw -437008.876734 + Penalty 3042.416076 = -433966.460658 nChanged 3 SP:Iteration 57Q (1753.957057 sec): 3 clusters Score: Raw -437009.576760 + Penalty 3042.416076 = -433967.160684 nChanged 1 SP:Iteration 58Q (1754.005717 sec): 3 clusters Score: Raw -437009.749764 + Penalty 3042.416076 = -433967.333688 nChanged 3 SP:Iteration 59Q (1754.053792 sec): 3 clusters Score: Raw -437010.527493 + Penalty 3042.416076 = -433968.111417 nChanged 1 SP:Iteration 60F (1754.101790 sec): 3 clusters Score: Raw -437011.108907 + Penalty 3042.416076 = -433968.692831 nChanged 1 SP:Iteration 61Q (1754.151809 sec): 3 clusters Score: Raw -437011.529923 + Penalty 3042.416076 = -433969.113847 nChanged 2 SP:Iteration 62Q (1754.202020 sec): 3 clusters Score: Raw -437011.999195 + Penalty 3042.416076 = -433969.583119 nChanged 0 SP:Iteration 63F (1754.248805 sec): 3 clusters Score: Raw -437011.999195 + Penalty 3042.416076 = -433969.583119 nChanged 0 Trying to split cluster 3 (1506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1754.285319 sec): 2 clusters Score: Raw -81325.133965 + Penalty 1284.170778 = -80040.963188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1754.305961 sec): 3 clusters Score: Raw -80810.866645 + Penalty 2568.341555 = -78242.525090 nChanged 485 SP:Iteration 1F (1754.325824 sec): 3 clusters Score: Raw -81345.527886 + Penalty 2568.341555 = -78777.186331 nChanged 153 SP:Iteration 2F (1754.346409 sec): 3 clusters Score: Raw -81552.883526 + Penalty 2568.341555 = -78984.541970 nChanged 88 SP:Iteration 3F (1754.374711 sec): 3 clusters Score: Raw -81673.911991 + Penalty 2568.341555 = -79105.570435 nChanged 66 SP:Iteration 4Q (1754.531994 sec): 3 clusters Score: Raw -81737.466510 + Penalty 2568.341555 = -79169.124954 nChanged 46 SP:Iteration 5Q (1754.602155 sec): 3 clusters Score: Raw -81782.946416 + Penalty 2568.341555 = -79214.604861 nChanged 36 SP:Iteration 6Q (1754.698585 sec): 3 clusters Score: Raw -81816.422873 + Penalty 2568.341555 = -79248.081318 nChanged 32 SP:Iteration 7Q (1754.816097 sec): 3 clusters Score: Raw -81846.529168 + Penalty 2568.341555 = -79278.187612 nChanged 18 SP:Iteration 8Q (1754.929594 sec): 3 clusters Score: Raw -81860.179789 + Penalty 2568.341555 = -79291.838233 nChanged 14 SP:Iteration 9Q (1755.040439 sec): 3 clusters Score: Raw -81868.965712 + Penalty 2568.341555 = -79300.624157 nChanged 9 SP:Iteration 10Q (1755.078816 sec): 3 clusters Score: Raw -81873.990073 + Penalty 2568.341555 = -79305.648518 nChanged 7 SP:Iteration 11Q (1755.098524 sec): 3 clusters Score: Raw -81877.281243 + Penalty 2568.341555 = -79308.939687 nChanged 6 SP:Iteration 12Q (1755.118131 sec): 3 clusters Score: Raw -81881.540600 + Penalty 2568.341555 = -79313.199044 nChanged 5 SP:Iteration 13Q (1755.137700 sec): 3 clusters Score: Raw -81883.763264 + Penalty 2568.341555 = -79315.421709 nChanged 2 SP:Iteration 14Q (1755.157820 sec): 3 clusters Score: Raw -81884.728759 + Penalty 2568.341555 = -79316.387204 nChanged 0 SP:Iteration 15F (1755.178948 sec): 3 clusters Score: Raw -81884.728759 + Penalty 2568.341555 = -79316.387204 nChanged 0 Trying to split cluster 4 (2382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1755.214533 sec): 2 clusters Score: Raw -155121.120753 + Penalty 1364.634604 = -153756.486149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1755.244417 sec): 3 clusters Score: Raw -154065.968172 + Penalty 2729.269208 = -151336.698964 nChanged 886 SP:Iteration 1F (1755.272651 sec): 3 clusters Score: Raw -154684.252763 + Penalty 2729.269208 = -151954.983555 nChanged 237 SP:Iteration 2F (1755.300989 sec): 3 clusters Score: Raw -154933.777175 + Penalty 2729.269208 = -152204.507966 nChanged 171 SP:Iteration 3F (1755.329432 sec): 3 clusters Score: Raw -155135.463416 + Penalty 2729.269208 = -152406.194208 nChanged 136 SP:Iteration 4F (1755.357686 sec): 3 clusters Score: Raw -155287.543400 + Penalty 2729.269208 = -152558.274192 nChanged 131 SP:Iteration 5F (1755.386889 sec): 3 clusters Score: Raw -155445.228052 + Penalty 2729.269208 = -152715.958844 nChanged 124 SP:Iteration 6F (1755.416367 sec): 3 clusters Score: Raw -155599.572073 + Penalty 2729.269208 = -152870.302865 nChanged 105 SP:Iteration 7Q (1755.448211 sec): 3 clusters Score: Raw -155724.701118 + Penalty 2729.269208 = -152995.431910 nChanged 71 SP:Iteration 8Q (1755.477411 sec): 3 clusters Score: Raw -155791.475922 + Penalty 2729.269208 = -153062.206713 nChanged 56 SP:Iteration 9Q (1755.506572 sec): 3 clusters Score: Raw -155837.544142 + Penalty 2729.269208 = -153108.274934 nChanged 45 SP:Iteration 10Q (1755.535609 sec): 3 clusters Score: Raw -155868.771338 + Penalty 2729.269208 = -153139.502129 nChanged 35 SP:Iteration 11Q (1755.563867 sec): 3 clusters Score: Raw -155890.985671 + Penalty 2729.269208 = -153161.716463 nChanged 27 SP:Iteration 12Q (1755.592045 sec): 3 clusters Score: Raw -155905.956334 + Penalty 2729.269208 = -153176.687125 nChanged 24 SP:Iteration 13Q (1755.620200 sec): 3 clusters Score: Raw -155918.707362 + Penalty 2729.269208 = -153189.438154 nChanged 16 SP:Iteration 14Q (1755.648354 sec): 3 clusters Score: Raw -155926.559191 + Penalty 2729.269208 = -153197.289982 nChanged 10 SP:Iteration 15Q (1755.676406 sec): 3 clusters Score: Raw -155932.245448 + Penalty 2729.269208 = -153202.976240 nChanged 11 SP:Iteration 16Q (1755.705877 sec): 3 clusters Score: Raw -155938.413672 + Penalty 2729.269208 = -153209.144463 nChanged 10 SP:Iteration 17Q (1755.734015 sec): 3 clusters Score: Raw -155943.078663 + Penalty 2729.269208 = -153213.809455 nChanged 8 SP:Iteration 18Q (1755.832550 sec): 3 clusters Score: Raw -155947.661725 + Penalty 2729.269208 = -153218.392517 nChanged 8 SP:Iteration 19Q (1755.953017 sec): 3 clusters Score: Raw -155953.288325 + Penalty 2729.269208 = -153224.019117 nChanged 9 SP:Iteration 20F (1756.098090 sec): 3 clusters Score: Raw -155957.740306 + Penalty 2729.269208 = -153228.471098 nChanged 8 SP:Iteration 21Q (1756.210796 sec): 3 clusters Score: Raw -155961.414103 + Penalty 2729.269208 = -153232.144895 nChanged 4 SP:Iteration 22Q (1756.326503 sec): 3 clusters Score: Raw -155964.217764 + Penalty 2729.269208 = -153234.948556 nChanged 6 SP:Iteration 23Q (1756.421129 sec): 3 clusters Score: Raw -155969.506608 + Penalty 2729.269208 = -153240.237400 nChanged 8 SP:Iteration 24Q (1756.533364 sec): 3 clusters Score: Raw -155973.573636 + Penalty 2729.269208 = -153244.304428 nChanged 6 SP:Iteration 25Q (1756.648405 sec): 3 clusters Score: Raw -155977.437176 + Penalty 2729.269208 = -153248.167968 nChanged 6 SP:Iteration 26Q (1756.742679 sec): 3 clusters Score: Raw -155980.969923 + Penalty 2729.269208 = -153251.700715 nChanged 6 SP:Iteration 27Q (1756.855190 sec): 3 clusters Score: Raw -155984.534735 + Penalty 2729.269208 = -153255.265526 nChanged 5 SP:Iteration 28Q (1756.945871 sec): 3 clusters Score: Raw -155987.521594 + Penalty 2729.269208 = -153258.252385 nChanged 6 SP:Iteration 29Q (1757.061640 sec): 3 clusters Score: Raw -155991.065245 + Penalty 2729.269208 = -153261.796037 nChanged 4 SP:Iteration 30Q (1757.174587 sec): 3 clusters Score: Raw -155993.719160 + Penalty 2729.269208 = -153264.449952 nChanged 2 SP:Iteration 31Q (1757.287740 sec): 3 clusters Score: Raw -155995.070621 + Penalty 2729.269208 = -153265.801412 nChanged 5 SP:Iteration 32Q (1757.403183 sec): 3 clusters Score: Raw -155997.697502 + Penalty 2729.269208 = -153268.428294 nChanged 6 SP:Iteration 33Q (1757.517758 sec): 3 clusters Score: Raw -156000.960251 + Penalty 2729.269208 = -153271.691042 nChanged 6 SP:Iteration 34Q (1757.617135 sec): 3 clusters Score: Raw -156004.168114 + Penalty 2729.269208 = -153274.898906 nChanged 7 SP:Iteration 35Q (1757.732965 sec): 3 clusters Score: Raw -156007.548889 + Penalty 2729.269208 = -153278.279681 nChanged 7 SP:Iteration 36Q (1757.825542 sec): 3 clusters Score: Raw -156010.125773 + Penalty 2729.269208 = -153280.856565 nChanged 4 SP:Iteration 37Q (1757.936824 sec): 3 clusters Score: Raw -156013.184816 + Penalty 2729.269208 = -153283.915608 nChanged 4 SP:Iteration 38Q (1758.051742 sec): 3 clusters Score: Raw -156014.784921 + Penalty 2729.269208 = -153285.515713 nChanged 1 SP:Iteration 39Q (1758.146008 sec): 3 clusters Score: Raw -156014.973787 + Penalty 2729.269208 = -153285.704579 nChanged 1 SP:Iteration 40F (1758.241635 sec): 3 clusters Score: Raw -156015.307022 + Penalty 2729.269208 = -153286.037814 nChanged 0 Trying to split cluster 5 (19954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1758.329095 sec): 2 clusters Score: Raw -1535662.883062 + Penalty 1737.657951 = -1533925.225111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1758.442208 sec): 3 clusters Score: Raw -1523848.937990 + Penalty 3475.315901 = -1520373.622089 nChanged 8941 SP:Iteration 1F (1758.518771 sec): 3 clusters Score: Raw -1528777.331609 + Penalty 3475.315901 = -1525302.015708 nChanged 1152 SP:Iteration 2F (1758.632541 sec): 3 clusters Score: Raw -1529318.055555 + Penalty 3475.315901 = -1525842.739654 nChanged 1101 SP:Iteration 3F (1758.757108 sec): 3 clusters Score: Raw -1529921.909823 + Penalty 3475.315901 = -1526446.593922 nChanged 1146 SP:Iteration 4F (1758.848047 sec): 3 clusters Score: Raw -1530599.960751 + Penalty 3475.315901 = -1527124.644850 nChanged 1147 SP:Iteration 5F (1758.948535 sec): 3 clusters Score: Raw -1531336.215401 + Penalty 3475.315901 = -1527860.899500 nChanged 1132 SP:Iteration 6F (1759.169113 sec): 3 clusters Score: Raw -1532106.715182 + Penalty 3475.315901 = -1528631.399281 nChanged 1112 SP:Iteration 7F (1759.304910 sec): 3 clusters Score: Raw -1532902.395721 + Penalty 3475.315901 = -1529427.079820 nChanged 1009 SP:Iteration 8F (1759.395929 sec): 3 clusters Score: Raw -1533633.138013 + Penalty 3475.315901 = -1530157.822112 nChanged 939 SP:Iteration 9Q (1759.497464 sec): 3 clusters Score: Raw -1534408.311262 + Penalty 3475.315901 = -1530932.995361 nChanged 924 SP:Iteration 10Q (1759.629014 sec): 3 clusters Score: Raw -1535369.404436 + Penalty 3475.315901 = -1531894.088535 nChanged 1008 SP:Iteration 11F (1759.724366 sec): 3 clusters Score: Raw -1536664.822514 + Penalty 3475.315901 = -1533189.506612 nChanged 1049 SP:Iteration 12F (1759.834545 sec): 3 clusters Score: Raw -1538795.513073 + Penalty 3475.315901 = -1535320.197172 nChanged 999 SP:Iteration 13F (1759.957070 sec): 3 clusters Score: Raw -1540914.055179 + Penalty 3475.315901 = -1537438.739278 nChanged 616 SP:Iteration 14Q (1760.048174 sec): 3 clusters Score: Raw -1542066.432497 + Penalty 3475.315901 = -1538591.116596 nChanged 276 SP:Iteration 15Q (1760.141740 sec): 3 clusters Score: Raw -1542378.526012 + Penalty 3475.315901 = -1538903.210111 nChanged 134 SP:Iteration 16Q (1760.240845 sec): 3 clusters Score: Raw -1542437.567199 + Penalty 3475.315901 = -1538962.251298 nChanged 66 SP:Iteration 17Q (1760.370585 sec): 3 clusters Score: Raw -1542455.657437 + Penalty 3475.315901 = -1538980.341536 nChanged 38 SP:Iteration 18Q (1760.455976 sec): 3 clusters Score: Raw -1542462.370529 + Penalty 3475.315901 = -1538987.054628 nChanged 26 SP:Iteration 19Q (1760.606024 sec): 3 clusters Score: Raw -1542465.915907 + Penalty 3475.315901 = -1538990.600006 nChanged 13 SP:Iteration 20F (1760.725636 sec): 3 clusters Score: Raw -1542467.008931 + Penalty 3475.315901 = -1538991.693030 nChanged 7 SP:Iteration 21Q (1760.808130 sec): 3 clusters Score: Raw -1542467.454781 + Penalty 3475.315901 = -1538992.138880 nChanged 5 SP:Iteration 22Q (1760.901317 sec): 3 clusters Score: Raw -1542467.815977 + Penalty 3475.315901 = -1538992.500076 nChanged 4 SP:Iteration 23Q (1760.993978 sec): 3 clusters Score: Raw -1542468.066960 + Penalty 3475.315901 = -1538992.751058 nChanged 2 SP:Iteration 24Q (1761.162815 sec): 3 clusters Score: Raw -1542468.147519 + Penalty 3475.315901 = -1538992.831618 nChanged 2 SP:Iteration 25Q (1761.263085 sec): 3 clusters Score: Raw -1542468.262089 + Penalty 3475.315901 = -1538992.946188 nChanged 0 SP:Iteration 26F (1761.347706 sec): 3 clusters Score: Raw -1542468.262089 + Penalty 3475.315901 = -1538992.946188 nChanged 0 Score: Raw -7094832.291648 + Penalty 44504.360808 = -7050327.930840 Splitting cluster 5 changes total score from -7045526.496219 to -7050327.930840 So it's getting split into cluster 22. Trying to split cluster 6 (2238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1764.216231 sec): 2 clusters Score: Raw -141374.497623 + Penalty 1353.690799 = -140020.806824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1764.280093 sec): 3 clusters Score: Raw -140439.298962 + Penalty 2707.381599 = -137731.917363 nChanged 793 SP:Iteration 1F (1764.312563 sec): 3 clusters Score: Raw -141187.326563 + Penalty 2707.381599 = -138479.944964 nChanged 224 SP:Iteration 2F (1764.344840 sec): 3 clusters Score: Raw -141504.589607 + Penalty 2707.381599 = -138797.208008 nChanged 172 SP:Iteration 3F (1764.373777 sec): 3 clusters Score: Raw -141750.318277 + Penalty 2707.381599 = -139042.936678 nChanged 131 SP:Iteration 4F (1764.402786 sec): 3 clusters Score: Raw -141898.910213 + Penalty 2707.381599 = -139191.528614 nChanged 96 SP:Iteration 5Q (1764.431687 sec): 3 clusters Score: Raw -141990.853450 + Penalty 2707.381599 = -139283.471851 nChanged 62 SP:Iteration 6Q (1764.460603 sec): 3 clusters Score: Raw -142046.871284 + Penalty 2707.381599 = -139339.489685 nChanged 46 SP:Iteration 7Q (1764.570246 sec): 3 clusters Score: Raw -142083.401324 + Penalty 2707.381599 = -139376.019725 nChanged 40 SP:Iteration 8Q (1764.692187 sec): 3 clusters Score: Raw -142112.942875 + Penalty 2707.381599 = -139405.561276 nChanged 30 SP:Iteration 9Q (1764.783834 sec): 3 clusters Score: Raw -142140.880656 + Penalty 2707.381599 = -139433.499057 nChanged 28 SP:Iteration 10Q (1764.899022 sec): 3 clusters Score: Raw -142164.049076 + Penalty 2707.381599 = -139456.667477 nChanged 22 SP:Iteration 11Q (1765.014754 sec): 3 clusters Score: Raw -142177.547892 + Penalty 2707.381599 = -139470.166293 nChanged 24 SP:Iteration 12Q (1765.154927 sec): 3 clusters Score: Raw -142198.405180 + Penalty 2707.381599 = -139491.023581 nChanged 23 SP:Iteration 13Q (1765.211685 sec): 3 clusters Score: Raw -142213.873404 + Penalty 2707.381599 = -139506.491805 nChanged 14 SP:Iteration 14Q (1765.239698 sec): 3 clusters Score: Raw -142225.640304 + Penalty 2707.381599 = -139518.258705 nChanged 14 SP:Iteration 15Q (1765.268248 sec): 3 clusters Score: Raw -142235.392249 + Penalty 2707.381599 = -139528.010650 nChanged 15 SP:Iteration 16Q (1765.296753 sec): 3 clusters Score: Raw -142248.822521 + Penalty 2707.381599 = -139541.440922 nChanged 17 SP:Iteration 17Q (1765.325307 sec): 3 clusters Score: Raw -142259.038606 + Penalty 2707.381599 = -139551.657007 nChanged 9 SP:Iteration 18Q (1765.353831 sec): 3 clusters Score: Raw -142264.747526 + Penalty 2707.381599 = -139557.365927 nChanged 9 SP:Iteration 19Q (1765.382590 sec): 3 clusters Score: Raw -142273.495769 + Penalty 2707.381599 = -139566.114170 nChanged 8 SP:Iteration 20F (1765.411145 sec): 3 clusters Score: Raw -142277.683860 + Penalty 2707.381599 = -139570.302261 nChanged 6 SP:Iteration 21Q (1765.439573 sec): 3 clusters Score: Raw -142281.851829 + Penalty 2707.381599 = -139574.470230 nChanged 5 SP:Iteration 22Q (1765.473494 sec): 3 clusters Score: Raw -142285.435968 + Penalty 2707.381599 = -139578.054369 nChanged 6 SP:Iteration 23Q (1765.501968 sec): 3 clusters Score: Raw -142289.206353 + Penalty 2707.381599 = -139581.824754 nChanged 5 SP:Iteration 24Q (1765.530317 sec): 3 clusters Score: Raw -142291.856316 + Penalty 2707.381599 = -139584.474717 nChanged 4 SP:Iteration 25Q (1765.559419 sec): 3 clusters Score: Raw -142294.585297 + Penalty 2707.381599 = -139587.203698 nChanged 3 SP:Iteration 26Q (1765.587799 sec): 3 clusters Score: Raw -142296.442605 + Penalty 2707.381599 = -139589.061006 nChanged 2 SP:Iteration 27Q (1765.616125 sec): 3 clusters Score: Raw -142297.156446 + Penalty 2707.381599 = -139589.774847 nChanged 1 SP:Iteration 28Q (1765.728590 sec): 3 clusters Score: Raw -142297.658666 + Penalty 2707.381599 = -139590.277067 nChanged 1 SP:Iteration 29Q (1765.782969 sec): 3 clusters Score: Raw -142298.864188 + Penalty 2707.381599 = -139591.482589 nChanged 1 SP:Iteration 30Q (1765.812126 sec): 3 clusters Score: Raw -142299.046859 + Penalty 2707.381599 = -139591.665260 nChanged 0 SP:Iteration 31F (1765.840815 sec): 3 clusters Score: Raw -142299.046859 + Penalty 2707.381599 = -139591.665260 nChanged 0 Trying to split cluster 7 (3318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1765.879205 sec): 2 clusters Score: Raw -237005.215203 + Penalty 1422.799116 = -235582.416087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1765.921045 sec): 3 clusters Score: Raw -235476.733041 + Penalty 2845.598232 = -232631.134809 nChanged 1242 SP:Iteration 1F (1765.962677 sec): 3 clusters Score: Raw -236411.255877 + Penalty 2845.598232 = -233565.657645 nChanged 375 SP:Iteration 2F (1766.004713 sec): 3 clusters Score: Raw -236864.992419 + Penalty 2845.598232 = -234019.394186 nChanged 334 SP:Iteration 3F (1766.045041 sec): 3 clusters Score: Raw -237311.473517 + Penalty 2845.598232 = -234465.875285 nChanged 261 SP:Iteration 4F (1766.084369 sec): 3 clusters Score: Raw -237600.182211 + Penalty 2845.598232 = -234754.583979 nChanged 180 SP:Iteration 5F (1766.245896 sec): 3 clusters Score: Raw -237753.978662 + Penalty 2845.598232 = -234908.380429 nChanged 107 SP:Iteration 6Q (1766.392466 sec): 3 clusters Score: Raw -237818.706622 + Penalty 2845.598232 = -234973.108390 nChanged 66 SP:Iteration 7Q (1766.517405 sec): 3 clusters Score: Raw -237858.139925 + Penalty 2845.598232 = -235012.541693 nChanged 35 SP:Iteration 8Q (1766.561014 sec): 3 clusters Score: Raw -237882.695209 + Penalty 2845.598232 = -235037.096976 nChanged 33 SP:Iteration 9Q (1766.602475 sec): 3 clusters Score: Raw -237899.701552 + Penalty 2845.598232 = -235054.103320 nChanged 26 SP:Iteration 10Q (1766.643528 sec): 3 clusters Score: Raw -237915.596565 + Penalty 2845.598232 = -235069.998332 nChanged 18 SP:Iteration 11Q (1766.683402 sec): 3 clusters Score: Raw -237923.538362 + Penalty 2845.598232 = -235077.940130 nChanged 19 SP:Iteration 12Q (1766.723182 sec): 3 clusters Score: Raw -237930.547552 + Penalty 2845.598232 = -235084.949320 nChanged 17 SP:Iteration 13Q (1766.763093 sec): 3 clusters Score: Raw -237938.304964 + Penalty 2845.598232 = -235092.706732 nChanged 17 SP:Iteration 14Q (1766.803955 sec): 3 clusters Score: Raw -237944.879924 + Penalty 2845.598232 = -235099.281692 nChanged 15 SP:Iteration 15Q (1766.843847 sec): 3 clusters Score: Raw -237951.285685 + Penalty 2845.598232 = -235105.687452 nChanged 9 SP:Iteration 16Q (1766.882649 sec): 3 clusters Score: Raw -237954.844482 + Penalty 2845.598232 = -235109.246250 nChanged 9 SP:Iteration 17Q (1766.921432 sec): 3 clusters Score: Raw -237957.120235 + Penalty 2845.598232 = -235111.522003 nChanged 7 SP:Iteration 18Q (1766.960389 sec): 3 clusters Score: Raw -237959.100675 + Penalty 2845.598232 = -235113.502443 nChanged 1 SP:Iteration 19Q (1766.999393 sec): 3 clusters Score: Raw -237959.707954 + Penalty 2845.598232 = -235114.109722 nChanged 1 SP:Iteration 20F (1767.038427 sec): 3 clusters Score: Raw -237960.138728 + Penalty 2845.598232 = -235114.540496 nChanged 1 SP:Iteration 21Q (1767.077671 sec): 3 clusters Score: Raw -237960.328377 + Penalty 2845.598232 = -235114.730144 nChanged 2 SP:Iteration 22Q (1767.116988 sec): 3 clusters Score: Raw -237960.824086 + Penalty 2845.598232 = -235115.225853 nChanged 0 SP:Iteration 23F (1767.155926 sec): 3 clusters Score: Raw -237960.824086 + Penalty 2845.598232 = -235115.225853 nChanged 0 Trying to split cluster 8 (3502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1767.194007 sec): 2 clusters Score: Raw -264234.744215 + Penalty 1432.271210 = -262802.473006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1767.233952 sec): 3 clusters Score: Raw -262584.206877 + Penalty 2864.542419 = -259719.664458 nChanged 1337 SP:Iteration 1F (1767.355756 sec): 3 clusters Score: Raw -263541.300604 + Penalty 2864.542419 = -260676.758185 nChanged 315 SP:Iteration 2F (1767.398321 sec): 3 clusters Score: Raw -263836.091225 + Penalty 2864.542419 = -260971.548806 nChanged 265 SP:Iteration 3F (1767.441402 sec): 3 clusters Score: Raw -264065.352221 + Penalty 2864.542419 = -261200.809802 nChanged 182 SP:Iteration 4F (1767.485007 sec): 3 clusters Score: Raw -264228.638682 + Penalty 2864.542419 = -261364.096263 nChanged 151 SP:Iteration 5Q (1767.528255 sec): 3 clusters Score: Raw -264354.016310 + Penalty 2864.542419 = -261489.473891 nChanged 110 SP:Iteration 6Q (1767.568350 sec): 3 clusters Score: Raw -264452.697360 + Penalty 2864.542419 = -261588.154941 nChanged 100 SP:Iteration 7Q (1767.608451 sec): 3 clusters Score: Raw -264551.342349 + Penalty 2864.542419 = -261686.799930 nChanged 88 SP:Iteration 8Q (1767.648325 sec): 3 clusters Score: Raw -264645.065191 + Penalty 2864.542419 = -261780.522772 nChanged 73 SP:Iteration 9Q (1767.688152 sec): 3 clusters Score: Raw -264707.536101 + Penalty 2864.542419 = -261842.993682 nChanged 63 SP:Iteration 10Q (1767.793133 sec): 3 clusters Score: Raw -264750.411900 + Penalty 2864.542419 = -261885.869481 nChanged 44 SP:Iteration 11Q (1767.919024 sec): 3 clusters Score: Raw -264771.834553 + Penalty 2864.542419 = -261907.292134 nChanged 20 SP:Iteration 12Q (1768.039554 sec): 3 clusters Score: Raw -264778.857622 + Penalty 2864.542419 = -261914.315203 nChanged 17 SP:Iteration 13Q (1768.160593 sec): 3 clusters Score: Raw -264784.698283 + Penalty 2864.542419 = -261920.155864 nChanged 10 SP:Iteration 14Q (1768.281194 sec): 3 clusters Score: Raw -264788.740969 + Penalty 2864.542419 = -261924.198550 nChanged 9 SP:Iteration 15Q (1768.378932 sec): 3 clusters Score: Raw -264792.022203 + Penalty 2864.542419 = -261927.479784 nChanged 5 SP:Iteration 16Q (1768.416848 sec): 3 clusters Score: Raw -264793.554810 + Penalty 2864.542419 = -261929.012391 nChanged 3 SP:Iteration 17Q (1768.456372 sec): 3 clusters Score: Raw -264794.842499 + Penalty 2864.542419 = -261930.300080 nChanged 3 SP:Iteration 18Q (1768.496379 sec): 3 clusters Score: Raw -264795.807781 + Penalty 2864.542419 = -261931.265362 nChanged 2 SP:Iteration 19Q (1768.536729 sec): 3 clusters Score: Raw -264796.273637 + Penalty 2864.542419 = -261931.731218 nChanged 0 SP:Iteration 20F (1768.576611 sec): 3 clusters Score: Raw -264796.273637 + Penalty 2864.542419 = -261931.731218 nChanged 0 Trying to split cluster 9 (3536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1768.615279 sec): 2 clusters Score: Raw -246384.408315 + Penalty 1433.966875 = -244950.441441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1768.660152 sec): 3 clusters Score: Raw -244764.818176 + Penalty 2867.933750 = -241896.884426 nChanged 1352 SP:Iteration 1F (1768.704113 sec): 3 clusters Score: Raw -245762.101765 + Penalty 2867.933750 = -242894.168015 nChanged 338 SP:Iteration 2F (1768.748315 sec): 3 clusters Score: Raw -246104.722114 + Penalty 2867.933750 = -243236.788364 nChanged 266 SP:Iteration 3F (1768.792212 sec): 3 clusters Score: Raw -246365.883415 + Penalty 2867.933750 = -243497.949666 nChanged 216 SP:Iteration 4F (1768.836113 sec): 3 clusters Score: Raw -246626.358213 + Penalty 2867.933750 = -243758.424464 nChanged 185 SP:Iteration 5F (1768.877320 sec): 3 clusters Score: Raw -246841.459633 + Penalty 2867.933750 = -243973.525883 nChanged 164 SP:Iteration 6Q (1768.917411 sec): 3 clusters Score: Raw -247028.688537 + Penalty 2867.933750 = -244160.754787 nChanged 139 SP:Iteration 7Q (1768.957081 sec): 3 clusters Score: Raw -247166.454518 + Penalty 2867.933750 = -244298.520768 nChanged 94 SP:Iteration 8Q (1768.997011 sec): 3 clusters Score: Raw -247253.488423 + Penalty 2867.933750 = -244385.554673 nChanged 80 SP:Iteration 9Q (1769.037189 sec): 3 clusters Score: Raw -247324.288863 + Penalty 2867.933750 = -244456.355113 nChanged 65 SP:Iteration 10Q (1769.077816 sec): 3 clusters Score: Raw -247379.618792 + Penalty 2867.933750 = -244511.685042 nChanged 51 SP:Iteration 11Q (1769.118311 sec): 3 clusters Score: Raw -247415.745847 + Penalty 2867.933750 = -244547.812097 nChanged 42 SP:Iteration 12Q (1769.157935 sec): 3 clusters Score: Raw -247449.271211 + Penalty 2867.933750 = -244581.337462 nChanged 38 SP:Iteration 13Q (1769.198273 sec): 3 clusters Score: Raw -247483.299579 + Penalty 2867.933750 = -244615.365829 nChanged 32 SP:Iteration 14Q (1769.238524 sec): 3 clusters Score: Raw -247515.597690 + Penalty 2867.933750 = -244647.663940 nChanged 29 SP:Iteration 15Q (1769.278766 sec): 3 clusters Score: Raw -247540.194685 + Penalty 2867.933750 = -244672.260935 nChanged 21 SP:Iteration 16Q (1769.318947 sec): 3 clusters Score: Raw -247557.893177 + Penalty 2867.933750 = -244689.959428 nChanged 16 SP:Iteration 17Q (1769.359125 sec): 3 clusters Score: Raw -247569.241279 + Penalty 2867.933750 = -244701.307529 nChanged 10 SP:Iteration 18Q (1769.399022 sec): 3 clusters Score: Raw -247576.151982 + Penalty 2867.933750 = -244708.218233 nChanged 8 SP:Iteration 19Q (1769.521173 sec): 3 clusters Score: Raw -247581.357453 + Penalty 2867.933750 = -244713.423703 nChanged 6 SP:Iteration 20F (1769.656006 sec): 3 clusters Score: Raw -247583.509585 + Penalty 2867.933750 = -244715.575836 nChanged 1 SP:Iteration 21Q (1769.784247 sec): 3 clusters Score: Raw -247584.004741 + Penalty 2867.933750 = -244716.070991 nChanged 1 SP:Iteration 22Q (1769.899535 sec): 3 clusters Score: Raw -247584.507684 + Penalty 2867.933750 = -244716.573934 nChanged 1 SP:Iteration 23Q (1769.988771 sec): 3 clusters Score: Raw -247585.197241 + Penalty 2867.933750 = -244717.263492 nChanged 2 SP:Iteration 24Q (1770.027364 sec): 3 clusters Score: Raw -247585.407576 + Penalty 2867.933750 = -244717.473827 nChanged 1 SP:Iteration 25Q (1770.066544 sec): 3 clusters Score: Raw -247585.602422 + Penalty 2867.933750 = -244717.668672 nChanged 1 SP:Iteration 26Q (1770.105474 sec): 3 clusters Score: Raw -247585.930425 + Penalty 2867.933750 = -244717.996675 nChanged 1 SP:Iteration 27Q (1770.144663 sec): 3 clusters Score: Raw -247586.954032 + Penalty 2867.933750 = -244719.020283 nChanged 3 SP:Iteration 28Q (1770.183696 sec): 3 clusters Score: Raw -247589.165100 + Penalty 2867.933750 = -244721.231350 nChanged 2 SP:Iteration 29Q (1770.222361 sec): 3 clusters Score: Raw -247589.656106 + Penalty 2867.933750 = -244721.722356 nChanged 0 SP:Iteration 30F (1770.262820 sec): 3 clusters Score: Raw -247589.656106 + Penalty 2867.933750 = -244721.722356 nChanged 0 Trying to split cluster 10 (2572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1770.299895 sec): 2 clusters Score: Raw -183808.682413 + Penalty 1378.103059 = -182430.579354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1770.333561 sec): 3 clusters Score: Raw -182651.309288 + Penalty 2756.206119 = -179895.103169 nChanged 973 SP:Iteration 1F (1770.365999 sec): 3 clusters Score: Raw -183358.801807 + Penalty 2756.206119 = -180602.595688 nChanged 228 SP:Iteration 2F (1770.399153 sec): 3 clusters Score: Raw -183576.562548 + Penalty 2756.206119 = -180820.356430 nChanged 180 SP:Iteration 3F (1770.432323 sec): 3 clusters Score: Raw -183736.503768 + Penalty 2756.206119 = -180980.297649 nChanged 127 SP:Iteration 4Q (1770.467208 sec): 3 clusters Score: Raw -183856.375402 + Penalty 2756.206119 = -181100.169284 nChanged 127 SP:Iteration 5Q (1770.500799 sec): 3 clusters Score: Raw -183977.527126 + Penalty 2756.206119 = -181221.321007 nChanged 107 SP:Iteration 6Q (1770.534530 sec): 3 clusters Score: Raw -184079.316654 + Penalty 2756.206119 = -181323.110535 nChanged 92 SP:Iteration 7Q (1770.567830 sec): 3 clusters Score: Raw -184161.437130 + Penalty 2756.206119 = -181405.231012 nChanged 76 SP:Iteration 8Q (1770.600221 sec): 3 clusters Score: Raw -184219.159615 + Penalty 2756.206119 = -181462.953496 nChanged 55 SP:Iteration 9Q (1770.632716 sec): 3 clusters Score: Raw -184252.334170 + Penalty 2756.206119 = -181496.128051 nChanged 27 SP:Iteration 10Q (1770.665059 sec): 3 clusters Score: Raw -184270.937793 + Penalty 2756.206119 = -181514.731674 nChanged 25 SP:Iteration 11Q (1770.697499 sec): 3 clusters Score: Raw -184289.678786 + Penalty 2756.206119 = -181533.472667 nChanged 26 SP:Iteration 12Q (1770.729759 sec): 3 clusters Score: Raw -184304.362728 + Penalty 2756.206119 = -181548.156610 nChanged 18 SP:Iteration 13Q (1770.762147 sec): 3 clusters Score: Raw -184312.153122 + Penalty 2756.206119 = -181555.947003 nChanged 9 SP:Iteration 14Q (1770.794453 sec): 3 clusters Score: Raw -184317.687419 + Penalty 2756.206119 = -181561.481301 nChanged 9 SP:Iteration 15Q (1770.826801 sec): 3 clusters Score: Raw -184323.175955 + Penalty 2756.206119 = -181566.969836 nChanged 8 SP:Iteration 16Q (1770.859024 sec): 3 clusters Score: Raw -184327.154319 + Penalty 2756.206119 = -181570.948200 nChanged 7 SP:Iteration 17Q (1770.891580 sec): 3 clusters Score: Raw -184330.007011 + Penalty 2756.206119 = -181573.800892 nChanged 6 SP:Iteration 18Q (1770.994654 sec): 3 clusters Score: Raw -184332.971779 + Penalty 2756.206119 = -181576.765660 nChanged 3 SP:Iteration 19Q (1771.115718 sec): 3 clusters Score: Raw -184333.776592 + Penalty 2756.206119 = -181577.570473 nChanged 2 SP:Iteration 20F (1771.233463 sec): 3 clusters Score: Raw -184334.451242 + Penalty 2756.206119 = -181578.245123 nChanged 0 Trying to split cluster 11 (5785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1771.327853 sec): 2 clusters Score: Raw -442243.469704 + Penalty 1520.360649 = -440723.109055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1771.383378 sec): 3 clusters Score: Raw -439270.732626 + Penalty 3040.721298 = -436230.011328 nChanged 2405 SP:Iteration 1F (1771.451624 sec): 3 clusters Score: Raw -440881.897772 + Penalty 3040.721298 = -437841.176474 nChanged 613 SP:Iteration 2F (1771.516226 sec): 3 clusters Score: Raw -441551.698607 + Penalty 3040.721298 = -438510.977310 nChanged 550 SP:Iteration 3F (1771.562160 sec): 3 clusters Score: Raw -442265.477062 + Penalty 3040.721298 = -439224.755764 nChanged 458 SP:Iteration 4F (1771.608487 sec): 3 clusters Score: Raw -442877.067333 + Penalty 3040.721298 = -439836.346036 nChanged 371 SP:Iteration 5F (1771.656532 sec): 3 clusters Score: Raw -443254.385866 + Penalty 3040.721298 = -440213.664569 nChanged 218 SP:Iteration 6Q (1771.708193 sec): 3 clusters Score: Raw -443426.895062 + Penalty 3040.721298 = -440386.173764 nChanged 164 SP:Iteration 7Q (1771.759855 sec): 3 clusters Score: Raw -443549.796813 + Penalty 3040.721298 = -440509.075515 nChanged 131 SP:Iteration 8Q (1771.877572 sec): 3 clusters Score: Raw -443657.112741 + Penalty 3040.721298 = -440616.391443 nChanged 118 SP:Iteration 9Q (1771.925888 sec): 3 clusters Score: Raw -443742.000272 + Penalty 3040.721298 = -440701.278974 nChanged 95 SP:Iteration 10Q (1771.974114 sec): 3 clusters Score: Raw -443809.016117 + Penalty 3040.721298 = -440768.294819 nChanged 95 SP:Iteration 11Q (1772.022150 sec): 3 clusters Score: Raw -443876.437627 + Penalty 3040.721298 = -440835.716330 nChanged 78 SP:Iteration 12Q (1772.152997 sec): 3 clusters Score: Raw -443921.915561 + Penalty 3040.721298 = -440881.194263 nChanged 62 SP:Iteration 13Q (1772.225723 sec): 3 clusters Score: Raw -443953.178576 + Penalty 3040.721298 = -440912.457278 nChanged 50 SP:Iteration 14Q (1772.273380 sec): 3 clusters Score: Raw -443972.348680 + Penalty 3040.721298 = -440931.627383 nChanged 31 SP:Iteration 15Q (1772.320719 sec): 3 clusters Score: Raw -443982.510355 + Penalty 3040.721298 = -440941.789058 nChanged 18 SP:Iteration 16Q (1772.368398 sec): 3 clusters Score: Raw -443986.457599 + Penalty 3040.721298 = -440945.736302 nChanged 12 SP:Iteration 17Q (1772.418510 sec): 3 clusters Score: Raw -443989.045849 + Penalty 3040.721298 = -440948.324552 nChanged 8 SP:Iteration 18Q (1772.468455 sec): 3 clusters Score: Raw -443990.446225 + Penalty 3040.721298 = -440949.724928 nChanged 3 SP:Iteration 19Q (1772.516834 sec): 3 clusters Score: Raw -443990.789274 + Penalty 3040.721298 = -440950.067977 nChanged 4 SP:Iteration 20F (1772.581619 sec): 3 clusters Score: Raw -443991.596222 + Penalty 3040.721298 = -440950.874925 nChanged 2 SP:Iteration 21Q (1772.629326 sec): 3 clusters Score: Raw -443991.830146 + Penalty 3040.721298 = -440951.108849 nChanged 3 SP:Iteration 22Q (1772.677933 sec): 3 clusters Score: Raw -443992.448317 + Penalty 3040.721298 = -440951.727020 nChanged 5 SP:Iteration 23Q (1772.727204 sec): 3 clusters Score: Raw -443993.432002 + Penalty 3040.721298 = -440952.710704 nChanged 3 SP:Iteration 24Q (1772.776450 sec): 3 clusters Score: Raw -443993.892537 + Penalty 3040.721298 = -440953.171240 nChanged 4 SP:Iteration 25Q (1772.825410 sec): 3 clusters Score: Raw -443994.766258 + Penalty 3040.721298 = -440954.044961 nChanged 4 SP:Iteration 26Q (1772.987659 sec): 3 clusters Score: Raw -443995.388389 + Penalty 3040.721298 = -440954.667092 nChanged 2 SP:Iteration 27Q (1773.123848 sec): 3 clusters Score: Raw -443995.662980 + Penalty 3040.721298 = -440954.941682 nChanged 2 SP:Iteration 28Q (1773.266153 sec): 3 clusters Score: Raw -443995.955427 + Penalty 3040.721298 = -440955.234129 nChanged 2 SP:Iteration 29Q (1773.343728 sec): 3 clusters Score: Raw -443996.240814 + Penalty 3040.721298 = -440955.519516 nChanged 1 SP:Iteration 30Q (1773.395410 sec): 3 clusters Score: Raw -443996.317243 + Penalty 3040.721298 = -440955.595945 nChanged 0 SP:Iteration 31F (1773.506597 sec): 3 clusters Score: Raw -443996.317243 + Penalty 3040.721298 = -440955.595945 nChanged 0 Score: Raw -7096585.139187 + Penalty 46527.286299 = -7050057.852888 Splitting cluster 11 changes total score from -7045526.496219 to -7050057.852888 So it's getting split into cluster 23. Trying to split cluster 12 (4856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1776.480819 sec): 2 clusters Score: Raw -319133.391736 + Penalty 1489.638793 = -317643.752943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1776.539077 sec): 3 clusters Score: Raw -316751.984994 + Penalty 2979.277587 = -313772.707407 nChanged 1934 SP:Iteration 1F (1776.595318 sec): 3 clusters Score: Raw -318165.764207 + Penalty 2979.277587 = -315186.486620 nChanged 503 SP:Iteration 2F (1776.646614 sec): 3 clusters Score: Raw -318649.828930 + Penalty 2979.277587 = -315670.551343 nChanged 374 SP:Iteration 3F (1776.689794 sec): 3 clusters Score: Raw -319016.754223 + Penalty 2979.277587 = -316037.476636 nChanged 313 SP:Iteration 4F (1776.732900 sec): 3 clusters Score: Raw -319283.417705 + Penalty 2979.277587 = -316304.140118 nChanged 233 SP:Iteration 5Q (1776.776540 sec): 3 clusters Score: Raw -319473.930708 + Penalty 2979.277587 = -316494.653121 nChanged 201 SP:Iteration 6Q (1776.823838 sec): 3 clusters Score: Raw -319626.735780 + Penalty 2979.277587 = -316647.458193 nChanged 153 SP:Iteration 7Q (1776.872446 sec): 3 clusters Score: Raw -319717.495191 + Penalty 2979.277587 = -316738.217604 nChanged 94 SP:Iteration 8Q (1776.920656 sec): 3 clusters Score: Raw -319767.284304 + Penalty 2979.277587 = -316788.006717 nChanged 77 SP:Iteration 9Q (1776.968978 sec): 3 clusters Score: Raw -319806.037743 + Penalty 2979.277587 = -316826.760156 nChanged 64 SP:Iteration 10Q (1777.015866 sec): 3 clusters Score: Raw -319835.518528 + Penalty 2979.277587 = -316856.240941 nChanged 60 SP:Iteration 11Q (1777.063127 sec): 3 clusters Score: Raw -319857.671121 + Penalty 2979.277587 = -316878.393534 nChanged 37 SP:Iteration 12Q (1777.152556 sec): 3 clusters Score: Raw -319869.394020 + Penalty 2979.277587 = -316890.116433 nChanged 27 SP:Iteration 13Q (1777.213609 sec): 3 clusters Score: Raw -319880.705837 + Penalty 2979.277587 = -316901.428250 nChanged 33 SP:Iteration 14Q (1777.260250 sec): 3 clusters Score: Raw -319894.775214 + Penalty 2979.277587 = -316915.497627 nChanged 42 SP:Iteration 15Q (1777.306267 sec): 3 clusters Score: Raw -319910.982313 + Penalty 2979.277587 = -316931.704726 nChanged 24 SP:Iteration 16Q (1777.352155 sec): 3 clusters Score: Raw -319917.504200 + Penalty 2979.277587 = -316938.226613 nChanged 18 SP:Iteration 17Q (1777.402027 sec): 3 clusters Score: Raw -319921.809386 + Penalty 2979.277587 = -316942.531799 nChanged 14 SP:Iteration 18Q (1777.469156 sec): 3 clusters Score: Raw -319928.051754 + Penalty 2979.277587 = -316948.774167 nChanged 19 SP:Iteration 19Q (1777.518227 sec): 3 clusters Score: Raw -319936.269338 + Penalty 2979.277587 = -316956.991751 nChanged 29 SP:Iteration 20F (1777.580049 sec): 3 clusters Score: Raw -319944.517820 + Penalty 2979.277587 = -316965.240233 nChanged 21 SP:Iteration 21Q (1777.627345 sec): 3 clusters Score: Raw -319949.667874 + Penalty 2979.277587 = -316970.390287 nChanged 16 SP:Iteration 22Q (1777.757400 sec): 3 clusters Score: Raw -319954.056438 + Penalty 2979.277587 = -316974.778852 nChanged 8 SP:Iteration 23Q (1777.889932 sec): 3 clusters Score: Raw -319956.140808 + Penalty 2979.277587 = -316976.863221 nChanged 5 SP:Iteration 24Q (1778.015217 sec): 3 clusters Score: Raw -319956.880696 + Penalty 2979.277587 = -316977.603109 nChanged 3 SP:Iteration 25Q (1778.136676 sec): 3 clusters Score: Raw -319957.405757 + Penalty 2979.277587 = -316978.128170 nChanged 5 SP:Iteration 26Q (1778.252181 sec): 3 clusters Score: Raw -319958.914695 + Penalty 2979.277587 = -316979.637108 nChanged 4 SP:Iteration 27Q (1778.316233 sec): 3 clusters Score: Raw -319960.153540 + Penalty 2979.277587 = -316980.875953 nChanged 4 SP:Iteration 28Q (1778.361489 sec): 3 clusters Score: Raw -319961.102094 + Penalty 2979.277587 = -316981.824507 nChanged 6 SP:Iteration 29Q (1778.417623 sec): 3 clusters Score: Raw -319962.179203 + Penalty 2979.277587 = -316982.901616 nChanged 5 SP:Iteration 30Q (1778.467324 sec): 3 clusters Score: Raw -319963.478627 + Penalty 2979.277587 = -316984.201041 nChanged 4 SP:Iteration 31Q (1778.528069 sec): 3 clusters Score: Raw -319964.971144 + Penalty 2979.277587 = -316985.693557 nChanged 8 SP:Iteration 32Q (1778.573205 sec): 3 clusters Score: Raw -319967.104957 + Penalty 2979.277587 = -316987.827371 nChanged 9 SP:Iteration 33Q (1778.617742 sec): 3 clusters Score: Raw -319969.689375 + Penalty 2979.277587 = -316990.411788 nChanged 8 SP:Iteration 34Q (1778.664766 sec): 3 clusters Score: Raw -319972.424799 + Penalty 2979.277587 = -316993.147212 nChanged 15 SP:Iteration 35Q (1778.711292 sec): 3 clusters Score: Raw -319978.471702 + Penalty 2979.277587 = -316999.194115 nChanged 13 SP:Iteration 36Q (1778.850628 sec): 3 clusters Score: Raw -319983.764641 + Penalty 2979.277587 = -317004.487054 nChanged 25 SP:Iteration 37Q (1778.898489 sec): 3 clusters Score: Raw -319992.275115 + Penalty 2979.277587 = -317012.997528 nChanged 17 SP:Iteration 38Q (1778.971307 sec): 3 clusters Score: Raw -319996.679948 + Penalty 2979.277587 = -317017.402361 nChanged 17 SP:Iteration 39Q (1779.035941 sec): 3 clusters Score: Raw -320001.669781 + Penalty 2979.277587 = -317022.392195 nChanged 13 SP:Iteration 40F (1779.084482 sec): 3 clusters Score: Raw -320005.196811 + Penalty 2979.277587 = -317025.919225 nChanged 10 SP:Iteration 41Q (1779.155272 sec): 3 clusters Score: Raw -320007.458083 + Penalty 2979.277587 = -317028.180496 nChanged 10 SP:Iteration 42Q (1779.203217 sec): 3 clusters Score: Raw -320009.240191 + Penalty 2979.277587 = -317029.962605 nChanged 6 SP:Iteration 43Q (1779.252520 sec): 3 clusters Score: Raw -320010.176203 + Penalty 2979.277587 = -317030.898616 nChanged 4 SP:Iteration 44Q (1779.378546 sec): 3 clusters Score: Raw -320010.793883 + Penalty 2979.277587 = -317031.516296 nChanged 4 SP:Iteration 45Q (1779.491754 sec): 3 clusters Score: Raw -320011.950461 + Penalty 2979.277587 = -317032.672874 nChanged 4 SP:Iteration 46Q (1779.612287 sec): 3 clusters Score: Raw -320012.700556 + Penalty 2979.277587 = -317033.422969 nChanged 7 SP:Iteration 47Q (1779.709334 sec): 3 clusters Score: Raw -320013.986062 + Penalty 2979.277587 = -317034.708475 nChanged 5 SP:Iteration 48Q (1779.754016 sec): 3 clusters Score: Raw -320015.112647 + Penalty 2979.277587 = -317035.835060 nChanged 5 SP:Iteration 49Q (1779.878480 sec): 3 clusters Score: Raw -320015.967798 + Penalty 2979.277587 = -317036.690212 nChanged 4 SP:Iteration 50Q (1779.922325 sec): 3 clusters Score: Raw -320016.785166 + Penalty 2979.277587 = -317037.507580 nChanged 5 SP:Iteration 51Q (1779.967095 sec): 3 clusters Score: Raw -320017.690537 + Penalty 2979.277587 = -317038.412950 nChanged 6 SP:Iteration 52Q (1780.011494 sec): 3 clusters Score: Raw -320018.667456 + Penalty 2979.277587 = -317039.389869 nChanged 4 SP:Iteration 53Q (1780.056057 sec): 3 clusters Score: Raw -320019.301684 + Penalty 2979.277587 = -317040.024097 nChanged 3 SP:Iteration 54Q (1780.216592 sec): 3 clusters Score: Raw -320020.541800 + Penalty 2979.277587 = -317041.264214 nChanged 4 SP:Iteration 55Q (1780.312973 sec): 3 clusters Score: Raw -320021.283098 + Penalty 2979.277587 = -317042.005512 nChanged 2 SP:Iteration 56Q (1780.441158 sec): 3 clusters Score: Raw -320021.913043 + Penalty 2979.277587 = -317042.635456 nChanged 1 SP:Iteration 57Q (1780.551540 sec): 3 clusters Score: Raw -320022.143142 + Penalty 2979.277587 = -317042.865555 nChanged 0 SP:Iteration 58F (1780.596587 sec): 3 clusters Score: Raw -320022.143142 + Penalty 2979.277587 = -317042.865555 nChanged 0 Trying to split cluster 13 (2106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1780.633225 sec): 2 clusters Score: Raw -103029.308276 + Penalty 1343.021769 = -101686.286507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1780.661835 sec): 3 clusters Score: Raw -102168.735956 + Penalty 2686.043538 = -99482.692418 nChanged 765 SP:Iteration 1F (1780.688004 sec): 3 clusters Score: Raw -102998.386643 + Penalty 2686.043538 = -100312.343105 nChanged 275 SP:Iteration 2F (1780.715905 sec): 3 clusters Score: Raw -103409.183031 + Penalty 2686.043538 = -100723.139493 nChanged 169 SP:Iteration 3F (1780.744729 sec): 3 clusters Score: Raw -103597.439352 + Penalty 2686.043538 = -100911.395814 nChanged 92 SP:Iteration 4Q (1780.773687 sec): 3 clusters Score: Raw -103676.903059 + Penalty 2686.043538 = -100990.859521 nChanged 70 SP:Iteration 5Q (1780.811719 sec): 3 clusters Score: Raw -103738.547881 + Penalty 2686.043538 = -101052.504343 nChanged 39 SP:Iteration 6Q (1780.840197 sec): 3 clusters Score: Raw -103767.265005 + Penalty 2686.043538 = -101081.221467 nChanged 25 SP:Iteration 7Q (1780.868636 sec): 3 clusters Score: Raw -103785.370009 + Penalty 2686.043538 = -101099.326471 nChanged 22 SP:Iteration 8Q (1780.897692 sec): 3 clusters Score: Raw -103800.894949 + Penalty 2686.043538 = -101114.851411 nChanged 15 SP:Iteration 9Q (1780.942379 sec): 3 clusters Score: Raw -103810.232216 + Penalty 2686.043538 = -101124.188678 nChanged 12 SP:Iteration 10Q (1780.969642 sec): 3 clusters Score: Raw -103823.035780 + Penalty 2686.043538 = -101136.992242 nChanged 11 SP:Iteration 11Q (1780.997030 sec): 3 clusters Score: Raw -103832.542634 + Penalty 2686.043538 = -101146.499096 nChanged 7 SP:Iteration 12Q (1781.027140 sec): 3 clusters Score: Raw -103835.334576 + Penalty 2686.043538 = -101149.291038 nChanged 3 SP:Iteration 13Q (1781.056264 sec): 3 clusters Score: Raw -103836.920079 + Penalty 2686.043538 = -101150.876541 nChanged 6 SP:Iteration 14Q (1781.083913 sec): 3 clusters Score: Raw -103840.738491 + Penalty 2686.043538 = -101154.694952 nChanged 5 SP:Iteration 15Q (1781.111335 sec): 3 clusters Score: Raw -103842.949460 + Penalty 2686.043538 = -101156.905922 nChanged 2 SP:Iteration 16Q (1781.150941 sec): 3 clusters Score: Raw -103843.761598 + Penalty 2686.043538 = -101157.718059 nChanged 2 SP:Iteration 17Q (1781.178408 sec): 3 clusters Score: Raw -103844.433646 + Penalty 2686.043538 = -101158.390107 nChanged 1 SP:Iteration 18Q (1781.205366 sec): 3 clusters Score: Raw -103844.598887 + Penalty 2686.043538 = -101158.555349 nChanged 0 SP:Iteration 19F (1781.232957 sec): 3 clusters Score: Raw -103844.598887 + Penalty 2686.043538 = -101158.555349 nChanged 0 Trying to split cluster 14 (4648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1781.301115 sec): 2 clusters Score: Raw -309137.913604 + Penalty 1481.955748 = -307655.957856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1781.368154 sec): 3 clusters Score: Raw -306821.126914 + Penalty 2963.911497 = -303857.215417 nChanged 1840 SP:Iteration 1F (1781.443139 sec): 3 clusters Score: Raw -308164.735483 + Penalty 2963.911497 = -305200.823986 nChanged 453 SP:Iteration 2F (1781.488522 sec): 3 clusters Score: Raw -308610.006415 + Penalty 2963.911497 = -305646.094918 nChanged 380 SP:Iteration 3F (1781.620210 sec): 3 clusters Score: Raw -308959.220867 + Penalty 2963.911497 = -305995.309371 nChanged 287 SP:Iteration 4F (1781.764748 sec): 3 clusters Score: Raw -309159.949967 + Penalty 2963.911497 = -306196.038470 nChanged 210 SP:Iteration 5Q (1781.861354 sec): 3 clusters Score: Raw -309294.772356 + Penalty 2963.911497 = -306330.860860 nChanged 157 SP:Iteration 6Q (1781.984506 sec): 3 clusters Score: Raw -309379.667311 + Penalty 2963.911497 = -306415.755814 nChanged 109 SP:Iteration 7Q (1782.107699 sec): 3 clusters Score: Raw -309434.920018 + Penalty 2963.911497 = -306471.008522 nChanged 94 SP:Iteration 8Q (1782.220202 sec): 3 clusters Score: Raw -309482.933411 + Penalty 2963.911497 = -306519.021915 nChanged 84 SP:Iteration 9Q (1782.262584 sec): 3 clusters Score: Raw -309522.161907 + Penalty 2963.911497 = -306558.250411 nChanged 65 SP:Iteration 10Q (1782.306684 sec): 3 clusters Score: Raw -309546.398964 + Penalty 2963.911497 = -306582.487467 nChanged 47 SP:Iteration 11Q (1782.365556 sec): 3 clusters Score: Raw -309564.930201 + Penalty 2963.911497 = -306601.018704 nChanged 47 SP:Iteration 12Q (1782.411607 sec): 3 clusters Score: Raw -309578.593375 + Penalty 2963.911497 = -306614.681878 nChanged 29 SP:Iteration 13Q (1782.458125 sec): 3 clusters Score: Raw -309587.478382 + Penalty 2963.911497 = -306623.566885 nChanged 24 SP:Iteration 14Q (1782.503630 sec): 3 clusters Score: Raw -309595.864750 + Penalty 2963.911497 = -306631.953253 nChanged 31 SP:Iteration 15Q (1782.549629 sec): 3 clusters Score: Raw -309606.857784 + Penalty 2963.911497 = -306642.946287 nChanged 30 SP:Iteration 16Q (1782.673253 sec): 3 clusters Score: Raw -309617.736779 + Penalty 2963.911497 = -306653.825282 nChanged 26 SP:Iteration 17Q (1782.800990 sec): 3 clusters Score: Raw -309626.525576 + Penalty 2963.911497 = -306662.614079 nChanged 19 SP:Iteration 18Q (1782.866925 sec): 3 clusters Score: Raw -309630.846948 + Penalty 2963.911497 = -306666.935451 nChanged 17 SP:Iteration 19Q (1782.930892 sec): 3 clusters Score: Raw -309634.052041 + Penalty 2963.911497 = -306670.140544 nChanged 12 SP:Iteration 20F (1782.975224 sec): 3 clusters Score: Raw -309637.333072 + Penalty 2963.911497 = -306673.421575 nChanged 7 SP:Iteration 21Q (1783.019706 sec): 3 clusters Score: Raw -309639.231360 + Penalty 2963.911497 = -306675.319863 nChanged 6 SP:Iteration 22Q (1783.063400 sec): 3 clusters Score: Raw -309640.348446 + Penalty 2963.911497 = -306676.436950 nChanged 6 SP:Iteration 23Q (1783.122522 sec): 3 clusters Score: Raw -309641.956200 + Penalty 2963.911497 = -306678.044704 nChanged 4 SP:Iteration 24Q (1783.168018 sec): 3 clusters Score: Raw -309642.848369 + Penalty 2963.911497 = -306678.936873 nChanged 4 SP:Iteration 25Q (1783.213830 sec): 3 clusters Score: Raw -309643.848796 + Penalty 2963.911497 = -306679.937299 nChanged 6 SP:Iteration 26Q (1783.258969 sec): 3 clusters Score: Raw -309645.374291 + Penalty 2963.911497 = -306681.462795 nChanged 5 SP:Iteration 27Q (1783.305094 sec): 3 clusters Score: Raw -309646.562835 + Penalty 2963.911497 = -306682.651338 nChanged 9 SP:Iteration 28Q (1783.433874 sec): 3 clusters Score: Raw -309649.334742 + Penalty 2963.911497 = -306685.423245 nChanged 11 SP:Iteration 29Q (1783.498649 sec): 3 clusters Score: Raw -309652.327453 + Penalty 2963.911497 = -306688.415956 nChanged 13 SP:Iteration 30Q (1783.542056 sec): 3 clusters Score: Raw -309655.700574 + Penalty 2963.911497 = -306691.789077 nChanged 9 SP:Iteration 31Q (1783.585847 sec): 3 clusters Score: Raw -309658.247196 + Penalty 2963.911497 = -306694.335700 nChanged 13 SP:Iteration 32Q (1783.630336 sec): 3 clusters Score: Raw -309661.615981 + Penalty 2963.911497 = -306697.704484 nChanged 14 SP:Iteration 33Q (1783.674782 sec): 3 clusters Score: Raw -309667.296208 + Penalty 2963.911497 = -306703.384711 nChanged 18 SP:Iteration 34Q (1783.818272 sec): 3 clusters Score: Raw -309677.433970 + Penalty 2963.911497 = -306713.522473 nChanged 22 SP:Iteration 35Q (1783.928984 sec): 3 clusters Score: Raw -309688.217463 + Penalty 2963.911497 = -306724.305967 nChanged 27 SP:Iteration 36Q (1784.043532 sec): 3 clusters Score: Raw -309700.597001 + Penalty 2963.911497 = -306736.685504 nChanged 26 SP:Iteration 37Q (1784.167625 sec): 3 clusters Score: Raw -309710.849100 + Penalty 2963.911497 = -306746.937603 nChanged 16 SP:Iteration 38Q (1784.210449 sec): 3 clusters Score: Raw -309716.964367 + Penalty 2963.911497 = -306753.052871 nChanged 13 SP:Iteration 39Q (1784.265248 sec): 3 clusters Score: Raw -309720.590755 + Penalty 2963.911497 = -306756.679258 nChanged 11 SP:Iteration 40F (1784.308521 sec): 3 clusters Score: Raw -309725.302838 + Penalty 2963.911497 = -306761.391341 nChanged 10 SP:Iteration 41Q (1784.354671 sec): 3 clusters Score: Raw -309729.967474 + Penalty 2963.911497 = -306766.055977 nChanged 13 SP:Iteration 42Q (1784.400597 sec): 3 clusters Score: Raw -309733.850919 + Penalty 2963.911497 = -306769.939423 nChanged 12 SP:Iteration 43Q (1784.447271 sec): 3 clusters Score: Raw -309736.463875 + Penalty 2963.911497 = -306772.552378 nChanged 11 SP:Iteration 44Q (1784.493408 sec): 3 clusters Score: Raw -309740.674560 + Penalty 2963.911497 = -306776.763063 nChanged 13 SP:Iteration 45Q (1784.538062 sec): 3 clusters Score: Raw -309746.469021 + Penalty 2963.911497 = -306782.557524 nChanged 17 SP:Iteration 46Q (1784.582213 sec): 3 clusters Score: Raw -309754.415984 + Penalty 2963.911497 = -306790.504487 nChanged 18 SP:Iteration 47Q (1784.625457 sec): 3 clusters Score: Raw -309759.276934 + Penalty 2963.911497 = -306795.365437 nChanged 15 SP:Iteration 48Q (1784.670003 sec): 3 clusters Score: Raw -309764.710958 + Penalty 2963.911497 = -306800.799462 nChanged 14 SP:Iteration 49Q (1784.798026 sec): 3 clusters Score: Raw -309770.172309 + Penalty 2963.911497 = -306806.260812 nChanged 17 SP:Iteration 50Q (1784.921731 sec): 3 clusters Score: Raw -309774.329835 + Penalty 2963.911497 = -306810.418338 nChanged 10 SP:Iteration 51Q (1784.964764 sec): 3 clusters Score: Raw -309776.670675 + Penalty 2963.911497 = -306812.759178 nChanged 5 SP:Iteration 52Q (1785.009242 sec): 3 clusters Score: Raw -309778.049157 + Penalty 2963.911497 = -306814.137660 nChanged 3 SP:Iteration 53Q (1785.134792 sec): 3 clusters Score: Raw -309778.405855 + Penalty 2963.911497 = -306814.494358 nChanged 1 SP:Iteration 54Q (1785.177895 sec): 3 clusters Score: Raw -309778.574388 + Penalty 2963.911497 = -306814.662891 nChanged 3 SP:Iteration 55Q (1785.222091 sec): 3 clusters Score: Raw -309779.374236 + Penalty 2963.911497 = -306815.462739 nChanged 3 SP:Iteration 56Q (1785.312404 sec): 3 clusters Score: Raw -309780.188069 + Penalty 2963.911497 = -306816.276572 nChanged 6 SP:Iteration 57Q (1785.382005 sec): 3 clusters Score: Raw -309781.177330 + Penalty 2963.911497 = -306817.265834 nChanged 5 SP:Iteration 58Q (1785.431049 sec): 3 clusters Score: Raw -309783.486968 + Penalty 2963.911497 = -306819.575471 nChanged 10 SP:Iteration 59Q (1785.479886 sec): 3 clusters Score: Raw -309789.350070 + Penalty 2963.911497 = -306825.438573 nChanged 12 SP:Iteration 60F (1785.523596 sec): 3 clusters Score: Raw -309792.620223 + Penalty 2963.911497 = -306828.708726 nChanged 8 SP:Iteration 61Q (1785.579723 sec): 3 clusters Score: Raw -309794.566672 + Penalty 2963.911497 = -306830.655175 nChanged 3 SP:Iteration 62Q (1785.622314 sec): 3 clusters Score: Raw -309794.906180 + Penalty 2963.911497 = -306830.994683 nChanged 2 SP:Iteration 63Q (1785.664968 sec): 3 clusters Score: Raw -309795.577394 + Penalty 2963.911497 = -306831.665898 nChanged 3 SP:Iteration 64Q (1785.707079 sec): 3 clusters Score: Raw -309796.158534 + Penalty 2963.911497 = -306832.247037 nChanged 1 SP:Iteration 65Q (1785.753955 sec): 3 clusters Score: Raw -309796.447899 + Penalty 2963.911497 = -306832.536403 nChanged 0 SP:Iteration 66F (1785.919388 sec): 3 clusters Score: Raw -309796.447899 + Penalty 2963.911497 = -306832.536403 nChanged 0 Trying to split cluster 15 (8928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1785.982932 sec): 2 clusters Score: Raw -703214.890225 + Penalty 1596.514319 = -701618.375907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1786.154153 sec): 3 clusters Score: Raw -698232.715309 + Penalty 3193.028637 = -695039.686672 nChanged 3790 SP:Iteration 1F (1786.231021 sec): 3 clusters Score: Raw -700266.809331 + Penalty 3193.028637 = -697073.780694 nChanged 665 SP:Iteration 2F (1786.287928 sec): 3 clusters Score: Raw -700625.564997 + Penalty 3193.028637 = -697432.536360 nChanged 592 SP:Iteration 3F (1786.450031 sec): 3 clusters Score: Raw -700993.875811 + Penalty 3193.028637 = -697800.847173 nChanged 540 SP:Iteration 4F (1786.538233 sec): 3 clusters Score: Raw -701333.021625 + Penalty 3193.028637 = -698139.992988 nChanged 525 SP:Iteration 5F (1786.599887 sec): 3 clusters Score: Raw -701705.610687 + Penalty 3193.028637 = -698512.582050 nChanged 560 SP:Iteration 6F (1786.657514 sec): 3 clusters Score: Raw -702121.687399 + Penalty 3193.028637 = -698928.658761 nChanged 457 SP:Iteration 7F (1786.733141 sec): 3 clusters Score: Raw -702435.076605 + Penalty 3193.028637 = -699242.047967 nChanged 367 SP:Iteration 8Q (1786.802237 sec): 3 clusters Score: Raw -702664.190589 + Penalty 3193.028637 = -699471.161952 nChanged 310 SP:Iteration 9Q (1786.895941 sec): 3 clusters Score: Raw -702862.041716 + Penalty 3193.028637 = -699669.013078 nChanged 248 SP:Iteration 10Q (1786.958772 sec): 3 clusters Score: Raw -703016.974470 + Penalty 3193.028637 = -699823.945833 nChanged 195 SP:Iteration 11Q (1787.038142 sec): 3 clusters Score: Raw -703129.892320 + Penalty 3193.028637 = -699936.863683 nChanged 156 SP:Iteration 12Q (1787.112217 sec): 3 clusters Score: Raw -703207.440200 + Penalty 3193.028637 = -700014.411562 nChanged 120 SP:Iteration 13Q (1787.175895 sec): 3 clusters Score: Raw -703267.923866 + Penalty 3193.028637 = -700074.895228 nChanged 90 SP:Iteration 14Q (1787.240283 sec): 3 clusters Score: Raw -703314.819280 + Penalty 3193.028637 = -700121.790642 nChanged 74 SP:Iteration 15Q (1787.308561 sec): 3 clusters Score: Raw -703351.203646 + Penalty 3193.028637 = -700158.175008 nChanged 65 SP:Iteration 16Q (1787.370613 sec): 3 clusters Score: Raw -703386.133305 + Penalty 3193.028637 = -700193.104668 nChanged 48 SP:Iteration 17Q (1787.529370 sec): 3 clusters Score: Raw -703413.981410 + Penalty 3193.028637 = -700220.952773 nChanged 35 SP:Iteration 18Q (1787.585718 sec): 3 clusters Score: Raw -703433.085814 + Penalty 3193.028637 = -700240.057176 nChanged 28 SP:Iteration 19Q (1787.641201 sec): 3 clusters Score: Raw -703445.663285 + Penalty 3193.028637 = -700252.634648 nChanged 22 SP:Iteration 20F (1787.729694 sec): 3 clusters Score: Raw -703455.451875 + Penalty 3193.028637 = -700262.423238 nChanged 11 SP:Iteration 21Q (1787.802251 sec): 3 clusters Score: Raw -703462.901855 + Penalty 3193.028637 = -700269.873217 nChanged 12 SP:Iteration 22Q (1787.866425 sec): 3 clusters Score: Raw -703469.350442 + Penalty 3193.028637 = -700276.321805 nChanged 12 SP:Iteration 23Q (1787.929599 sec): 3 clusters Score: Raw -703474.670258 + Penalty 3193.028637 = -700281.641620 nChanged 9 SP:Iteration 24Q (1788.019069 sec): 3 clusters Score: Raw -703478.882227 + Penalty 3193.028637 = -700285.853590 nChanged 9 SP:Iteration 25Q (1788.108439 sec): 3 clusters Score: Raw -703483.979081 + Penalty 3193.028637 = -700290.950443 nChanged 12 SP:Iteration 26Q (1788.170587 sec): 3 clusters Score: Raw -703489.434085 + Penalty 3193.028637 = -700296.405447 nChanged 13 SP:Iteration 27Q (1788.232163 sec): 3 clusters Score: Raw -703496.341067 + Penalty 3193.028637 = -700303.312430 nChanged 11 SP:Iteration 28Q (1788.400069 sec): 3 clusters Score: Raw -703503.313285 + Penalty 3193.028637 = -700310.284647 nChanged 10 SP:Iteration 29Q (1788.534710 sec): 3 clusters Score: Raw -703507.431202 + Penalty 3193.028637 = -700314.402565 nChanged 12 SP:Iteration 30Q (1788.686513 sec): 3 clusters Score: Raw -703512.958155 + Penalty 3193.028637 = -700319.929518 nChanged 8 SP:Iteration 31Q (1788.824220 sec): 3 clusters Score: Raw -703515.994847 + Penalty 3193.028637 = -700322.966209 nChanged 8 SP:Iteration 32Q (1788.886274 sec): 3 clusters Score: Raw -703520.601943 + Penalty 3193.028637 = -700327.573306 nChanged 5 SP:Iteration 33Q (1788.963344 sec): 3 clusters Score: Raw -703523.531653 + Penalty 3193.028637 = -700330.503016 nChanged 6 SP:Iteration 34Q (1789.023517 sec): 3 clusters Score: Raw -703526.820334 + Penalty 3193.028637 = -700333.791697 nChanged 5 SP:Iteration 35Q (1789.083285 sec): 3 clusters Score: Raw -703528.798380 + Penalty 3193.028637 = -700335.769742 nChanged 5 SP:Iteration 36Q (1789.156586 sec): 3 clusters Score: Raw -703531.194816 + Penalty 3193.028637 = -700338.166178 nChanged 0 SP:Iteration 37F (1789.221683 sec): 3 clusters Score: Raw -703531.194816 + Penalty 3193.028637 = -700338.166178 nChanged 0 Trying to split cluster 16 (2632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1789.271793 sec): 2 clusters Score: Raw -162245.115620 + Penalty 1382.150126 = -160862.965494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1789.312091 sec): 3 clusters Score: Raw -161061.405559 + Penalty 2764.300252 = -158297.105307 nChanged 944 SP:Iteration 1F (1789.391502 sec): 3 clusters Score: Raw -161755.491800 + Penalty 2764.300252 = -158991.191549 nChanged 228 SP:Iteration 2F (1789.432917 sec): 3 clusters Score: Raw -162045.633414 + Penalty 2764.300252 = -159281.333162 nChanged 200 SP:Iteration 3F (1789.483573 sec): 3 clusters Score: Raw -162286.186176 + Penalty 2764.300252 = -159521.885924 nChanged 178 SP:Iteration 4F (1789.518509 sec): 3 clusters Score: Raw -162520.941809 + Penalty 2764.300252 = -159756.641557 nChanged 167 SP:Iteration 5F (1789.553406 sec): 3 clusters Score: Raw -162700.851043 + Penalty 2764.300252 = -159936.550791 nChanged 152 SP:Iteration 6F (1789.610342 sec): 3 clusters Score: Raw -162860.337903 + Penalty 2764.300252 = -160096.037652 nChanged 103 SP:Iteration 7Q (1789.625325 sec): 3 clusters Score: Raw -162945.125501 + Penalty 2764.300252 = -160180.825249 nChanged 74 SP:Iteration 8Q (1789.660085 sec): 3 clusters Score: Raw -163006.206776 + Penalty 2764.300252 = -160241.906524 nChanged 59 SP:Iteration 9Q (1789.693893 sec): 3 clusters Score: Raw -163051.201444 + Penalty 2764.300252 = -160286.901192 nChanged 44 SP:Iteration 10Q (1789.726628 sec): 3 clusters Score: Raw -163079.013464 + Penalty 2764.300252 = -160314.713212 nChanged 32 SP:Iteration 11Q (1789.760302 sec): 3 clusters Score: Raw -163098.767460 + Penalty 2764.300252 = -160334.467209 nChanged 21 SP:Iteration 12Q (1789.793694 sec): 3 clusters Score: Raw -163114.996456 + Penalty 2764.300252 = -160350.696204 nChanged 22 SP:Iteration 13Q (1789.826898 sec): 3 clusters Score: Raw -163133.033560 + Penalty 2764.300252 = -160368.733309 nChanged 20 SP:Iteration 14Q (1789.858619 sec): 3 clusters Score: Raw -163146.264670 + Penalty 2764.300252 = -160381.964418 nChanged 9 SP:Iteration 15Q (1789.891520 sec): 3 clusters Score: Raw -163152.052084 + Penalty 2764.300252 = -160387.751832 nChanged 7 SP:Iteration 16Q (1789.924850 sec): 3 clusters Score: Raw -163155.617993 + Penalty 2764.300252 = -160391.317741 nChanged 5 SP:Iteration 17Q (1789.972023 sec): 3 clusters Score: Raw -163157.464837 + Penalty 2764.300252 = -160393.164586 nChanged 8 SP:Iteration 18Q (1790.004622 sec): 3 clusters Score: Raw -163159.810395 + Penalty 2764.300252 = -160395.510143 nChanged 4 SP:Iteration 19Q (1790.037255 sec): 3 clusters Score: Raw -163161.905694 + Penalty 2764.300252 = -160397.605443 nChanged 5 SP:Iteration 20F (1790.149369 sec): 3 clusters Score: Raw -163164.843388 + Penalty 2764.300252 = -160400.543136 nChanged 7 SP:Iteration 21Q (1790.266171 sec): 3 clusters Score: Raw -163169.646032 + Penalty 2764.300252 = -160405.345781 nChanged 7 SP:Iteration 22Q (1790.382202 sec): 3 clusters Score: Raw -163172.943717 + Penalty 2764.300252 = -160408.643466 nChanged 3 SP:Iteration 23Q (1790.499723 sec): 3 clusters Score: Raw -163175.325064 + Penalty 2764.300252 = -160411.024813 nChanged 4 SP:Iteration 24Q (1790.592883 sec): 3 clusters Score: Raw -163176.851816 + Penalty 2764.300252 = -160412.551564 nChanged 2 SP:Iteration 25Q (1790.708528 sec): 3 clusters Score: Raw -163177.854284 + Penalty 2764.300252 = -160413.554032 nChanged 3 SP:Iteration 26Q (1790.825642 sec): 3 clusters Score: Raw -163178.636948 + Penalty 2764.300252 = -160414.336696 nChanged 2 SP:Iteration 27Q (1790.941865 sec): 3 clusters Score: Raw -163179.318300 + Penalty 2764.300252 = -160415.018048 nChanged 2 SP:Iteration 28Q (1791.039806 sec): 3 clusters Score: Raw -163179.668698 + Penalty 2764.300252 = -160415.368446 nChanged 1 SP:Iteration 29Q (1791.073437 sec): 3 clusters Score: Raw -163179.764440 + Penalty 2764.300252 = -160415.464189 nChanged 1 SP:Iteration 30Q (1791.106032 sec): 3 clusters Score: Raw -163179.902908 + Penalty 2764.300252 = -160415.602657 nChanged 1 SP:Iteration 31Q (1791.142243 sec): 3 clusters Score: Raw -163180.139438 + Penalty 2764.300252 = -160415.839186 nChanged 1 SP:Iteration 32Q (1791.176218 sec): 3 clusters Score: Raw -163180.382919 + Penalty 2764.300252 = -160416.082667 nChanged 2 SP:Iteration 33Q (1791.209618 sec): 3 clusters Score: Raw -163181.041987 + Penalty 2764.300252 = -160416.741735 nChanged 4 SP:Iteration 34Q (1791.246238 sec): 3 clusters Score: Raw -163182.240589 + Penalty 2764.300252 = -160417.940337 nChanged 1 SP:Iteration 35Q (1791.279895 sec): 3 clusters Score: Raw -163182.531179 + Penalty 2764.300252 = -160418.230927 nChanged 4 SP:Iteration 36Q (1791.312716 sec): 3 clusters Score: Raw -163184.492901 + Penalty 2764.300252 = -160420.192649 nChanged 0 SP:Iteration 37F (1791.345796 sec): 3 clusters Score: Raw -163184.492901 + Penalty 2764.300252 = -160420.192649 nChanged 0 Trying to split cluster 17 (10712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1791.410026 sec): 2 clusters Score: Raw -837860.274106 + Penalty 1628.485540 = -836231.788565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1791.493381 sec): 3 clusters Score: Raw -831854.589789 + Penalty 3256.971080 = -828597.618708 nChanged 4670 SP:Iteration 1F (1791.581340 sec): 3 clusters Score: Raw -834645.237550 + Penalty 3256.971080 = -831388.266469 nChanged 843 SP:Iteration 2F (1791.649279 sec): 3 clusters Score: Raw -835251.746896 + Penalty 3256.971080 = -831994.775815 nChanged 854 SP:Iteration 3F (1791.735213 sec): 3 clusters Score: Raw -835944.198889 + Penalty 3256.971080 = -832687.227809 nChanged 831 SP:Iteration 4F (1791.807936 sec): 3 clusters Score: Raw -836650.046635 + Penalty 3256.971080 = -833393.075554 nChanged 739 SP:Iteration 5F (1791.875988 sec): 3 clusters Score: Raw -837253.376940 + Penalty 3256.971080 = -833996.405859 nChanged 622 SP:Iteration 6F (1791.943064 sec): 3 clusters Score: Raw -837662.166438 + Penalty 3256.971080 = -834405.195358 nChanged 450 SP:Iteration 7Q (1792.014778 sec): 3 clusters Score: Raw -837891.844302 + Penalty 3256.971080 = -834634.873221 nChanged 303 SP:Iteration 8Q (1792.089071 sec): 3 clusters Score: Raw -838005.052977 + Penalty 3256.971080 = -834748.081897 nChanged 213 SP:Iteration 9Q (1792.161631 sec): 3 clusters Score: Raw -838072.895253 + Penalty 3256.971080 = -834815.924173 nChanged 150 SP:Iteration 10Q (1792.233647 sec): 3 clusters Score: Raw -838117.691507 + Penalty 3256.971080 = -834860.720427 nChanged 115 SP:Iteration 11Q (1792.311478 sec): 3 clusters Score: Raw -838143.394828 + Penalty 3256.971080 = -834886.423748 nChanged 90 SP:Iteration 12Q (1792.473661 sec): 3 clusters Score: Raw -838162.372504 + Penalty 3256.971080 = -834905.401424 nChanged 65 SP:Iteration 13Q (1792.653096 sec): 3 clusters Score: Raw -838174.335395 + Penalty 3256.971080 = -834917.364314 nChanged 54 SP:Iteration 14Q (1792.766595 sec): 3 clusters Score: Raw -838182.918163 + Penalty 3256.971080 = -834925.947083 nChanged 36 SP:Iteration 15Q (1792.886961 sec): 3 clusters Score: Raw -838188.166951 + Penalty 3256.971080 = -834931.195871 nChanged 34 SP:Iteration 16Q (1792.976275 sec): 3 clusters Score: Raw -838194.328075 + Penalty 3256.971080 = -834937.356994 nChanged 41 SP:Iteration 17Q (1793.045523 sec): 3 clusters Score: Raw -838201.473722 + Penalty 3256.971080 = -834944.502641 nChanged 48 SP:Iteration 18Q (1793.116021 sec): 3 clusters Score: Raw -838207.983027 + Penalty 3256.971080 = -834951.011946 nChanged 36 SP:Iteration 19Q (1793.184431 sec): 3 clusters Score: Raw -838212.726848 + Penalty 3256.971080 = -834955.755768 nChanged 38 SP:Iteration 20F (1793.254553 sec): 3 clusters Score: Raw -838219.241150 + Penalty 3256.971080 = -834962.270069 nChanged 38 SP:Iteration 21Q (1793.400931 sec): 3 clusters Score: Raw -838227.286412 + Penalty 3256.971080 = -834970.315332 nChanged 40 SP:Iteration 22Q (1793.473849 sec): 3 clusters Score: Raw -838235.674375 + Penalty 3256.971080 = -834978.703295 nChanged 38 SP:Iteration 23Q (1793.545237 sec): 3 clusters Score: Raw -838243.069533 + Penalty 3256.971080 = -834986.098453 nChanged 39 SP:Iteration 24Q (1793.610581 sec): 3 clusters Score: Raw -838250.399623 + Penalty 3256.971080 = -834993.428543 nChanged 36 SP:Iteration 25Q (1793.679749 sec): 3 clusters Score: Raw -838259.140750 + Penalty 3256.971080 = -835002.169670 nChanged 40 SP:Iteration 26Q (1793.755576 sec): 3 clusters Score: Raw -838268.825457 + Penalty 3256.971080 = -835011.854377 nChanged 52 SP:Iteration 27Q (1793.829025 sec): 3 clusters Score: Raw -838280.098508 + Penalty 3256.971080 = -835023.127428 nChanged 55 SP:Iteration 28Q (1793.900299 sec): 3 clusters Score: Raw -838289.518539 + Penalty 3256.971080 = -835032.547458 nChanged 36 SP:Iteration 29Q (1793.970898 sec): 3 clusters Score: Raw -838295.558792 + Penalty 3256.971080 = -835038.587711 nChanged 40 SP:Iteration 30Q (1794.040229 sec): 3 clusters Score: Raw -838302.855266 + Penalty 3256.971080 = -835045.884186 nChanged 39 SP:Iteration 31Q (1794.131577 sec): 3 clusters Score: Raw -838309.734205 + Penalty 3256.971080 = -835052.763125 nChanged 46 SP:Iteration 32Q (1794.204878 sec): 3 clusters Score: Raw -838316.853082 + Penalty 3256.971080 = -835059.882002 nChanged 34 SP:Iteration 33Q (1794.277273 sec): 3 clusters Score: Raw -838322.817585 + Penalty 3256.971080 = -835065.846505 nChanged 41 SP:Iteration 34Q (1794.349513 sec): 3 clusters Score: Raw -838330.216607 + Penalty 3256.971080 = -835073.245527 nChanged 33 SP:Iteration 35Q (1794.418927 sec): 3 clusters Score: Raw -838337.064258 + Penalty 3256.971080 = -835080.093178 nChanged 36 SP:Iteration 36Q (1794.487942 sec): 3 clusters Score: Raw -838343.426817 + Penalty 3256.971080 = -835086.455737 nChanged 36 SP:Iteration 37Q (1794.559824 sec): 3 clusters Score: Raw -838350.256187 + Penalty 3256.971080 = -835093.285106 nChanged 50 SP:Iteration 38Q (1794.631875 sec): 3 clusters Score: Raw -838359.196728 + Penalty 3256.971080 = -835102.225648 nChanged 42 SP:Iteration 39Q (1794.703511 sec): 3 clusters Score: Raw -838365.584086 + Penalty 3256.971080 = -835108.613005 nChanged 49 SP:Iteration 40F (1794.772779 sec): 3 clusters Score: Raw -838374.839529 + Penalty 3256.971080 = -835117.868449 nChanged 56 SP:Iteration 41Q (1794.844183 sec): 3 clusters Score: Raw -838386.028819 + Penalty 3256.971080 = -835129.057739 nChanged 61 SP:Iteration 42Q (1794.915370 sec): 3 clusters Score: Raw -838399.672787 + Penalty 3256.971080 = -835142.701707 nChanged 60 SP:Iteration 43Q (1795.102706 sec): 3 clusters Score: Raw -838413.371765 + Penalty 3256.971080 = -835156.400684 nChanged 63 SP:Iteration 44Q (1795.274621 sec): 3 clusters Score: Raw -838431.575279 + Penalty 3256.971080 = -835174.604199 nChanged 79 SP:Iteration 45Q (1795.387117 sec): 3 clusters Score: Raw -838455.837693 + Penalty 3256.971080 = -835198.866612 nChanged 108 SP:Iteration 46Q (1795.451471 sec): 3 clusters Score: Raw -838493.010766 + Penalty 3256.971080 = -835236.039686 nChanged 116 SP:Iteration 47Q (1795.516959 sec): 3 clusters Score: Raw -838537.779457 + Penalty 3256.971080 = -835280.808377 nChanged 120 SP:Iteration 48Q (1795.582656 sec): 3 clusters Score: Raw -838588.665407 + Penalty 3256.971080 = -835331.694326 nChanged 133 SP:Iteration 49Q (1795.654538 sec): 3 clusters Score: Raw -838655.949137 + Penalty 3256.971080 = -835398.978057 nChanged 148 SP:Iteration 50Q (1795.731148 sec): 3 clusters Score: Raw -838732.864919 + Penalty 3256.971080 = -835475.893838 nChanged 169 SP:Iteration 51Q (1795.804270 sec): 3 clusters Score: Raw -838824.739793 + Penalty 3256.971080 = -835567.768713 nChanged 166 SP:Iteration 52Q (1795.875284 sec): 3 clusters Score: Raw -838912.176194 + Penalty 3256.971080 = -835655.205113 nChanged 144 SP:Iteration 53Q (1795.945316 sec): 3 clusters Score: Raw -838974.397172 + Penalty 3256.971080 = -835717.426092 nChanged 115 SP:Iteration 54Q (1796.014425 sec): 3 clusters Score: Raw -839016.224701 + Penalty 3256.971080 = -835759.253621 nChanged 91 SP:Iteration 55Q (1796.088572 sec): 3 clusters Score: Raw -839038.182797 + Penalty 3256.971080 = -835781.211717 nChanged 62 SP:Iteration 56Q (1796.160271 sec): 3 clusters Score: Raw -839052.204480 + Penalty 3256.971080 = -835795.233399 nChanged 56 SP:Iteration 57Q (1796.290407 sec): 3 clusters Score: Raw -839063.229087 + Penalty 3256.971080 = -835806.258006 nChanged 52 SP:Iteration 58Q (1796.360094 sec): 3 clusters Score: Raw -839073.080020 + Penalty 3256.971080 = -835816.108940 nChanged 34 SP:Iteration 59Q (1796.427972 sec): 3 clusters Score: Raw -839078.374091 + Penalty 3256.971080 = -835821.403011 nChanged 31 SP:Iteration 60F (1796.495013 sec): 3 clusters Score: Raw -839083.884554 + Penalty 3256.971080 = -835826.913474 nChanged 33 SP:Iteration 61Q (1796.563936 sec): 3 clusters Score: Raw -839088.693597 + Penalty 3256.971080 = -835831.722516 nChanged 25 SP:Iteration 62Q (1796.634964 sec): 3 clusters Score: Raw -839092.588851 + Penalty 3256.971080 = -835835.617771 nChanged 24 SP:Iteration 63Q (1796.706520 sec): 3 clusters Score: Raw -839095.763265 + Penalty 3256.971080 = -835838.792185 nChanged 19 SP:Iteration 64Q (1796.813968 sec): 3 clusters Score: Raw -839097.948866 + Penalty 3256.971080 = -835840.977786 nChanged 13 SP:Iteration 65Q (1796.881772 sec): 3 clusters Score: Raw -839099.155321 + Penalty 3256.971080 = -835842.184241 nChanged 5 SP:Iteration 66Q (1796.949027 sec): 3 clusters Score: Raw -839099.656834 + Penalty 3256.971080 = -835842.685753 nChanged 5 SP:Iteration 67Q (1797.015529 sec): 3 clusters Score: Raw -839100.292419 + Penalty 3256.971080 = -835843.321338 nChanged 6 SP:Iteration 68Q (1797.084518 sec): 3 clusters Score: Raw -839100.680538 + Penalty 3256.971080 = -835843.709457 nChanged 4 SP:Iteration 69Q (1797.156666 sec): 3 clusters Score: Raw -839101.349925 + Penalty 3256.971080 = -835844.378844 nChanged 5 SP:Iteration 70Q (1797.229156 sec): 3 clusters Score: Raw -839101.859282 + Penalty 3256.971080 = -835844.888201 nChanged 3 SP:Iteration 71Q (1797.300873 sec): 3 clusters Score: Raw -839102.377239 + Penalty 3256.971080 = -835845.406159 nChanged 4 SP:Iteration 72Q (1797.370925 sec): 3 clusters Score: Raw -839103.072917 + Penalty 3256.971080 = -835846.101836 nChanged 8 SP:Iteration 73Q (1797.439704 sec): 3 clusters Score: Raw -839104.464920 + Penalty 3256.971080 = -835847.493840 nChanged 9 SP:Iteration 74Q (1797.509483 sec): 3 clusters Score: Raw -839105.351360 + Penalty 3256.971080 = -835848.380280 nChanged 10 SP:Iteration 75Q (1797.643140 sec): 3 clusters Score: Raw -839106.902409 + Penalty 3256.971080 = -835849.931328 nChanged 16 SP:Iteration 76Q (1797.802415 sec): 3 clusters Score: Raw -839108.548103 + Penalty 3256.971080 = -835851.577022 nChanged 5 SP:Iteration 77Q (1797.945504 sec): 3 clusters Score: Raw -839109.181594 + Penalty 3256.971080 = -835852.210513 nChanged 4 SP:Iteration 78Q (1798.009829 sec): 3 clusters Score: Raw -839109.986759 + Penalty 3256.971080 = -835853.015679 nChanged 6 SP:Iteration 79Q (1798.078053 sec): 3 clusters Score: Raw -839110.833178 + Penalty 3256.971080 = -835853.862098 nChanged 4 SP:Iteration 80F (1798.147298 sec): 3 clusters Score: Raw -839111.211649 + Penalty 3256.971080 = -835854.240569 nChanged 4 SP:Iteration 81Q (1798.217266 sec): 3 clusters Score: Raw -839111.637921 + Penalty 3256.971080 = -835854.666841 nChanged 3 SP:Iteration 82Q (1798.286732 sec): 3 clusters Score: Raw -839111.918823 + Penalty 3256.971080 = -835854.947743 nChanged 3 SP:Iteration 83Q (1798.355071 sec): 3 clusters Score: Raw -839112.137647 + Penalty 3256.971080 = -835855.166567 nChanged 1 SP:Iteration 84Q (1798.423642 sec): 3 clusters Score: Raw -839112.226064 + Penalty 3256.971080 = -835855.254984 nChanged 0 SP:Iteration 85F (1798.493748 sec): 3 clusters Score: Raw -839112.226064 + Penalty 3256.971080 = -835855.254984 nChanged 0 Trying to split cluster 18 (4058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1798.544696 sec): 2 clusters Score: Raw -307154.593398 + Penalty 1458.132189 = -305696.461209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1798.596672 sec): 3 clusters Score: Raw -305183.156060 + Penalty 2916.264378 = -302266.891682 nChanged 1606 SP:Iteration 1F (1798.642660 sec): 3 clusters Score: Raw -306122.262648 + Penalty 2916.264378 = -303205.998270 nChanged 285 SP:Iteration 2F (1798.683893 sec): 3 clusters Score: Raw -306317.716685 + Penalty 2916.264378 = -303401.452307 nChanged 228 SP:Iteration 3F (1798.724875 sec): 3 clusters Score: Raw -306504.139253 + Penalty 2916.264378 = -303587.874875 nChanged 202 SP:Iteration 4Q (1798.766316 sec): 3 clusters Score: Raw -306667.815208 + Penalty 2916.264378 = -303751.550830 nChanged 197 SP:Iteration 5Q (1798.808591 sec): 3 clusters Score: Raw -306812.288386 + Penalty 2916.264378 = -303896.024008 nChanged 154 SP:Iteration 6Q (1798.853201 sec): 3 clusters Score: Raw -306910.843492 + Penalty 2916.264378 = -303994.579114 nChanged 142 SP:Iteration 7Q (1798.897649 sec): 3 clusters Score: Raw -307012.387940 + Penalty 2916.264378 = -304096.123562 nChanged 128 SP:Iteration 8Q (1798.941997 sec): 3 clusters Score: Raw -307108.316014 + Penalty 2916.264378 = -304192.051636 nChanged 114 SP:Iteration 9Q (1798.986683 sec): 3 clusters Score: Raw -307185.094792 + Penalty 2916.264378 = -304268.830415 nChanged 100 SP:Iteration 10Q (1799.029305 sec): 3 clusters Score: Raw -307245.949069 + Penalty 2916.264378 = -304329.684691 nChanged 97 SP:Iteration 11Q (1799.071499 sec): 3 clusters Score: Raw -307317.486483 + Penalty 2916.264378 = -304401.222106 nChanged 96 SP:Iteration 12Q (1799.113518 sec): 3 clusters Score: Raw -307385.784686 + Penalty 2916.264378 = -304469.520309 nChanged 84 SP:Iteration 13Q (1799.155591 sec): 3 clusters Score: Raw -307434.840178 + Penalty 2916.264378 = -304518.575800 nChanged 65 SP:Iteration 14Q (1799.198434 sec): 3 clusters Score: Raw -307467.015683 + Penalty 2916.264378 = -304550.751306 nChanged 59 SP:Iteration 15Q (1799.241474 sec): 3 clusters Score: Raw -307494.326502 + Penalty 2916.264378 = -304578.062124 nChanged 47 SP:Iteration 16Q (1799.284456 sec): 3 clusters Score: Raw -307514.332170 + Penalty 2916.264378 = -304598.067793 nChanged 38 SP:Iteration 17Q (1799.327478 sec): 3 clusters Score: Raw -307528.950579 + Penalty 2916.264378 = -304612.686202 nChanged 27 SP:Iteration 18Q (1799.473614 sec): 3 clusters Score: Raw -307536.412674 + Penalty 2916.264378 = -304620.148296 nChanged 17 SP:Iteration 19Q (1799.602068 sec): 3 clusters Score: Raw -307541.989932 + Penalty 2916.264378 = -304625.725555 nChanged 21 SP:Iteration 20F (1799.753140 sec): 3 clusters Score: Raw -307552.442907 + Penalty 2916.264378 = -304636.178529 nChanged 24 SP:Iteration 21Q (1799.850069 sec): 3 clusters Score: Raw -307559.635987 + Penalty 2916.264378 = -304643.371610 nChanged 17 SP:Iteration 22Q (1799.896816 sec): 3 clusters Score: Raw -307564.730866 + Penalty 2916.264378 = -304648.466488 nChanged 21 SP:Iteration 23Q (1799.941755 sec): 3 clusters Score: Raw -307572.708643 + Penalty 2916.264378 = -304656.444265 nChanged 16 SP:Iteration 24Q (1799.982795 sec): 3 clusters Score: Raw -307580.770685 + Penalty 2916.264378 = -304664.506307 nChanged 24 SP:Iteration 25Q (1800.023794 sec): 3 clusters Score: Raw -307589.307771 + Penalty 2916.264378 = -304673.043394 nChanged 21 SP:Iteration 26Q (1800.065045 sec): 3 clusters Score: Raw -307598.318855 + Penalty 2916.264378 = -304682.054478 nChanged 15 SP:Iteration 27Q (1800.106382 sec): 3 clusters Score: Raw -307601.891503 + Penalty 2916.264378 = -304685.627125 nChanged 9 SP:Iteration 28Q (1800.149113 sec): 3 clusters Score: Raw -307604.523273 + Penalty 2916.264378 = -304688.258896 nChanged 7 SP:Iteration 29Q (1800.192011 sec): 3 clusters Score: Raw -307606.972848 + Penalty 2916.264378 = -304690.708470 nChanged 6 SP:Iteration 30Q (1800.234597 sec): 3 clusters Score: Raw -307608.637185 + Penalty 2916.264378 = -304692.372807 nChanged 5 SP:Iteration 31Q (1800.276949 sec): 3 clusters Score: Raw -307609.672552 + Penalty 2916.264378 = -304693.408175 nChanged 5 SP:Iteration 32Q (1800.319348 sec): 3 clusters Score: Raw -307610.907590 + Penalty 2916.264378 = -304694.643213 nChanged 4 SP:Iteration 33Q (1800.362784 sec): 3 clusters Score: Raw -307611.887654 + Penalty 2916.264378 = -304695.623276 nChanged 3 SP:Iteration 34Q (1800.406606 sec): 3 clusters Score: Raw -307612.362922 + Penalty 2916.264378 = -304696.098544 nChanged 4 SP:Iteration 35Q (1800.450548 sec): 3 clusters Score: Raw -307613.458582 + Penalty 2916.264378 = -304697.194205 nChanged 2 SP:Iteration 36Q (1800.492759 sec): 3 clusters Score: Raw -307613.837276 + Penalty 2916.264378 = -304697.572898 nChanged 4 SP:Iteration 37Q (1800.535015 sec): 3 clusters Score: Raw -307614.602753 + Penalty 2916.264378 = -304698.338376 nChanged 2 SP:Iteration 38Q (1800.577206 sec): 3 clusters Score: Raw -307614.840429 + Penalty 2916.264378 = -304698.576051 nChanged 0 SP:Iteration 39F (1800.619665 sec): 3 clusters Score: Raw -307614.840429 + Penalty 2916.264378 = -304698.576051 nChanged 0 Trying to split cluster 19 (1966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1800.656941 sec): 2 clusters Score: Raw -114839.035910 + Penalty 1330.949231 = -113508.086679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1800.684068 sec): 3 clusters Score: Raw -114065.587823 + Penalty 2661.898462 = -111403.689362 nChanged 690 SP:Iteration 1F (1800.710053 sec): 3 clusters Score: Raw -114692.028523 + Penalty 2661.898462 = -112030.130061 nChanged 179 SP:Iteration 2F (1800.735933 sec): 3 clusters Score: Raw -114893.592832 + Penalty 2661.898462 = -112231.694371 nChanged 124 SP:Iteration 3F (1800.761780 sec): 3 clusters Score: Raw -115014.627652 + Penalty 2661.898462 = -112352.729191 nChanged 86 SP:Iteration 4Q (1800.790018 sec): 3 clusters Score: Raw -115094.082770 + Penalty 2661.898462 = -112432.184308 nChanged 60 SP:Iteration 5Q (1800.816625 sec): 3 clusters Score: Raw -115147.497019 + Penalty 2661.898462 = -112485.598557 nChanged 52 SP:Iteration 6Q (1800.843264 sec): 3 clusters Score: Raw -115194.514724 + Penalty 2661.898462 = -112532.616263 nChanged 44 SP:Iteration 7Q (1800.869834 sec): 3 clusters Score: Raw -115222.511097 + Penalty 2661.898462 = -112560.612635 nChanged 30 SP:Iteration 8Q (1801.026679 sec): 3 clusters Score: Raw -115248.416526 + Penalty 2661.898462 = -112586.518065 nChanged 29 SP:Iteration 9Q (1801.118953 sec): 3 clusters Score: Raw -115267.429459 + Penalty 2661.898462 = -112605.530997 nChanged 23 SP:Iteration 10Q (1801.245081 sec): 3 clusters Score: Raw -115282.212671 + Penalty 2661.898462 = -112620.314210 nChanged 18 SP:Iteration 11Q (1801.274816 sec): 3 clusters Score: Raw -115295.241551 + Penalty 2661.898462 = -112633.343089 nChanged 15 SP:Iteration 12Q (1801.303987 sec): 3 clusters Score: Raw -115304.213335 + Penalty 2661.898462 = -112642.314874 nChanged 7 SP:Iteration 13Q (1801.333058 sec): 3 clusters Score: Raw -115306.874301 + Penalty 2661.898462 = -112644.975839 nChanged 7 SP:Iteration 14Q (1801.362428 sec): 3 clusters Score: Raw -115312.337925 + Penalty 2661.898462 = -112650.439463 nChanged 11 SP:Iteration 15Q (1801.391877 sec): 3 clusters Score: Raw -115317.989209 + Penalty 2661.898462 = -112656.090748 nChanged 9 SP:Iteration 16Q (1801.421276 sec): 3 clusters Score: Raw -115322.959383 + Penalty 2661.898462 = -112661.060922 nChanged 8 SP:Iteration 17Q (1801.450708 sec): 3 clusters Score: Raw -115329.338300 + Penalty 2661.898462 = -112667.439838 nChanged 11 SP:Iteration 18Q (1801.479973 sec): 3 clusters Score: Raw -115334.801791 + Penalty 2661.898462 = -112672.903329 nChanged 10 SP:Iteration 19Q (1801.509036 sec): 3 clusters Score: Raw -115338.208998 + Penalty 2661.898462 = -112676.310537 nChanged 5 SP:Iteration 20F (1801.535001 sec): 3 clusters Score: Raw -115340.508784 + Penalty 2661.898462 = -112678.610323 nChanged 6 SP:Iteration 21Q (1801.561088 sec): 3 clusters Score: Raw -115342.497109 + Penalty 2661.898462 = -112680.598648 nChanged 4 SP:Iteration 22Q (1801.587205 sec): 3 clusters Score: Raw -115344.281361 + Penalty 2661.898462 = -112682.382900 nChanged 5 SP:Iteration 23Q (1801.613368 sec): 3 clusters Score: Raw -115346.730573 + Penalty 2661.898462 = -112684.832111 nChanged 2 SP:Iteration 24Q (1801.639598 sec): 3 clusters Score: Raw -115347.620462 + Penalty 2661.898462 = -112685.722000 nChanged 1 SP:Iteration 25Q (1801.665436 sec): 3 clusters Score: Raw -115348.619440 + Penalty 2661.898462 = -112686.720978 nChanged 2 SP:Iteration 26Q (1801.691335 sec): 3 clusters Score: Raw -115349.333865 + Penalty 2661.898462 = -112687.435404 nChanged 2 SP:Iteration 27Q (1801.717398 sec): 3 clusters Score: Raw -115350.126519 + Penalty 2661.898462 = -112688.228058 nChanged 5 SP:Iteration 28Q (1801.743264 sec): 3 clusters Score: Raw -115352.931292 + Penalty 2661.898462 = -112691.032830 nChanged 5 SP:Iteration 29Q (1801.769175 sec): 3 clusters Score: Raw -115355.503367 + Penalty 2661.898462 = -112693.604906 nChanged 3 SP:Iteration 30Q (1801.795022 sec): 3 clusters Score: Raw -115356.774479 + Penalty 2661.898462 = -112694.876017 nChanged 6 SP:Iteration 31Q (1801.839134 sec): 3 clusters Score: Raw -115359.640132 + Penalty 2661.898462 = -112697.741670 nChanged 6 SP:Iteration 32Q (1801.866048 sec): 3 clusters Score: Raw -115361.575739 + Penalty 2661.898462 = -112699.677278 nChanged 3 SP:Iteration 33Q (1801.892062 sec): 3 clusters Score: Raw -115362.853003 + Penalty 2661.898462 = -112700.954541 nChanged 5 SP:Iteration 34Q (1801.917709 sec): 3 clusters Score: Raw -115365.488237 + Penalty 2661.898462 = -112703.589775 nChanged 5 SP:Iteration 35Q (1801.943571 sec): 3 clusters Score: Raw -115368.078919 + Penalty 2661.898462 = -112706.180458 nChanged 3 SP:Iteration 36Q (1801.969361 sec): 3 clusters Score: Raw -115369.551237 + Penalty 2661.898462 = -112707.652776 nChanged 3 SP:Iteration 37Q (1801.995244 sec): 3 clusters Score: Raw -115370.911500 + Penalty 2661.898462 = -112709.013039 nChanged 3 SP:Iteration 38Q (1802.021307 sec): 3 clusters Score: Raw -115372.676166 + Penalty 2661.898462 = -112710.777705 nChanged 3 SP:Iteration 39Q (1802.047115 sec): 3 clusters Score: Raw -115374.238840 + Penalty 2661.898462 = -112712.340378 nChanged 6 SP:Iteration 40F (1802.154792 sec): 3 clusters Score: Raw -115377.483375 + Penalty 2661.898462 = -112715.584914 nChanged 7 SP:Iteration 41Q (1802.271132 sec): 3 clusters Score: Raw -115381.451345 + Penalty 2661.898462 = -112719.552884 nChanged 7 SP:Iteration 42Q (1802.387231 sec): 3 clusters Score: Raw -115386.074180 + Penalty 2661.898462 = -112724.175719 nChanged 9 SP:Iteration 43Q (1802.503322 sec): 3 clusters Score: Raw -115391.698408 + Penalty 2661.898462 = -112729.799946 nChanged 8 SP:Iteration 44Q (1802.619701 sec): 3 clusters Score: Raw -115396.582060 + Penalty 2661.898462 = -112734.683599 nChanged 10 SP:Iteration 45Q (1802.729794 sec): 3 clusters Score: Raw -115401.224477 + Penalty 2661.898462 = -112739.326015 nChanged 6 SP:Iteration 46Q (1802.755685 sec): 3 clusters Score: Raw -115407.414925 + Penalty 2661.898462 = -112745.516463 nChanged 6 SP:Iteration 47Q (1802.785499 sec): 3 clusters Score: Raw -115410.180640 + Penalty 2661.898462 = -112748.282178 nChanged 6 SP:Iteration 48Q (1802.811533 sec): 3 clusters Score: Raw -115412.291520 + Penalty 2661.898462 = -112750.393058 nChanged 1 SP:Iteration 49Q (1802.837423 sec): 3 clusters Score: Raw -115412.601280 + Penalty 2661.898462 = -112750.702818 nChanged 1 SP:Iteration 50Q (1802.863200 sec): 3 clusters Score: Raw -115412.999894 + Penalty 2661.898462 = -112751.101432 nChanged 3 SP:Iteration 51Q (1802.888964 sec): 3 clusters Score: Raw -115414.656650 + Penalty 2661.898462 = -112752.758189 nChanged 4 SP:Iteration 52Q (1802.914737 sec): 3 clusters Score: Raw -115416.236060 + Penalty 2661.898462 = -112754.337599 nChanged 5 SP:Iteration 53Q (1802.940664 sec): 3 clusters Score: Raw -115417.943292 + Penalty 2661.898462 = -112756.044831 nChanged 0 SP:Iteration 54F (1802.966363 sec): 3 clusters Score: Raw -115417.943292 + Penalty 2661.898462 = -112756.044831 nChanged 0 Trying to split cluster 20 (1896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1803.000071 sec): 2 clusters Score: Raw -128650.506573 + Penalty 1324.586545 = -127325.920027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1803.026389 sec): 3 clusters Score: Raw -127886.283137 + Penalty 2649.173091 = -125237.110046 nChanged 657 SP:Iteration 1F (1803.051396 sec): 3 clusters Score: Raw -128471.808697 + Penalty 2649.173091 = -125822.635607 nChanged 184 SP:Iteration 2F (1803.076328 sec): 3 clusters Score: Raw -128673.652394 + Penalty 2649.173091 = -126024.479303 nChanged 122 SP:Iteration 3F (1803.101361 sec): 3 clusters Score: Raw -128815.193286 + Penalty 2649.173091 = -126166.020195 nChanged 89 SP:Iteration 4Q (1803.126323 sec): 3 clusters Score: Raw -128942.638428 + Penalty 2649.173091 = -126293.465338 nChanged 82 SP:Iteration 5Q (1803.151509 sec): 3 clusters Score: Raw -129034.905328 + Penalty 2649.173091 = -126385.732237 nChanged 62 SP:Iteration 6Q (1803.176846 sec): 3 clusters Score: Raw -129100.546087 + Penalty 2649.173091 = -126451.372996 nChanged 47 SP:Iteration 7Q (1803.202193 sec): 3 clusters Score: Raw -129146.176758 + Penalty 2649.173091 = -126497.003668 nChanged 46 SP:Iteration 8Q (1803.227566 sec): 3 clusters Score: Raw -129185.172197 + Penalty 2649.173091 = -126535.999107 nChanged 36 SP:Iteration 9Q (1803.252746 sec): 3 clusters Score: Raw -129217.241821 + Penalty 2649.173091 = -126568.068731 nChanged 40 SP:Iteration 10Q (1803.277934 sec): 3 clusters Score: Raw -129258.236306 + Penalty 2649.173091 = -126609.063216 nChanged 33 SP:Iteration 11Q (1803.302962 sec): 3 clusters Score: Raw -129300.167435 + Penalty 2649.173091 = -126650.994344 nChanged 40 SP:Iteration 12Q (1803.328068 sec): 3 clusters Score: Raw -129340.332054 + Penalty 2649.173091 = -126691.158963 nChanged 31 SP:Iteration 13Q (1803.410170 sec): 3 clusters Score: Raw -129373.860209 + Penalty 2649.173091 = -126724.687119 nChanged 27 SP:Iteration 14Q (1803.523660 sec): 3 clusters Score: Raw -129403.238566 + Penalty 2649.173091 = -126754.065475 nChanged 36 SP:Iteration 15Q (1803.640509 sec): 3 clusters Score: Raw -129457.478111 + Penalty 2649.173091 = -126808.305021 nChanged 33 SP:Iteration 16Q (1803.749184 sec): 3 clusters Score: Raw -129505.787869 + Penalty 2649.173091 = -126856.614778 nChanged 30 SP:Iteration 17Q (1803.839479 sec): 3 clusters Score: Raw -129540.124078 + Penalty 2649.173091 = -126890.950987 nChanged 23 SP:Iteration 18Q (1803.954939 sec): 3 clusters Score: Raw -129561.160361 + Penalty 2649.173091 = -126911.987271 nChanged 12 SP:Iteration 19Q (1804.070602 sec): 3 clusters Score: Raw -129572.096481 + Penalty 2649.173091 = -126922.923390 nChanged 9 SP:Iteration 20F (1804.111087 sec): 3 clusters Score: Raw -129578.061232 + Penalty 2649.173091 = -126928.888141 nChanged 9 SP:Iteration 21Q (1804.135926 sec): 3 clusters Score: Raw -129585.194137 + Penalty 2649.173091 = -126936.021046 nChanged 9 SP:Iteration 22Q (1804.160695 sec): 3 clusters Score: Raw -129589.490497 + Penalty 2649.173091 = -126940.317406 nChanged 6 SP:Iteration 23Q (1804.185526 sec): 3 clusters Score: Raw -129593.920890 + Penalty 2649.173091 = -126944.747799 nChanged 9 SP:Iteration 24Q (1804.210152 sec): 3 clusters Score: Raw -129601.304310 + Penalty 2649.173091 = -126952.131219 nChanged 5 SP:Iteration 25Q (1804.234622 sec): 3 clusters Score: Raw -129605.752771 + Penalty 2649.173091 = -126956.579681 nChanged 8 SP:Iteration 26Q (1804.259358 sec): 3 clusters Score: Raw -129611.102177 + Penalty 2649.173091 = -126961.929086 nChanged 10 SP:Iteration 27Q (1804.283928 sec): 3 clusters Score: Raw -129617.570380 + Penalty 2649.173091 = -126968.397290 nChanged 5 SP:Iteration 28Q (1804.310196 sec): 3 clusters Score: Raw -129621.470312 + Penalty 2649.173091 = -126972.297222 nChanged 6 SP:Iteration 29Q (1804.334738 sec): 3 clusters Score: Raw -129624.811530 + Penalty 2649.173091 = -126975.638439 nChanged 4 SP:Iteration 30Q (1804.359186 sec): 3 clusters Score: Raw -129627.032057 + Penalty 2649.173091 = -126977.858967 nChanged 3 SP:Iteration 31Q (1804.383831 sec): 3 clusters Score: Raw -129628.094083 + Penalty 2649.173091 = -126978.920993 nChanged 1 SP:Iteration 32Q (1804.408306 sec): 3 clusters Score: Raw -129628.306693 + Penalty 2649.173091 = -126979.133603 nChanged 1 SP:Iteration 33Q (1804.432885 sec): 3 clusters Score: Raw -129628.580289 + Penalty 2649.173091 = -126979.407199 nChanged 0 SP:Iteration 34F (1804.457516 sec): 3 clusters Score: Raw -129628.580289 + Penalty 2649.173091 = -126979.407199 nChanged 0 Trying to split cluster 21 (5521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1804.503897 sec): 2 clusters Score: Raw -418805.508623 + Penalty 1512.163157 = -417293.345466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1804.552154 sec): 3 clusters Score: Raw -415936.147496 + Penalty 3024.326313 = -412911.821183 nChanged 2208 SP:Iteration 1F (1804.610723 sec): 3 clusters Score: Raw -417218.246241 + Penalty 3024.326313 = -414193.919928 nChanged 427 SP:Iteration 2F (1804.655451 sec): 3 clusters Score: Raw -417496.770485 + Penalty 3024.326313 = -414472.444172 nChanged 350 SP:Iteration 3F (1804.700204 sec): 3 clusters Score: Raw -417761.457258 + Penalty 3024.326313 = -414737.130945 nChanged 346 SP:Iteration 4F (1804.824030 sec): 3 clusters Score: Raw -418033.394707 + Penalty 3024.326313 = -415009.068394 nChanged 321 SP:Iteration 5F (1804.879166 sec): 3 clusters Score: Raw -418300.556840 + Penalty 3024.326313 = -415276.230527 nChanged 268 SP:Iteration 6Q (1804.931157 sec): 3 clusters Score: Raw -418487.178305 + Penalty 3024.326313 = -415462.851992 nChanged 216 SP:Iteration 7Q (1804.978124 sec): 3 clusters Score: Raw -418619.733240 + Penalty 3024.326313 = -415595.406926 nChanged 183 SP:Iteration 8Q (1805.024723 sec): 3 clusters Score: Raw -418727.846903 + Penalty 3024.326313 = -415703.520590 nChanged 172 SP:Iteration 9Q (1805.159627 sec): 3 clusters Score: Raw -418833.376593 + Penalty 3024.326313 = -415809.050280 nChanged 147 SP:Iteration 10Q (1805.286791 sec): 3 clusters Score: Raw -418908.075112 + Penalty 3024.326313 = -415883.748799 nChanged 105 SP:Iteration 11Q (1805.417949 sec): 3 clusters Score: Raw -418962.098104 + Penalty 3024.326313 = -415937.771791 nChanged 97 SP:Iteration 12Q (1805.576859 sec): 3 clusters Score: Raw -419007.531410 + Penalty 3024.326313 = -415983.205097 nChanged 81 SP:Iteration 13Q (1805.684606 sec): 3 clusters Score: Raw -419051.103898 + Penalty 3024.326313 = -416026.777585 nChanged 79 SP:Iteration 14Q (1805.755476 sec): 3 clusters Score: Raw -419084.791376 + Penalty 3024.326313 = -416060.465063 nChanged 62 SP:Iteration 15Q (1805.809025 sec): 3 clusters Score: Raw -419112.521221 + Penalty 3024.326313 = -416088.194908 nChanged 69 SP:Iteration 16Q (1805.862486 sec): 3 clusters Score: Raw -419137.775205 + Penalty 3024.326313 = -416113.448892 nChanged 49 SP:Iteration 17Q (1805.909241 sec): 3 clusters Score: Raw -419156.734014 + Penalty 3024.326313 = -416132.407701 nChanged 45 SP:Iteration 18Q (1805.956017 sec): 3 clusters Score: Raw -419172.346055 + Penalty 3024.326313 = -416148.019742 nChanged 42 SP:Iteration 19Q (1806.002927 sec): 3 clusters Score: Raw -419191.080783 + Penalty 3024.326313 = -416166.754470 nChanged 57 SP:Iteration 20F (1806.051507 sec): 3 clusters Score: Raw -419217.326147 + Penalty 3024.326313 = -416192.999833 nChanged 68 SP:Iteration 21Q (1806.102054 sec): 3 clusters Score: Raw -419251.415451 + Penalty 3024.326313 = -416227.089138 nChanged 74 SP:Iteration 22Q (1806.153114 sec): 3 clusters Score: Raw -419290.638864 + Penalty 3024.326313 = -416266.312551 nChanged 65 SP:Iteration 23Q (1806.202769 sec): 3 clusters Score: Raw -419325.155111 + Penalty 3024.326313 = -416300.828798 nChanged 84 SP:Iteration 24Q (1806.252407 sec): 3 clusters Score: Raw -419385.602470 + Penalty 3024.326313 = -416361.276157 nChanged 93 SP:Iteration 25Q (1806.300878 sec): 3 clusters Score: Raw -419467.664636 + Penalty 3024.326313 = -416443.338322 nChanged 129 SP:Iteration 26Q (1806.349308 sec): 3 clusters Score: Raw -419593.213413 + Penalty 3024.326313 = -416568.887100 nChanged 141 SP:Iteration 27Q (1806.398271 sec): 3 clusters Score: Raw -419753.163367 + Penalty 3024.326313 = -416728.837054 nChanged 147 SP:Iteration 28Q (1806.446728 sec): 3 clusters Score: Raw -419975.460256 + Penalty 3024.326313 = -416951.133943 nChanged 134 SP:Iteration 29Q (1806.584158 sec): 3 clusters Score: Raw -420229.828431 + Penalty 3024.326313 = -417205.502118 nChanged 124 SP:Iteration 30Q (1806.628776 sec): 3 clusters Score: Raw -420391.400224 + Penalty 3024.326313 = -417367.073911 nChanged 73 SP:Iteration 31Q (1806.676259 sec): 3 clusters Score: Raw -420466.984831 + Penalty 3024.326313 = -417442.658518 nChanged 49 SP:Iteration 32Q (1806.727204 sec): 3 clusters Score: Raw -420492.742723 + Penalty 3024.326313 = -417468.416410 nChanged 25 SP:Iteration 33Q (1806.803274 sec): 3 clusters Score: Raw -420503.263019 + Penalty 3024.326313 = -417478.936706 nChanged 18 SP:Iteration 34Q (1806.853382 sec): 3 clusters Score: Raw -420510.398743 + Penalty 3024.326313 = -417486.072430 nChanged 9 SP:Iteration 35Q (1806.896188 sec): 3 clusters Score: Raw -420513.138919 + Penalty 3024.326313 = -417488.812606 nChanged 6 SP:Iteration 36Q (1806.939063 sec): 3 clusters Score: Raw -420514.384470 + Penalty 3024.326313 = -417490.058157 nChanged 1 SP:Iteration 37Q (1806.982567 sec): 3 clusters Score: Raw -420514.706007 + Penalty 3024.326313 = -417490.379694 nChanged 1 SP:Iteration 38Q (1807.027376 sec): 3 clusters Score: Raw -420514.834238 + Penalty 3024.326313 = -417490.507925 nChanged 0 SP:Iteration 39F (1807.078525 sec): 3 clusters Score: Raw -420515.283266 + Penalty 3024.326313 = -417490.956953 nChanged 1 SP:Iteration 40F (1807.129588 sec): 3 clusters Score: Raw -420515.549748 + Penalty 3024.326313 = -417491.223435 nChanged 1 SP:Iteration 41Q (1807.261342 sec): 3 clusters Score: Raw -420515.942686 + Penalty 3024.326313 = -417491.616373 nChanged 2 SP:Iteration 42Q (1807.396670 sec): 3 clusters Score: Raw -420516.225214 + Penalty 3024.326313 = -417491.898901 nChanged 1 SP:Iteration 43Q (1807.523140 sec): 3 clusters Score: Raw -420516.375070 + Penalty 3024.326313 = -417492.048757 nChanged 0 SP:Iteration 44F (1807.650277 sec): 3 clusters Score: Raw -420516.375070 + Penalty 3024.326313 = -417492.048757 nChanged 0 Score: Raw -7098296.005634 + Penalty 48550.211790 = -7049745.793844 Splitting cluster 21 changes total score from -7045526.496219 to -7049745.793844 So it's getting split into cluster 24. Iteration 139Q (1812.595216 sec): 25 clusters Score: Raw -7099741.319511 + Penalty 48550.211790 = -7051191.107721 nChanged 1834 Iteration 140F (1815.665959 sec): 25 clusters Score: Raw -7100761.529847 + Penalty 48550.211790 = -7052211.318057 nChanged 1196 Iteration 141Q (1817.198034 sec): 25 clusters Score: Raw -7101136.414033 + Penalty 48550.211790 = -7052586.202243 nChanged 668 Iteration 142Q (1818.494440 sec): 25 clusters Score: Raw -7101328.766118 + Penalty 48550.211790 = -7052778.554328 nChanged 514 Iteration 143Q (1819.813870 sec): 25 clusters Score: Raw -7101465.006392 + Penalty 48550.211790 = -7052914.794601 nChanged 390 Iteration 144Q (1821.065457 sec): 25 clusters Score: Raw -7101565.497928 + Penalty 48550.211790 = -7053015.286138 nChanged 324 Iteration 145Q (1822.378593 sec): 25 clusters Score: Raw -7101645.362710 + Penalty 48550.211790 = -7053095.150920 nChanged 277 Iteration 146Q (1823.775147 sec): 25 clusters Score: Raw -7101708.822774 + Penalty 48550.211790 = -7053158.610983 nChanged 265 Iteration 147Q (1825.073925 sec): 25 clusters Score: Raw -7101776.946464 + Penalty 48550.211790 = -7053226.734674 nChanged 262 Iteration 148Q (1826.490460 sec): 25 clusters Score: Raw -7101854.857042 + Penalty 48550.211790 = -7053304.645251 nChanged 270 Iteration 149Q (1827.811018 sec): 25 clusters Score: Raw -7101945.801491 + Penalty 48550.211790 = -7053395.589701 nChanged 282 Iteration 150Q (1829.144330 sec): 25 clusters Score: Raw -7102064.540519 + Penalty 48550.211790 = -7053514.328729 nChanged 341 Iteration 151Q (1830.459918 sec): 25 clusters Score: Raw -7102242.355416 + Penalty 48550.211790 = -7053692.143626 nChanged 383 Iteration 152Q (1831.857106 sec): 25 clusters Score: Raw -7102443.799351 + Penalty 48550.211790 = -7053893.587560 nChanged 406 Iteration 153Q (1833.158439 sec): 25 clusters Score: Raw -7102674.398167 + Penalty 48550.211790 = -7054124.186377 nChanged 452 Iteration 154Q (1834.325453 sec): 25 clusters Score: Raw -7102954.929814 + Penalty 48550.211790 = -7054404.718024 nChanged 438 Iteration 155Q (1835.482399 sec): 25 clusters Score: Raw -7103318.146363 + Penalty 48550.211790 = -7054767.934573 nChanged 453 Iteration 156Q (1837.349486 sec): 25 clusters Score: Raw -7104012.595771 + Penalty 48550.211790 = -7055462.383981 nChanged 426 Iteration 157Q (1838.494059 sec): 25 clusters Score: Raw -7105042.333025 + Penalty 48550.211790 = -7056492.121235 nChanged 287 Iteration 158Q (1839.699960 sec): 25 clusters Score: Raw -7105322.448939 + Penalty 48550.211790 = -7056772.237148 nChanged 222 Iteration 159Q (1840.810772 sec): 25 clusters Score: Raw -7105415.176366 + Penalty 48550.211790 = -7056864.964576 nChanged 156 Iteration 160F (1843.169029 sec): 25 clusters Score: Raw -7105565.035841 + Penalty 48550.211790 = -7057014.824051 nChanged 232 Iteration 161Q (1844.358267 sec): 25 clusters Score: Raw -7105684.285476 + Penalty 48550.211790 = -7057134.073685 nChanged 195 Iteration 162Q (1845.489983 sec): 25 clusters Score: Raw -7105766.392122 + Penalty 48550.211790 = -7057216.180332 nChanged 178 Iteration 163Q (1846.611478 sec): 25 clusters Score: Raw -7105839.229883 + Penalty 48550.211790 = -7057289.018093 nChanged 177 Iteration 164Q (1847.964043 sec): 25 clusters Score: Raw -7105910.383089 + Penalty 48550.211790 = -7057360.171298 nChanged 156 Iteration 165Q (1849.129060 sec): 25 clusters Score: Raw -7105972.974348 + Penalty 48550.211790 = -7057422.762558 nChanged 153 Iteration 166Q (1850.288196 sec): 25 clusters Score: Raw -7106036.302489 + Penalty 48550.211790 = -7057486.090699 nChanged 160 Iteration 167Q (1851.425729 sec): 25 clusters Score: Raw -7106116.345221 + Penalty 48550.211790 = -7057566.133431 nChanged 150 Iteration 168Q (1852.598969 sec): 25 clusters Score: Raw -7106193.614686 + Penalty 48550.211790 = -7057643.402896 nChanged 155 Iteration 169Q (1853.784475 sec): 25 clusters Score: Raw -7106255.135179 + Penalty 48550.211790 = -7057704.923389 nChanged 127 Iteration 170Q (1854.904847 sec): 25 clusters Score: Raw -7106299.413114 + Penalty 48550.211790 = -7057749.201323 nChanged 108 Iteration 171Q (1856.063054 sec): 25 clusters Score: Raw -7106324.217644 + Penalty 48550.211790 = -7057774.005854 nChanged 85 Iteration 172Q (1857.259853 sec): 25 clusters Score: Raw -7106342.048746 + Penalty 48550.211790 = -7057791.836956 nChanged 69 Iteration 173Q (1858.409882 sec): 25 clusters Score: Raw -7106355.891054 + Penalty 48550.211790 = -7057805.679263 nChanged 60 Iteration 174Q (1859.577759 sec): 25 clusters Score: Raw -7106364.281844 + Penalty 48550.211790 = -7057814.070054 nChanged 43 Iteration 175Q (1860.771094 sec): 25 clusters Score: Raw -7106371.578335 + Penalty 48550.211790 = -7057821.366544 nChanged 33 Iteration 176Q (1861.923601 sec): 25 clusters Score: Raw -7106376.725010 + Penalty 48550.211790 = -7057826.513219 nChanged 30 Iteration 177Q (1863.067716 sec): 25 clusters Score: Raw -7106380.914815 + Penalty 48550.211790 = -7057830.703025 nChanged 27 Iteration 178Q (1864.215231 sec): 25 clusters Score: Raw -7106386.066208 + Penalty 48550.211790 = -7057835.854417 nChanged 25 Writing temp clu file Because OldScore, -7057830.703025, is greater than current (better) Score,-7057835.854417 Compute initial score before splitting: Score: Raw -7106386.066208 + Penalty 48550.211790 = -7057835.854417 Trying to split cluster 1 (3409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1864.328173 sec): 2 clusters Score: Raw -243698.265510 + Penalty 1427.547585 = -242270.717926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1864.504941 sec): 3 clusters Score: Raw -242077.023919 + Penalty 2855.095170 = -239221.928749 nChanged 1323 SP:Iteration 1F (1864.566669 sec): 3 clusters Score: Raw -242909.378616 + Penalty 2855.095170 = -240054.283446 nChanged 294 SP:Iteration 2F (1864.597505 sec): 3 clusters Score: Raw -243164.008730 + Penalty 2855.095170 = -240308.913560 nChanged 241 SP:Iteration 3F (1864.628396 sec): 3 clusters Score: Raw -243391.031153 + Penalty 2855.095170 = -240535.935984 nChanged 234 SP:Iteration 4F (1864.666302 sec): 3 clusters Score: Raw -243636.874543 + Penalty 2855.095170 = -240781.779374 nChanged 230 SP:Iteration 5F (1864.696418 sec): 3 clusters Score: Raw -243900.006835 + Penalty 2855.095170 = -241044.911665 nChanged 193 SP:Iteration 6F (1864.726151 sec): 3 clusters Score: Raw -244102.786156 + Penalty 2855.095170 = -241247.690986 nChanged 155 SP:Iteration 7Q (1864.756155 sec): 3 clusters Score: Raw -244259.985041 + Penalty 2855.095170 = -241404.889872 nChanged 131 SP:Iteration 8Q (1864.833494 sec): 3 clusters Score: Raw -244391.315070 + Penalty 2855.095170 = -241536.219901 nChanged 97 SP:Iteration 9Q (1864.923775 sec): 3 clusters Score: Raw -244502.877196 + Penalty 2855.095170 = -241647.782027 nChanged 62 SP:Iteration 10Q (1864.943563 sec): 3 clusters Score: Raw -244559.428193 + Penalty 2855.095170 = -241704.333023 nChanged 53 SP:Iteration 11Q (1864.978868 sec): 3 clusters Score: Raw -244595.608145 + Penalty 2855.095170 = -241740.512976 nChanged 39 SP:Iteration 12Q (1865.013490 sec): 3 clusters Score: Raw -244619.282597 + Penalty 2855.095170 = -241764.187428 nChanged 27 SP:Iteration 13Q (1865.151098 sec): 3 clusters Score: Raw -244634.732528 + Penalty 2855.095170 = -241779.637358 nChanged 32 SP:Iteration 14Q (1865.261658 sec): 3 clusters Score: Raw -244657.648102 + Penalty 2855.095170 = -241802.552932 nChanged 35 SP:Iteration 15Q (1865.364009 sec): 3 clusters Score: Raw -244684.515319 + Penalty 2855.095170 = -241829.420150 nChanged 37 SP:Iteration 16Q (1865.455121 sec): 3 clusters Score: Raw -244711.632390 + Penalty 2855.095170 = -241856.537220 nChanged 35 SP:Iteration 17Q (1865.537505 sec): 3 clusters Score: Raw -244731.563473 + Penalty 2855.095170 = -241876.468303 nChanged 28 SP:Iteration 18Q (1865.627353 sec): 3 clusters Score: Raw -244746.229195 + Penalty 2855.095170 = -241891.134025 nChanged 12 SP:Iteration 19Q (1865.708657 sec): 3 clusters Score: Raw -244752.787702 + Penalty 2855.095170 = -241897.692533 nChanged 13 SP:Iteration 20F (1865.736706 sec): 3 clusters Score: Raw -244760.066829 + Penalty 2855.095170 = -241904.971660 nChanged 13 SP:Iteration 21Q (1865.766788 sec): 3 clusters Score: Raw -244766.023069 + Penalty 2855.095170 = -241910.927900 nChanged 14 SP:Iteration 22Q (1865.797144 sec): 3 clusters Score: Raw -244776.125557 + Penalty 2855.095170 = -241921.030387 nChanged 22 SP:Iteration 23Q (1865.827423 sec): 3 clusters Score: Raw -244788.406694 + Penalty 2855.095170 = -241933.311524 nChanged 11 SP:Iteration 24Q (1865.856750 sec): 3 clusters Score: Raw -244794.286890 + Penalty 2855.095170 = -241939.191721 nChanged 8 SP:Iteration 25Q (1865.886550 sec): 3 clusters Score: Raw -244797.444162 + Penalty 2855.095170 = -241942.348993 nChanged 7 SP:Iteration 26Q (1865.916283 sec): 3 clusters Score: Raw -244799.635931 + Penalty 2855.095170 = -241944.540761 nChanged 5 SP:Iteration 27Q (1865.946057 sec): 3 clusters Score: Raw -244801.686730 + Penalty 2855.095170 = -241946.591560 nChanged 9 SP:Iteration 28Q (1865.975234 sec): 3 clusters Score: Raw -244805.341164 + Penalty 2855.095170 = -241950.245994 nChanged 11 SP:Iteration 29Q (1866.005026 sec): 3 clusters Score: Raw -244809.150264 + Penalty 2855.095170 = -241954.055095 nChanged 7 SP:Iteration 30Q (1866.035283 sec): 3 clusters Score: Raw -244811.520402 + Penalty 2855.095170 = -241956.425233 nChanged 3 SP:Iteration 31Q (1866.066560 sec): 3 clusters Score: Raw -244812.024325 + Penalty 2855.095170 = -241956.929155 nChanged 1 SP:Iteration 32Q (1866.113760 sec): 3 clusters Score: Raw -244812.406232 + Penalty 2855.095170 = -241957.311063 nChanged 1 SP:Iteration 33Q (1866.145041 sec): 3 clusters Score: Raw -244812.638181 + Penalty 2855.095170 = -241957.543011 nChanged 2 SP:Iteration 34Q (1866.176337 sec): 3 clusters Score: Raw -244813.332695 + Penalty 2855.095170 = -241958.237525 nChanged 3 SP:Iteration 35Q (1866.219456 sec): 3 clusters Score: Raw -244814.413562 + Penalty 2855.095170 = -241959.318392 nChanged 2 SP:Iteration 36Q (1866.249301 sec): 3 clusters Score: Raw -244814.884781 + Penalty 2855.095170 = -241959.789612 nChanged 2 SP:Iteration 37Q (1866.279370 sec): 3 clusters Score: Raw -244815.562621 + Penalty 2855.095170 = -241960.467452 nChanged 2 SP:Iteration 38Q (1866.309224 sec): 3 clusters Score: Raw -244816.209084 + Penalty 2855.095170 = -241961.113915 nChanged 3 SP:Iteration 39Q (1866.340605 sec): 3 clusters Score: Raw -244817.009777 + Penalty 2855.095170 = -241961.914608 nChanged 1 SP:Iteration 40F (1866.370548 sec): 3 clusters Score: Raw -244817.304617 + Penalty 2855.095170 = -241962.209447 nChanged 5 SP:Iteration 41Q (1866.400486 sec): 3 clusters Score: Raw -244818.658349 + Penalty 2855.095170 = -241963.563179 nChanged 1 SP:Iteration 42Q (1866.433155 sec): 3 clusters Score: Raw -244819.032872 + Penalty 2855.095170 = -241963.937702 nChanged 0 SP:Iteration 43F (1866.464929 sec): 3 clusters Score: Raw -244819.032872 + Penalty 2855.095170 = -241963.937702 nChanged 0 Trying to split cluster 2 (5764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.533929 sec): 2 clusters Score: Raw -433137.284505 + Penalty 1519.722411 = -431617.562094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.684348 sec): 3 clusters Score: Raw -430100.766463 + Penalty 3039.444822 = -427061.321641 nChanged 2356 SP:Iteration 1F (1866.779463 sec): 3 clusters Score: Raw -431566.231944 + Penalty 3039.444822 = -428526.787123 nChanged 486 SP:Iteration 2F (1866.877164 sec): 3 clusters Score: Raw -431973.050411 + Penalty 3039.444822 = -428933.605590 nChanged 451 SP:Iteration 3F (1866.985487 sec): 3 clusters Score: Raw -432362.648496 + Penalty 3039.444822 = -429323.203674 nChanged 382 SP:Iteration 4F (1867.024173 sec): 3 clusters Score: Raw -432698.513928 + Penalty 3039.444822 = -429659.069106 nChanged 351 SP:Iteration 5F (1867.063007 sec): 3 clusters Score: Raw -432998.726533 + Penalty 3039.444822 = -429959.281711 nChanged 335 SP:Iteration 6F (1867.103482 sec): 3 clusters Score: Raw -433248.829673 + Penalty 3039.444822 = -430209.384851 nChanged 249 SP:Iteration 7Q (1867.151315 sec): 3 clusters Score: Raw -433395.118514 + Penalty 3039.444822 = -430355.673692 nChanged 186 SP:Iteration 8Q (1867.217102 sec): 3 clusters Score: Raw -433487.285983 + Penalty 3039.444822 = -430447.841161 nChanged 125 SP:Iteration 9Q (1867.264588 sec): 3 clusters Score: Raw -433549.108935 + Penalty 3039.444822 = -430509.664113 nChanged 117 SP:Iteration 10Q (1867.308483 sec): 3 clusters Score: Raw -433616.923201 + Penalty 3039.444822 = -430577.478379 nChanged 118 SP:Iteration 11Q (1867.358514 sec): 3 clusters Score: Raw -433675.135360 + Penalty 3039.444822 = -430635.690538 nChanged 94 SP:Iteration 12Q (1867.393084 sec): 3 clusters Score: Raw -433715.764693 + Penalty 3039.444822 = -430676.319871 nChanged 66 SP:Iteration 13Q (1867.430074 sec): 3 clusters Score: Raw -433738.201893 + Penalty 3039.444822 = -430698.757071 nChanged 50 SP:Iteration 14Q (1867.467519 sec): 3 clusters Score: Raw -433757.140704 + Penalty 3039.444822 = -430717.695882 nChanged 51 SP:Iteration 15Q (1867.521583 sec): 3 clusters Score: Raw -433769.834428 + Penalty 3039.444822 = -430730.389606 nChanged 30 SP:Iteration 16Q (1867.569151 sec): 3 clusters Score: Raw -433776.136213 + Penalty 3039.444822 = -430736.691391 nChanged 26 SP:Iteration 17Q (1867.615386 sec): 3 clusters Score: Raw -433781.933764 + Penalty 3039.444822 = -430742.488942 nChanged 18 SP:Iteration 18Q (1867.740156 sec): 3 clusters Score: Raw -433785.699601 + Penalty 3039.444822 = -430746.254779 nChanged 14 SP:Iteration 19Q (1867.857440 sec): 3 clusters Score: Raw -433788.264253 + Penalty 3039.444822 = -430748.819431 nChanged 12 SP:Iteration 20F (1867.904094 sec): 3 clusters Score: Raw -433791.814334 + Penalty 3039.444822 = -430752.369512 nChanged 15 SP:Iteration 21Q (1867.966128 sec): 3 clusters Score: Raw -433796.046754 + Penalty 3039.444822 = -430756.601932 nChanged 17 SP:Iteration 22Q (1868.012614 sec): 3 clusters Score: Raw -433798.728295 + Penalty 3039.444822 = -430759.283473 nChanged 9 SP:Iteration 23Q (1868.059156 sec): 3 clusters Score: Raw -433800.824829 + Penalty 3039.444822 = -430761.380007 nChanged 14 SP:Iteration 24Q (1868.182365 sec): 3 clusters Score: Raw -433804.106213 + Penalty 3039.444822 = -430764.661391 nChanged 9 SP:Iteration 25Q (1868.284300 sec): 3 clusters Score: Raw -433806.483505 + Penalty 3039.444822 = -430767.038683 nChanged 14 SP:Iteration 26Q (1868.351081 sec): 3 clusters Score: Raw -433811.806740 + Penalty 3039.444822 = -430772.361918 nChanged 18 SP:Iteration 27Q (1868.394687 sec): 3 clusters Score: Raw -433817.330086 + Penalty 3039.444822 = -430777.885264 nChanged 20 SP:Iteration 28Q (1868.437477 sec): 3 clusters Score: Raw -433821.851412 + Penalty 3039.444822 = -430782.406590 nChanged 18 SP:Iteration 29Q (1868.480980 sec): 3 clusters Score: Raw -433825.228592 + Penalty 3039.444822 = -430785.783770 nChanged 11 SP:Iteration 30Q (1868.601535 sec): 3 clusters Score: Raw -433827.193333 + Penalty 3039.444822 = -430787.748511 nChanged 12 SP:Iteration 31Q (1868.706710 sec): 3 clusters Score: Raw -433829.252748 + Penalty 3039.444822 = -430789.807926 nChanged 11 SP:Iteration 32Q (1868.833747 sec): 3 clusters Score: Raw -433831.404401 + Penalty 3039.444822 = -430791.959579 nChanged 11 SP:Iteration 33Q (1868.933412 sec): 3 clusters Score: Raw -433833.508280 + Penalty 3039.444822 = -430794.063458 nChanged 7 SP:Iteration 34Q (1868.979375 sec): 3 clusters Score: Raw -433834.906341 + Penalty 3039.444822 = -430795.461519 nChanged 6 SP:Iteration 35Q (1869.025036 sec): 3 clusters Score: Raw -433835.660539 + Penalty 3039.444822 = -430796.215717 nChanged 7 SP:Iteration 36Q (1869.066980 sec): 3 clusters Score: Raw -433836.955580 + Penalty 3039.444822 = -430797.510758 nChanged 6 SP:Iteration 37Q (1869.112390 sec): 3 clusters Score: Raw -433837.752014 + Penalty 3039.444822 = -430798.307192 nChanged 5 SP:Iteration 38Q (1869.172551 sec): 3 clusters Score: Raw -433838.503511 + Penalty 3039.444822 = -430799.058689 nChanged 4 SP:Iteration 39Q (1869.216061 sec): 3 clusters Score: Raw -433839.085740 + Penalty 3039.444822 = -430799.640918 nChanged 4 SP:Iteration 40F (1869.257763 sec): 3 clusters Score: Raw -433839.796320 + Penalty 3039.444822 = -430800.351498 nChanged 3 SP:Iteration 41Q (1869.311478 sec): 3 clusters Score: Raw -433840.529475 + Penalty 3039.444822 = -430801.084653 nChanged 1 SP:Iteration 42Q (1869.353121 sec): 3 clusters Score: Raw -433840.640084 + Penalty 3039.444822 = -430801.195262 nChanged 4 SP:Iteration 43Q (1869.407951 sec): 3 clusters Score: Raw -433841.456270 + Penalty 3039.444822 = -430802.011448 nChanged 6 SP:Iteration 44Q (1869.451536 sec): 3 clusters Score: Raw -433842.165153 + Penalty 3039.444822 = -430802.720331 nChanged 1 SP:Iteration 45Q (1869.495038 sec): 3 clusters Score: Raw -433842.199923 + Penalty 3039.444822 = -430802.755101 nChanged 0 SP:Iteration 46F (1869.537836 sec): 3 clusters Score: Raw -433842.199923 + Penalty 3039.444822 = -430802.755101 nChanged 0 Trying to split cluster 3 (1498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1869.571747 sec): 2 clusters Score: Raw -80862.777448 + Penalty 1283.236022 = -79579.541426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1869.595336 sec): 3 clusters Score: Raw -80377.277921 + Penalty 2566.472044 = -77810.805878 nChanged 550 SP:Iteration 1F (1869.611555 sec): 3 clusters Score: Raw -80987.987226 + Penalty 2566.472044 = -78421.515182 nChanged 168 SP:Iteration 2F (1869.632265 sec): 3 clusters Score: Raw -81214.556617 + Penalty 2566.472044 = -78648.084573 nChanged 90 SP:Iteration 3F (1869.648573 sec): 3 clusters Score: Raw -81368.404361 + Penalty 2566.472044 = -78801.932318 nChanged 86 SP:Iteration 4F (1869.664825 sec): 3 clusters Score: Raw -81521.704774 + Penalty 2566.472044 = -78955.232730 nChanged 70 SP:Iteration 5Q (1869.684807 sec): 3 clusters Score: Raw -81618.172379 + Penalty 2566.472044 = -79051.700335 nChanged 58 SP:Iteration 6Q (1869.701395 sec): 3 clusters Score: Raw -81697.496284 + Penalty 2566.472044 = -79131.024240 nChanged 37 SP:Iteration 7Q (1869.718067 sec): 3 clusters Score: Raw -81741.778194 + Penalty 2566.472044 = -79175.306150 nChanged 29 SP:Iteration 8Q (1869.734709 sec): 3 clusters Score: Raw -81768.247426 + Penalty 2566.472044 = -79201.775382 nChanged 29 SP:Iteration 9Q (1869.753186 sec): 3 clusters Score: Raw -81793.990749 + Penalty 2566.472044 = -79227.518705 nChanged 25 SP:Iteration 10Q (1869.769766 sec): 3 clusters Score: Raw -81820.185175 + Penalty 2566.472044 = -79253.713131 nChanged 17 SP:Iteration 11Q (1869.786334 sec): 3 clusters Score: Raw -81833.857179 + Penalty 2566.472044 = -79267.385136 nChanged 7 SP:Iteration 12Q (1869.820530 sec): 3 clusters Score: Raw -81837.624373 + Penalty 2566.472044 = -79271.152330 nChanged 6 SP:Iteration 13Q (1869.927241 sec): 3 clusters Score: Raw -81839.556369 + Penalty 2566.472044 = -79273.084326 nChanged 2 SP:Iteration 14Q (1870.019704 sec): 3 clusters Score: Raw -81840.883612 + Penalty 2566.472044 = -79274.411569 nChanged 3 SP:Iteration 15Q (1870.110271 sec): 3 clusters Score: Raw -81842.939239 + Penalty 2566.472044 = -79276.467195 nChanged 1 SP:Iteration 16Q (1870.197198 sec): 3 clusters Score: Raw -81845.541443 + Penalty 2566.472044 = -79279.069399 nChanged 6 SP:Iteration 17Q (1870.284380 sec): 3 clusters Score: Raw -81850.064992 + Penalty 2566.472044 = -79283.592948 nChanged 4 SP:Iteration 18Q (1870.303826 sec): 3 clusters Score: Raw -81853.072416 + Penalty 2566.472044 = -79286.600372 nChanged 3 SP:Iteration 19Q (1870.322978 sec): 3 clusters Score: Raw -81856.262729 + Penalty 2566.472044 = -79289.790685 nChanged 4 SP:Iteration 20F (1870.342398 sec): 3 clusters Score: Raw -81860.263617 + Penalty 2566.472044 = -79293.791574 nChanged 2 SP:Iteration 21Q (1870.361510 sec): 3 clusters Score: Raw -81862.226452 + Penalty 2566.472044 = -79295.754408 nChanged 1 SP:Iteration 22Q (1870.380553 sec): 3 clusters Score: Raw -81862.966422 + Penalty 2566.472044 = -79296.494378 nChanged 2 SP:Iteration 23Q (1870.399776 sec): 3 clusters Score: Raw -81863.910360 + Penalty 2566.472044 = -79297.438317 nChanged 1 SP:Iteration 24Q (1870.418909 sec): 3 clusters Score: Raw -81864.715612 + Penalty 2566.472044 = -79298.243568 nChanged 1 SP:Iteration 25Q (1870.437759 sec): 3 clusters Score: Raw -81865.032551 + Penalty 2566.472044 = -79298.560508 nChanged 0 SP:Iteration 26F (1870.457227 sec): 3 clusters Score: Raw -81865.032551 + Penalty 2566.472044 = -79298.560508 nChanged 0 Trying to split cluster 4 (2398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1870.490606 sec): 2 clusters Score: Raw -156084.197763 + Penalty 1365.809504 = -154718.388259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1870.520100 sec): 3 clusters Score: Raw -155053.165395 + Penalty 2731.619008 = -152321.546387 nChanged 859 SP:Iteration 1F (1870.553172 sec): 3 clusters Score: Raw -155720.111643 + Penalty 2731.619008 = -152988.492635 nChanged 229 SP:Iteration 2F (1870.582573 sec): 3 clusters Score: Raw -155996.988642 + Penalty 2731.619008 = -153265.369635 nChanged 171 SP:Iteration 3F (1870.611776 sec): 3 clusters Score: Raw -156201.866711 + Penalty 2731.619008 = -153470.247703 nChanged 134 SP:Iteration 4F (1870.641017 sec): 3 clusters Score: Raw -156374.625697 + Penalty 2731.619008 = -153643.006689 nChanged 138 SP:Iteration 5F (1870.669502 sec): 3 clusters Score: Raw -156552.535748 + Penalty 2731.619008 = -153820.916740 nChanged 115 SP:Iteration 6Q (1870.698812 sec): 3 clusters Score: Raw -156701.658159 + Penalty 2731.619008 = -153970.039151 nChanged 94 SP:Iteration 7Q (1870.727903 sec): 3 clusters Score: Raw -156804.885139 + Penalty 2731.619008 = -154073.266132 nChanged 62 SP:Iteration 8Q (1870.756194 sec): 3 clusters Score: Raw -156856.758845 + Penalty 2731.619008 = -154125.139837 nChanged 38 SP:Iteration 9Q (1870.784405 sec): 3 clusters Score: Raw -156882.612603 + Penalty 2731.619008 = -154150.993595 nChanged 36 SP:Iteration 10Q (1870.812652 sec): 3 clusters Score: Raw -156905.371731 + Penalty 2731.619008 = -154173.752723 nChanged 29 SP:Iteration 11Q (1870.840720 sec): 3 clusters Score: Raw -156923.703348 + Penalty 2731.619008 = -154192.084340 nChanged 23 SP:Iteration 12Q (1870.868981 sec): 3 clusters Score: Raw -156939.198438 + Penalty 2731.619008 = -154207.579430 nChanged 22 SP:Iteration 13Q (1870.897038 sec): 3 clusters Score: Raw -156953.894639 + Penalty 2731.619008 = -154222.275631 nChanged 21 SP:Iteration 14Q (1870.925164 sec): 3 clusters Score: Raw -156969.544167 + Penalty 2731.619008 = -154237.925159 nChanged 13 SP:Iteration 15Q (1870.953197 sec): 3 clusters Score: Raw -156978.706481 + Penalty 2731.619008 = -154247.087473 nChanged 13 SP:Iteration 16Q (1871.050333 sec): 3 clusters Score: Raw -156985.444951 + Penalty 2731.619008 = -154253.825943 nChanged 14 SP:Iteration 17Q (1871.128022 sec): 3 clusters Score: Raw -156997.062602 + Penalty 2731.619008 = -154265.443595 nChanged 17 SP:Iteration 18Q (1871.240279 sec): 3 clusters Score: Raw -157010.435679 + Penalty 2731.619008 = -154278.816671 nChanged 24 SP:Iteration 19Q (1871.352317 sec): 3 clusters Score: Raw -157034.637572 + Penalty 2731.619008 = -154303.018564 nChanged 26 SP:Iteration 20F (1871.458756 sec): 3 clusters Score: Raw -157065.996947 + Penalty 2731.619008 = -154334.377939 nChanged 31 SP:Iteration 21Q (1871.572499 sec): 3 clusters Score: Raw -157096.609252 + Penalty 2731.619008 = -154364.990244 nChanged 34 SP:Iteration 22Q (1871.678658 sec): 3 clusters Score: Raw -157123.778921 + Penalty 2731.619008 = -154392.159913 nChanged 20 SP:Iteration 23Q (1871.702332 sec): 3 clusters Score: Raw -157134.757834 + Penalty 2731.619008 = -154403.138827 nChanged 13 SP:Iteration 24Q (1871.725564 sec): 3 clusters Score: Raw -157140.627579 + Penalty 2731.619008 = -154409.008571 nChanged 17 SP:Iteration 25Q (1871.749627 sec): 3 clusters Score: Raw -157148.582324 + Penalty 2731.619008 = -154416.963316 nChanged 9 SP:Iteration 26Q (1871.772801 sec): 3 clusters Score: Raw -157155.665711 + Penalty 2731.619008 = -154424.046703 nChanged 13 SP:Iteration 27Q (1871.797084 sec): 3 clusters Score: Raw -157161.821047 + Penalty 2731.619008 = -154430.202039 nChanged 5 SP:Iteration 28Q (1871.826051 sec): 3 clusters Score: Raw -157163.909879 + Penalty 2731.619008 = -154432.290872 nChanged 2 SP:Iteration 29Q (1871.855555 sec): 3 clusters Score: Raw -157165.228496 + Penalty 2731.619008 = -154433.609489 nChanged 2 SP:Iteration 30Q (1871.885242 sec): 3 clusters Score: Raw -157166.501943 + Penalty 2731.619008 = -154434.882935 nChanged 0 SP:Iteration 31F (1871.914561 sec): 3 clusters Score: Raw -157166.501943 + Penalty 2731.619008 = -154434.882935 nChanged 0 Trying to split cluster 5 (10505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1871.971873 sec): 2 clusters Score: Raw -810199.045702 + Penalty 1625.060961 = -808573.984741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1872.026285 sec): 3 clusters Score: Raw -804341.119353 + Penalty 3250.121921 = -801090.997432 nChanged 4519 SP:Iteration 1F (1872.079578 sec): 3 clusters Score: Raw -807282.737447 + Penalty 3250.121921 = -804032.615526 nChanged 994 SP:Iteration 2F (1872.146765 sec): 3 clusters Score: Raw -808158.703949 + Penalty 3250.121921 = -804908.582027 nChanged 890 SP:Iteration 3F (1872.246309 sec): 3 clusters Score: Raw -808870.829161 + Penalty 3250.121921 = -805620.707240 nChanged 719 SP:Iteration 4F (1872.314139 sec): 3 clusters Score: Raw -809355.128440 + Penalty 3250.121921 = -806105.006518 nChanged 556 SP:Iteration 5F (1872.370122 sec): 3 clusters Score: Raw -809704.670088 + Penalty 3250.121921 = -806454.548167 nChanged 456 SP:Iteration 6Q (1872.435995 sec): 3 clusters Score: Raw -810031.667322 + Penalty 3250.121921 = -806781.545400 nChanged 467 SP:Iteration 7Q (1872.654803 sec): 3 clusters Score: Raw -810526.679430 + Penalty 3250.121921 = -807276.557509 nChanged 463 SP:Iteration 8Q (1872.719929 sec): 3 clusters Score: Raw -811154.789367 + Penalty 3250.121921 = -807904.667446 nChanged 443 SP:Iteration 9Q (1872.782436 sec): 3 clusters Score: Raw -811698.111455 + Penalty 3250.121921 = -808447.989533 nChanged 423 SP:Iteration 10Q (1872.845542 sec): 3 clusters Score: Raw -812321.820689 + Penalty 3250.121921 = -809071.698768 nChanged 455 SP:Iteration 11Q (1872.913402 sec): 3 clusters Score: Raw -813068.998238 + Penalty 3250.121921 = -809818.876316 nChanged 430 SP:Iteration 12Q (1872.980275 sec): 3 clusters Score: Raw -813596.850512 + Penalty 3250.121921 = -810346.728591 nChanged 339 SP:Iteration 13Q (1873.047815 sec): 3 clusters Score: Raw -813887.782438 + Penalty 3250.121921 = -810637.660517 nChanged 210 SP:Iteration 14Q (1873.247571 sec): 3 clusters Score: Raw -814014.736817 + Penalty 3250.121921 = -810764.614896 nChanged 146 SP:Iteration 15Q (1873.357100 sec): 3 clusters Score: Raw -814093.575279 + Penalty 3250.121921 = -810843.453357 nChanged 125 SP:Iteration 16Q (1873.484783 sec): 3 clusters Score: Raw -814154.479132 + Penalty 3250.121921 = -810904.357210 nChanged 115 SP:Iteration 17Q (1873.544776 sec): 3 clusters Score: Raw -814220.347130 + Penalty 3250.121921 = -810970.225209 nChanged 119 SP:Iteration 18Q (1873.604458 sec): 3 clusters Score: Raw -814295.296699 + Penalty 3250.121921 = -811045.174778 nChanged 134 SP:Iteration 19Q (1873.664944 sec): 3 clusters Score: Raw -814381.779645 + Penalty 3250.121921 = -811131.657723 nChanged 124 SP:Iteration 20F (1873.730959 sec): 3 clusters Score: Raw -814465.485111 + Penalty 3250.121921 = -811215.363190 nChanged 126 SP:Iteration 21Q (1873.793764 sec): 3 clusters Score: Raw -814549.919097 + Penalty 3250.121921 = -811299.797176 nChanged 123 SP:Iteration 22Q (1873.858622 sec): 3 clusters Score: Raw -814634.707137 + Penalty 3250.121921 = -811384.585216 nChanged 106 SP:Iteration 23Q (1873.930336 sec): 3 clusters Score: Raw -814696.521468 + Penalty 3250.121921 = -811446.399546 nChanged 95 SP:Iteration 24Q (1874.000383 sec): 3 clusters Score: Raw -814748.087891 + Penalty 3250.121921 = -811497.965970 nChanged 74 SP:Iteration 25Q (1874.060571 sec): 3 clusters Score: Raw -814782.263814 + Penalty 3250.121921 = -811532.141893 nChanged 59 SP:Iteration 26Q (1874.119001 sec): 3 clusters Score: Raw -814801.163653 + Penalty 3250.121921 = -811551.041732 nChanged 35 SP:Iteration 27Q (1874.179555 sec): 3 clusters Score: Raw -814810.830365 + Penalty 3250.121921 = -811560.708443 nChanged 26 SP:Iteration 28Q (1874.243282 sec): 3 clusters Score: Raw -814817.554707 + Penalty 3250.121921 = -811567.432786 nChanged 25 SP:Iteration 29Q (1874.307381 sec): 3 clusters Score: Raw -814823.377885 + Penalty 3250.121921 = -811573.255963 nChanged 18 SP:Iteration 30Q (1874.371569 sec): 3 clusters Score: Raw -814826.901891 + Penalty 3250.121921 = -811576.779970 nChanged 15 SP:Iteration 31Q (1874.437870 sec): 3 clusters Score: Raw -814829.173821 + Penalty 3250.121921 = -811579.051899 nChanged 4 SP:Iteration 32Q (1874.508392 sec): 3 clusters Score: Raw -814829.736444 + Penalty 3250.121921 = -811579.614522 nChanged 5 SP:Iteration 33Q (1874.585492 sec): 3 clusters Score: Raw -814830.800368 + Penalty 3250.121921 = -811580.678446 nChanged 3 SP:Iteration 34Q (1874.644105 sec): 3 clusters Score: Raw -814831.355651 + Penalty 3250.121921 = -811581.233729 nChanged 6 SP:Iteration 35Q (1874.702577 sec): 3 clusters Score: Raw -814831.897488 + Penalty 3250.121921 = -811581.775567 nChanged 4 SP:Iteration 36Q (1874.770714 sec): 3 clusters Score: Raw -814832.187228 + Penalty 3250.121921 = -811582.065307 nChanged 1 SP:Iteration 37Q (1874.836267 sec): 3 clusters Score: Raw -814832.334566 + Penalty 3250.121921 = -811582.212644 nChanged 1 SP:Iteration 38Q (1874.901349 sec): 3 clusters Score: Raw -814832.466447 + Penalty 3250.121921 = -811582.344526 nChanged 0 SP:Iteration 39F (1874.968306 sec): 3 clusters Score: Raw -814832.466447 + Penalty 3250.121921 = -811582.344526 nChanged 0 Score: Raw -7111022.748870 + Penalty 50573.137282 = -7060449.611589 Splitting cluster 5 changes total score from -7057835.854417 to -7060449.611589 So it's getting split into cluster 25. Trying to split cluster 6 (2227 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1878.293009 sec): 2 clusters Score: Raw -140605.448600 + Penalty 1352.826072 = -139252.622528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1878.324811 sec): 3 clusters Score: Raw -139662.154163 + Penalty 2705.652144 = -136956.502019 nChanged 793 SP:Iteration 1F (1878.361159 sec): 3 clusters Score: Raw -140295.820795 + Penalty 2705.652144 = -137590.168650 nChanged 228 SP:Iteration 2F (1878.480284 sec): 3 clusters Score: Raw -140550.073981 + Penalty 2705.652144 = -137844.421837 nChanged 161 SP:Iteration 3F (1878.586999 sec): 3 clusters Score: Raw -140746.364473 + Penalty 2705.652144 = -138040.712329 nChanged 138 SP:Iteration 4F (1878.692301 sec): 3 clusters Score: Raw -140876.681577 + Penalty 2705.652144 = -138171.029433 nChanged 89 SP:Iteration 5Q (1878.807813 sec): 3 clusters Score: Raw -140943.574077 + Penalty 2705.652144 = -138237.921933 nChanged 61 SP:Iteration 6Q (1878.923472 sec): 3 clusters Score: Raw -140998.117872 + Penalty 2705.652144 = -138292.465727 nChanged 75 SP:Iteration 7Q (1879.038209 sec): 3 clusters Score: Raw -141066.488325 + Penalty 2705.652144 = -138360.836180 nChanged 66 SP:Iteration 8Q (1879.105867 sec): 3 clusters Score: Raw -141134.449638 + Penalty 2705.652144 = -138428.797494 nChanged 62 SP:Iteration 9Q (1879.134855 sec): 3 clusters Score: Raw -141206.925259 + Penalty 2705.652144 = -138501.273114 nChanged 46 SP:Iteration 10Q (1879.163441 sec): 3 clusters Score: Raw -141255.765418 + Penalty 2705.652144 = -138550.113273 nChanged 36 SP:Iteration 11Q (1879.193266 sec): 3 clusters Score: Raw -141284.924704 + Penalty 2705.652144 = -138579.272560 nChanged 29 SP:Iteration 12Q (1879.222241 sec): 3 clusters Score: Raw -141308.844391 + Penalty 2705.652144 = -138603.192246 nChanged 23 SP:Iteration 13Q (1879.250710 sec): 3 clusters Score: Raw -141326.415080 + Penalty 2705.652144 = -138620.762936 nChanged 23 SP:Iteration 14Q (1879.279139 sec): 3 clusters Score: Raw -141342.806843 + Penalty 2705.652144 = -138637.154699 nChanged 25 SP:Iteration 15Q (1879.307706 sec): 3 clusters Score: Raw -141363.645616 + Penalty 2705.652144 = -138657.993472 nChanged 18 SP:Iteration 16Q (1879.336144 sec): 3 clusters Score: Raw -141376.238408 + Penalty 2705.652144 = -138670.586264 nChanged 12 SP:Iteration 17Q (1879.364600 sec): 3 clusters Score: Raw -141383.058877 + Penalty 2705.652144 = -138677.406733 nChanged 7 SP:Iteration 18Q (1879.393048 sec): 3 clusters Score: Raw -141386.627179 + Penalty 2705.652144 = -138680.975035 nChanged 11 SP:Iteration 19Q (1879.421427 sec): 3 clusters Score: Raw -141392.398824 + Penalty 2705.652144 = -138686.746680 nChanged 10 SP:Iteration 20F (1879.449799 sec): 3 clusters Score: Raw -141395.922511 + Penalty 2705.652144 = -138690.270367 nChanged 3 SP:Iteration 21Q (1879.478249 sec): 3 clusters Score: Raw -141398.289834 + Penalty 2705.652144 = -138692.637690 nChanged 4 SP:Iteration 22Q (1879.506666 sec): 3 clusters Score: Raw -141400.143733 + Penalty 2705.652144 = -138694.491589 nChanged 4 SP:Iteration 23Q (1879.535148 sec): 3 clusters Score: Raw -141402.167309 + Penalty 2705.652144 = -138696.515165 nChanged 4 SP:Iteration 24Q (1879.563559 sec): 3 clusters Score: Raw -141403.436285 + Penalty 2705.652144 = -138697.784141 nChanged 0 SP:Iteration 25F (1879.591953 sec): 3 clusters Score: Raw -141403.436285 + Penalty 2705.652144 = -138697.784141 nChanged 0 Trying to split cluster 7 (3289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1879.629924 sec): 2 clusters Score: Raw -234863.581701 + Penalty 1421.258468 = -233442.323234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1879.669104 sec): 3 clusters Score: Raw -233370.487934 + Penalty 2842.516935 = -230527.970999 nChanged 1251 SP:Iteration 1F (1879.707675 sec): 3 clusters Score: Raw -234195.078076 + Penalty 2842.516935 = -231352.561141 nChanged 337 SP:Iteration 2F (1879.747140 sec): 3 clusters Score: Raw -234557.942646 + Penalty 2842.516935 = -231715.425711 nChanged 269 SP:Iteration 3F (1879.788561 sec): 3 clusters Score: Raw -234866.811553 + Penalty 2842.516935 = -232024.294618 nChanged 247 SP:Iteration 4F (1879.830078 sec): 3 clusters Score: Raw -235194.110179 + Penalty 2842.516935 = -232351.593244 nChanged 219 SP:Iteration 5F (1879.870909 sec): 3 clusters Score: Raw -235602.599768 + Penalty 2842.516935 = -232760.082833 nChanged 205 SP:Iteration 6F (1880.036534 sec): 3 clusters Score: Raw -236203.060652 + Penalty 2842.516935 = -233360.543717 nChanged 161 SP:Iteration 7Q (1880.166253 sec): 3 clusters Score: Raw -237024.886355 + Penalty 2842.516935 = -234182.369420 nChanged 83 SP:Iteration 8Q (1880.286902 sec): 3 clusters Score: Raw -237187.681274 + Penalty 2842.516935 = -234345.164339 nChanged 61 SP:Iteration 9Q (1880.393454 sec): 3 clusters Score: Raw -237244.172770 + Penalty 2842.516935 = -234401.655835 nChanged 41 SP:Iteration 10Q (1880.432779 sec): 3 clusters Score: Raw -237295.742729 + Penalty 2842.516935 = -234453.225794 nChanged 44 SP:Iteration 11Q (1880.471652 sec): 3 clusters Score: Raw -237358.372861 + Penalty 2842.516935 = -234515.855926 nChanged 36 SP:Iteration 12Q (1880.510291 sec): 3 clusters Score: Raw -237418.680909 + Penalty 2842.516935 = -234576.163974 nChanged 40 SP:Iteration 13Q (1880.548665 sec): 3 clusters Score: Raw -237497.103509 + Penalty 2842.516935 = -234654.586574 nChanged 48 SP:Iteration 14Q (1880.586903 sec): 3 clusters Score: Raw -237640.078022 + Penalty 2842.516935 = -234797.561087 nChanged 45 SP:Iteration 15Q (1880.623447 sec): 3 clusters Score: Raw -237801.898230 + Penalty 2842.516935 = -234959.381295 nChanged 22 SP:Iteration 16Q (1880.659460 sec): 3 clusters Score: Raw -237902.367581 + Penalty 2842.516935 = -235059.850646 nChanged 9 SP:Iteration 17Q (1880.695240 sec): 3 clusters Score: Raw -237944.216404 + Penalty 2842.516935 = -235101.699469 nChanged 2 SP:Iteration 18Q (1880.732836 sec): 3 clusters Score: Raw -237947.560837 + Penalty 2842.516935 = -235105.043902 nChanged 0 SP:Iteration 19F (1880.771327 sec): 3 clusters Score: Raw -237947.560837 + Penalty 2842.516935 = -235105.043902 nChanged 0 Score: Raw -7114106.728007 + Penalty 52596.062773 = -7061510.665234 Splitting cluster 7 changes total score from -7057835.854417 to -7061510.665234 So it's getting split into cluster 26. Trying to split cluster 8 (3498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1884.151090 sec): 2 clusters Score: Raw -263908.566953 + Penalty 1432.070638 = -262476.496315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1884.192077 sec): 3 clusters Score: Raw -262261.966495 + Penalty 2864.141276 = -259397.825219 nChanged 1378 SP:Iteration 1F (1884.236697 sec): 3 clusters Score: Raw -263202.477836 + Penalty 2864.141276 = -260338.336559 nChanged 304 SP:Iteration 2F (1884.281077 sec): 3 clusters Score: Raw -263468.087788 + Penalty 2864.141276 = -260603.946511 nChanged 241 SP:Iteration 3F (1884.325383 sec): 3 clusters Score: Raw -263678.374743 + Penalty 2864.141276 = -260814.233467 nChanged 190 SP:Iteration 4F (1884.369602 sec): 3 clusters Score: Raw -263842.683054 + Penalty 2864.141276 = -260978.541777 nChanged 161 SP:Iteration 5Q (1884.412866 sec): 3 clusters Score: Raw -263968.536145 + Penalty 2864.141276 = -261104.394869 nChanged 135 SP:Iteration 6Q (1884.452512 sec): 3 clusters Score: Raw -264060.483727 + Penalty 2864.141276 = -261196.342451 nChanged 103 SP:Iteration 7Q (1884.492167 sec): 3 clusters Score: Raw -264120.850345 + Penalty 2864.141276 = -261256.709069 nChanged 76 SP:Iteration 8Q (1884.611811 sec): 3 clusters Score: Raw -264162.626843 + Penalty 2864.141276 = -261298.485567 nChanged 69 SP:Iteration 9Q (1884.726959 sec): 3 clusters Score: Raw -264196.824219 + Penalty 2864.141276 = -261332.682942 nChanged 51 SP:Iteration 10Q (1884.848730 sec): 3 clusters Score: Raw -264220.057940 + Penalty 2864.141276 = -261355.916664 nChanged 35 SP:Iteration 11Q (1884.954583 sec): 3 clusters Score: Raw -264237.320414 + Penalty 2864.141276 = -261373.179138 nChanged 39 SP:Iteration 12Q (1885.074857 sec): 3 clusters Score: Raw -264253.428794 + Penalty 2864.141276 = -261389.287518 nChanged 32 SP:Iteration 13Q (1885.194709 sec): 3 clusters Score: Raw -264264.636210 + Penalty 2864.141276 = -261400.494934 nChanged 30 SP:Iteration 14Q (1885.345223 sec): 3 clusters Score: Raw -264275.305605 + Penalty 2864.141276 = -261411.164329 nChanged 28 SP:Iteration 15Q (1885.474502 sec): 3 clusters Score: Raw -264285.196386 + Penalty 2864.141276 = -261421.055109 nChanged 23 SP:Iteration 16Q (1885.589230 sec): 3 clusters Score: Raw -264295.230393 + Penalty 2864.141276 = -261431.089117 nChanged 28 SP:Iteration 17Q (1885.709844 sec): 3 clusters Score: Raw -264305.372875 + Penalty 2864.141276 = -261441.231599 nChanged 29 SP:Iteration 18Q (1885.769158 sec): 3 clusters Score: Raw -264317.546654 + Penalty 2864.141276 = -261453.405378 nChanged 20 SP:Iteration 19Q (1885.826774 sec): 3 clusters Score: Raw -264325.524757 + Penalty 2864.141276 = -261461.383481 nChanged 21 SP:Iteration 20F (1885.866086 sec): 3 clusters Score: Raw -264332.921095 + Penalty 2864.141276 = -261468.779819 nChanged 13 SP:Iteration 21Q (1885.904937 sec): 3 clusters Score: Raw -264337.867877 + Penalty 2864.141276 = -261473.726601 nChanged 14 SP:Iteration 22Q (1885.944258 sec): 3 clusters Score: Raw -264345.608624 + Penalty 2864.141276 = -261481.467348 nChanged 17 SP:Iteration 23Q (1886.015793 sec): 3 clusters Score: Raw -264353.592360 + Penalty 2864.141276 = -261489.451084 nChanged 17 SP:Iteration 24Q (1886.064185 sec): 3 clusters Score: Raw -264359.806033 + Penalty 2864.141276 = -261495.664757 nChanged 15 SP:Iteration 25Q (1886.117151 sec): 3 clusters Score: Raw -264364.435209 + Penalty 2864.141276 = -261500.293933 nChanged 12 SP:Iteration 26Q (1886.162308 sec): 3 clusters Score: Raw -264369.496490 + Penalty 2864.141276 = -261505.355214 nChanged 15 SP:Iteration 27Q (1886.203264 sec): 3 clusters Score: Raw -264374.442591 + Penalty 2864.141276 = -261510.301315 nChanged 8 SP:Iteration 28Q (1886.243845 sec): 3 clusters Score: Raw -264377.752750 + Penalty 2864.141276 = -261513.611474 nChanged 16 SP:Iteration 29Q (1886.284667 sec): 3 clusters Score: Raw -264383.041942 + Penalty 2864.141276 = -261518.900666 nChanged 15 SP:Iteration 30Q (1886.325199 sec): 3 clusters Score: Raw -264390.662774 + Penalty 2864.141276 = -261526.521498 nChanged 15 SP:Iteration 31Q (1886.366487 sec): 3 clusters Score: Raw -264398.380495 + Penalty 2864.141276 = -261534.239219 nChanged 16 SP:Iteration 32Q (1886.407596 sec): 3 clusters Score: Raw -264407.402311 + Penalty 2864.141276 = -261543.261035 nChanged 20 SP:Iteration 33Q (1886.448651 sec): 3 clusters Score: Raw -264417.180735 + Penalty 2864.141276 = -261553.039459 nChanged 18 SP:Iteration 34Q (1886.489672 sec): 3 clusters Score: Raw -264425.535744 + Penalty 2864.141276 = -261561.394468 nChanged 18 SP:Iteration 35Q (1886.530719 sec): 3 clusters Score: Raw -264433.748582 + Penalty 2864.141276 = -261569.607306 nChanged 14 SP:Iteration 36Q (1886.571620 sec): 3 clusters Score: Raw -264439.316514 + Penalty 2864.141276 = -261575.175238 nChanged 11 SP:Iteration 37Q (1886.612650 sec): 3 clusters Score: Raw -264442.620624 + Penalty 2864.141276 = -261578.479348 nChanged 8 SP:Iteration 38Q (1886.653091 sec): 3 clusters Score: Raw -264445.847372 + Penalty 2864.141276 = -261581.706096 nChanged 8 SP:Iteration 39Q (1886.693491 sec): 3 clusters Score: Raw -264448.582901 + Penalty 2864.141276 = -261584.441625 nChanged 8 SP:Iteration 40F (1886.734053 sec): 3 clusters Score: Raw -264451.788605 + Penalty 2864.141276 = -261587.647329 nChanged 9 SP:Iteration 41Q (1886.774688 sec): 3 clusters Score: Raw -264456.394953 + Penalty 2864.141276 = -261592.253677 nChanged 9 SP:Iteration 42Q (1886.815327 sec): 3 clusters Score: Raw -264460.429767 + Penalty 2864.141276 = -261596.288491 nChanged 6 SP:Iteration 43Q (1886.855683 sec): 3 clusters Score: Raw -264463.116748 + Penalty 2864.141276 = -261598.975472 nChanged 3 SP:Iteration 44Q (1886.896209 sec): 3 clusters Score: Raw -264464.927346 + Penalty 2864.141276 = -261600.786070 nChanged 2 SP:Iteration 45Q (1886.999525 sec): 3 clusters Score: Raw -264465.534793 + Penalty 2864.141276 = -261601.393517 nChanged 2 SP:Iteration 46Q (1887.164445 sec): 3 clusters Score: Raw -264467.401291 + Penalty 2864.141276 = -261603.260015 nChanged 4 SP:Iteration 47Q (1887.300913 sec): 3 clusters Score: Raw -264469.033142 + Penalty 2864.141276 = -261604.891865 nChanged 1 SP:Iteration 48Q (1887.417252 sec): 3 clusters Score: Raw -264469.155835 + Penalty 2864.141276 = -261605.014559 nChanged 1 SP:Iteration 49Q (1887.439799 sec): 3 clusters Score: Raw -264469.651375 + Penalty 2864.141276 = -261605.510099 nChanged 4 SP:Iteration 50Q (1887.482397 sec): 3 clusters Score: Raw -264471.510441 + Penalty 2864.141276 = -261607.369165 nChanged 1 SP:Iteration 51Q (1887.524432 sec): 3 clusters Score: Raw -264471.761237 + Penalty 2864.141276 = -261607.619961 nChanged 1 SP:Iteration 52Q (1887.566388 sec): 3 clusters Score: Raw -264471.966599 + Penalty 2864.141276 = -261607.825323 nChanged 0 SP:Iteration 53F (1887.608248 sec): 3 clusters Score: Raw -264471.966599 + Penalty 2864.141276 = -261607.825323 nChanged 0 Trying to split cluster 9 (3335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1887.649799 sec): 2 clusters Score: Raw -232483.529811 + Penalty 1423.696007 = -231059.833804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1887.692389 sec): 3 clusters Score: Raw -230916.420756 + Penalty 2847.392013 = -228069.028742 nChanged 1289 SP:Iteration 1F (1887.733246 sec): 3 clusters Score: Raw -231711.396108 + Penalty 2847.392013 = -228864.004094 nChanged 258 SP:Iteration 2F (1887.774115 sec): 3 clusters Score: Raw -231893.343617 + Penalty 2847.392013 = -229045.951604 nChanged 194 SP:Iteration 3F (1887.814427 sec): 3 clusters Score: Raw -232019.053235 + Penalty 2847.392013 = -229171.661221 nChanged 149 SP:Iteration 4Q (1887.854602 sec): 3 clusters Score: Raw -232143.448566 + Penalty 2847.392013 = -229296.056552 nChanged 158 SP:Iteration 5Q (1887.893793 sec): 3 clusters Score: Raw -232292.542367 + Penalty 2847.392013 = -229445.150353 nChanged 158 SP:Iteration 6Q (1887.932938 sec): 3 clusters Score: Raw -232427.151369 + Penalty 2847.392013 = -229579.759356 nChanged 145 SP:Iteration 7Q (1887.971840 sec): 3 clusters Score: Raw -232545.932489 + Penalty 2847.392013 = -229698.540476 nChanged 141 SP:Iteration 8Q (1888.060681 sec): 3 clusters Score: Raw -232669.712410 + Penalty 2847.392013 = -229822.320397 nChanged 142 SP:Iteration 9Q (1888.099565 sec): 3 clusters Score: Raw -232782.906522 + Penalty 2847.392013 = -229935.514508 nChanged 108 SP:Iteration 10Q (1888.138694 sec): 3 clusters Score: Raw -232872.984725 + Penalty 2847.392013 = -230025.592712 nChanged 100 SP:Iteration 11Q (1888.177728 sec): 3 clusters Score: Raw -232969.473548 + Penalty 2847.392013 = -230122.081534 nChanged 88 SP:Iteration 12Q (1888.217110 sec): 3 clusters Score: Raw -233051.716075 + Penalty 2847.392013 = -230204.324061 nChanged 84 SP:Iteration 13Q (1888.256017 sec): 3 clusters Score: Raw -233136.584877 + Penalty 2847.392013 = -230289.192864 nChanged 76 SP:Iteration 14Q (1888.295000 sec): 3 clusters Score: Raw -233200.951510 + Penalty 2847.392013 = -230353.559497 nChanged 69 SP:Iteration 15Q (1888.334010 sec): 3 clusters Score: Raw -233267.437041 + Penalty 2847.392013 = -230420.045028 nChanged 69 SP:Iteration 16Q (1888.372971 sec): 3 clusters Score: Raw -233326.138420 + Penalty 2847.392013 = -230478.746407 nChanged 56 SP:Iteration 17Q (1888.412066 sec): 3 clusters Score: Raw -233367.856943 + Penalty 2847.392013 = -230520.464929 nChanged 47 SP:Iteration 18Q (1888.451216 sec): 3 clusters Score: Raw -233395.094291 + Penalty 2847.392013 = -230547.702278 nChanged 34 SP:Iteration 19Q (1888.490377 sec): 3 clusters Score: Raw -233414.233694 + Penalty 2847.392013 = -230566.841681 nChanged 21 SP:Iteration 20F (1888.529506 sec): 3 clusters Score: Raw -233425.577956 + Penalty 2847.392013 = -230578.185943 nChanged 18 SP:Iteration 21Q (1888.678815 sec): 3 clusters Score: Raw -233437.426611 + Penalty 2847.392013 = -230590.034598 nChanged 14 SP:Iteration 22Q (1888.777485 sec): 3 clusters Score: Raw -233445.263599 + Penalty 2847.392013 = -230597.871585 nChanged 15 SP:Iteration 23Q (1888.849501 sec): 3 clusters Score: Raw -233454.615328 + Penalty 2847.392013 = -230607.223315 nChanged 13 SP:Iteration 24Q (1888.998949 sec): 3 clusters Score: Raw -233462.318550 + Penalty 2847.392013 = -230614.926537 nChanged 19 SP:Iteration 25Q (1889.084998 sec): 3 clusters Score: Raw -233473.793599 + Penalty 2847.392013 = -230626.401585 nChanged 22 SP:Iteration 26Q (1889.215561 sec): 3 clusters Score: Raw -233491.491151 + Penalty 2847.392013 = -230644.099137 nChanged 22 SP:Iteration 27Q (1889.273836 sec): 3 clusters Score: Raw -233508.371809 + Penalty 2847.392013 = -230660.979796 nChanged 16 SP:Iteration 28Q (1889.312397 sec): 3 clusters Score: Raw -233518.286712 + Penalty 2847.392013 = -230670.894699 nChanged 14 SP:Iteration 29Q (1889.351806 sec): 3 clusters Score: Raw -233525.247347 + Penalty 2847.392013 = -230677.855334 nChanged 8 SP:Iteration 30Q (1889.392972 sec): 3 clusters Score: Raw -233529.184387 + Penalty 2847.392013 = -230681.792373 nChanged 6 SP:Iteration 31Q (1889.431740 sec): 3 clusters Score: Raw -233531.764015 + Penalty 2847.392013 = -230684.372001 nChanged 6 SP:Iteration 32Q (1889.470836 sec): 3 clusters Score: Raw -233534.010983 + Penalty 2847.392013 = -230686.618969 nChanged 3 SP:Iteration 33Q (1889.510053 sec): 3 clusters Score: Raw -233536.954920 + Penalty 2847.392013 = -230689.562907 nChanged 6 SP:Iteration 34Q (1889.550032 sec): 3 clusters Score: Raw -233540.925892 + Penalty 2847.392013 = -230693.533879 nChanged 9 SP:Iteration 35Q (1889.589781 sec): 3 clusters Score: Raw -233546.178806 + Penalty 2847.392013 = -230698.786793 nChanged 7 SP:Iteration 36Q (1889.629297 sec): 3 clusters Score: Raw -233550.865425 + Penalty 2847.392013 = -230703.473412 nChanged 4 SP:Iteration 37Q (1889.668967 sec): 3 clusters Score: Raw -233552.960170 + Penalty 2847.392013 = -230705.568156 nChanged 5 SP:Iteration 38Q (1889.708562 sec): 3 clusters Score: Raw -233555.514549 + Penalty 2847.392013 = -230708.122536 nChanged 4 SP:Iteration 39Q (1889.746648 sec): 3 clusters Score: Raw -233558.638097 + Penalty 2847.392013 = -230711.246084 nChanged 3 SP:Iteration 40F (1889.785495 sec): 3 clusters Score: Raw -233559.978416 + Penalty 2847.392013 = -230712.586403 nChanged 2 SP:Iteration 41Q (1889.823633 sec): 3 clusters Score: Raw -233561.055401 + Penalty 2847.392013 = -230713.663387 nChanged 4 SP:Iteration 42Q (1889.861688 sec): 3 clusters Score: Raw -233561.828572 + Penalty 2847.392013 = -230714.436559 nChanged 3 SP:Iteration 43Q (1889.899981 sec): 3 clusters Score: Raw -233562.583550 + Penalty 2847.392013 = -230715.191537 nChanged 0 SP:Iteration 44F (1889.938501 sec): 3 clusters Score: Raw -233562.583550 + Penalty 2847.392013 = -230715.191537 nChanged 0 Trying to split cluster 10 (2581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1889.974703 sec): 2 clusters Score: Raw -184555.091526 + Penalty 1378.716101 = -183176.375425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1890.008433 sec): 3 clusters Score: Raw -183360.923769 + Penalty 2757.432202 = -180603.491567 nChanged 954 SP:Iteration 1F (1890.041680 sec): 3 clusters Score: Raw -184015.152900 + Penalty 2757.432202 = -181257.720698 nChanged 252 SP:Iteration 2F (1890.074928 sec): 3 clusters Score: Raw -184270.251297 + Penalty 2757.432202 = -181512.819095 nChanged 180 SP:Iteration 3F (1890.106904 sec): 3 clusters Score: Raw -184419.803638 + Penalty 2757.432202 = -181662.371436 nChanged 129 SP:Iteration 4Q (1890.140450 sec): 3 clusters Score: Raw -184541.253170 + Penalty 2757.432202 = -181783.820968 nChanged 112 SP:Iteration 5Q (1890.174216 sec): 3 clusters Score: Raw -184646.115089 + Penalty 2757.432202 = -181888.682887 nChanged 86 SP:Iteration 6Q (1890.334495 sec): 3 clusters Score: Raw -184715.171865 + Penalty 2757.432202 = -181957.739663 nChanged 81 SP:Iteration 7Q (1890.440382 sec): 3 clusters Score: Raw -184769.188972 + Penalty 2757.432202 = -182011.756770 nChanged 57 SP:Iteration 8Q (1890.546749 sec): 3 clusters Score: Raw -184812.545134 + Penalty 2757.432202 = -182055.112932 nChanged 52 SP:Iteration 9Q (1890.668043 sec): 3 clusters Score: Raw -184850.279979 + Penalty 2757.432202 = -182092.847776 nChanged 46 SP:Iteration 10Q (1890.785404 sec): 3 clusters Score: Raw -184874.407704 + Penalty 2757.432202 = -182116.975502 nChanged 36 SP:Iteration 11Q (1890.858631 sec): 3 clusters Score: Raw -184892.873795 + Penalty 2757.432202 = -182135.441593 nChanged 19 SP:Iteration 12Q (1890.891160 sec): 3 clusters Score: Raw -184903.599957 + Penalty 2757.432202 = -182146.167755 nChanged 20 SP:Iteration 13Q (1890.923633 sec): 3 clusters Score: Raw -184915.706870 + Penalty 2757.432202 = -182158.274668 nChanged 24 SP:Iteration 14Q (1890.960280 sec): 3 clusters Score: Raw -184926.152005 + Penalty 2757.432202 = -182168.719803 nChanged 12 SP:Iteration 15Q (1890.993842 sec): 3 clusters Score: Raw -184931.945991 + Penalty 2757.432202 = -182174.513789 nChanged 16 SP:Iteration 16Q (1891.027029 sec): 3 clusters Score: Raw -184940.773485 + Penalty 2757.432202 = -182183.341283 nChanged 13 SP:Iteration 17Q (1891.060687 sec): 3 clusters Score: Raw -184948.354105 + Penalty 2757.432202 = -182190.921903 nChanged 12 SP:Iteration 18Q (1891.092183 sec): 3 clusters Score: Raw -184954.322729 + Penalty 2757.432202 = -182196.890527 nChanged 10 SP:Iteration 19Q (1891.124624 sec): 3 clusters Score: Raw -184958.478004 + Penalty 2757.432202 = -182201.045802 nChanged 8 SP:Iteration 20F (1891.156921 sec): 3 clusters Score: Raw -184962.338767 + Penalty 2757.432202 = -182204.906565 nChanged 12 SP:Iteration 21Q (1891.189295 sec): 3 clusters Score: Raw -184966.817095 + Penalty 2757.432202 = -182209.384893 nChanged 5 SP:Iteration 22Q (1891.219461 sec): 3 clusters Score: Raw -184968.294453 + Penalty 2757.432202 = -182210.862250 nChanged 3 SP:Iteration 23Q (1891.251635 sec): 3 clusters Score: Raw -184969.319508 + Penalty 2757.432202 = -182211.887306 nChanged 2 SP:Iteration 24Q (1891.284439 sec): 3 clusters Score: Raw -184970.371553 + Penalty 2757.432202 = -182212.939351 nChanged 2 SP:Iteration 25Q (1891.317205 sec): 3 clusters Score: Raw -184970.759680 + Penalty 2757.432202 = -182213.327478 nChanged 4 SP:Iteration 26Q (1891.348641 sec): 3 clusters Score: Raw -184971.673264 + Penalty 2757.432202 = -182214.241062 nChanged 2 SP:Iteration 27Q (1891.381053 sec): 3 clusters Score: Raw -184973.295292 + Penalty 2757.432202 = -182215.863089 nChanged 2 SP:Iteration 28Q (1891.413448 sec): 3 clusters Score: Raw -184974.100981 + Penalty 2757.432202 = -182216.668779 nChanged 3 SP:Iteration 29Q (1891.462521 sec): 3 clusters Score: Raw -184975.479292 + Penalty 2757.432202 = -182218.047090 nChanged 4 SP:Iteration 30Q (1891.495031 sec): 3 clusters Score: Raw -184977.812171 + Penalty 2757.432202 = -182220.379969 nChanged 2 SP:Iteration 31Q (1891.527421 sec): 3 clusters Score: Raw -184978.619313 + Penalty 2757.432202 = -182221.187111 nChanged 0 SP:Iteration 32F (1891.559631 sec): 3 clusters Score: Raw -184978.619313 + Penalty 2757.432202 = -182221.187111 nChanged 0 Trying to split cluster 11 (2544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1891.621884 sec): 2 clusters Score: Raw -193450.873616 + Penalty 1376.182008 = -192074.691607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1891.709098 sec): 3 clusters Score: Raw -192326.751373 + Penalty 2752.364016 = -189574.387357 nChanged 927 SP:Iteration 1F (1891.744650 sec): 3 clusters Score: Raw -192910.122855 + Penalty 2752.364016 = -190157.758839 nChanged 188 SP:Iteration 2F (1891.865695 sec): 3 clusters Score: Raw -193055.627864 + Penalty 2752.364016 = -190303.263848 nChanged 129 SP:Iteration 3F (1891.956728 sec): 3 clusters Score: Raw -193160.351067 + Penalty 2752.364016 = -190407.987051 nChanged 106 SP:Iteration 4Q (1892.078407 sec): 3 clusters Score: Raw -193242.611855 + Penalty 2752.364016 = -190490.247839 nChanged 98 SP:Iteration 5Q (1892.198217 sec): 3 clusters Score: Raw -193326.994165 + Penalty 2752.364016 = -190574.630148 nChanged 85 SP:Iteration 6Q (1892.306897 sec): 3 clusters Score: Raw -193394.706427 + Penalty 2752.364016 = -190642.342410 nChanged 74 SP:Iteration 7Q (1892.423881 sec): 3 clusters Score: Raw -193452.818068 + Penalty 2752.364016 = -190700.454052 nChanged 65 SP:Iteration 8Q (1892.566666 sec): 3 clusters Score: Raw -193500.790129 + Penalty 2752.364016 = -190748.426112 nChanged 60 SP:Iteration 9Q (1892.618621 sec): 3 clusters Score: Raw -193537.455186 + Penalty 2752.364016 = -190785.091169 nChanged 41 SP:Iteration 10Q (1892.651090 sec): 3 clusters Score: Raw -193559.799516 + Penalty 2752.364016 = -190807.435500 nChanged 31 SP:Iteration 11Q (1892.683229 sec): 3 clusters Score: Raw -193574.233297 + Penalty 2752.364016 = -190821.869281 nChanged 24 SP:Iteration 12Q (1892.716587 sec): 3 clusters Score: Raw -193588.709120 + Penalty 2752.364016 = -190836.345104 nChanged 29 SP:Iteration 13Q (1892.749022 sec): 3 clusters Score: Raw -193609.448067 + Penalty 2752.364016 = -190857.084050 nChanged 23 SP:Iteration 14Q (1892.781311 sec): 3 clusters Score: Raw -193624.265232 + Penalty 2752.364016 = -190871.901216 nChanged 23 SP:Iteration 15Q (1892.813493 sec): 3 clusters Score: Raw -193639.719839 + Penalty 2752.364016 = -190887.355822 nChanged 27 SP:Iteration 16Q (1892.845534 sec): 3 clusters Score: Raw -193657.293541 + Penalty 2752.364016 = -190904.929525 nChanged 29 SP:Iteration 17Q (1892.877494 sec): 3 clusters Score: Raw -193680.473389 + Penalty 2752.364016 = -190928.109372 nChanged 32 SP:Iteration 18Q (1892.909818 sec): 3 clusters Score: Raw -193701.900616 + Penalty 2752.364016 = -190949.536600 nChanged 42 SP:Iteration 19Q (1892.941845 sec): 3 clusters Score: Raw -193730.398110 + Penalty 2752.364016 = -190978.034093 nChanged 40 SP:Iteration 20F (1892.973706 sec): 3 clusters Score: Raw -193760.936310 + Penalty 2752.364016 = -191008.572294 nChanged 32 SP:Iteration 21Q (1893.005536 sec): 3 clusters Score: Raw -193782.371678 + Penalty 2752.364016 = -191030.007661 nChanged 32 SP:Iteration 22Q (1893.037305 sec): 3 clusters Score: Raw -193804.851903 + Penalty 2752.364016 = -191052.487886 nChanged 34 SP:Iteration 23Q (1893.069161 sec): 3 clusters Score: Raw -193838.361473 + Penalty 2752.364016 = -191085.997457 nChanged 37 SP:Iteration 24Q (1893.101089 sec): 3 clusters Score: Raw -193890.594046 + Penalty 2752.364016 = -191138.230029 nChanged 48 SP:Iteration 25Q (1893.132894 sec): 3 clusters Score: Raw -193961.448628 + Penalty 2752.364016 = -191209.084611 nChanged 61 SP:Iteration 26Q (1893.164327 sec): 3 clusters Score: Raw -194025.757304 + Penalty 2752.364016 = -191273.393288 nChanged 48 SP:Iteration 27Q (1893.195974 sec): 3 clusters Score: Raw -194069.371125 + Penalty 2752.364016 = -191317.007108 nChanged 45 SP:Iteration 28Q (1893.227323 sec): 3 clusters Score: Raw -194106.859928 + Penalty 2752.364016 = -191354.495912 nChanged 48 SP:Iteration 29Q (1893.258683 sec): 3 clusters Score: Raw -194144.146358 + Penalty 2752.364016 = -191391.782342 nChanged 44 SP:Iteration 30Q (1893.290014 sec): 3 clusters Score: Raw -194172.295859 + Penalty 2752.364016 = -191419.931842 nChanged 35 SP:Iteration 31Q (1893.321373 sec): 3 clusters Score: Raw -194200.549788 + Penalty 2752.364016 = -191448.185772 nChanged 40 SP:Iteration 32Q (1893.352582 sec): 3 clusters Score: Raw -194242.244308 + Penalty 2752.364016 = -191489.880292 nChanged 37 SP:Iteration 33Q (1893.383826 sec): 3 clusters Score: Raw -194279.031472 + Penalty 2752.364016 = -191526.667455 nChanged 31 SP:Iteration 34Q (1893.502645 sec): 3 clusters Score: Raw -194304.985083 + Penalty 2752.364016 = -191552.621067 nChanged 31 SP:Iteration 35Q (1893.620850 sec): 3 clusters Score: Raw -194334.723379 + Penalty 2752.364016 = -191582.359363 nChanged 30 SP:Iteration 36Q (1893.724422 sec): 3 clusters Score: Raw -194367.740936 + Penalty 2752.364016 = -191615.376920 nChanged 26 SP:Iteration 37Q (1893.841481 sec): 3 clusters Score: Raw -194392.438640 + Penalty 2752.364016 = -191640.074623 nChanged 25 SP:Iteration 38Q (1893.958194 sec): 3 clusters Score: Raw -194414.839254 + Penalty 2752.364016 = -191662.475238 nChanged 20 SP:Iteration 39Q (1894.073979 sec): 3 clusters Score: Raw -194430.116756 + Penalty 2752.364016 = -191677.752739 nChanged 16 SP:Iteration 40F (1894.188957 sec): 3 clusters Score: Raw -194438.699232 + Penalty 2752.364016 = -191686.335215 nChanged 4 SP:Iteration 41Q (1894.221630 sec): 3 clusters Score: Raw -194440.068559 + Penalty 2752.364016 = -191687.704542 nChanged 4 SP:Iteration 42Q (1894.252659 sec): 3 clusters Score: Raw -194441.312944 + Penalty 2752.364016 = -191688.948928 nChanged 3 SP:Iteration 43Q (1894.283496 sec): 3 clusters Score: Raw -194442.595717 + Penalty 2752.364016 = -191690.231701 nChanged 2 SP:Iteration 44Q (1894.314378 sec): 3 clusters Score: Raw -194444.000130 + Penalty 2752.364016 = -191691.636113 nChanged 2 SP:Iteration 45Q (1894.345227 sec): 3 clusters Score: Raw -194444.440052 + Penalty 2752.364016 = -191692.076035 nChanged 1 SP:Iteration 46Q (1894.378614 sec): 3 clusters Score: Raw -194444.737736 + Penalty 2752.364016 = -191692.373719 nChanged 1 SP:Iteration 47Q (1894.410341 sec): 3 clusters Score: Raw -194445.094202 + Penalty 2752.364016 = -191692.730186 nChanged 1 SP:Iteration 48Q (1894.441505 sec): 3 clusters Score: Raw -194445.355251 + Penalty 2752.364016 = -191692.991234 nChanged 0 SP:Iteration 49F (1894.473103 sec): 3 clusters Score: Raw -194445.355251 + Penalty 2752.364016 = -191692.991234 nChanged 0 Trying to split cluster 12 (4482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1894.515191 sec): 2 clusters Score: Raw -294594.912329 + Penalty 1475.573227 = -293119.339103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1894.572009 sec): 3 clusters Score: Raw -292324.100429 + Penalty 2951.146454 = -289372.953975 nChanged 1801 SP:Iteration 1F (1894.625933 sec): 3 clusters Score: Raw -293508.275525 + Penalty 2951.146454 = -290557.129072 nChanged 443 SP:Iteration 2F (1894.679888 sec): 3 clusters Score: Raw -293986.854778 + Penalty 2951.146454 = -291035.708325 nChanged 392 SP:Iteration 3F (1894.728526 sec): 3 clusters Score: Raw -294425.100028 + Penalty 2951.146454 = -291473.953574 nChanged 343 SP:Iteration 4F (1894.770545 sec): 3 clusters Score: Raw -294756.622280 + Penalty 2951.146454 = -291805.475827 nChanged 267 SP:Iteration 5F (1894.812296 sec): 3 clusters Score: Raw -294982.635958 + Penalty 2951.146454 = -292031.489505 nChanged 196 SP:Iteration 6Q (1894.854495 sec): 3 clusters Score: Raw -295118.680098 + Penalty 2951.146454 = -292167.533644 nChanged 135 SP:Iteration 7Q (1894.898303 sec): 3 clusters Score: Raw -295203.755940 + Penalty 2951.146454 = -292252.609486 nChanged 111 SP:Iteration 8Q (1894.943805 sec): 3 clusters Score: Raw -295270.424087 + Penalty 2951.146454 = -292319.277634 nChanged 88 SP:Iteration 9Q (1894.989478 sec): 3 clusters Score: Raw -295322.099556 + Penalty 2951.146454 = -292370.953102 nChanged 76 SP:Iteration 10Q (1895.034941 sec): 3 clusters Score: Raw -295356.828084 + Penalty 2951.146454 = -292405.681630 nChanged 51 SP:Iteration 11Q (1895.080292 sec): 3 clusters Score: Raw -295374.323027 + Penalty 2951.146454 = -292423.176573 nChanged 36 SP:Iteration 12Q (1895.125725 sec): 3 clusters Score: Raw -295384.845257 + Penalty 2951.146454 = -292433.698804 nChanged 24 SP:Iteration 13Q (1895.224595 sec): 3 clusters Score: Raw -295392.955967 + Penalty 2951.146454 = -292441.809513 nChanged 24 SP:Iteration 14Q (1895.384539 sec): 3 clusters Score: Raw -295400.976357 + Penalty 2951.146454 = -292449.829903 nChanged 24 SP:Iteration 15Q (1895.471521 sec): 3 clusters Score: Raw -295409.885979 + Penalty 2951.146454 = -292458.739525 nChanged 26 SP:Iteration 16Q (1895.640327 sec): 3 clusters Score: Raw -295416.061814 + Penalty 2951.146454 = -292464.915360 nChanged 11 SP:Iteration 17Q (1895.730001 sec): 3 clusters Score: Raw -295418.876590 + Penalty 2951.146454 = -292467.730136 nChanged 7 SP:Iteration 18Q (1895.772831 sec): 3 clusters Score: Raw -295419.938678 + Penalty 2951.146454 = -292468.792224 nChanged 7 SP:Iteration 19Q (1895.822037 sec): 3 clusters Score: Raw -295421.700298 + Penalty 2951.146454 = -292470.553844 nChanged 4 SP:Iteration 20F (1895.864811 sec): 3 clusters Score: Raw -295422.890381 + Penalty 2951.146454 = -292471.743927 nChanged 4 SP:Iteration 21Q (1895.907792 sec): 3 clusters Score: Raw -295423.870198 + Penalty 2951.146454 = -292472.723744 nChanged 3 SP:Iteration 22Q (1895.950921 sec): 3 clusters Score: Raw -295424.435973 + Penalty 2951.146454 = -292473.289519 nChanged 5 SP:Iteration 23Q (1895.994489 sec): 3 clusters Score: Raw -295425.128911 + Penalty 2951.146454 = -292473.982457 nChanged 7 SP:Iteration 24Q (1896.043140 sec): 3 clusters Score: Raw -295426.610855 + Penalty 2951.146454 = -292475.464401 nChanged 5 SP:Iteration 25Q (1896.091168 sec): 3 clusters Score: Raw -295427.684680 + Penalty 2951.146454 = -292476.538227 nChanged 6 SP:Iteration 26Q (1896.139447 sec): 3 clusters Score: Raw -295429.273662 + Penalty 2951.146454 = -292478.127208 nChanged 6 SP:Iteration 27Q (1896.184630 sec): 3 clusters Score: Raw -295430.534821 + Penalty 2951.146454 = -292479.388367 nChanged 8 SP:Iteration 28Q (1896.228165 sec): 3 clusters Score: Raw -295432.277165 + Penalty 2951.146454 = -292481.130711 nChanged 9 SP:Iteration 29Q (1896.271910 sec): 3 clusters Score: Raw -295434.500159 + Penalty 2951.146454 = -292483.353705 nChanged 8 SP:Iteration 30Q (1896.315285 sec): 3 clusters Score: Raw -295437.033570 + Penalty 2951.146454 = -292485.887116 nChanged 5 SP:Iteration 31Q (1896.360315 sec): 3 clusters Score: Raw -295437.957611 + Penalty 2951.146454 = -292486.811158 nChanged 3 SP:Iteration 32Q (1896.493780 sec): 3 clusters Score: Raw -295438.624064 + Penalty 2951.146454 = -292487.477610 nChanged 2 SP:Iteration 33Q (1896.608338 sec): 3 clusters Score: Raw -295438.933883 + Penalty 2951.146454 = -292487.787429 nChanged 1 SP:Iteration 34Q (1896.652315 sec): 3 clusters Score: Raw -295439.186956 + Penalty 2951.146454 = -292488.040502 nChanged 1 SP:Iteration 35Q (1896.696917 sec): 3 clusters Score: Raw -295439.544774 + Penalty 2951.146454 = -292488.398320 nChanged 0 SP:Iteration 36F (1896.741707 sec): 3 clusters Score: Raw -295439.544774 + Penalty 2951.146454 = -292488.398320 nChanged 0 Trying to split cluster 13 (2078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1896.779563 sec): 2 clusters Score: Raw -101547.137392 + Penalty 1340.672786 = -100206.464607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1896.808805 sec): 3 clusters Score: Raw -100739.080982 + Penalty 2681.345571 = -98057.735411 nChanged 729 SP:Iteration 1F (1896.837054 sec): 3 clusters Score: Raw -101410.169936 + Penalty 2681.345571 = -98728.824365 nChanged 197 SP:Iteration 2F (1896.865671 sec): 3 clusters Score: Raw -101666.642767 + Penalty 2681.345571 = -98985.297196 nChanged 151 SP:Iteration 3F (1896.893778 sec): 3 clusters Score: Raw -101890.554360 + Penalty 2681.345571 = -99209.208789 nChanged 132 SP:Iteration 4F (1896.922114 sec): 3 clusters Score: Raw -102072.761917 + Penalty 2681.345571 = -99391.416346 nChanged 94 SP:Iteration 5Q (1896.950353 sec): 3 clusters Score: Raw -102195.177082 + Penalty 2681.345571 = -99513.831511 nChanged 75 SP:Iteration 6Q (1897.076518 sec): 3 clusters Score: Raw -102270.501831 + Penalty 2681.345571 = -99589.156260 nChanged 69 SP:Iteration 7Q (1897.171919 sec): 3 clusters Score: Raw -102323.814269 + Penalty 2681.345571 = -99642.468698 nChanged 46 SP:Iteration 8Q (1897.292398 sec): 3 clusters Score: Raw -102353.930644 + Penalty 2681.345571 = -99672.585073 nChanged 38 SP:Iteration 9Q (1897.408837 sec): 3 clusters Score: Raw -102380.871419 + Penalty 2681.345571 = -99699.525848 nChanged 27 SP:Iteration 10Q (1897.525136 sec): 3 clusters Score: Raw -102398.010871 + Penalty 2681.345571 = -99716.665300 nChanged 22 SP:Iteration 11Q (1897.641342 sec): 3 clusters Score: Raw -102413.670242 + Penalty 2681.345571 = -99732.324670 nChanged 23 SP:Iteration 12Q (1897.698530 sec): 3 clusters Score: Raw -102427.413634 + Penalty 2681.345571 = -99746.068063 nChanged 14 SP:Iteration 13Q (1897.725809 sec): 3 clusters Score: Raw -102436.412620 + Penalty 2681.345571 = -99755.067049 nChanged 12 SP:Iteration 14Q (1897.753096 sec): 3 clusters Score: Raw -102442.799653 + Penalty 2681.345571 = -99761.454081 nChanged 12 SP:Iteration 15Q (1897.780619 sec): 3 clusters Score: Raw -102447.287605 + Penalty 2681.345571 = -99765.942034 nChanged 12 SP:Iteration 16Q (1897.808068 sec): 3 clusters Score: Raw -102452.001478 + Penalty 2681.345571 = -99770.655906 nChanged 4 SP:Iteration 17Q (1897.837661 sec): 3 clusters Score: Raw -102453.545200 + Penalty 2681.345571 = -99772.199629 nChanged 4 SP:Iteration 18Q (1897.865245 sec): 3 clusters Score: Raw -102455.161111 + Penalty 2681.345571 = -99773.815540 nChanged 6 SP:Iteration 19Q (1897.892296 sec): 3 clusters Score: Raw -102460.092015 + Penalty 2681.345571 = -99778.746444 nChanged 3 SP:Iteration 20F (1897.919102 sec): 3 clusters Score: Raw -102461.646076 + Penalty 2681.345571 = -99780.300505 nChanged 4 SP:Iteration 21Q (1897.945853 sec): 3 clusters Score: Raw -102463.311588 + Penalty 2681.345571 = -99781.966017 nChanged 4 SP:Iteration 22Q (1897.974149 sec): 3 clusters Score: Raw -102464.974120 + Penalty 2681.345571 = -99783.628549 nChanged 4 SP:Iteration 23Q (1898.000962 sec): 3 clusters Score: Raw -102466.647191 + Penalty 2681.345571 = -99785.301619 nChanged 4 SP:Iteration 24Q (1898.027695 sec): 3 clusters Score: Raw -102467.583299 + Penalty 2681.345571 = -99786.237727 nChanged 2 SP:Iteration 25Q (1898.054574 sec): 3 clusters Score: Raw -102467.955666 + Penalty 2681.345571 = -99786.610095 nChanged 0 SP:Iteration 26F (1898.081447 sec): 3 clusters Score: Raw -102467.955666 + Penalty 2681.345571 = -99786.610095 nChanged 0 Trying to split cluster 14 (4185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1898.123111 sec): 2 clusters Score: Raw -275790.441528 + Penalty 1463.540478 = -274326.901050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1898.165022 sec): 3 clusters Score: Raw -273769.408487 + Penalty 2927.080956 = -270842.327531 nChanged 1677 SP:Iteration 1F (1898.206314 sec): 3 clusters Score: Raw -274892.153735 + Penalty 2927.080956 = -271965.072779 nChanged 389 SP:Iteration 2F (1898.256506 sec): 3 clusters Score: Raw -275278.146620 + Penalty 2927.080956 = -272351.065664 nChanged 300 SP:Iteration 3F (1898.307141 sec): 3 clusters Score: Raw -275561.964659 + Penalty 2927.080956 = -272634.883703 nChanged 236 SP:Iteration 4F (1898.353937 sec): 3 clusters Score: Raw -275740.760273 + Penalty 2927.080956 = -272813.679317 nChanged 183 SP:Iteration 5Q (1898.396057 sec): 3 clusters Score: Raw -275867.519462 + Penalty 2927.080956 = -272940.438506 nChanged 148 SP:Iteration 6Q (1898.438486 sec): 3 clusters Score: Raw -275953.744118 + Penalty 2927.080956 = -273026.663162 nChanged 116 SP:Iteration 7Q (1898.480341 sec): 3 clusters Score: Raw -276024.837875 + Penalty 2927.080956 = -273097.756919 nChanged 105 SP:Iteration 8Q (1898.522426 sec): 3 clusters Score: Raw -276082.092844 + Penalty 2927.080956 = -273155.011888 nChanged 71 SP:Iteration 9Q (1898.637090 sec): 3 clusters Score: Raw -276118.640168 + Penalty 2927.080956 = -273191.559212 nChanged 67 SP:Iteration 10Q (1898.791804 sec): 3 clusters Score: Raw -276150.506553 + Penalty 2927.080956 = -273223.425597 nChanged 41 SP:Iteration 11Q (1898.914724 sec): 3 clusters Score: Raw -276170.804680 + Penalty 2927.080956 = -273243.723724 nChanged 38 SP:Iteration 12Q (1899.016726 sec): 3 clusters Score: Raw -276184.590112 + Penalty 2927.080956 = -273257.509156 nChanged 33 SP:Iteration 13Q (1899.127496 sec): 3 clusters Score: Raw -276198.936448 + Penalty 2927.080956 = -273271.855492 nChanged 41 SP:Iteration 14Q (1899.246320 sec): 3 clusters Score: Raw -276215.166263 + Penalty 2927.080956 = -273288.085307 nChanged 39 SP:Iteration 15Q (1899.332076 sec): 3 clusters Score: Raw -276232.425740 + Penalty 2927.080956 = -273305.344784 nChanged 42 SP:Iteration 16Q (1899.410592 sec): 3 clusters Score: Raw -276248.900271 + Penalty 2927.080956 = -273321.819315 nChanged 27 SP:Iteration 17Q (1899.464846 sec): 3 clusters Score: Raw -276260.516305 + Penalty 2927.080956 = -273333.435349 nChanged 26 SP:Iteration 18Q (1899.517219 sec): 3 clusters Score: Raw -276270.164021 + Penalty 2927.080956 = -273343.083065 nChanged 22 SP:Iteration 19Q (1899.569711 sec): 3 clusters Score: Raw -276278.413282 + Penalty 2927.080956 = -273351.332326 nChanged 14 SP:Iteration 20F (1899.621197 sec): 3 clusters Score: Raw -276283.064283 + Penalty 2927.080956 = -273355.983327 nChanged 16 SP:Iteration 21Q (1899.668610 sec): 3 clusters Score: Raw -276287.890651 + Penalty 2927.080956 = -273360.809695 nChanged 13 SP:Iteration 22Q (1899.711929 sec): 3 clusters Score: Raw -276291.499564 + Penalty 2927.080956 = -273364.418608 nChanged 14 SP:Iteration 23Q (1899.755089 sec): 3 clusters Score: Raw -276297.214925 + Penalty 2927.080956 = -273370.133969 nChanged 11 SP:Iteration 24Q (1899.797737 sec): 3 clusters Score: Raw -276299.956253 + Penalty 2927.080956 = -273372.875297 nChanged 8 SP:Iteration 25Q (1899.925802 sec): 3 clusters Score: Raw -276303.470324 + Penalty 2927.080956 = -273376.389368 nChanged 8 SP:Iteration 26Q (1900.022795 sec): 3 clusters Score: Raw -276307.289076 + Penalty 2927.080956 = -273380.208120 nChanged 8 SP:Iteration 27Q (1900.128122 sec): 3 clusters Score: Raw -276310.268465 + Penalty 2927.080956 = -273383.187509 nChanged 11 SP:Iteration 28Q (1900.189894 sec): 3 clusters Score: Raw -276312.379172 + Penalty 2927.080956 = -273385.298216 nChanged 7 SP:Iteration 29Q (1900.236162 sec): 3 clusters Score: Raw -276314.378156 + Penalty 2927.080956 = -273387.297200 nChanged 5 SP:Iteration 30Q (1900.279338 sec): 3 clusters Score: Raw -276316.234900 + Penalty 2927.080956 = -273389.153944 nChanged 5 SP:Iteration 31Q (1900.321957 sec): 3 clusters Score: Raw -276317.050319 + Penalty 2927.080956 = -273389.969363 nChanged 1 SP:Iteration 32Q (1900.364484 sec): 3 clusters Score: Raw -276317.215867 + Penalty 2927.080956 = -273390.134911 nChanged 1 SP:Iteration 33Q (1900.406770 sec): 3 clusters Score: Raw -276317.298902 + Penalty 2927.080956 = -273390.217946 nChanged 1 SP:Iteration 34Q (1900.449259 sec): 3 clusters Score: Raw -276317.784066 + Penalty 2927.080956 = -273390.703110 nChanged 1 SP:Iteration 35Q (1900.491642 sec): 3 clusters Score: Raw -276317.963139 + Penalty 2927.080956 = -273390.882183 nChanged 2 SP:Iteration 36Q (1900.535692 sec): 3 clusters Score: Raw -276318.786018 + Penalty 2927.080956 = -273391.705062 nChanged 0 SP:Iteration 37F (1900.579750 sec): 3 clusters Score: Raw -276318.786018 + Penalty 2927.080956 = -273391.705062 nChanged 0 Trying to split cluster 15 (9424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1900.643793 sec): 2 clusters Score: Raw -740851.390516 + Penalty 1606.003116 = -739245.387400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1900.745017 sec): 3 clusters Score: Raw -735635.872420 + Penalty 3212.006232 = -732423.866188 nChanged 4024 SP:Iteration 1F (1900.926547 sec): 3 clusters Score: Raw -737853.479127 + Penalty 3212.006232 = -734641.472895 nChanged 693 SP:Iteration 2F (1901.096846 sec): 3 clusters Score: Raw -738296.322814 + Penalty 3212.006232 = -735084.316582 nChanged 669 SP:Iteration 3F (1901.220426 sec): 3 clusters Score: Raw -738747.710264 + Penalty 3212.006232 = -735535.704032 nChanged 672 SP:Iteration 4F (1901.305961 sec): 3 clusters Score: Raw -739224.671677 + Penalty 3212.006232 = -736012.665445 nChanged 594 SP:Iteration 5F (1901.383338 sec): 3 clusters Score: Raw -739628.893370 + Penalty 3212.006232 = -736416.887138 nChanged 521 SP:Iteration 6F (1901.450720 sec): 3 clusters Score: Raw -739936.491390 + Penalty 3212.006232 = -736724.485159 nChanged 404 SP:Iteration 7Q (1901.515837 sec): 3 clusters Score: Raw -740138.789611 + Penalty 3212.006232 = -736926.783379 nChanged 299 SP:Iteration 8Q (1901.618547 sec): 3 clusters Score: Raw -740259.406748 + Penalty 3212.006232 = -737047.400516 nChanged 224 SP:Iteration 9Q (1901.690985 sec): 3 clusters Score: Raw -740345.445423 + Penalty 3212.006232 = -737133.439191 nChanged 186 SP:Iteration 10Q (1901.758674 sec): 3 clusters Score: Raw -740405.935596 + Penalty 3212.006232 = -737193.929364 nChanged 162 SP:Iteration 11Q (1901.821949 sec): 3 clusters Score: Raw -740455.990307 + Penalty 3212.006232 = -737243.984075 nChanged 140 SP:Iteration 12Q (1901.895973 sec): 3 clusters Score: Raw -740497.694066 + Penalty 3212.006232 = -737285.687834 nChanged 104 SP:Iteration 13Q (1901.970224 sec): 3 clusters Score: Raw -740526.468749 + Penalty 3212.006232 = -737314.462517 nChanged 97 SP:Iteration 14Q (1902.032515 sec): 3 clusters Score: Raw -740550.822486 + Penalty 3212.006232 = -737338.816254 nChanged 87 SP:Iteration 15Q (1902.093827 sec): 3 clusters Score: Raw -740570.794983 + Penalty 3212.006232 = -737358.788751 nChanged 70 SP:Iteration 16Q (1902.221352 sec): 3 clusters Score: Raw -740586.929678 + Penalty 3212.006232 = -737374.923446 nChanged 64 SP:Iteration 17Q (1902.286846 sec): 3 clusters Score: Raw -740602.351072 + Penalty 3212.006232 = -737390.344840 nChanged 65 SP:Iteration 18Q (1902.351664 sec): 3 clusters Score: Raw -740616.800193 + Penalty 3212.006232 = -737404.793961 nChanged 70 SP:Iteration 19Q (1902.417365 sec): 3 clusters Score: Raw -740632.247763 + Penalty 3212.006232 = -737420.241531 nChanged 65 SP:Iteration 20F (1902.491685 sec): 3 clusters Score: Raw -740645.849387 + Penalty 3212.006232 = -737433.843155 nChanged 63 SP:Iteration 21Q (1902.566079 sec): 3 clusters Score: Raw -740660.596915 + Penalty 3212.006232 = -737448.590683 nChanged 63 SP:Iteration 22Q (1902.629190 sec): 3 clusters Score: Raw -740674.950727 + Penalty 3212.006232 = -737462.944495 nChanged 73 SP:Iteration 23Q (1902.690278 sec): 3 clusters Score: Raw -740695.112682 + Penalty 3212.006232 = -737483.106450 nChanged 89 SP:Iteration 24Q (1902.753268 sec): 3 clusters Score: Raw -740721.870909 + Penalty 3212.006232 = -737509.864677 nChanged 91 SP:Iteration 25Q (1902.818254 sec): 3 clusters Score: Raw -740745.388566 + Penalty 3212.006232 = -737533.382334 nChanged 85 SP:Iteration 26Q (1902.960914 sec): 3 clusters Score: Raw -740770.373205 + Penalty 3212.006232 = -737558.366973 nChanged 80 SP:Iteration 27Q (1903.027907 sec): 3 clusters Score: Raw -740794.561146 + Penalty 3212.006232 = -737582.554914 nChanged 83 SP:Iteration 28Q (1903.091586 sec): 3 clusters Score: Raw -740818.289870 + Penalty 3212.006232 = -737606.283638 nChanged 63 SP:Iteration 29Q (1903.156581 sec): 3 clusters Score: Raw -740837.368316 + Penalty 3212.006232 = -737625.362084 nChanged 61 SP:Iteration 30Q (1903.224340 sec): 3 clusters Score: Raw -740856.227817 + Penalty 3212.006232 = -737644.221585 nChanged 66 SP:Iteration 31Q (1903.291491 sec): 3 clusters Score: Raw -740875.829948 + Penalty 3212.006232 = -737663.823716 nChanged 55 SP:Iteration 32Q (1903.471281 sec): 3 clusters Score: Raw -740891.999784 + Penalty 3212.006232 = -737679.993552 nChanged 56 SP:Iteration 33Q (1903.626935 sec): 3 clusters Score: Raw -740911.807388 + Penalty 3212.006232 = -737699.801156 nChanged 52 SP:Iteration 34Q (1903.771888 sec): 3 clusters Score: Raw -740927.431318 + Penalty 3212.006232 = -737715.425086 nChanged 53 SP:Iteration 35Q (1903.906942 sec): 3 clusters Score: Raw -740944.683035 + Penalty 3212.006232 = -737732.676803 nChanged 41 SP:Iteration 36Q (1903.964654 sec): 3 clusters Score: Raw -740958.091869 + Penalty 3212.006232 = -737746.085637 nChanged 42 SP:Iteration 37Q (1904.028325 sec): 3 clusters Score: Raw -740974.192478 + Penalty 3212.006232 = -737762.186246 nChanged 49 SP:Iteration 38Q (1904.092842 sec): 3 clusters Score: Raw -740992.822026 + Penalty 3212.006232 = -737780.815794 nChanged 48 SP:Iteration 39Q (1904.158194 sec): 3 clusters Score: Raw -741010.463856 + Penalty 3212.006232 = -737798.457624 nChanged 48 SP:Iteration 40F (1904.224205 sec): 3 clusters Score: Raw -741026.312177 + Penalty 3212.006232 = -737814.305945 nChanged 38 SP:Iteration 41Q (1904.289419 sec): 3 clusters Score: Raw -741039.832442 + Penalty 3212.006232 = -737827.826210 nChanged 38 SP:Iteration 42Q (1904.354491 sec): 3 clusters Score: Raw -741052.582298 + Penalty 3212.006232 = -737840.576066 nChanged 28 SP:Iteration 43Q (1904.418790 sec): 3 clusters Score: Raw -741063.511666 + Penalty 3212.006232 = -737851.505434 nChanged 23 SP:Iteration 44Q (1904.482675 sec): 3 clusters Score: Raw -741073.525672 + Penalty 3212.006232 = -737861.519440 nChanged 29 SP:Iteration 45Q (1904.634890 sec): 3 clusters Score: Raw -741086.562514 + Penalty 3212.006232 = -737874.556282 nChanged 31 SP:Iteration 46Q (1904.719485 sec): 3 clusters Score: Raw -741100.090732 + Penalty 3212.006232 = -737888.084500 nChanged 26 SP:Iteration 47Q (1904.775297 sec): 3 clusters Score: Raw -741112.565758 + Penalty 3212.006232 = -737900.559526 nChanged 36 SP:Iteration 48Q (1904.830970 sec): 3 clusters Score: Raw -741130.968534 + Penalty 3212.006232 = -737918.962302 nChanged 29 SP:Iteration 49Q (1904.892704 sec): 3 clusters Score: Raw -741145.889854 + Penalty 3212.006232 = -737933.883622 nChanged 31 SP:Iteration 50Q (1904.962690 sec): 3 clusters Score: Raw -741165.271173 + Penalty 3212.006232 = -737953.264941 nChanged 31 SP:Iteration 51Q (1905.029543 sec): 3 clusters Score: Raw -741184.467576 + Penalty 3212.006232 = -737972.461344 nChanged 18 SP:Iteration 52Q (1905.090677 sec): 3 clusters Score: Raw -741196.642128 + Penalty 3212.006232 = -737984.635896 nChanged 20 SP:Iteration 53Q (1905.153350 sec): 3 clusters Score: Raw -741205.744355 + Penalty 3212.006232 = -737993.738123 nChanged 16 SP:Iteration 54Q (1905.221790 sec): 3 clusters Score: Raw -741211.628141 + Penalty 3212.006232 = -737999.621909 nChanged 7 SP:Iteration 55Q (1905.290140 sec): 3 clusters Score: Raw -741214.330938 + Penalty 3212.006232 = -738002.324706 nChanged 3 SP:Iteration 56Q (1905.352070 sec): 3 clusters Score: Raw -741216.134442 + Penalty 3212.006232 = -738004.128210 nChanged 6 SP:Iteration 57Q (1905.412673 sec): 3 clusters Score: Raw -741219.596872 + Penalty 3212.006232 = -738007.590640 nChanged 7 SP:Iteration 58Q (1905.473818 sec): 3 clusters Score: Raw -741222.789624 + Penalty 3212.006232 = -738010.783392 nChanged 6 SP:Iteration 59Q (1905.536403 sec): 3 clusters Score: Raw -741225.878951 + Penalty 3212.006232 = -738013.872719 nChanged 7 SP:Iteration 60F (1905.603497 sec): 3 clusters Score: Raw -741228.357392 + Penalty 3212.006232 = -738016.351160 nChanged 3 SP:Iteration 61Q (1905.674128 sec): 3 clusters Score: Raw -741229.545017 + Penalty 3212.006232 = -738017.538785 nChanged 3 SP:Iteration 62Q (1905.744250 sec): 3 clusters Score: Raw -741230.413114 + Penalty 3212.006232 = -738018.406882 nChanged 3 SP:Iteration 63Q (1905.804367 sec): 3 clusters Score: Raw -741231.699483 + Penalty 3212.006232 = -738019.693251 nChanged 5 SP:Iteration 64Q (1905.958828 sec): 3 clusters Score: Raw -741233.311315 + Penalty 3212.006232 = -738021.305083 nChanged 1 SP:Iteration 65Q (1906.112832 sec): 3 clusters Score: Raw -741233.819385 + Penalty 3212.006232 = -738021.813153 nChanged 2 SP:Iteration 66Q (1906.246279 sec): 3 clusters Score: Raw -741234.780345 + Penalty 3212.006232 = -738022.774114 nChanged 2 SP:Iteration 67Q (1906.383729 sec): 3 clusters Score: Raw -741235.168804 + Penalty 3212.006232 = -738023.162572 nChanged 3 SP:Iteration 68Q (1906.526703 sec): 3 clusters Score: Raw -741236.891267 + Penalty 3212.006232 = -738024.885035 nChanged 3 SP:Iteration 69Q (1906.664122 sec): 3 clusters Score: Raw -741237.949224 + Penalty 3212.006232 = -738025.942992 nChanged 1 SP:Iteration 70Q (1906.722674 sec): 3 clusters Score: Raw -741238.163497 + Penalty 3212.006232 = -738026.157265 nChanged 0 SP:Iteration 71F (1906.783041 sec): 3 clusters Score: Raw -741238.163497 + Penalty 3212.006232 = -738026.157265 nChanged 0 Trying to split cluster 16 (2653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1906.825527 sec): 2 clusters Score: Raw -163554.635572 + Penalty 1383.544835 = -162171.090737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1906.864242 sec): 3 clusters Score: Raw -162407.620475 + Penalty 2767.089670 = -159640.530805 nChanged 949 SP:Iteration 1F (1906.914097 sec): 3 clusters Score: Raw -163191.688393 + Penalty 2767.089670 = -160424.598723 nChanged 297 SP:Iteration 2F (1906.951206 sec): 3 clusters Score: Raw -163623.466840 + Penalty 2767.089670 = -160856.377170 nChanged 244 SP:Iteration 3F (1906.984087 sec): 3 clusters Score: Raw -164062.183299 + Penalty 2767.089670 = -161295.093629 nChanged 209 SP:Iteration 4F (1907.017018 sec): 3 clusters Score: Raw -164349.949124 + Penalty 2767.089670 = -161582.859454 nChanged 136 SP:Iteration 5F (1907.049574 sec): 3 clusters Score: Raw -164538.342697 + Penalty 2767.089670 = -161771.253026 nChanged 80 SP:Iteration 6Q (1907.082340 sec): 3 clusters Score: Raw -164620.831931 + Penalty 2767.089670 = -161853.742261 nChanged 58 SP:Iteration 7Q (1907.115218 sec): 3 clusters Score: Raw -164671.780622 + Penalty 2767.089670 = -161904.690952 nChanged 39 SP:Iteration 8Q (1907.147764 sec): 3 clusters Score: Raw -164704.270947 + Penalty 2767.089670 = -161937.181277 nChanged 31 SP:Iteration 9Q (1907.180430 sec): 3 clusters Score: Raw -164728.210043 + Penalty 2767.089670 = -161961.120373 nChanged 24 SP:Iteration 10Q (1907.212946 sec): 3 clusters Score: Raw -164740.893046 + Penalty 2767.089670 = -161973.803375 nChanged 21 SP:Iteration 11Q (1907.245733 sec): 3 clusters Score: Raw -164757.475706 + Penalty 2767.089670 = -161990.386035 nChanged 19 SP:Iteration 12Q (1907.277760 sec): 3 clusters Score: Raw -164774.163253 + Penalty 2767.089670 = -162007.073583 nChanged 20 SP:Iteration 13Q (1907.310207 sec): 3 clusters Score: Raw -164793.749100 + Penalty 2767.089670 = -162026.659430 nChanged 19 SP:Iteration 14Q (1907.342633 sec): 3 clusters Score: Raw -164816.656932 + Penalty 2767.089670 = -162049.567262 nChanged 16 SP:Iteration 15Q (1907.375087 sec): 3 clusters Score: Raw -164831.013590 + Penalty 2767.089670 = -162063.923919 nChanged 18 SP:Iteration 16Q (1907.407269 sec): 3 clusters Score: Raw -164843.095544 + Penalty 2767.089670 = -162076.005873 nChanged 13 SP:Iteration 17Q (1907.439502 sec): 3 clusters Score: Raw -164853.386810 + Penalty 2767.089670 = -162086.297140 nChanged 15 SP:Iteration 18Q (1907.471724 sec): 3 clusters Score: Raw -164865.024114 + Penalty 2767.089670 = -162097.934444 nChanged 13 SP:Iteration 19Q (1907.504599 sec): 3 clusters Score: Raw -164876.351092 + Penalty 2767.089670 = -162109.261422 nChanged 9 SP:Iteration 20F (1907.537242 sec): 3 clusters Score: Raw -164882.683350 + Penalty 2767.089670 = -162115.593679 nChanged 5 SP:Iteration 21Q (1907.669040 sec): 3 clusters Score: Raw -164890.478729 + Penalty 2767.089670 = -162123.389058 nChanged 11 SP:Iteration 22Q (1907.791265 sec): 3 clusters Score: Raw -164897.233477 + Penalty 2767.089670 = -162130.143807 nChanged 8 SP:Iteration 23Q (1907.902240 sec): 3 clusters Score: Raw -164901.250867 + Penalty 2767.089670 = -162134.161197 nChanged 1 SP:Iteration 24Q (1908.019049 sec): 3 clusters Score: Raw -164901.498039 + Penalty 2767.089670 = -162134.408369 nChanged 1 SP:Iteration 25Q (1908.136819 sec): 3 clusters Score: Raw -164901.851154 + Penalty 2767.089670 = -162134.761483 nChanged 1 SP:Iteration 26Q (1908.227798 sec): 3 clusters Score: Raw -164901.959214 + Penalty 2767.089670 = -162134.869543 nChanged 0 SP:Iteration 27F (1908.344208 sec): 3 clusters Score: Raw -164901.959214 + Penalty 2767.089670 = -162134.869543 nChanged 0 Trying to split cluster 17 (10407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1908.428107 sec): 2 clusters Score: Raw -815150.768883 + Penalty 1623.416056 = -813527.352827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1908.535248 sec): 3 clusters Score: Raw -809239.320560 + Penalty 3246.832111 = -805992.488448 nChanged 4483 SP:Iteration 1F (1908.597386 sec): 3 clusters Score: Raw -811774.124704 + Penalty 3246.832111 = -808527.292593 nChanged 720 SP:Iteration 2F (1908.658961 sec): 3 clusters Score: Raw -812187.420765 + Penalty 3246.832111 = -808940.588654 nChanged 711 SP:Iteration 3F (1908.729161 sec): 3 clusters Score: Raw -812609.675133 + Penalty 3246.832111 = -809362.843022 nChanged 657 SP:Iteration 4F (1908.801538 sec): 3 clusters Score: Raw -813033.089400 + Penalty 3246.832111 = -809786.257289 nChanged 626 SP:Iteration 5F (1908.869093 sec): 3 clusters Score: Raw -813454.666537 + Penalty 3246.832111 = -810207.834426 nChanged 599 SP:Iteration 6F (1908.936638 sec): 3 clusters Score: Raw -813849.618067 + Penalty 3246.832111 = -810602.785956 nChanged 480 SP:Iteration 7Q (1909.007942 sec): 3 clusters Score: Raw -814149.999133 + Penalty 3246.832111 = -810903.167022 nChanged 436 SP:Iteration 8Q (1909.081277 sec): 3 clusters Score: Raw -814417.616101 + Penalty 3246.832111 = -811170.783989 nChanged 364 SP:Iteration 9Q (1909.151682 sec): 3 clusters Score: Raw -814635.332559 + Penalty 3246.832111 = -811388.500448 nChanged 304 SP:Iteration 10Q (1909.220104 sec): 3 clusters Score: Raw -814820.155072 + Penalty 3246.832111 = -811573.322961 nChanged 259 SP:Iteration 11Q (1909.289053 sec): 3 clusters Score: Raw -814987.100750 + Penalty 3246.832111 = -811740.268639 nChanged 232 SP:Iteration 12Q (1909.359809 sec): 3 clusters Score: Raw -815128.376541 + Penalty 3246.832111 = -811881.544430 nChanged 198 SP:Iteration 13Q (1909.430535 sec): 3 clusters Score: Raw -815250.575322 + Penalty 3246.832111 = -812003.743211 nChanged 144 SP:Iteration 14Q (1909.501354 sec): 3 clusters Score: Raw -815334.379760 + Penalty 3246.832111 = -812087.547648 nChanged 112 SP:Iteration 15Q (1909.580659 sec): 3 clusters Score: Raw -815398.071979 + Penalty 3246.832111 = -812151.239868 nChanged 87 SP:Iteration 16Q (1909.650590 sec): 3 clusters Score: Raw -815436.529409 + Penalty 3246.832111 = -812189.697298 nChanged 63 SP:Iteration 17Q (1909.721117 sec): 3 clusters Score: Raw -815464.140487 + Penalty 3246.832111 = -812217.308375 nChanged 45 SP:Iteration 18Q (1909.791836 sec): 3 clusters Score: Raw -815486.174201 + Penalty 3246.832111 = -812239.342090 nChanged 41 SP:Iteration 19Q (1909.861730 sec): 3 clusters Score: Raw -815507.862118 + Penalty 3246.832111 = -812261.030007 nChanged 31 SP:Iteration 20F (1909.931008 sec): 3 clusters Score: Raw -815522.304119 + Penalty 3246.832111 = -812275.472008 nChanged 32 SP:Iteration 21Q (1910.096760 sec): 3 clusters Score: Raw -815538.130773 + Penalty 3246.832111 = -812291.298662 nChanged 21 SP:Iteration 22Q (1910.191270 sec): 3 clusters Score: Raw -815548.149026 + Penalty 3246.832111 = -812301.316915 nChanged 15 SP:Iteration 23Q (1910.351094 sec): 3 clusters Score: Raw -815553.831644 + Penalty 3246.832111 = -812306.999533 nChanged 13 SP:Iteration 24Q (1910.512310 sec): 3 clusters Score: Raw -815558.406836 + Penalty 3246.832111 = -812311.574724 nChanged 10 SP:Iteration 25Q (1910.669144 sec): 3 clusters Score: Raw -815561.776687 + Penalty 3246.832111 = -812314.944575 nChanged 6 SP:Iteration 26Q (1910.766040 sec): 3 clusters Score: Raw -815563.620884 + Penalty 3246.832111 = -812316.788772 nChanged 2 SP:Iteration 27Q (1910.841931 sec): 3 clusters Score: Raw -815564.469812 + Penalty 3246.832111 = -812317.637700 nChanged 4 SP:Iteration 28Q (1911.004952 sec): 3 clusters Score: Raw -815566.099844 + Penalty 3246.832111 = -812319.267733 nChanged 7 SP:Iteration 29Q (1911.179217 sec): 3 clusters Score: Raw -815568.520583 + Penalty 3246.832111 = -812321.688471 nChanged 6 SP:Iteration 30Q (1911.334245 sec): 3 clusters Score: Raw -815571.268115 + Penalty 3246.832111 = -812324.436004 nChanged 7 SP:Iteration 31Q (1911.400737 sec): 3 clusters Score: Raw -815574.139477 + Penalty 3246.832111 = -812327.307365 nChanged 7 SP:Iteration 32Q (1911.469447 sec): 3 clusters Score: Raw -815576.301223 + Penalty 3246.832111 = -812329.469112 nChanged 1 SP:Iteration 33Q (1911.541027 sec): 3 clusters Score: Raw -815576.711468 + Penalty 3246.832111 = -812329.879357 nChanged 2 SP:Iteration 34Q (1911.614061 sec): 3 clusters Score: Raw -815577.553554 + Penalty 3246.832111 = -812330.721443 nChanged 2 SP:Iteration 35Q (1911.683128 sec): 3 clusters Score: Raw -815578.501981 + Penalty 3246.832111 = -812331.669869 nChanged 3 SP:Iteration 36Q (1911.750891 sec): 3 clusters Score: Raw -815579.604710 + Penalty 3246.832111 = -812332.772598 nChanged 0 SP:Iteration 37F (1911.821381 sec): 3 clusters Score: Raw -815579.604710 + Penalty 3246.832111 = -812332.772598 nChanged 0 Trying to split cluster 18 (4071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1911.873309 sec): 2 clusters Score: Raw -308049.123584 + Penalty 1458.693513 = -306590.430071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1911.922399 sec): 3 clusters Score: Raw -306039.490174 + Penalty 2917.387026 = -303122.103148 nChanged 1621 SP:Iteration 1F (1911.973290 sec): 3 clusters Score: Raw -307080.145868 + Penalty 2917.387026 = -304162.758842 nChanged 360 SP:Iteration 2F (1912.020438 sec): 3 clusters Score: Raw -307365.479255 + Penalty 2917.387026 = -304448.092229 nChanged 299 SP:Iteration 3F (1912.061405 sec): 3 clusters Score: Raw -307648.617309 + Penalty 2917.387026 = -304731.230283 nChanged 296 SP:Iteration 4F (1912.102410 sec): 3 clusters Score: Raw -307917.081316 + Penalty 2917.387026 = -304999.694290 nChanged 238 SP:Iteration 5F (1912.143718 sec): 3 clusters Score: Raw -308100.526859 + Penalty 2917.387026 = -305183.139833 nChanged 180 SP:Iteration 6Q (1912.185948 sec): 3 clusters Score: Raw -308242.364061 + Penalty 2917.387026 = -305324.977035 nChanged 145 SP:Iteration 7Q (1912.229037 sec): 3 clusters Score: Raw -308341.409566 + Penalty 2917.387026 = -305424.022540 nChanged 118 SP:Iteration 8Q (1912.271352 sec): 3 clusters Score: Raw -308406.598334 + Penalty 2917.387026 = -305489.211308 nChanged 73 SP:Iteration 9Q (1912.313959 sec): 3 clusters Score: Raw -308442.694490 + Penalty 2917.387026 = -305525.307464 nChanged 55 SP:Iteration 10Q (1912.356826 sec): 3 clusters Score: Raw -308466.982459 + Penalty 2917.387026 = -305549.595433 nChanged 38 SP:Iteration 11Q (1912.400610 sec): 3 clusters Score: Raw -308482.625190 + Penalty 2917.387026 = -305565.238164 nChanged 24 SP:Iteration 12Q (1912.444445 sec): 3 clusters Score: Raw -308491.475169 + Penalty 2917.387026 = -305574.088143 nChanged 19 SP:Iteration 13Q (1912.488568 sec): 3 clusters Score: Raw -308498.186401 + Penalty 2917.387026 = -305580.799375 nChanged 20 SP:Iteration 14Q (1912.618655 sec): 3 clusters Score: Raw -308503.776411 + Penalty 2917.387026 = -305586.389385 nChanged 11 SP:Iteration 15Q (1912.722422 sec): 3 clusters Score: Raw -308506.515644 + Penalty 2917.387026 = -305589.128618 nChanged 12 SP:Iteration 16Q (1912.849747 sec): 3 clusters Score: Raw -308510.997874 + Penalty 2917.387026 = -305593.610848 nChanged 12 SP:Iteration 17Q (1912.973007 sec): 3 clusters Score: Raw -308514.543315 + Penalty 2917.387026 = -305597.156289 nChanged 12 SP:Iteration 18Q (1913.098554 sec): 3 clusters Score: Raw -308518.506790 + Penalty 2917.387026 = -305601.119764 nChanged 13 SP:Iteration 19Q (1913.202187 sec): 3 clusters Score: Raw -308523.789692 + Penalty 2917.387026 = -305606.402666 nChanged 14 SP:Iteration 20F (1913.317157 sec): 3 clusters Score: Raw -308527.978016 + Penalty 2917.387026 = -305610.590990 nChanged 11 SP:Iteration 21Q (1913.439295 sec): 3 clusters Score: Raw -308531.164924 + Penalty 2917.387026 = -305613.777898 nChanged 11 SP:Iteration 22Q (1913.544415 sec): 3 clusters Score: Raw -308534.017052 + Penalty 2917.387026 = -305616.630026 nChanged 7 SP:Iteration 23Q (1913.668641 sec): 3 clusters Score: Raw -308535.891706 + Penalty 2917.387026 = -305618.504680 nChanged 8 SP:Iteration 24Q (1913.799814 sec): 3 clusters Score: Raw -308538.018786 + Penalty 2917.387026 = -305620.631760 nChanged 6 SP:Iteration 25Q (1913.943575 sec): 3 clusters Score: Raw -308539.213070 + Penalty 2917.387026 = -305621.826044 nChanged 2 SP:Iteration 26Q (1913.979952 sec): 3 clusters Score: Raw -308539.389385 + Penalty 2917.387026 = -305622.002359 nChanged 2 SP:Iteration 27Q (1914.026476 sec): 3 clusters Score: Raw -308540.204731 + Penalty 2917.387026 = -305622.817705 nChanged 3 SP:Iteration 28Q (1914.073927 sec): 3 clusters Score: Raw -308541.193741 + Penalty 2917.387026 = -305623.806715 nChanged 4 SP:Iteration 29Q (1914.121342 sec): 3 clusters Score: Raw -308541.855978 + Penalty 2917.387026 = -305624.468952 nChanged 1 SP:Iteration 30Q (1914.168538 sec): 3 clusters Score: Raw -308542.117598 + Penalty 2917.387026 = -305624.730572 nChanged 3 SP:Iteration 31Q (1914.213125 sec): 3 clusters Score: Raw -308542.536286 + Penalty 2917.387026 = -305625.149260 nChanged 3 SP:Iteration 32Q (1914.254321 sec): 3 clusters Score: Raw -308542.996420 + Penalty 2917.387026 = -305625.609394 nChanged 2 SP:Iteration 33Q (1914.295715 sec): 3 clusters Score: Raw -308543.422242 + Penalty 2917.387026 = -305626.035216 nChanged 1 SP:Iteration 34Q (1914.337132 sec): 3 clusters Score: Raw -308544.092035 + Penalty 2917.387026 = -305626.705009 nChanged 2 SP:Iteration 35Q (1914.379530 sec): 3 clusters Score: Raw -308544.493657 + Penalty 2917.387026 = -305627.106631 nChanged 0 SP:Iteration 36F (1914.422302 sec): 3 clusters Score: Raw -308544.493657 + Penalty 2917.387026 = -305627.106631 nChanged 0 Trying to split cluster 19 (1995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1914.459113 sec): 2 clusters Score: Raw -116706.528240 + Penalty 1333.519082 = -115373.009158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1914.486769 sec): 3 clusters Score: Raw -115933.231882 + Penalty 2667.038165 = -113266.193717 nChanged 667 SP:Iteration 1F (1914.514107 sec): 3 clusters Score: Raw -116535.553948 + Penalty 2667.038165 = -113868.515783 nChanged 219 SP:Iteration 2F (1914.541379 sec): 3 clusters Score: Raw -116792.870568 + Penalty 2667.038165 = -114125.832404 nChanged 126 SP:Iteration 3F (1914.568819 sec): 3 clusters Score: Raw -116929.136867 + Penalty 2667.038165 = -114262.098702 nChanged 90 SP:Iteration 4Q (1914.595974 sec): 3 clusters Score: Raw -117018.507926 + Penalty 2667.038165 = -114351.469762 nChanged 55 SP:Iteration 5Q (1914.623493 sec): 3 clusters Score: Raw -117076.488156 + Penalty 2667.038165 = -114409.449992 nChanged 49 SP:Iteration 6Q (1914.650883 sec): 3 clusters Score: Raw -117117.058778 + Penalty 2667.038165 = -114450.020613 nChanged 39 SP:Iteration 7Q (1914.779672 sec): 3 clusters Score: Raw -117147.854570 + Penalty 2667.038165 = -114480.816405 nChanged 26 SP:Iteration 8Q (1914.881427 sec): 3 clusters Score: Raw -117165.433231 + Penalty 2667.038165 = -114498.395066 nChanged 19 SP:Iteration 9Q (1914.999869 sec): 3 clusters Score: Raw -117183.528898 + Penalty 2667.038165 = -114516.490733 nChanged 18 SP:Iteration 10Q (1915.115459 sec): 3 clusters Score: Raw -117195.608580 + Penalty 2667.038165 = -114528.570416 nChanged 16 SP:Iteration 11Q (1915.231495 sec): 3 clusters Score: Raw -117204.859872 + Penalty 2667.038165 = -114537.821708 nChanged 17 SP:Iteration 12Q (1915.347937 sec): 3 clusters Score: Raw -117214.305754 + Penalty 2667.038165 = -114547.267589 nChanged 10 SP:Iteration 13Q (1915.463791 sec): 3 clusters Score: Raw -117221.237136 + Penalty 2667.038165 = -114554.198972 nChanged 11 SP:Iteration 14Q (1915.578470 sec): 3 clusters Score: Raw -117227.998816 + Penalty 2667.038165 = -114560.960651 nChanged 8 SP:Iteration 15Q (1915.693572 sec): 3 clusters Score: Raw -117235.086019 + Penalty 2667.038165 = -114568.047854 nChanged 7 SP:Iteration 16Q (1915.795229 sec): 3 clusters Score: Raw -117238.823320 + Penalty 2667.038165 = -114571.785155 nChanged 2 SP:Iteration 17Q (1915.834720 sec): 3 clusters Score: Raw -117239.587048 + Penalty 2667.038165 = -114572.548883 nChanged 1 SP:Iteration 18Q (1915.865822 sec): 3 clusters Score: Raw -117239.850177 + Penalty 2667.038165 = -114572.812012 nChanged 0 SP:Iteration 19F (1915.892645 sec): 3 clusters Score: Raw -117239.850177 + Penalty 2667.038165 = -114572.812012 nChanged 0 Trying to split cluster 20 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1915.925927 sec): 2 clusters Score: Raw -108823.089051 + Penalty 1296.868474 = -107526.220577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1915.949622 sec): 3 clusters Score: Raw -108201.084777 + Penalty 2593.736948 = -105607.347829 nChanged 549 SP:Iteration 1F (1915.972466 sec): 3 clusters Score: Raw -108718.623091 + Penalty 2593.736948 = -106124.886143 nChanged 167 SP:Iteration 2F (1915.995048 sec): 3 clusters Score: Raw -108931.284133 + Penalty 2593.736948 = -106337.547186 nChanged 117 SP:Iteration 3F (1916.017628 sec): 3 clusters Score: Raw -109066.245943 + Penalty 2593.736948 = -106472.508995 nChanged 86 SP:Iteration 4F (1916.040463 sec): 3 clusters Score: Raw -109162.303776 + Penalty 2593.736948 = -106568.566828 nChanged 62 SP:Iteration 5Q (1916.062986 sec): 3 clusters Score: Raw -109225.727365 + Penalty 2593.736948 = -106631.990418 nChanged 40 SP:Iteration 6Q (1916.085578 sec): 3 clusters Score: Raw -109263.965130 + Penalty 2593.736948 = -106670.228182 nChanged 34 SP:Iteration 7Q (1916.108481 sec): 3 clusters Score: Raw -109299.856840 + Penalty 2593.736948 = -106706.119892 nChanged 32 SP:Iteration 8Q (1916.130816 sec): 3 clusters Score: Raw -109332.053871 + Penalty 2593.736948 = -106738.316923 nChanged 27 SP:Iteration 9Q (1916.153075 sec): 3 clusters Score: Raw -109366.453961 + Penalty 2593.736948 = -106772.717013 nChanged 26 SP:Iteration 10Q (1916.175386 sec): 3 clusters Score: Raw -109392.148248 + Penalty 2593.736948 = -106798.411300 nChanged 21 SP:Iteration 11Q (1916.197549 sec): 3 clusters Score: Raw -109408.512188 + Penalty 2593.736948 = -106814.775240 nChanged 18 SP:Iteration 12Q (1916.219830 sec): 3 clusters Score: Raw -109419.889428 + Penalty 2593.736948 = -106826.152480 nChanged 9 SP:Iteration 13Q (1916.242040 sec): 3 clusters Score: Raw -109426.237698 + Penalty 2593.736948 = -106832.500751 nChanged 16 SP:Iteration 14Q (1916.264165 sec): 3 clusters Score: Raw -109435.962859 + Penalty 2593.736948 = -106842.225911 nChanged 13 SP:Iteration 15Q (1916.286423 sec): 3 clusters Score: Raw -109446.975007 + Penalty 2593.736948 = -106853.238059 nChanged 13 SP:Iteration 16Q (1916.323120 sec): 3 clusters Score: Raw -109457.521637 + Penalty 2593.736948 = -106863.784689 nChanged 14 SP:Iteration 17Q (1916.469603 sec): 3 clusters Score: Raw -109468.972298 + Penalty 2593.736948 = -106875.235351 nChanged 7 SP:Iteration 18Q (1916.594148 sec): 3 clusters Score: Raw -109476.817817 + Penalty 2593.736948 = -106883.080870 nChanged 5 SP:Iteration 19Q (1916.685239 sec): 3 clusters Score: Raw -109480.427190 + Penalty 2593.736948 = -106886.690242 nChanged 2 SP:Iteration 20F (1916.799496 sec): 3 clusters Score: Raw -109482.746842 + Penalty 2593.736948 = -106889.009894 nChanged 4 SP:Iteration 21Q (1916.914224 sec): 3 clusters Score: Raw -109487.598344 + Penalty 2593.736948 = -106893.861396 nChanged 5 SP:Iteration 22Q (1917.003957 sec): 3 clusters Score: Raw -109491.245252 + Penalty 2593.736948 = -106897.508305 nChanged 3 SP:Iteration 23Q (1917.116926 sec): 3 clusters Score: Raw -109493.068789 + Penalty 2593.736948 = -106899.331841 nChanged 5 SP:Iteration 24Q (1917.161491 sec): 3 clusters Score: Raw -109495.444683 + Penalty 2593.736948 = -106901.707735 nChanged 0 SP:Iteration 25F (1917.183929 sec): 3 clusters Score: Raw -109495.444683 + Penalty 2593.736948 = -106901.707735 nChanged 0 Trying to split cluster 21 (2701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1917.230713 sec): 2 clusters Score: Raw -206501.677189 + Penalty 1386.691726 = -205114.985464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1917.271404 sec): 3 clusters Score: Raw -205265.810174 + Penalty 2773.383451 = -202492.426723 nChanged 998 SP:Iteration 1F (1917.306136 sec): 3 clusters Score: Raw -205919.245230 + Penalty 2773.383451 = -203145.861779 nChanged 212 SP:Iteration 2F (1917.359668 sec): 3 clusters Score: Raw -206061.985635 + Penalty 2773.383451 = -203288.602184 nChanged 121 SP:Iteration 3Q (1917.394942 sec): 3 clusters Score: Raw -206144.243311 + Penalty 2773.383451 = -203370.859859 nChanged 100 SP:Iteration 4Q (1917.444905 sec): 3 clusters Score: Raw -206207.524868 + Penalty 2773.383451 = -203434.141417 nChanged 78 SP:Iteration 5Q (1917.497515 sec): 3 clusters Score: Raw -206265.795423 + Penalty 2773.383451 = -203492.411972 nChanged 85 SP:Iteration 6Q (1917.531419 sec): 3 clusters Score: Raw -206331.565831 + Penalty 2773.383451 = -203558.182379 nChanged 73 SP:Iteration 7Q (1917.574998 sec): 3 clusters Score: Raw -206386.994335 + Penalty 2773.383451 = -203613.610884 nChanged 65 SP:Iteration 8Q (1917.608807 sec): 3 clusters Score: Raw -206429.566072 + Penalty 2773.383451 = -203656.182621 nChanged 58 SP:Iteration 9Q (1917.642769 sec): 3 clusters Score: Raw -206474.555081 + Penalty 2773.383451 = -203701.171630 nChanged 62 SP:Iteration 10Q (1917.676636 sec): 3 clusters Score: Raw -206512.356623 + Penalty 2773.383451 = -203738.973172 nChanged 55 SP:Iteration 11Q (1917.709563 sec): 3 clusters Score: Raw -206555.372640 + Penalty 2773.383451 = -203781.989189 nChanged 49 SP:Iteration 12Q (1917.743061 sec): 3 clusters Score: Raw -206592.973456 + Penalty 2773.383451 = -203819.590005 nChanged 62 SP:Iteration 13Q (1917.776956 sec): 3 clusters Score: Raw -206631.387949 + Penalty 2773.383451 = -203858.004497 nChanged 58 SP:Iteration 14Q (1917.824871 sec): 3 clusters Score: Raw -206674.207110 + Penalty 2773.383451 = -203900.823659 nChanged 57 SP:Iteration 15Q (1917.858542 sec): 3 clusters Score: Raw -206722.372155 + Penalty 2773.383451 = -203948.988704 nChanged 50 SP:Iteration 16Q (1917.892283 sec): 3 clusters Score: Raw -206753.452888 + Penalty 2773.383451 = -203980.069437 nChanged 36 SP:Iteration 17Q (1917.925809 sec): 3 clusters Score: Raw -206772.752308 + Penalty 2773.383451 = -203999.368857 nChanged 28 SP:Iteration 18Q (1917.958408 sec): 3 clusters Score: Raw -206787.375194 + Penalty 2773.383451 = -204013.991743 nChanged 31 SP:Iteration 19Q (1917.991852 sec): 3 clusters Score: Raw -206808.155042 + Penalty 2773.383451 = -204034.771591 nChanged 27 SP:Iteration 20F (1918.025473 sec): 3 clusters Score: Raw -206821.018433 + Penalty 2773.383451 = -204047.634982 nChanged 19 SP:Iteration 21Q (1918.145299 sec): 3 clusters Score: Raw -206830.796144 + Penalty 2773.383451 = -204057.412693 nChanged 25 SP:Iteration 22Q (1918.295317 sec): 3 clusters Score: Raw -206842.500872 + Penalty 2773.383451 = -204069.117420 nChanged 19 SP:Iteration 23Q (1918.419073 sec): 3 clusters Score: Raw -206854.387560 + Penalty 2773.383451 = -204081.004109 nChanged 20 SP:Iteration 24Q (1918.490398 sec): 3 clusters Score: Raw -206866.361713 + Penalty 2773.383451 = -204092.978262 nChanged 18 SP:Iteration 25Q (1918.604003 sec): 3 clusters Score: Raw -206875.650933 + Penalty 2773.383451 = -204102.267482 nChanged 11 SP:Iteration 26Q (1918.742219 sec): 3 clusters Score: Raw -206878.857067 + Penalty 2773.383451 = -204105.473616 nChanged 10 SP:Iteration 27Q (1918.767783 sec): 3 clusters Score: Raw -206883.423572 + Penalty 2773.383451 = -204110.040121 nChanged 12 SP:Iteration 28Q (1918.802736 sec): 3 clusters Score: Raw -206889.071123 + Penalty 2773.383451 = -204115.687672 nChanged 8 SP:Iteration 29Q (1918.841212 sec): 3 clusters Score: Raw -206891.661991 + Penalty 2773.383451 = -204118.278539 nChanged 4 SP:Iteration 30Q (1918.988234 sec): 3 clusters Score: Raw -206893.069834 + Penalty 2773.383451 = -204119.686383 nChanged 2 SP:Iteration 31Q (1919.023257 sec): 3 clusters Score: Raw -206893.879378 + Penalty 2773.383451 = -204120.495927 nChanged 1 SP:Iteration 32Q (1919.057188 sec): 3 clusters Score: Raw -206894.466138 + Penalty 2773.383451 = -204121.082687 nChanged 2 SP:Iteration 33Q (1919.107025 sec): 3 clusters Score: Raw -206895.232993 + Penalty 2773.383451 = -204121.849542 nChanged 2 SP:Iteration 34Q (1919.141997 sec): 3 clusters Score: Raw -206896.197632 + Penalty 2773.383451 = -204122.814181 nChanged 1 SP:Iteration 35Q (1919.175642 sec): 3 clusters Score: Raw -206896.266388 + Penalty 2773.383451 = -204122.882937 nChanged 0 SP:Iteration 36F (1919.209123 sec): 3 clusters Score: Raw -206896.266388 + Penalty 2773.383451 = -204122.882937 nChanged 0 Trying to split cluster 22 (9855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1919.273507 sec): 2 clusters Score: Raw -771132.816741 + Penalty 1613.851356 = -769518.965386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1919.472121 sec): 3 clusters Score: Raw -765598.850994 + Penalty 3227.702711 = -762371.148283 nChanged 4205 SP:Iteration 1F (1919.541015 sec): 3 clusters Score: Raw -767980.781897 + Penalty 3227.702711 = -764753.079186 nChanged 670 SP:Iteration 2F (1919.597840 sec): 3 clusters Score: Raw -768378.817749 + Penalty 3227.702711 = -765151.115038 nChanged 638 SP:Iteration 3F (1919.659808 sec): 3 clusters Score: Raw -768854.661809 + Penalty 3227.702711 = -765626.959098 nChanged 668 SP:Iteration 4F (1919.732190 sec): 3 clusters Score: Raw -769522.782075 + Penalty 3227.702711 = -766295.079364 nChanged 791 SP:Iteration 5F (1919.816612 sec): 3 clusters Score: Raw -770496.359406 + Penalty 3227.702711 = -767268.656695 nChanged 780 SP:Iteration 6F (1919.883552 sec): 3 clusters Score: Raw -771625.882957 + Penalty 3227.702711 = -768398.180246 nChanged 711 SP:Iteration 7F (1919.949772 sec): 3 clusters Score: Raw -772438.818332 + Penalty 3227.702711 = -769211.115621 nChanged 534 SP:Iteration 8F (1920.015275 sec): 3 clusters Score: Raw -772870.798723 + Penalty 3227.702711 = -769643.096012 nChanged 337 SP:Iteration 9Q (1920.081304 sec): 3 clusters Score: Raw -773119.418732 + Penalty 3227.702711 = -769891.716021 nChanged 233 SP:Iteration 10Q (1920.150046 sec): 3 clusters Score: Raw -773283.082204 + Penalty 3227.702711 = -770055.379493 nChanged 180 SP:Iteration 11Q (1920.291069 sec): 3 clusters Score: Raw -773439.599055 + Penalty 3227.702711 = -770211.896344 nChanged 204 SP:Iteration 12Q (1920.431678 sec): 3 clusters Score: Raw -773645.540847 + Penalty 3227.702711 = -770417.838136 nChanged 194 SP:Iteration 13Q (1920.582147 sec): 3 clusters Score: Raw -773910.570626 + Penalty 3227.702711 = -770682.867915 nChanged 202 SP:Iteration 14Q (1920.744704 sec): 3 clusters Score: Raw -774258.338978 + Penalty 3227.702711 = -771030.636267 nChanged 193 SP:Iteration 15Q (1920.903316 sec): 3 clusters Score: Raw -774666.869190 + Penalty 3227.702711 = -771439.166478 nChanged 121 SP:Iteration 16Q (1920.931821 sec): 3 clusters Score: Raw -774893.199581 + Penalty 3227.702711 = -771665.496870 nChanged 63 SP:Iteration 17Q (1920.986589 sec): 3 clusters Score: Raw -774962.170215 + Penalty 3227.702711 = -771734.467504 nChanged 49 SP:Iteration 18Q (1921.043796 sec): 3 clusters Score: Raw -774997.861654 + Penalty 3227.702711 = -771770.158942 nChanged 37 SP:Iteration 19Q (1921.107857 sec): 3 clusters Score: Raw -775021.337219 + Penalty 3227.702711 = -771793.634508 nChanged 32 SP:Iteration 20F (1921.186080 sec): 3 clusters Score: Raw -775042.809931 + Penalty 3227.702711 = -771815.107219 nChanged 39 SP:Iteration 21Q (1921.254815 sec): 3 clusters Score: Raw -775061.622210 + Penalty 3227.702711 = -771833.919498 nChanged 32 SP:Iteration 22Q (1921.313227 sec): 3 clusters Score: Raw -775076.721299 + Penalty 3227.702711 = -771849.018588 nChanged 32 SP:Iteration 23Q (1921.369448 sec): 3 clusters Score: Raw -775095.704335 + Penalty 3227.702711 = -771868.001623 nChanged 35 SP:Iteration 24Q (1921.426481 sec): 3 clusters Score: Raw -775114.099016 + Penalty 3227.702711 = -771886.396305 nChanged 28 SP:Iteration 25Q (1921.486067 sec): 3 clusters Score: Raw -775124.095334 + Penalty 3227.702711 = -771896.392623 nChanged 23 SP:Iteration 26Q (1921.548131 sec): 3 clusters Score: Raw -775130.562606 + Penalty 3227.702711 = -771902.859895 nChanged 17 SP:Iteration 27Q (1921.615581 sec): 3 clusters Score: Raw -775135.974684 + Penalty 3227.702711 = -771908.271973 nChanged 9 SP:Iteration 28Q (1921.682983 sec): 3 clusters Score: Raw -775138.283560 + Penalty 3227.702711 = -771910.580849 nChanged 8 SP:Iteration 29Q (1921.741544 sec): 3 clusters Score: Raw -775139.661181 + Penalty 3227.702711 = -771911.958470 nChanged 13 SP:Iteration 30Q (1921.798210 sec): 3 clusters Score: Raw -775142.084499 + Penalty 3227.702711 = -771914.381787 nChanged 9 SP:Iteration 31Q (1921.856168 sec): 3 clusters Score: Raw -775143.807015 + Penalty 3227.702711 = -771916.104304 nChanged 6 SP:Iteration 32Q (1921.916945 sec): 3 clusters Score: Raw -775144.441680 + Penalty 3227.702711 = -771916.738969 nChanged 4 SP:Iteration 33Q (1921.977768 sec): 3 clusters Score: Raw -775145.086381 + Penalty 3227.702711 = -771917.383670 nChanged 5 SP:Iteration 34Q (1922.038489 sec): 3 clusters Score: Raw -775146.027708 + Penalty 3227.702711 = -771918.324997 nChanged 3 SP:Iteration 35Q (1922.100151 sec): 3 clusters Score: Raw -775146.771125 + Penalty 3227.702711 = -771919.068414 nChanged 6 SP:Iteration 36Q (1922.166235 sec): 3 clusters Score: Raw -775148.279114 + Penalty 3227.702711 = -771920.576403 nChanged 4 SP:Iteration 37Q (1922.232668 sec): 3 clusters Score: Raw -775148.905119 + Penalty 3227.702711 = -771921.202408 nChanged 3 SP:Iteration 38Q (1922.294441 sec): 3 clusters Score: Raw -775149.181846 + Penalty 3227.702711 = -771921.479135 nChanged 2 SP:Iteration 39Q (1922.351590 sec): 3 clusters Score: Raw -775149.348087 + Penalty 3227.702711 = -771921.645376 nChanged 2 SP:Iteration 40F (1922.415643 sec): 3 clusters Score: Raw -775149.616455 + Penalty 3227.702711 = -771921.913744 nChanged 2 SP:Iteration 41Q (1922.474402 sec): 3 clusters Score: Raw -775149.967140 + Penalty 3227.702711 = -771922.264429 nChanged 3 SP:Iteration 42Q (1922.537496 sec): 3 clusters Score: Raw -775150.348356 + Penalty 3227.702711 = -771922.645645 nChanged 1 SP:Iteration 43Q (1922.605606 sec): 3 clusters Score: Raw -775150.380639 + Penalty 3227.702711 = -771922.677928 nChanged 0 SP:Iteration 44F (1922.680613 sec): 3 clusters Score: Raw -775150.380639 + Penalty 3227.702711 = -771922.677928 nChanged 0 Score: Raw -7118124.291904 + Penalty 54618.988264 = -7063505.303640 Splitting cluster 22 changes total score from -7057835.854417 to -7063505.303640 So it's getting split into cluster 27. Trying to split cluster 23 (4089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1926.157917 sec): 2 clusters Score: Raw -324898.254900 + Penalty 1459.467779 = -323438.787121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1926.199805 sec): 3 clusters Score: Raw -322863.045891 + Penalty 2918.935558 = -319944.110333 nChanged 1583 SP:Iteration 1F (1926.252804 sec): 3 clusters Score: Raw -323705.695571 + Penalty 2918.935558 = -320786.760014 nChanged 282 SP:Iteration 2F (1926.308593 sec): 3 clusters Score: Raw -323880.630267 + Penalty 2918.935558 = -320961.694709 nChanged 244 SP:Iteration 3F (1926.354451 sec): 3 clusters Score: Raw -324068.455446 + Penalty 2918.935558 = -321149.519888 nChanged 227 SP:Iteration 4F (1926.395378 sec): 3 clusters Score: Raw -324250.707513 + Penalty 2918.935558 = -321331.771955 nChanged 209 SP:Iteration 5F (1926.436358 sec): 3 clusters Score: Raw -324438.921255 + Penalty 2918.935558 = -321519.985698 nChanged 211 SP:Iteration 6F (1926.477318 sec): 3 clusters Score: Raw -324644.792293 + Penalty 2918.935558 = -321725.856735 nChanged 216 SP:Iteration 7F (1926.518197 sec): 3 clusters Score: Raw -324881.708764 + Penalty 2918.935558 = -321962.773206 nChanged 189 SP:Iteration 8Q (1926.559507 sec): 3 clusters Score: Raw -325105.083852 + Penalty 2918.935558 = -322186.148294 nChanged 195 SP:Iteration 9Q (1926.602859 sec): 3 clusters Score: Raw -325364.186143 + Penalty 2918.935558 = -322445.250585 nChanged 198 SP:Iteration 10Q (1926.646406 sec): 3 clusters Score: Raw -325576.109009 + Penalty 2918.935558 = -322657.173451 nChanged 175 SP:Iteration 11Q (1926.689960 sec): 3 clusters Score: Raw -325744.591331 + Penalty 2918.935558 = -322825.655773 nChanged 144 SP:Iteration 12Q (1926.840426 sec): 3 clusters Score: Raw -325857.461134 + Penalty 2918.935558 = -322938.525576 nChanged 105 SP:Iteration 13Q (1926.878036 sec): 3 clusters Score: Raw -325934.894855 + Penalty 2918.935558 = -323015.959297 nChanged 91 SP:Iteration 14Q (1926.920650 sec): 3 clusters Score: Raw -326001.856693 + Penalty 2918.935558 = -323082.921135 nChanged 67 SP:Iteration 15Q (1926.963622 sec): 3 clusters Score: Raw -326039.750344 + Penalty 2918.935558 = -323120.814786 nChanged 51 SP:Iteration 16Q (1927.006553 sec): 3 clusters Score: Raw -326066.235385 + Penalty 2918.935558 = -323147.299827 nChanged 31 SP:Iteration 17Q (1927.048882 sec): 3 clusters Score: Raw -326083.420338 + Penalty 2918.935558 = -323164.484780 nChanged 26 SP:Iteration 18Q (1927.090398 sec): 3 clusters Score: Raw -326093.498193 + Penalty 2918.935558 = -323174.562635 nChanged 16 SP:Iteration 19Q (1927.131745 sec): 3 clusters Score: Raw -326104.029048 + Penalty 2918.935558 = -323185.093490 nChanged 12 SP:Iteration 20F (1927.174555 sec): 3 clusters Score: Raw -326108.052616 + Penalty 2918.935558 = -323189.117058 nChanged 9 SP:Iteration 21Q (1927.216152 sec): 3 clusters Score: Raw -326110.212344 + Penalty 2918.935558 = -323191.276786 nChanged 2 SP:Iteration 22Q (1927.257617 sec): 3 clusters Score: Raw -326110.616286 + Penalty 2918.935558 = -323191.680728 nChanged 1 SP:Iteration 23Q (1927.298828 sec): 3 clusters Score: Raw -326110.865193 + Penalty 2918.935558 = -323191.929636 nChanged 1 SP:Iteration 24Q (1927.340160 sec): 3 clusters Score: Raw -326110.958650 + Penalty 2918.935558 = -323192.023092 nChanged 0 SP:Iteration 25F (1927.382762 sec): 3 clusters Score: Raw -326110.958650 + Penalty 2918.935558 = -323192.023092 nChanged 0 Trying to split cluster 24 (2722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1927.420494 sec): 2 clusters Score: Raw -208801.648116 + Penalty 1388.050943 = -207413.597172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1927.564475 sec): 3 clusters Score: Raw -207608.901317 + Penalty 2776.101886 = -204832.799430 nChanged 972 SP:Iteration 1F (1927.695986 sec): 3 clusters Score: Raw -208249.006103 + Penalty 2776.101886 = -205472.904217 nChanged 234 SP:Iteration 2F (1927.806371 sec): 3 clusters Score: Raw -208443.871253 + Penalty 2776.101886 = -205667.769366 nChanged 171 SP:Iteration 3F (1927.914534 sec): 3 clusters Score: Raw -208567.347188 + Penalty 2776.101886 = -205791.245301 nChanged 111 SP:Iteration 4Q (1928.025941 sec): 3 clusters Score: Raw -208647.273030 + Penalty 2776.101886 = -205871.171144 nChanged 90 SP:Iteration 5Q (1928.161473 sec): 3 clusters Score: Raw -208707.322850 + Penalty 2776.101886 = -205931.220963 nChanged 77 SP:Iteration 6Q (1928.182408 sec): 3 clusters Score: Raw -208756.419629 + Penalty 2776.101886 = -205980.317743 nChanged 63 SP:Iteration 7Q (1928.216714 sec): 3 clusters Score: Raw -208802.825331 + Penalty 2776.101886 = -206026.723445 nChanged 64 SP:Iteration 8Q (1928.251077 sec): 3 clusters Score: Raw -208844.775673 + Penalty 2776.101886 = -206068.673786 nChanged 45 SP:Iteration 9Q (1928.285246 sec): 3 clusters Score: Raw -208875.525437 + Penalty 2776.101886 = -206099.423550 nChanged 40 SP:Iteration 10Q (1928.319351 sec): 3 clusters Score: Raw -208899.358358 + Penalty 2776.101886 = -206123.256472 nChanged 43 SP:Iteration 11Q (1928.353573 sec): 3 clusters Score: Raw -208928.000705 + Penalty 2776.101886 = -206151.898819 nChanged 38 SP:Iteration 12Q (1928.387787 sec): 3 clusters Score: Raw -208952.853094 + Penalty 2776.101886 = -206176.751208 nChanged 39 SP:Iteration 13Q (1928.421947 sec): 3 clusters Score: Raw -208980.063696 + Penalty 2776.101886 = -206203.961809 nChanged 40 SP:Iteration 14Q (1928.456308 sec): 3 clusters Score: Raw -209007.661961 + Penalty 2776.101886 = -206231.560075 nChanged 38 SP:Iteration 15Q (1928.490045 sec): 3 clusters Score: Raw -209037.363057 + Penalty 2776.101886 = -206261.261171 nChanged 34 SP:Iteration 16Q (1928.524329 sec): 3 clusters Score: Raw -209061.783559 + Penalty 2776.101886 = -206285.681673 nChanged 33 SP:Iteration 17Q (1928.558294 sec): 3 clusters Score: Raw -209090.056365 + Penalty 2776.101886 = -206313.954479 nChanged 34 SP:Iteration 18Q (1928.592401 sec): 3 clusters Score: Raw -209112.708393 + Penalty 2776.101886 = -206336.606506 nChanged 31 SP:Iteration 19Q (1928.626311 sec): 3 clusters Score: Raw -209129.198855 + Penalty 2776.101886 = -206353.096969 nChanged 17 SP:Iteration 20F (1928.659830 sec): 3 clusters Score: Raw -209137.174438 + Penalty 2776.101886 = -206361.072552 nChanged 20 SP:Iteration 21Q (1928.693746 sec): 3 clusters Score: Raw -209148.150779 + Penalty 2776.101886 = -206372.048892 nChanged 18 SP:Iteration 22Q (1928.727550 sec): 3 clusters Score: Raw -209159.898072 + Penalty 2776.101886 = -206383.796186 nChanged 8 SP:Iteration 23Q (1928.761317 sec): 3 clusters Score: Raw -209164.416391 + Penalty 2776.101886 = -206388.314504 nChanged 12 SP:Iteration 24Q (1928.795030 sec): 3 clusters Score: Raw -209169.405429 + Penalty 2776.101886 = -206393.303543 nChanged 8 SP:Iteration 25Q (1928.828888 sec): 3 clusters Score: Raw -209174.152851 + Penalty 2776.101886 = -206398.050965 nChanged 10 SP:Iteration 26Q (1928.862778 sec): 3 clusters Score: Raw -209185.856594 + Penalty 2776.101886 = -206409.754708 nChanged 14 SP:Iteration 27Q (1928.896763 sec): 3 clusters Score: Raw -209202.433685 + Penalty 2776.101886 = -206426.331798 nChanged 19 SP:Iteration 28Q (1928.930306 sec): 3 clusters Score: Raw -209215.903200 + Penalty 2776.101886 = -206439.801313 nChanged 22 SP:Iteration 29Q (1928.964185 sec): 3 clusters Score: Raw -209229.807261 + Penalty 2776.101886 = -206453.705375 nChanged 18 SP:Iteration 30Q (1928.997747 sec): 3 clusters Score: Raw -209240.432905 + Penalty 2776.101886 = -206464.331018 nChanged 14 SP:Iteration 31Q (1929.140181 sec): 3 clusters Score: Raw -209249.909898 + Penalty 2776.101886 = -206473.808011 nChanged 19 SP:Iteration 32Q (1929.214835 sec): 3 clusters Score: Raw -209261.495018 + Penalty 2776.101886 = -206485.393131 nChanged 14 SP:Iteration 33Q (1929.334505 sec): 3 clusters Score: Raw -209267.777209 + Penalty 2776.101886 = -206491.675323 nChanged 12 SP:Iteration 34Q (1929.456059 sec): 3 clusters Score: Raw -209274.421401 + Penalty 2776.101886 = -206498.319514 nChanged 15 SP:Iteration 35Q (1929.577890 sec): 3 clusters Score: Raw -209285.987956 + Penalty 2776.101886 = -206509.886070 nChanged 19 SP:Iteration 36Q (1929.612740 sec): 3 clusters Score: Raw -209306.759133 + Penalty 2776.101886 = -206530.657247 nChanged 19 SP:Iteration 37Q (1929.646326 sec): 3 clusters Score: Raw -209321.708119 + Penalty 2776.101886 = -206545.606232 nChanged 22 SP:Iteration 38Q (1929.680095 sec): 3 clusters Score: Raw -209340.187556 + Penalty 2776.101886 = -206564.085669 nChanged 20 SP:Iteration 39Q (1929.713563 sec): 3 clusters Score: Raw -209357.034382 + Penalty 2776.101886 = -206580.932495 nChanged 17 SP:Iteration 40F (1929.747312 sec): 3 clusters Score: Raw -209375.246234 + Penalty 2776.101886 = -206599.144348 nChanged 17 SP:Iteration 41Q (1929.780756 sec): 3 clusters Score: Raw -209389.732039 + Penalty 2776.101886 = -206613.630152 nChanged 22 SP:Iteration 42Q (1929.813996 sec): 3 clusters Score: Raw -209407.755975 + Penalty 2776.101886 = -206631.654089 nChanged 17 SP:Iteration 43Q (1929.847136 sec): 3 clusters Score: Raw -209419.442065 + Penalty 2776.101886 = -206643.340179 nChanged 10 SP:Iteration 44Q (1929.880681 sec): 3 clusters Score: Raw -209423.041870 + Penalty 2776.101886 = -206646.939984 nChanged 6 SP:Iteration 45Q (1929.913918 sec): 3 clusters Score: Raw -209427.004115 + Penalty 2776.101886 = -206650.902229 nChanged 5 SP:Iteration 46Q (1929.947213 sec): 3 clusters Score: Raw -209428.603225 + Penalty 2776.101886 = -206652.501339 nChanged 2 SP:Iteration 47Q (1929.983735 sec): 3 clusters Score: Raw -209429.568250 + Penalty 2776.101886 = -206653.466364 nChanged 1 SP:Iteration 48Q (1930.017142 sec): 3 clusters Score: Raw -209429.763551 + Penalty 2776.101886 = -206653.661664 nChanged 1 SP:Iteration 49Q (1930.050369 sec): 3 clusters Score: Raw -209430.461289 + Penalty 2776.101886 = -206654.359403 nChanged 0 SP:Iteration 50F (1930.086118 sec): 3 clusters Score: Raw -209430.461289 + Penalty 2776.101886 = -206654.359403 nChanged 0 Iteration 179Q (1931.958925 sec): 28 clusters Score: Raw -7119001.232613 + Penalty 54618.988264 = -7064382.244349 nChanged 875 Iteration 180F (1935.475262 sec): 28 clusters Score: Raw -7120113.617062 + Penalty 54618.988264 = -7065494.628798 nChanged 1138 Iteration 181Q (1937.182886 sec): 28 clusters Score: Raw -7120803.244062 + Penalty 54618.988264 = -7066184.255798 nChanged 647 Iteration 182Q (1938.651656 sec): 28 clusters Score: Raw -7121130.906637 + Penalty 54618.988264 = -7066511.918373 nChanged 491 Iteration 183Q (1940.040475 sec): 28 clusters Score: Raw -7121337.381748 + Penalty 54618.988264 = -7066718.393483 nChanged 392 Iteration 184Q (1941.500612 sec): 28 clusters Score: Raw -7121481.858667 + Penalty 54618.988264 = -7066862.870403 nChanged 317 Iteration 185Q (1942.933742 sec): 28 clusters Score: Raw -7121600.892158 + Penalty 54618.988264 = -7066981.903894 nChanged 300 Iteration 186Q (1944.361774 sec): 28 clusters Score: Raw -7121725.305544 + Penalty 54618.988264 = -7067106.317280 nChanged 283 Iteration 187Q (1945.746525 sec): 28 clusters Score: Raw -7121887.654081 + Penalty 54618.988264 = -7067268.665817 nChanged 276 Iteration 188Q (1947.053362 sec): 28 clusters Score: Raw -7122061.010427 + Penalty 54618.988264 = -7067442.022163 nChanged 261 Iteration 189Q (1948.365401 sec): 28 clusters Score: Raw -7122222.583205 + Penalty 54618.988264 = -7067603.594940 nChanged 214 Iteration 190Q (1949.693096 sec): 28 clusters Score: Raw -7122338.650227 + Penalty 54618.988264 = -7067719.661963 nChanged 172 Iteration 191Q (1951.094321 sec): 28 clusters Score: Raw -7122397.775215 + Penalty 54618.988264 = -7067778.786951 nChanged 142 Iteration 192Q (1952.352507 sec): 28 clusters Score: Raw -7122431.551191 + Penalty 54618.988264 = -7067812.562927 nChanged 109 Iteration 193Q (1953.648547 sec): 28 clusters Score: Raw -7122451.437712 + Penalty 54618.988264 = -7067832.449447 nChanged 82 Iteration 194Q (1954.910016 sec): 28 clusters Score: Raw -7122468.215514 + Penalty 54618.988264 = -7067849.227250 nChanged 68 Iteration 195Q (1956.146401 sec): 28 clusters Score: Raw -7122483.330091 + Penalty 54618.988264 = -7067864.341827 nChanged 64 Iteration 196Q (1958.179209 sec): 28 clusters Score: Raw -7122497.213219 + Penalty 54618.988264 = -7067878.224955 nChanged 52 Iteration 197Q (1959.446755 sec): 28 clusters Score: Raw -7122508.730711 + Penalty 54618.988264 = -7067889.742447 nChanged 43 Iteration 198Q (1960.626389 sec): 28 clusters Score: Raw -7122516.999549 + Penalty 54618.988264 = -7067898.011285 nChanged 28 Iteration 199Q (1961.833317 sec): 28 clusters Score: Raw -7122520.702714 + Penalty 54618.988264 = -7067901.714450 nChanged 12 Iteration 200F (1964.432111 sec): 28 clusters Score: Raw -7122565.050162 + Penalty 54618.988264 = -7067946.061898 nChanged 72 Iteration 201Q (1965.649935 sec): 28 clusters Score: Raw -7122601.078408 + Penalty 54618.988264 = -7067982.090144 nChanged 70 Iteration 202Q (1966.837266 sec): 28 clusters Score: Raw -7122622.607488 + Penalty 54618.988264 = -7068003.619223 nChanged 78 Iteration 203Q (1968.039440 sec): 28 clusters Score: Raw -7122640.847513 + Penalty 54618.988264 = -7068021.859249 nChanged 63 Iteration 204Q (1969.333375 sec): 28 clusters Score: Raw -7122655.079467 + Penalty 54618.988264 = -7068036.091203 nChanged 62 Iteration 205Q (1970.530526 sec): 28 clusters Score: Raw -7122669.329400 + Penalty 54618.988264 = -7068050.341136 nChanged 54 Iteration 206Q (1971.721448 sec): 28 clusters Score: Raw -7122680.190066 + Penalty 54618.988264 = -7068061.201802 nChanged 47 Iteration 207Q (1973.015354 sec): 28 clusters Score: Raw -7122688.571412 + Penalty 54618.988264 = -7068069.583148 nChanged 41 Iteration 208Q (1974.210571 sec): 28 clusters Score: Raw -7122695.496614 + Penalty 54618.988264 = -7068076.508350 nChanged 32 Iteration 209Q (1975.407238 sec): 28 clusters Score: Raw -7122699.863433 + Penalty 54618.988264 = -7068080.875169 nChanged 26 Iteration 210Q (1976.731342 sec): 28 clusters Score: Raw -7122703.600840 + Penalty 54618.988264 = -7068084.612576 nChanged 23 Iteration 211Q (1978.413747 sec): 28 clusters Score: Raw -7122707.089377 + Penalty 54618.988264 = -7068088.101113 nChanged 20 Iteration 212Q (1979.647009 sec): 28 clusters Score: Raw -7122710.348339 + Penalty 54618.988264 = -7068091.360075 nChanged 16 Iteration 213Q (1980.818032 sec): 28 clusters Score: Raw -7122713.066114 + Penalty 54618.988264 = -7068094.077850 nChanged 24 Iteration 214Q (1982.542727 sec): 28 clusters Score: Raw -7122717.256720 + Penalty 54618.988264 = -7068098.268456 nChanged 20 Iteration 215Q (1983.784109 sec): 28 clusters Score: Raw -7122720.728823 + Penalty 54618.988264 = -7068101.740559 nChanged 17 Iteration 216Q (1985.025771 sec): 28 clusters Score: Raw -7122723.908817 + Penalty 54618.988264 = -7068104.920553 nChanged 14 Iteration 217Q (1986.219692 sec): 28 clusters Score: Raw -7122726.399333 + Penalty 54618.988264 = -7068107.411069 nChanged 25 Iteration 218Q (1987.413534 sec): 28 clusters Score: Raw -7122730.212659 + Penalty 54618.988264 = -7068111.224395 nChanged 27 Writing temp clu file Because OldScore, -7068107.411069, is greater than current (better) Score,-7068111.224395 Compute initial score before splitting: Score: Raw -7122730.212659 + Penalty 54618.988264 = -7068111.224395 Trying to split cluster 1 (3407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1987.510241 sec): 2 clusters Score: Raw -243569.433866 + Penalty 1427.444592 = -242141.989274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1987.660956 sec): 3 clusters Score: Raw -241963.173221 + Penalty 2854.889184 = -239108.284037 nChanged 1296 SP:Iteration 1F (1987.773308 sec): 3 clusters Score: Raw -242740.138020 + Penalty 2854.889184 = -239885.248836 nChanged 264 SP:Iteration 2F (1987.882874 sec): 3 clusters Score: Raw -242931.039682 + Penalty 2854.889184 = -240076.150499 nChanged 187 SP:Iteration 3F (1987.917998 sec): 3 clusters Score: Raw -243071.554169 + Penalty 2854.889184 = -240216.664985 nChanged 156 SP:Iteration 4Q (1987.950859 sec): 3 clusters Score: Raw -243197.638743 + Penalty 2854.889184 = -240342.749559 nChanged 150 SP:Iteration 5Q (1987.983363 sec): 3 clusters Score: Raw -243312.756589 + Penalty 2854.889184 = -240457.867406 nChanged 158 SP:Iteration 6Q (1988.014158 sec): 3 clusters Score: Raw -243451.851341 + Penalty 2854.889184 = -240596.962157 nChanged 156 SP:Iteration 7Q (1988.045110 sec): 3 clusters Score: Raw -243588.296287 + Penalty 2854.889184 = -240733.407104 nChanged 125 SP:Iteration 8Q (1988.076005 sec): 3 clusters Score: Raw -243692.239328 + Penalty 2854.889184 = -240837.350145 nChanged 103 SP:Iteration 9Q (1988.106708 sec): 3 clusters Score: Raw -243771.613665 + Penalty 2854.889184 = -240916.724481 nChanged 82 SP:Iteration 10Q (1988.137343 sec): 3 clusters Score: Raw -243832.165821 + Penalty 2854.889184 = -240977.276638 nChanged 68 SP:Iteration 11Q (1988.168145 sec): 3 clusters Score: Raw -243877.591948 + Penalty 2854.889184 = -241022.702765 nChanged 64 SP:Iteration 12Q (1988.199182 sec): 3 clusters Score: Raw -243929.265886 + Penalty 2854.889184 = -241074.376702 nChanged 75 SP:Iteration 13Q (1988.230186 sec): 3 clusters Score: Raw -243997.054955 + Penalty 2854.889184 = -241142.165771 nChanged 88 SP:Iteration 14Q (1988.261216 sec): 3 clusters Score: Raw -244067.069837 + Penalty 2854.889184 = -241212.180653 nChanged 71 SP:Iteration 15Q (1988.291827 sec): 3 clusters Score: Raw -244118.450903 + Penalty 2854.889184 = -241263.561719 nChanged 79 SP:Iteration 16Q (1988.322653 sec): 3 clusters Score: Raw -244180.192004 + Penalty 2854.889184 = -241325.302820 nChanged 79 SP:Iteration 17Q (1988.353403 sec): 3 clusters Score: Raw -244274.198004 + Penalty 2854.889184 = -241419.308820 nChanged 102 SP:Iteration 18Q (1988.384892 sec): 3 clusters Score: Raw -244477.305935 + Penalty 2854.889184 = -241622.416752 nChanged 126 SP:Iteration 19Q (1988.415323 sec): 3 clusters Score: Raw -244794.911350 + Penalty 2854.889184 = -241940.022166 nChanged 174 SP:Iteration 20F (1988.445913 sec): 3 clusters Score: Raw -245336.349229 + Penalty 2854.889184 = -242481.460046 nChanged 194 SP:Iteration 21F (1988.476464 sec): 3 clusters Score: Raw -245649.279049 + Penalty 2854.889184 = -242794.389865 nChanged 140 SP:Iteration 22Q (1988.506727 sec): 3 clusters Score: Raw -245800.859753 + Penalty 2854.889184 = -242945.970569 nChanged 94 SP:Iteration 23Q (1988.537014 sec): 3 clusters Score: Raw -245893.352320 + Penalty 2854.889184 = -243038.463137 nChanged 85 SP:Iteration 24Q (1988.567991 sec): 3 clusters Score: Raw -245975.118399 + Penalty 2854.889184 = -243120.229215 nChanged 61 SP:Iteration 25Q (1988.609472 sec): 3 clusters Score: Raw -246024.811022 + Penalty 2854.889184 = -243169.921838 nChanged 29 SP:Iteration 26Q (1988.640557 sec): 3 clusters Score: Raw -246047.989697 + Penalty 2854.889184 = -243193.100513 nChanged 22 SP:Iteration 27Q (1988.671137 sec): 3 clusters Score: Raw -246062.070909 + Penalty 2854.889184 = -243207.181726 nChanged 19 SP:Iteration 28Q (1988.701550 sec): 3 clusters Score: Raw -246074.021965 + Penalty 2854.889184 = -243219.132781 nChanged 16 SP:Iteration 29Q (1988.731878 sec): 3 clusters Score: Raw -246088.949175 + Penalty 2854.889184 = -243234.059991 nChanged 10 SP:Iteration 30Q (1988.762170 sec): 3 clusters Score: Raw -246097.299397 + Penalty 2854.889184 = -243242.410214 nChanged 15 SP:Iteration 31Q (1988.880323 sec): 3 clusters Score: Raw -246109.639813 + Penalty 2854.889184 = -243254.750629 nChanged 13 SP:Iteration 32Q (1988.955439 sec): 3 clusters Score: Raw -246120.451189 + Penalty 2854.889184 = -243265.562005 nChanged 11 SP:Iteration 33Q (1989.068602 sec): 3 clusters Score: Raw -246132.757401 + Penalty 2854.889184 = -243277.868217 nChanged 15 SP:Iteration 34Q (1989.167239 sec): 3 clusters Score: Raw -246144.598536 + Penalty 2854.889184 = -243289.709352 nChanged 10 SP:Iteration 35Q (1989.223229 sec): 3 clusters Score: Raw -246155.801103 + Penalty 2854.889184 = -243300.911920 nChanged 8 SP:Iteration 36Q (1989.254115 sec): 3 clusters Score: Raw -246163.144914 + Penalty 2854.889184 = -243308.255731 nChanged 3 SP:Iteration 37Q (1989.285022 sec): 3 clusters Score: Raw -246169.511098 + Penalty 2854.889184 = -243314.621914 nChanged 4 SP:Iteration 38Q (1989.316007 sec): 3 clusters Score: Raw -246176.498570 + Penalty 2854.889184 = -243321.609386 nChanged 5 SP:Iteration 39Q (1989.346881 sec): 3 clusters Score: Raw -246180.924623 + Penalty 2854.889184 = -243326.035439 nChanged 5 SP:Iteration 40F (1989.378534 sec): 3 clusters Score: Raw -246215.204139 + Penalty 2854.889184 = -243360.314956 nChanged 28 SP:Iteration 41Q (1989.408500 sec): 3 clusters Score: Raw -246273.887309 + Penalty 2854.889184 = -243418.998126 nChanged 28 SP:Iteration 42Q (1989.437289 sec): 3 clusters Score: Raw -246336.304793 + Penalty 2854.889184 = -243481.415609 nChanged 31 SP:Iteration 43Q (1989.465894 sec): 3 clusters Score: Raw -246408.638376 + Penalty 2854.889184 = -243553.749192 nChanged 28 SP:Iteration 44Q (1989.494291 sec): 3 clusters Score: Raw -246455.011640 + Penalty 2854.889184 = -243600.122457 nChanged 18 SP:Iteration 45Q (1989.522288 sec): 3 clusters Score: Raw -246478.047286 + Penalty 2854.889184 = -243623.158103 nChanged 22 SP:Iteration 46Q (1989.550393 sec): 3 clusters Score: Raw -246507.587469 + Penalty 2854.889184 = -243652.698286 nChanged 15 SP:Iteration 47Q (1989.578763 sec): 3 clusters Score: Raw -246523.532671 + Penalty 2854.889184 = -243668.643487 nChanged 9 SP:Iteration 48Q (1989.607307 sec): 3 clusters Score: Raw -246529.049049 + Penalty 2854.889184 = -243674.159865 nChanged 6 SP:Iteration 49Q (1989.635711 sec): 3 clusters Score: Raw -246534.935048 + Penalty 2854.889184 = -243680.045864 nChanged 5 SP:Iteration 50Q (1989.663957 sec): 3 clusters Score: Raw -246538.081370 + Penalty 2854.889184 = -243683.192187 nChanged 3 SP:Iteration 51Q (1989.692242 sec): 3 clusters Score: Raw -246540.033151 + Penalty 2854.889184 = -243685.143967 nChanged 2 SP:Iteration 52Q (1989.720677 sec): 3 clusters Score: Raw -246541.678262 + Penalty 2854.889184 = -243686.789078 nChanged 2 SP:Iteration 53Q (1989.751468 sec): 3 clusters Score: Raw -246542.449098 + Penalty 2854.889184 = -243687.559914 nChanged 1 SP:Iteration 54Q (1989.780879 sec): 3 clusters Score: Raw -246542.776130 + Penalty 2854.889184 = -243687.886947 nChanged 0 SP:Iteration 55F (1989.812209 sec): 3 clusters Score: Raw -246544.683166 + Penalty 2854.889184 = -243689.793982 nChanged 1 SP:Iteration 56Q (1989.841232 sec): 3 clusters Score: Raw -246545.460764 + Penalty 2854.889184 = -243690.571581 nChanged 0 SP:Iteration 57F (1989.872377 sec): 3 clusters Score: Raw -246545.460764 + Penalty 2854.889184 = -243690.571581 nChanged 0 Score: Raw -7125709.225612 + Penalty 56641.913755 = -7069067.311857 Splitting cluster 1 changes total score from -7068111.224395 to -7069067.311857 So it's getting split into cluster 28. Trying to split cluster 2 (5737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1992.647157 sec): 2 clusters Score: Raw -431328.469215 + Penalty 1518.898394 = -429809.570821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1992.682508 sec): 3 clusters Score: Raw -428377.935112 + Penalty 3037.796788 = -425340.138324 nChanged 2357 SP:Iteration 1F (1992.782967 sec): 3 clusters Score: Raw -430074.452883 + Penalty 3037.796788 = -427036.656095 nChanged 594 SP:Iteration 2F (1992.914609 sec): 3 clusters Score: Raw -430714.536511 + Penalty 3037.796788 = -427676.739722 nChanged 516 SP:Iteration 3F (1993.039136 sec): 3 clusters Score: Raw -431226.293635 + Penalty 3037.796788 = -428188.496847 nChanged 383 SP:Iteration 4F (1993.165951 sec): 3 clusters Score: Raw -431552.154972 + Penalty 3037.796788 = -428514.358184 nChanged 271 SP:Iteration 5Q (1993.287786 sec): 3 clusters Score: Raw -431711.087985 + Penalty 3037.796788 = -428673.291197 nChanged 189 SP:Iteration 6Q (1993.331386 sec): 3 clusters Score: Raw -431798.707298 + Penalty 3037.796788 = -428760.910510 nChanged 128 SP:Iteration 7Q (1993.377506 sec): 3 clusters Score: Raw -431858.654980 + Penalty 3037.796788 = -428820.858192 nChanged 93 SP:Iteration 8Q (1993.424482 sec): 3 clusters Score: Raw -431900.645061 + Penalty 3037.796788 = -428862.848273 nChanged 77 SP:Iteration 9Q (1993.471565 sec): 3 clusters Score: Raw -431928.374216 + Penalty 3037.796788 = -428890.577428 nChanged 53 SP:Iteration 10Q (1993.521999 sec): 3 clusters Score: Raw -431951.672728 + Penalty 3037.796788 = -428913.875940 nChanged 60 SP:Iteration 11Q (1993.569574 sec): 3 clusters Score: Raw -431973.856101 + Penalty 3037.796788 = -428936.059313 nChanged 54 SP:Iteration 12Q (1993.617103 sec): 3 clusters Score: Raw -431992.654912 + Penalty 3037.796788 = -428954.858124 nChanged 43 SP:Iteration 13Q (1993.664592 sec): 3 clusters Score: Raw -432004.208776 + Penalty 3037.796788 = -428966.411988 nChanged 42 SP:Iteration 14Q (1993.701583 sec): 3 clusters Score: Raw -432017.032062 + Penalty 3037.796788 = -428979.235274 nChanged 39 SP:Iteration 15Q (1993.736324 sec): 3 clusters Score: Raw -432027.602296 + Penalty 3037.796788 = -428989.805508 nChanged 32 SP:Iteration 16Q (1993.770932 sec): 3 clusters Score: Raw -432037.429967 + Penalty 3037.796788 = -428999.633179 nChanged 31 SP:Iteration 17Q (1993.805892 sec): 3 clusters Score: Raw -432046.067630 + Penalty 3037.796788 = -429008.270842 nChanged 15 SP:Iteration 18Q (1993.843734 sec): 3 clusters Score: Raw -432050.117054 + Penalty 3037.796788 = -429012.320266 nChanged 24 SP:Iteration 19Q (1993.890022 sec): 3 clusters Score: Raw -432055.522923 + Penalty 3037.796788 = -429017.726135 nChanged 20 SP:Iteration 20F (1993.937009 sec): 3 clusters Score: Raw -432059.921668 + Penalty 3037.796788 = -429022.124880 nChanged 16 SP:Iteration 21Q (1993.983497 sec): 3 clusters Score: Raw -432065.948964 + Penalty 3037.796788 = -429028.152176 nChanged 20 SP:Iteration 22Q (1994.028478 sec): 3 clusters Score: Raw -432072.225230 + Penalty 3037.796788 = -429034.428441 nChanged 14 SP:Iteration 23Q (1994.071576 sec): 3 clusters Score: Raw -432075.414294 + Penalty 3037.796788 = -429037.617506 nChanged 17 SP:Iteration 24Q (1994.114556 sec): 3 clusters Score: Raw -432079.336931 + Penalty 3037.796788 = -429041.540143 nChanged 12 SP:Iteration 25Q (1994.157741 sec): 3 clusters Score: Raw -432082.136657 + Penalty 3037.796788 = -429044.339868 nChanged 15 SP:Iteration 26Q (1994.200584 sec): 3 clusters Score: Raw -432084.959413 + Penalty 3037.796788 = -429047.162625 nChanged 10 SP:Iteration 27Q (1994.243771 sec): 3 clusters Score: Raw -432087.325963 + Penalty 3037.796788 = -429049.529174 nChanged 12 SP:Iteration 28Q (1994.286765 sec): 3 clusters Score: Raw -432089.481095 + Penalty 3037.796788 = -429051.684306 nChanged 12 SP:Iteration 29Q (1994.329618 sec): 3 clusters Score: Raw -432092.237544 + Penalty 3037.796788 = -429054.440756 nChanged 19 SP:Iteration 30Q (1994.372735 sec): 3 clusters Score: Raw -432097.168341 + Penalty 3037.796788 = -429059.371552 nChanged 17 SP:Iteration 31Q (1994.414417 sec): 3 clusters Score: Raw -432102.035553 + Penalty 3037.796788 = -429064.238765 nChanged 7 SP:Iteration 32Q (1994.455890 sec): 3 clusters Score: Raw -432103.812164 + Penalty 3037.796788 = -429066.015376 nChanged 4 SP:Iteration 33Q (1994.559719 sec): 3 clusters Score: Raw -432104.262836 + Penalty 3037.796788 = -429066.466048 nChanged 2 SP:Iteration 34Q (1994.709948 sec): 3 clusters Score: Raw -432104.422695 + Penalty 3037.796788 = -429066.625907 nChanged 1 SP:Iteration 35Q (1994.816354 sec): 3 clusters Score: Raw -432104.648085 + Penalty 3037.796788 = -429066.851297 nChanged 2 SP:Iteration 36Q (1994.894857 sec): 3 clusters Score: Raw -432105.011618 + Penalty 3037.796788 = -429067.214830 nChanged 4 SP:Iteration 37Q (1995.013636 sec): 3 clusters Score: Raw -432105.695589 + Penalty 3037.796788 = -429067.898801 nChanged 6 SP:Iteration 38Q (1995.134989 sec): 3 clusters Score: Raw -432107.230214 + Penalty 3037.796788 = -429069.433426 nChanged 7 SP:Iteration 39Q (1995.199462 sec): 3 clusters Score: Raw -432108.230595 + Penalty 3037.796788 = -429070.433806 nChanged 4 SP:Iteration 40F (1995.241925 sec): 3 clusters Score: Raw -432109.246992 + Penalty 3037.796788 = -429071.450204 nChanged 3 SP:Iteration 41Q (1995.285955 sec): 3 clusters Score: Raw -432109.974591 + Penalty 3037.796788 = -429072.177802 nChanged 3 SP:Iteration 42Q (1995.329782 sec): 3 clusters Score: Raw -432110.423880 + Penalty 3037.796788 = -429072.627092 nChanged 6 SP:Iteration 43Q (1995.432072 sec): 3 clusters Score: Raw -432111.770077 + Penalty 3037.796788 = -429073.973289 nChanged 3 SP:Iteration 44Q (1995.472679 sec): 3 clusters Score: Raw -432113.195428 + Penalty 3037.796788 = -429075.398640 nChanged 5 SP:Iteration 45Q (1995.572894 sec): 3 clusters Score: Raw -432114.829687 + Penalty 3037.796788 = -429077.032899 nChanged 3 SP:Iteration 46Q (1995.660453 sec): 3 clusters Score: Raw -432115.067054 + Penalty 3037.796788 = -429077.270266 nChanged 1 SP:Iteration 47Q (1995.706339 sec): 3 clusters Score: Raw -432115.124415 + Penalty 3037.796788 = -429077.327627 nChanged 1 SP:Iteration 48Q (1995.750425 sec): 3 clusters Score: Raw -432115.231033 + Penalty 3037.796788 = -429077.434244 nChanged 1 SP:Iteration 49Q (1995.796221 sec): 3 clusters Score: Raw -432115.473838 + Penalty 3037.796788 = -429077.677050 nChanged 0 SP:Iteration 50F (1995.838362 sec): 3 clusters Score: Raw -432115.473838 + Penalty 3037.796788 = -429077.677050 nChanged 0 Trying to split cluster 3 (1453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1995.870162 sec): 2 clusters Score: Raw -78332.754306 + Penalty 1277.883184 = -77054.871122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1995.907032 sec): 3 clusters Score: Raw -77810.299278 + Penalty 2555.766368 = -75254.532910 nChanged 499 SP:Iteration 1F (1995.924095 sec): 3 clusters Score: Raw -78266.592045 + Penalty 2555.766368 = -75710.825677 nChanged 140 SP:Iteration 2F (1995.941125 sec): 3 clusters Score: Raw -78534.328909 + Penalty 2555.766368 = -75978.562541 nChanged 114 SP:Iteration 3F (1995.957194 sec): 3 clusters Score: Raw -78725.250084 + Penalty 2555.766368 = -76169.483716 nChanged 91 SP:Iteration 4F (1995.973168 sec): 3 clusters Score: Raw -78850.965675 + Penalty 2555.766368 = -76295.199307 nChanged 60 SP:Iteration 5Q (1995.989383 sec): 3 clusters Score: Raw -78915.015837 + Penalty 2555.766368 = -76359.249469 nChanged 41 SP:Iteration 6Q (1996.023286 sec): 3 clusters Score: Raw -78952.879939 + Penalty 2555.766368 = -76397.113571 nChanged 24 SP:Iteration 7Q (1996.039132 sec): 3 clusters Score: Raw -78974.496959 + Penalty 2555.766368 = -76418.730591 nChanged 26 SP:Iteration 8Q (1996.056838 sec): 3 clusters Score: Raw -78998.991634 + Penalty 2555.766368 = -76443.225266 nChanged 19 SP:Iteration 9Q (1996.072562 sec): 3 clusters Score: Raw -79014.208594 + Penalty 2555.766368 = -76458.442226 nChanged 13 SP:Iteration 10Q (1996.088413 sec): 3 clusters Score: Raw -79027.988210 + Penalty 2555.766368 = -76472.221842 nChanged 15 SP:Iteration 11Q (1996.104186 sec): 3 clusters Score: Raw -79043.452491 + Penalty 2555.766368 = -76487.686123 nChanged 11 SP:Iteration 12Q (1996.200491 sec): 3 clusters Score: Raw -79052.746917 + Penalty 2555.766368 = -76496.980549 nChanged 5 SP:Iteration 13Q (1996.298359 sec): 3 clusters Score: Raw -79056.300325 + Penalty 2555.766368 = -76500.533957 nChanged 0 SP:Iteration 14F (1996.390668 sec): 3 clusters Score: Raw -79056.300325 + Penalty 2555.766368 = -76500.533957 nChanged 0 Trying to split cluster 4 (2373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1996.441124 sec): 2 clusters Score: Raw -154430.907004 + Penalty 1363.970250 = -153066.936754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1996.533216 sec): 3 clusters Score: Raw -153424.171416 + Penalty 2727.940500 = -150696.230916 nChanged 838 SP:Iteration 1F (1996.619152 sec): 3 clusters Score: Raw -154006.056752 + Penalty 2727.940500 = -151278.116252 nChanged 211 SP:Iteration 2F (1996.726153 sec): 3 clusters Score: Raw -154212.471353 + Penalty 2727.940500 = -151484.530853 nChanged 150 SP:Iteration 3F (1996.812788 sec): 3 clusters Score: Raw -154365.246304 + Penalty 2727.940500 = -151637.305804 nChanged 123 SP:Iteration 4F (1996.927962 sec): 3 clusters Score: Raw -154482.063145 + Penalty 2727.940500 = -151754.122645 nChanged 92 SP:Iteration 5Q (1997.014283 sec): 3 clusters Score: Raw -154553.482559 + Penalty 2727.940500 = -151825.542059 nChanged 76 SP:Iteration 6Q (1997.053559 sec): 3 clusters Score: Raw -154613.367317 + Penalty 2727.940500 = -151885.426817 nChanged 54 SP:Iteration 7Q (1997.087420 sec): 3 clusters Score: Raw -154653.913489 + Penalty 2727.940500 = -151925.972989 nChanged 50 SP:Iteration 8Q (1997.110725 sec): 3 clusters Score: Raw -154691.330839 + Penalty 2727.940500 = -151963.390339 nChanged 31 SP:Iteration 9Q (1997.133987 sec): 3 clusters Score: Raw -154720.477575 + Penalty 2727.940500 = -151992.537075 nChanged 33 SP:Iteration 10Q (1997.157010 sec): 3 clusters Score: Raw -154746.176929 + Penalty 2727.940500 = -152018.236429 nChanged 39 SP:Iteration 11Q (1997.180286 sec): 3 clusters Score: Raw -154773.091518 + Penalty 2727.940500 = -152045.151018 nChanged 37 SP:Iteration 12Q (1997.216440 sec): 3 clusters Score: Raw -154799.779933 + Penalty 2727.940500 = -152071.839433 nChanged 27 SP:Iteration 13Q (1997.239706 sec): 3 clusters Score: Raw -154821.197796 + Penalty 2727.940500 = -152093.257296 nChanged 21 SP:Iteration 14Q (1997.262886 sec): 3 clusters Score: Raw -154834.829169 + Penalty 2727.940500 = -152106.888669 nChanged 16 SP:Iteration 15Q (1997.286016 sec): 3 clusters Score: Raw -154841.899098 + Penalty 2727.940500 = -152113.958598 nChanged 11 SP:Iteration 16Q (1997.309211 sec): 3 clusters Score: Raw -154847.198467 + Penalty 2727.940500 = -152119.257967 nChanged 12 SP:Iteration 17Q (1997.341068 sec): 3 clusters Score: Raw -154853.394993 + Penalty 2727.940500 = -152125.454493 nChanged 11 SP:Iteration 18Q (1997.364290 sec): 3 clusters Score: Raw -154858.695887 + Penalty 2727.940500 = -152130.755387 nChanged 7 SP:Iteration 19Q (1997.387369 sec): 3 clusters Score: Raw -154864.917301 + Penalty 2727.940500 = -152136.976801 nChanged 14 SP:Iteration 20F (1997.410638 sec): 3 clusters Score: Raw -154875.770082 + Penalty 2727.940500 = -152147.829582 nChanged 15 SP:Iteration 21Q (1997.433834 sec): 3 clusters Score: Raw -154890.008066 + Penalty 2727.940500 = -152162.067566 nChanged 23 SP:Iteration 22Q (1997.457005 sec): 3 clusters Score: Raw -154909.899769 + Penalty 2727.940500 = -152181.959269 nChanged 26 SP:Iteration 23Q (1997.480005 sec): 3 clusters Score: Raw -154934.307071 + Penalty 2727.940500 = -152206.366571 nChanged 31 SP:Iteration 24Q (1997.503168 sec): 3 clusters Score: Raw -154968.741384 + Penalty 2727.940500 = -152240.800884 nChanged 30 SP:Iteration 25Q (1997.526157 sec): 3 clusters Score: Raw -154989.867402 + Penalty 2727.940500 = -152261.926902 nChanged 27 SP:Iteration 26Q (1997.621416 sec): 3 clusters Score: Raw -155006.359200 + Penalty 2727.940500 = -152278.418700 nChanged 11 SP:Iteration 27Q (1997.715479 sec): 3 clusters Score: Raw -155011.544577 + Penalty 2727.940500 = -152283.604077 nChanged 4 SP:Iteration 28Q (1997.855038 sec): 3 clusters Score: Raw -155012.910731 + Penalty 2727.940500 = -152284.970231 nChanged 2 SP:Iteration 29Q (1997.928109 sec): 3 clusters Score: Raw -155013.350114 + Penalty 2727.940500 = -152285.409614 nChanged 1 SP:Iteration 30Q (1998.002577 sec): 3 clusters Score: Raw -155013.585183 + Penalty 2727.940500 = -152285.644683 nChanged 1 SP:Iteration 31Q (1998.026132 sec): 3 clusters Score: Raw -155014.236624 + Penalty 2727.940500 = -152286.296124 nChanged 1 SP:Iteration 32Q (1998.049429 sec): 3 clusters Score: Raw -155014.716768 + Penalty 2727.940500 = -152286.776268 nChanged 1 SP:Iteration 33Q (1998.072771 sec): 3 clusters Score: Raw -155015.204318 + Penalty 2727.940500 = -152287.263818 nChanged 0 SP:Iteration 34F (1998.096264 sec): 3 clusters Score: Raw -155015.204318 + Penalty 2727.940500 = -152287.263818 nChanged 0 Trying to split cluster 5 (3817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1998.134079 sec): 2 clusters Score: Raw -301677.922554 + Penalty 1447.387119 = -300230.535435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1998.174130 sec): 3 clusters Score: Raw -299800.590404 + Penalty 2894.774239 = -296905.816165 nChanged 1466 SP:Iteration 1F (1998.220224 sec): 3 clusters Score: Raw -300723.013675 + Penalty 2894.774239 = -297828.239436 nChanged 363 SP:Iteration 2F (1998.256822 sec): 3 clusters Score: Raw -301013.905105 + Penalty 2894.774239 = -298119.130867 nChanged 264 SP:Iteration 3F (1998.293998 sec): 3 clusters Score: Raw -301263.741576 + Penalty 2894.774239 = -298368.967338 nChanged 221 SP:Iteration 4F (1998.331186 sec): 3 clusters Score: Raw -301472.599364 + Penalty 2894.774239 = -298577.825126 nChanged 214 SP:Iteration 5F (1998.364884 sec): 3 clusters Score: Raw -301690.622311 + Penalty 2894.774239 = -298795.848072 nChanged 208 SP:Iteration 6F (1998.397894 sec): 3 clusters Score: Raw -301928.249308 + Penalty 2894.774239 = -299033.475069 nChanged 196 SP:Iteration 7F (1998.429382 sec): 3 clusters Score: Raw -302231.353585 + Penalty 2894.774239 = -299336.579347 nChanged 203 SP:Iteration 8F (1998.462260 sec): 3 clusters Score: Raw -302613.076347 + Penalty 2894.774239 = -299718.302108 nChanged 168 SP:Iteration 9Q (1998.494981 sec): 3 clusters Score: Raw -303031.648776 + Penalty 2894.774239 = -300136.874537 nChanged 152 SP:Iteration 10Q (1998.580711 sec): 3 clusters Score: Raw -303574.523081 + Penalty 2894.774239 = -300679.748843 nChanged 105 SP:Iteration 11Q (1998.614639 sec): 3 clusters Score: Raw -304028.869816 + Penalty 2894.774239 = -301134.095578 nChanged 83 SP:Iteration 12Q (1998.648075 sec): 3 clusters Score: Raw -304166.933685 + Penalty 2894.774239 = -301272.159447 nChanged 50 SP:Iteration 13Q (1998.679966 sec): 3 clusters Score: Raw -304205.253342 + Penalty 2894.774239 = -301310.479104 nChanged 28 SP:Iteration 14Q (1998.715705 sec): 3 clusters Score: Raw -304224.207329 + Penalty 2894.774239 = -301329.433091 nChanged 26 SP:Iteration 15Q (1998.751188 sec): 3 clusters Score: Raw -304240.714311 + Penalty 2894.774239 = -301345.940072 nChanged 28 SP:Iteration 16Q (1998.786879 sec): 3 clusters Score: Raw -304256.306786 + Penalty 2894.774239 = -301361.532547 nChanged 20 SP:Iteration 17Q (1998.822377 sec): 3 clusters Score: Raw -304267.745175 + Penalty 2894.774239 = -301372.970937 nChanged 23 SP:Iteration 18Q (1998.858024 sec): 3 clusters Score: Raw -304281.596983 + Penalty 2894.774239 = -301386.822744 nChanged 16 SP:Iteration 19Q (1998.911548 sec): 3 clusters Score: Raw -304289.295800 + Penalty 2894.774239 = -301394.521562 nChanged 18 SP:Iteration 20F (1998.946596 sec): 3 clusters Score: Raw -304304.671761 + Penalty 2894.774239 = -301409.897523 nChanged 22 SP:Iteration 21Q (1999.047575 sec): 3 clusters Score: Raw -304317.141151 + Penalty 2894.774239 = -301422.366913 nChanged 15 SP:Iteration 22Q (1999.144706 sec): 3 clusters Score: Raw -304324.506326 + Penalty 2894.774239 = -301429.732087 nChanged 12 SP:Iteration 23Q (1999.235410 sec): 3 clusters Score: Raw -304330.425366 + Penalty 2894.774239 = -301435.651127 nChanged 13 SP:Iteration 24Q (1999.351888 sec): 3 clusters Score: Raw -304337.163029 + Penalty 2894.774239 = -301442.388791 nChanged 13 SP:Iteration 25Q (1999.413186 sec): 3 clusters Score: Raw -304342.569039 + Penalty 2894.774239 = -301447.794800 nChanged 6 SP:Iteration 26Q (1999.506846 sec): 3 clusters Score: Raw -304345.587668 + Penalty 2894.774239 = -301450.813429 nChanged 5 SP:Iteration 27Q (1999.589610 sec): 3 clusters Score: Raw -304348.373045 + Penalty 2894.774239 = -301453.598806 nChanged 4 SP:Iteration 28Q (1999.706388 sec): 3 clusters Score: Raw -304349.266381 + Penalty 2894.774239 = -301454.492143 nChanged 0 SP:Iteration 29F (1999.799049 sec): 3 clusters Score: Raw -304349.266381 + Penalty 2894.774239 = -301454.492143 nChanged 0 Score: Raw -7128380.569440 + Penalty 58664.839247 = -7069715.730193 Splitting cluster 5 changes total score from -7068111.224395 to -7069715.730193 So it's getting split into cluster 29. Trying to split cluster 6 (2194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2002.949475 sec): 2 clusters Score: Raw -138634.290754 + Penalty 1350.206028 = -137284.084726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2002.972554 sec): 3 clusters Score: Raw -137730.491005 + Penalty 2700.412056 = -135030.078949 nChanged 781 SP:Iteration 1F (2002.994434 sec): 3 clusters Score: Raw -138416.967871 + Penalty 2700.412056 = -135716.555815 nChanged 208 SP:Iteration 2F (2003.016348 sec): 3 clusters Score: Raw -138650.568630 + Penalty 2700.412056 = -135950.156574 nChanged 161 SP:Iteration 3F (2003.038606 sec): 3 clusters Score: Raw -138882.149477 + Penalty 2700.412056 = -136181.737421 nChanged 154 SP:Iteration 4F (2003.060556 sec): 3 clusters Score: Raw -139109.701261 + Penalty 2700.412056 = -136409.289205 nChanged 122 SP:Iteration 5F (2003.083625 sec): 3 clusters Score: Raw -139288.872182 + Penalty 2700.412056 = -136588.460126 nChanged 89 SP:Iteration 6Q (2003.106477 sec): 3 clusters Score: Raw -139392.631304 + Penalty 2700.412056 = -136692.219248 nChanged 53 SP:Iteration 7Q (2003.130261 sec): 3 clusters Score: Raw -139442.225759 + Penalty 2700.412056 = -136741.813703 nChanged 36 SP:Iteration 8Q (2003.153139 sec): 3 clusters Score: Raw -139474.341120 + Penalty 2700.412056 = -136773.929064 nChanged 28 SP:Iteration 9Q (2003.175938 sec): 3 clusters Score: Raw -139498.093729 + Penalty 2700.412056 = -136797.681673 nChanged 22 SP:Iteration 10Q (2003.198840 sec): 3 clusters Score: Raw -139514.335303 + Penalty 2700.412056 = -136813.923247 nChanged 15 SP:Iteration 11Q (2003.221677 sec): 3 clusters Score: Raw -139527.206349 + Penalty 2700.412056 = -136826.794293 nChanged 14 SP:Iteration 12Q (2003.244413 sec): 3 clusters Score: Raw -139535.253723 + Penalty 2700.412056 = -136834.841667 nChanged 11 SP:Iteration 13Q (2003.266131 sec): 3 clusters Score: Raw -139543.716532 + Penalty 2700.412056 = -136843.304476 nChanged 7 SP:Iteration 14Q (2003.287709 sec): 3 clusters Score: Raw -139549.816695 + Penalty 2700.412056 = -136849.404639 nChanged 11 SP:Iteration 15Q (2003.309237 sec): 3 clusters Score: Raw -139562.100531 + Penalty 2700.412056 = -136861.688475 nChanged 12 SP:Iteration 16Q (2003.330958 sec): 3 clusters Score: Raw -139571.627678 + Penalty 2700.412056 = -136871.215622 nChanged 11 SP:Iteration 17Q (2003.352572 sec): 3 clusters Score: Raw -139576.385679 + Penalty 2700.412056 = -136875.973623 nChanged 9 SP:Iteration 18Q (2003.374051 sec): 3 clusters Score: Raw -139582.281768 + Penalty 2700.412056 = -136881.869712 nChanged 7 SP:Iteration 19Q (2003.487877 sec): 3 clusters Score: Raw -139585.083287 + Penalty 2700.412056 = -136884.671232 nChanged 3 SP:Iteration 20F (2003.563113 sec): 3 clusters Score: Raw -139586.170951 + Penalty 2700.412056 = -136885.758895 nChanged 3 SP:Iteration 21Q (2003.655005 sec): 3 clusters Score: Raw -139587.514884 + Penalty 2700.412056 = -136887.102828 nChanged 1 SP:Iteration 22Q (2003.767891 sec): 3 clusters Score: Raw -139587.855724 + Penalty 2700.412056 = -136887.443668 nChanged 3 SP:Iteration 23Q (2003.841065 sec): 3 clusters Score: Raw -139589.131100 + Penalty 2700.412056 = -136888.719044 nChanged 5 SP:Iteration 24Q (2003.862065 sec): 3 clusters Score: Raw -139592.337985 + Penalty 2700.412056 = -136891.925929 nChanged 6 SP:Iteration 25Q (2003.883782 sec): 3 clusters Score: Raw -139595.238183 + Penalty 2700.412056 = -136894.826127 nChanged 4 SP:Iteration 26Q (2003.905364 sec): 3 clusters Score: Raw -139598.259315 + Penalty 2700.412056 = -136897.847259 nChanged 2 SP:Iteration 27Q (2003.927142 sec): 3 clusters Score: Raw -139599.186429 + Penalty 2700.412056 = -136898.774373 nChanged 2 SP:Iteration 28Q (2003.948852 sec): 3 clusters Score: Raw -139600.119591 + Penalty 2700.412056 = -136899.707535 nChanged 0 SP:Iteration 29F (2003.970827 sec): 3 clusters Score: Raw -139600.119591 + Penalty 2700.412056 = -136899.707535 nChanged 0 Trying to split cluster 7 (1826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2004.003833 sec): 2 clusters Score: Raw -130554.819112 + Penalty 1317.984477 = -129236.834635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2004.023677 sec): 3 clusters Score: Raw -129845.119170 + Penalty 2635.968954 = -127209.150215 nChanged 623 SP:Iteration 1F (2004.045740 sec): 3 clusters Score: Raw -130390.592374 + Penalty 2635.968954 = -127754.623420 nChanged 193 SP:Iteration 2F (2004.064772 sec): 3 clusters Score: Raw -130636.641735 + Penalty 2635.968954 = -128000.672781 nChanged 124 SP:Iteration 3F (2004.083745 sec): 3 clusters Score: Raw -130762.363137 + Penalty 2635.968954 = -128126.394183 nChanged 85 SP:Iteration 4Q (2004.102946 sec): 3 clusters Score: Raw -130851.181836 + Penalty 2635.968954 = -128215.212882 nChanged 67 SP:Iteration 5Q (2004.121967 sec): 3 clusters Score: Raw -130906.075835 + Penalty 2635.968954 = -128270.106881 nChanged 39 SP:Iteration 6Q (2004.143208 sec): 3 clusters Score: Raw -130936.553757 + Penalty 2635.968954 = -128300.584803 nChanged 36 SP:Iteration 7Q (2004.162456 sec): 3 clusters Score: Raw -130973.373207 + Penalty 2635.968954 = -128337.404253 nChanged 39 SP:Iteration 8Q (2004.181526 sec): 3 clusters Score: Raw -131008.456249 + Penalty 2635.968954 = -128372.487294 nChanged 24 SP:Iteration 9Q (2004.200482 sec): 3 clusters Score: Raw -131026.531907 + Penalty 2635.968954 = -128390.562952 nChanged 12 SP:Iteration 10Q (2004.219468 sec): 3 clusters Score: Raw -131036.099219 + Penalty 2635.968954 = -128400.130264 nChanged 12 SP:Iteration 11Q (2004.238438 sec): 3 clusters Score: Raw -131045.789898 + Penalty 2635.968954 = -128409.820943 nChanged 11 SP:Iteration 12Q (2004.257380 sec): 3 clusters Score: Raw -131056.718846 + Penalty 2635.968954 = -128420.749891 nChanged 15 SP:Iteration 13Q (2004.276334 sec): 3 clusters Score: Raw -131068.893293 + Penalty 2635.968954 = -128432.924339 nChanged 19 SP:Iteration 14Q (2004.299205 sec): 3 clusters Score: Raw -131085.148536 + Penalty 2635.968954 = -128449.179581 nChanged 20 SP:Iteration 15Q (2004.319848 sec): 3 clusters Score: Raw -131102.688296 + Penalty 2635.968954 = -128466.719341 nChanged 17 SP:Iteration 16Q (2004.338565 sec): 3 clusters Score: Raw -131116.903146 + Penalty 2635.968954 = -128480.934191 nChanged 18 SP:Iteration 17Q (2004.357378 sec): 3 clusters Score: Raw -131134.096818 + Penalty 2635.968954 = -128498.127864 nChanged 17 SP:Iteration 18Q (2004.376062 sec): 3 clusters Score: Raw -131152.183038 + Penalty 2635.968954 = -128516.214084 nChanged 12 SP:Iteration 19Q (2004.452192 sec): 3 clusters Score: Raw -131163.781257 + Penalty 2635.968954 = -128527.812303 nChanged 11 SP:Iteration 20F (2004.543117 sec): 3 clusters Score: Raw -131174.952458 + Penalty 2635.968954 = -128538.983504 nChanged 9 SP:Iteration 21Q (2004.631510 sec): 3 clusters Score: Raw -131183.210259 + Penalty 2635.968954 = -128547.241304 nChanged 4 SP:Iteration 22Q (2004.721624 sec): 3 clusters Score: Raw -131186.369044 + Penalty 2635.968954 = -128550.400090 nChanged 4 SP:Iteration 23Q (2004.809989 sec): 3 clusters Score: Raw -131189.011046 + Penalty 2635.968954 = -128553.042092 nChanged 4 SP:Iteration 24Q (2004.900231 sec): 3 clusters Score: Raw -131191.883577 + Penalty 2635.968954 = -128555.914623 nChanged 0 SP:Iteration 25F (2004.931794 sec): 3 clusters Score: Raw -131191.883577 + Penalty 2635.968954 = -128555.914623 nChanged 0 Trying to split cluster 8 (3479 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2004.967052 sec): 2 clusters Score: Raw -262594.322440 + Penalty 1431.114781 = -261163.207659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2005.005755 sec): 3 clusters Score: Raw -260943.239890 + Penalty 2862.229561 = -258081.010329 nChanged 1311 SP:Iteration 1F (2005.039384 sec): 3 clusters Score: Raw -261736.156201 + Penalty 2862.229561 = -258873.926640 nChanged 257 SP:Iteration 2F (2005.073126 sec): 3 clusters Score: Raw -261886.399405 + Penalty 2862.229561 = -259024.169843 nChanged 164 SP:Iteration 3Q (2005.107448 sec): 3 clusters Score: Raw -261991.122015 + Penalty 2862.229561 = -259128.892453 nChanged 142 SP:Iteration 4Q (2005.140792 sec): 3 clusters Score: Raw -262098.727369 + Penalty 2862.229561 = -259236.497808 nChanged 117 SP:Iteration 5Q (2005.172795 sec): 3 clusters Score: Raw -262176.619224 + Penalty 2862.229561 = -259314.389663 nChanged 107 SP:Iteration 6Q (2005.204890 sec): 3 clusters Score: Raw -262248.162226 + Penalty 2862.229561 = -259385.932665 nChanged 111 SP:Iteration 7Q (2005.236866 sec): 3 clusters Score: Raw -262305.618304 + Penalty 2862.229561 = -259443.388743 nChanged 84 SP:Iteration 8Q (2005.268867 sec): 3 clusters Score: Raw -262340.385968 + Penalty 2862.229561 = -259478.156407 nChanged 79 SP:Iteration 9Q (2005.300910 sec): 3 clusters Score: Raw -262373.463324 + Penalty 2862.229561 = -259511.233762 nChanged 67 SP:Iteration 10Q (2005.346949 sec): 3 clusters Score: Raw -262403.337540 + Penalty 2862.229561 = -259541.107978 nChanged 58 SP:Iteration 11Q (2005.379676 sec): 3 clusters Score: Raw -262434.054194 + Penalty 2862.229561 = -259571.824632 nChanged 54 SP:Iteration 12Q (2005.416984 sec): 3 clusters Score: Raw -262460.575777 + Penalty 2862.229561 = -259598.346215 nChanged 57 SP:Iteration 13Q (2005.449531 sec): 3 clusters Score: Raw -262491.311684 + Penalty 2862.229561 = -259629.082123 nChanged 65 SP:Iteration 14Q (2005.482153 sec): 3 clusters Score: Raw -262527.088194 + Penalty 2862.229561 = -259664.858632 nChanged 76 SP:Iteration 15Q (2005.514827 sec): 3 clusters Score: Raw -262581.055478 + Penalty 2862.229561 = -259718.825917 nChanged 101 SP:Iteration 16Q (2005.546840 sec): 3 clusters Score: Raw -262648.247621 + Penalty 2862.229561 = -259786.018060 nChanged 100 SP:Iteration 17Q (2005.578678 sec): 3 clusters Score: Raw -262720.424017 + Penalty 2862.229561 = -259858.194456 nChanged 110 SP:Iteration 18Q (2005.610337 sec): 3 clusters Score: Raw -262805.050993 + Penalty 2862.229561 = -259942.821432 nChanged 103 SP:Iteration 19Q (2005.642081 sec): 3 clusters Score: Raw -262901.379959 + Penalty 2862.229561 = -260039.150398 nChanged 119 SP:Iteration 20F (2005.673660 sec): 3 clusters Score: Raw -263036.679458 + Penalty 2862.229561 = -260174.449897 nChanged 106 SP:Iteration 21Q (2005.705457 sec): 3 clusters Score: Raw -263140.251199 + Penalty 2862.229561 = -260278.021638 nChanged 85 SP:Iteration 22Q (2005.825129 sec): 3 clusters Score: Raw -263214.335378 + Penalty 2862.229561 = -260352.105816 nChanged 65 SP:Iteration 23Q (2005.951901 sec): 3 clusters Score: Raw -263261.012323 + Penalty 2862.229561 = -260398.782761 nChanged 45 SP:Iteration 24Q (2006.045933 sec): 3 clusters Score: Raw -263291.495757 + Penalty 2862.229561 = -260429.266195 nChanged 41 SP:Iteration 25Q (2006.149882 sec): 3 clusters Score: Raw -263315.962250 + Penalty 2862.229561 = -260453.732689 nChanged 35 SP:Iteration 26Q (2006.163028 sec): 3 clusters Score: Raw -263337.205679 + Penalty 2862.229561 = -260474.976118 nChanged 31 SP:Iteration 27Q (2006.195217 sec): 3 clusters Score: Raw -263359.909991 + Penalty 2862.229561 = -260497.680429 nChanged 26 SP:Iteration 28Q (2006.230279 sec): 3 clusters Score: Raw -263373.658505 + Penalty 2862.229561 = -260511.428943 nChanged 19 SP:Iteration 29Q (2006.262483 sec): 3 clusters Score: Raw -263382.919439 + Penalty 2862.229561 = -260520.689877 nChanged 16 SP:Iteration 30Q (2006.294402 sec): 3 clusters Score: Raw -263392.125412 + Penalty 2862.229561 = -260529.895850 nChanged 16 SP:Iteration 31Q (2006.326368 sec): 3 clusters Score: Raw -263402.068667 + Penalty 2862.229561 = -260539.839105 nChanged 17 SP:Iteration 32Q (2006.358239 sec): 3 clusters Score: Raw -263412.413170 + Penalty 2862.229561 = -260550.183609 nChanged 17 SP:Iteration 33Q (2006.389809 sec): 3 clusters Score: Raw -263421.598808 + Penalty 2862.229561 = -260559.369246 nChanged 19 SP:Iteration 34Q (2006.427444 sec): 3 clusters Score: Raw -263430.279821 + Penalty 2862.229561 = -260568.050260 nChanged 16 SP:Iteration 35Q (2006.458691 sec): 3 clusters Score: Raw -263436.842246 + Penalty 2862.229561 = -260574.612684 nChanged 11 SP:Iteration 36Q (2006.489726 sec): 3 clusters Score: Raw -263441.980611 + Penalty 2862.229561 = -260579.751049 nChanged 7 SP:Iteration 37Q (2006.520976 sec): 3 clusters Score: Raw -263444.673232 + Penalty 2862.229561 = -260582.443671 nChanged 6 SP:Iteration 38Q (2006.552077 sec): 3 clusters Score: Raw -263447.101490 + Penalty 2862.229561 = -260584.871929 nChanged 7 SP:Iteration 39Q (2006.583660 sec): 3 clusters Score: Raw -263449.868362 + Penalty 2862.229561 = -260587.638800 nChanged 12 SP:Iteration 40F (2006.615481 sec): 3 clusters Score: Raw -263455.711081 + Penalty 2862.229561 = -260593.481520 nChanged 13 SP:Iteration 41Q (2006.646780 sec): 3 clusters Score: Raw -263461.770185 + Penalty 2862.229561 = -260599.540623 nChanged 7 SP:Iteration 42Q (2006.678125 sec): 3 clusters Score: Raw -263463.675757 + Penalty 2862.229561 = -260601.446195 nChanged 2 SP:Iteration 43Q (2006.709593 sec): 3 clusters Score: Raw -263465.064772 + Penalty 2862.229561 = -260602.835211 nChanged 3 SP:Iteration 44Q (2006.740862 sec): 3 clusters Score: Raw -263466.065580 + Penalty 2862.229561 = -260603.836018 nChanged 2 SP:Iteration 45Q (2006.772460 sec): 3 clusters Score: Raw -263466.989544 + Penalty 2862.229561 = -260604.759983 nChanged 5 SP:Iteration 46Q (2006.803798 sec): 3 clusters Score: Raw -263467.924391 + Penalty 2862.229561 = -260605.694829 nChanged 3 SP:Iteration 47Q (2006.835192 sec): 3 clusters Score: Raw -263469.458927 + Penalty 2862.229561 = -260607.229365 nChanged 8 SP:Iteration 48Q (2006.866633 sec): 3 clusters Score: Raw -263473.469021 + Penalty 2862.229561 = -260611.239460 nChanged 10 SP:Iteration 49Q (2006.898090 sec): 3 clusters Score: Raw -263477.153892 + Penalty 2862.229561 = -260614.924331 nChanged 9 SP:Iteration 50Q (2006.929366 sec): 3 clusters Score: Raw -263484.386816 + Penalty 2862.229561 = -260622.157254 nChanged 14 SP:Iteration 51Q (2006.961244 sec): 3 clusters Score: Raw -263491.078609 + Penalty 2862.229561 = -260628.849048 nChanged 11 SP:Iteration 52Q (2006.992439 sec): 3 clusters Score: Raw -263495.261867 + Penalty 2862.229561 = -260633.032305 nChanged 6 SP:Iteration 53Q (2007.023561 sec): 3 clusters Score: Raw -263497.517809 + Penalty 2862.229561 = -260635.288247 nChanged 4 SP:Iteration 54Q (2007.125008 sec): 3 clusters Score: Raw -263498.532166 + Penalty 2862.229561 = -260636.302605 nChanged 3 SP:Iteration 55Q (2007.284355 sec): 3 clusters Score: Raw -263499.466169 + Penalty 2862.229561 = -260637.236608 nChanged 3 SP:Iteration 56Q (2007.363043 sec): 3 clusters Score: Raw -263500.061463 + Penalty 2862.229561 = -260637.831902 nChanged 2 SP:Iteration 57Q (2007.482990 sec): 3 clusters Score: Raw -263500.351861 + Penalty 2862.229561 = -260638.122300 nChanged 0 SP:Iteration 58F (2007.587543 sec): 3 clusters Score: Raw -263500.351861 + Penalty 2862.229561 = -260638.122300 nChanged 0 Trying to split cluster 9 (3204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2007.623571 sec): 2 clusters Score: Raw -223322.198478 + Penalty 1416.663257 = -221905.535221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2007.672685 sec): 3 clusters Score: Raw -221851.348902 + Penalty 2833.326513 = -219018.022389 nChanged 1167 SP:Iteration 1F (2007.710523 sec): 3 clusters Score: Raw -222721.073161 + Penalty 2833.326513 = -219887.746648 nChanged 314 SP:Iteration 2F (2007.748309 sec): 3 clusters Score: Raw -223076.119381 + Penalty 2833.326513 = -220242.792868 nChanged 223 SP:Iteration 3F (2007.778995 sec): 3 clusters Score: Raw -223308.510211 + Penalty 2833.326513 = -220475.183698 nChanged 176 SP:Iteration 4F (2007.810453 sec): 3 clusters Score: Raw -223470.284785 + Penalty 2833.326513 = -220636.958272 nChanged 147 SP:Iteration 5Q (2007.842121 sec): 3 clusters Score: Raw -223601.703740 + Penalty 2833.326513 = -220768.377227 nChanged 137 SP:Iteration 6Q (2007.873777 sec): 3 clusters Score: Raw -223721.991872 + Penalty 2833.326513 = -220888.665359 nChanged 112 SP:Iteration 7Q (2007.905265 sec): 3 clusters Score: Raw -223831.104370 + Penalty 2833.326513 = -220997.777857 nChanged 100 SP:Iteration 8Q (2007.935377 sec): 3 clusters Score: Raw -223937.153796 + Penalty 2833.326513 = -221103.827283 nChanged 89 SP:Iteration 9Q (2008.029733 sec): 3 clusters Score: Raw -224005.828072 + Penalty 2833.326513 = -221172.501559 nChanged 63 SP:Iteration 10Q (2008.122995 sec): 3 clusters Score: Raw -224054.395782 + Penalty 2833.326513 = -221221.069269 nChanged 41 SP:Iteration 11Q (2008.219535 sec): 3 clusters Score: Raw -224083.726511 + Penalty 2833.326513 = -221250.399998 nChanged 38 SP:Iteration 12Q (2008.248826 sec): 3 clusters Score: Raw -224111.906348 + Penalty 2833.326513 = -221278.579835 nChanged 44 SP:Iteration 13Q (2008.278796 sec): 3 clusters Score: Raw -224140.999556 + Penalty 2833.326513 = -221307.673043 nChanged 39 SP:Iteration 14Q (2008.308713 sec): 3 clusters Score: Raw -224168.477115 + Penalty 2833.326513 = -221335.150602 nChanged 30 SP:Iteration 15Q (2008.338588 sec): 3 clusters Score: Raw -224192.609047 + Penalty 2833.326513 = -221359.282534 nChanged 35 SP:Iteration 16Q (2008.379223 sec): 3 clusters Score: Raw -224221.608291 + Penalty 2833.326513 = -221388.281778 nChanged 22 SP:Iteration 17Q (2008.410811 sec): 3 clusters Score: Raw -224236.211310 + Penalty 2833.326513 = -221402.884797 nChanged 21 SP:Iteration 18Q (2008.440902 sec): 3 clusters Score: Raw -224257.468601 + Penalty 2833.326513 = -221424.142087 nChanged 24 SP:Iteration 19Q (2008.470978 sec): 3 clusters Score: Raw -224271.376467 + Penalty 2833.326513 = -221438.049954 nChanged 18 SP:Iteration 20F (2008.500696 sec): 3 clusters Score: Raw -224282.913392 + Penalty 2833.326513 = -221449.586879 nChanged 12 SP:Iteration 21Q (2008.530277 sec): 3 clusters Score: Raw -224288.818680 + Penalty 2833.326513 = -221455.492166 nChanged 10 SP:Iteration 22Q (2008.559846 sec): 3 clusters Score: Raw -224296.683987 + Penalty 2833.326513 = -221463.357474 nChanged 12 SP:Iteration 23Q (2008.589409 sec): 3 clusters Score: Raw -224306.689158 + Penalty 2833.326513 = -221473.362645 nChanged 8 SP:Iteration 24Q (2008.627380 sec): 3 clusters Score: Raw -224311.996805 + Penalty 2833.326513 = -221478.670291 nChanged 13 SP:Iteration 25Q (2008.748740 sec): 3 clusters Score: Raw -224320.112098 + Penalty 2833.326513 = -221486.785585 nChanged 12 SP:Iteration 26Q (2008.839897 sec): 3 clusters Score: Raw -224326.691528 + Penalty 2833.326513 = -221493.365014 nChanged 5 SP:Iteration 27Q (2008.937319 sec): 3 clusters Score: Raw -224329.690142 + Penalty 2833.326513 = -221496.363629 nChanged 4 SP:Iteration 28Q (2009.046970 sec): 3 clusters Score: Raw -224332.563250 + Penalty 2833.326513 = -221499.236737 nChanged 4 SP:Iteration 29Q (2009.138699 sec): 3 clusters Score: Raw -224334.049417 + Penalty 2833.326513 = -221500.722903 nChanged 3 SP:Iteration 30Q (2009.168674 sec): 3 clusters Score: Raw -224335.153410 + Penalty 2833.326513 = -221501.826897 nChanged 1 SP:Iteration 31Q (2009.198224 sec): 3 clusters Score: Raw -224335.300211 + Penalty 2833.326513 = -221501.973698 nChanged 1 SP:Iteration 32Q (2009.227956 sec): 3 clusters Score: Raw -224335.531565 + Penalty 2833.326513 = -221502.205051 nChanged 0 SP:Iteration 33F (2009.270795 sec): 3 clusters Score: Raw -224335.531565 + Penalty 2833.326513 = -221502.205051 nChanged 0 Trying to split cluster 10 (2573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2009.305479 sec): 2 clusters Score: Raw -184185.242671 + Penalty 1378.171281 = -182807.071390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2009.334528 sec): 3 clusters Score: Raw -183051.108793 + Penalty 2756.342562 = -180294.766230 nChanged 951 SP:Iteration 1F (2009.369020 sec): 3 clusters Score: Raw -183671.536856 + Penalty 2756.342562 = -180915.194294 nChanged 217 SP:Iteration 2F (2009.394625 sec): 3 clusters Score: Raw -183860.723146 + Penalty 2756.342562 = -181104.380584 nChanged 162 SP:Iteration 3F (2009.420151 sec): 3 clusters Score: Raw -184000.401661 + Penalty 2756.342562 = -181244.059099 nChanged 133 SP:Iteration 4F (2009.445627 sec): 3 clusters Score: Raw -184129.202801 + Penalty 2756.342562 = -181372.860239 nChanged 125 SP:Iteration 5Q (2009.488084 sec): 3 clusters Score: Raw -184261.838345 + Penalty 2756.342562 = -181505.495783 nChanged 102 SP:Iteration 6Q (2009.513221 sec): 3 clusters Score: Raw -184365.633837 + Penalty 2756.342562 = -181609.291275 nChanged 79 SP:Iteration 7Q (2009.538082 sec): 3 clusters Score: Raw -184428.692986 + Penalty 2756.342562 = -181672.350424 nChanged 61 SP:Iteration 8Q (2009.563165 sec): 3 clusters Score: Raw -184483.112020 + Penalty 2756.342562 = -181726.769458 nChanged 61 SP:Iteration 9Q (2009.588171 sec): 3 clusters Score: Raw -184529.604286 + Penalty 2756.342562 = -181773.261724 nChanged 40 SP:Iteration 10Q (2009.616468 sec): 3 clusters Score: Raw -184558.528144 + Penalty 2756.342562 = -181802.185582 nChanged 29 SP:Iteration 11Q (2009.641446 sec): 3 clusters Score: Raw -184578.114011 + Penalty 2756.342562 = -181821.771449 nChanged 24 SP:Iteration 12Q (2009.666341 sec): 3 clusters Score: Raw -184594.066515 + Penalty 2756.342562 = -181837.723953 nChanged 20 SP:Iteration 13Q (2009.691248 sec): 3 clusters Score: Raw -184604.691218 + Penalty 2756.342562 = -181848.348656 nChanged 16 SP:Iteration 14Q (2009.716130 sec): 3 clusters Score: Raw -184611.415580 + Penalty 2756.342562 = -181855.073018 nChanged 12 SP:Iteration 15Q (2009.743566 sec): 3 clusters Score: Raw -184617.444681 + Penalty 2756.342562 = -181861.102119 nChanged 10 SP:Iteration 16Q (2009.768459 sec): 3 clusters Score: Raw -184621.190540 + Penalty 2756.342562 = -181864.847978 nChanged 5 SP:Iteration 17Q (2009.793083 sec): 3 clusters Score: Raw -184623.965019 + Penalty 2756.342562 = -181867.622457 nChanged 5 SP:Iteration 18Q (2009.818016 sec): 3 clusters Score: Raw -184626.407113 + Penalty 2756.342562 = -181870.064551 nChanged 4 SP:Iteration 19Q (2009.842906 sec): 3 clusters Score: Raw -184630.977850 + Penalty 2756.342562 = -181874.635288 nChanged 7 SP:Iteration 20F (2009.962843 sec): 3 clusters Score: Raw -184633.990162 + Penalty 2756.342562 = -181877.647600 nChanged 7 SP:Iteration 21Q (2010.037791 sec): 3 clusters Score: Raw -184636.995892 + Penalty 2756.342562 = -181880.653330 nChanged 6 SP:Iteration 22Q (2010.147185 sec): 3 clusters Score: Raw -184640.590776 + Penalty 2756.342562 = -181884.248214 nChanged 7 SP:Iteration 23Q (2010.257634 sec): 3 clusters Score: Raw -184643.673388 + Penalty 2756.342562 = -181887.330826 nChanged 10 SP:Iteration 24Q (2010.287090 sec): 3 clusters Score: Raw -184649.426676 + Penalty 2756.342562 = -181893.084114 nChanged 12 SP:Iteration 25Q (2010.316270 sec): 3 clusters Score: Raw -184656.902213 + Penalty 2756.342562 = -181900.559651 nChanged 9 SP:Iteration 26Q (2010.407924 sec): 3 clusters Score: Raw -184663.153606 + Penalty 2756.342562 = -181906.811044 nChanged 10 SP:Iteration 27Q (2010.451222 sec): 3 clusters Score: Raw -184668.436903 + Penalty 2756.342562 = -181912.094341 nChanged 11 SP:Iteration 28Q (2010.481397 sec): 3 clusters Score: Raw -184674.129831 + Penalty 2756.342562 = -181917.787269 nChanged 4 SP:Iteration 29Q (2010.524283 sec): 3 clusters Score: Raw -184675.256805 + Penalty 2756.342562 = -181918.914243 nChanged 1 SP:Iteration 30Q (2010.551201 sec): 3 clusters Score: Raw -184675.576151 + Penalty 2756.342562 = -181919.233589 nChanged 1 SP:Iteration 31Q (2010.576710 sec): 3 clusters Score: Raw -184675.792673 + Penalty 2756.342562 = -181919.450111 nChanged 1 SP:Iteration 32Q (2010.602082 sec): 3 clusters Score: Raw -184676.101014 + Penalty 2756.342562 = -181919.758452 nChanged 0 SP:Iteration 33F (2010.645870 sec): 3 clusters Score: Raw -184676.101014 + Penalty 2756.342562 = -181919.758452 nChanged 0 Trying to split cluster 11 (2021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2010.678121 sec): 2 clusters Score: Raw -153737.883949 + Penalty 1335.791524 = -152402.092424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2010.699796 sec): 3 clusters Score: Raw -152883.874993 + Penalty 2671.583049 = -150212.291944 nChanged 670 SP:Iteration 1F (2010.720427 sec): 3 clusters Score: Raw -153345.792688 + Penalty 2671.583049 = -150674.209639 nChanged 159 SP:Iteration 2F (2010.752351 sec): 3 clusters Score: Raw -153472.773629 + Penalty 2671.583049 = -150801.190580 nChanged 105 SP:Iteration 3F (2010.773144 sec): 3 clusters Score: Raw -153552.275627 + Penalty 2671.583049 = -150880.692578 nChanged 80 SP:Iteration 4Q (2010.797047 sec): 3 clusters Score: Raw -153623.901279 + Penalty 2671.583049 = -150952.318231 nChanged 69 SP:Iteration 5Q (2010.818146 sec): 3 clusters Score: Raw -153691.871701 + Penalty 2671.583049 = -151020.288652 nChanged 58 SP:Iteration 6Q (2010.839064 sec): 3 clusters Score: Raw -153740.980923 + Penalty 2671.583049 = -151069.397874 nChanged 38 SP:Iteration 7Q (2010.875822 sec): 3 clusters Score: Raw -153764.877385 + Penalty 2671.583049 = -151093.294336 nChanged 21 SP:Iteration 8Q (2010.896763 sec): 3 clusters Score: Raw -153776.057229 + Penalty 2671.583049 = -151104.474180 nChanged 15 SP:Iteration 9Q (2010.917187 sec): 3 clusters Score: Raw -153791.143929 + Penalty 2671.583049 = -151119.560880 nChanged 19 SP:Iteration 10Q (2010.937821 sec): 3 clusters Score: Raw -153802.178477 + Penalty 2671.583049 = -151130.595428 nChanged 19 SP:Iteration 11Q (2010.962973 sec): 3 clusters Score: Raw -153814.696402 + Penalty 2671.583049 = -151143.113353 nChanged 17 SP:Iteration 12Q (2010.983408 sec): 3 clusters Score: Raw -153824.627570 + Penalty 2671.583049 = -151153.044522 nChanged 18 SP:Iteration 13Q (2011.003901 sec): 3 clusters Score: Raw -153832.167691 + Penalty 2671.583049 = -151160.584642 nChanged 12 SP:Iteration 14Q (2011.024401 sec): 3 clusters Score: Raw -153840.716384 + Penalty 2671.583049 = -151169.133335 nChanged 12 SP:Iteration 15Q (2011.046167 sec): 3 clusters Score: Raw -153850.949335 + Penalty 2671.583049 = -151179.366286 nChanged 15 SP:Iteration 16Q (2011.157840 sec): 3 clusters Score: Raw -153862.771728 + Penalty 2671.583049 = -151191.188679 nChanged 14 SP:Iteration 17Q (2011.263306 sec): 3 clusters Score: Raw -153869.345001 + Penalty 2671.583049 = -151197.761952 nChanged 9 SP:Iteration 18Q (2011.350635 sec): 3 clusters Score: Raw -153875.302968 + Penalty 2671.583049 = -151203.719919 nChanged 6 SP:Iteration 19Q (2011.440720 sec): 3 clusters Score: Raw -153881.014453 + Penalty 2671.583049 = -151209.431404 nChanged 9 SP:Iteration 20F (2011.515450 sec): 3 clusters Score: Raw -153885.874934 + Penalty 2671.583049 = -151214.291886 nChanged 6 SP:Iteration 21Q (2011.628088 sec): 3 clusters Score: Raw -153889.917954 + Penalty 2671.583049 = -151218.334905 nChanged 7 SP:Iteration 22Q (2011.701721 sec): 3 clusters Score: Raw -153893.497602 + Penalty 2671.583049 = -151221.914554 nChanged 5 SP:Iteration 23Q (2011.725478 sec): 3 clusters Score: Raw -153896.581724 + Penalty 2671.583049 = -151224.998675 nChanged 3 SP:Iteration 24Q (2011.750422 sec): 3 clusters Score: Raw -153898.646988 + Penalty 2671.583049 = -151227.063939 nChanged 4 SP:Iteration 25Q (2011.775150 sec): 3 clusters Score: Raw -153901.376869 + Penalty 2671.583049 = -151229.793820 nChanged 5 SP:Iteration 26Q (2011.799990 sec): 3 clusters Score: Raw -153902.797752 + Penalty 2671.583049 = -151231.214704 nChanged 1 SP:Iteration 27Q (2011.824997 sec): 3 clusters Score: Raw -153903.173095 + Penalty 2671.583049 = -151231.590046 nChanged 0 SP:Iteration 28F (2011.856271 sec): 3 clusters Score: Raw -153903.173095 + Penalty 2671.583049 = -151231.590046 nChanged 0 Trying to split cluster 12 (4235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2011.896830 sec): 2 clusters Score: Raw -278277.648889 + Penalty 1465.624826 = -276812.024064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2011.935752 sec): 3 clusters Score: Raw -276199.281576 + Penalty 2931.249651 = -273268.031925 nChanged 1666 SP:Iteration 1F (2011.976496 sec): 3 clusters Score: Raw -277181.813634 + Penalty 2931.249651 = -274250.563983 nChanged 376 SP:Iteration 2F (2012.038176 sec): 3 clusters Score: Raw -277506.565270 + Penalty 2931.249651 = -274575.315619 nChanged 325 SP:Iteration 3F (2012.113859 sec): 3 clusters Score: Raw -277827.784174 + Penalty 2931.249651 = -274896.534523 nChanged 266 SP:Iteration 4F (2012.161407 sec): 3 clusters Score: Raw -278111.008273 + Penalty 2931.249651 = -275179.758622 nChanged 253 SP:Iteration 5F (2012.199463 sec): 3 clusters Score: Raw -278322.557455 + Penalty 2931.249651 = -275391.307804 nChanged 189 SP:Iteration 6Q (2012.237446 sec): 3 clusters Score: Raw -278462.492450 + Penalty 2931.249651 = -275531.242799 nChanged 162 SP:Iteration 7Q (2012.275820 sec): 3 clusters Score: Raw -278565.821192 + Penalty 2931.249651 = -275634.571541 nChanged 103 SP:Iteration 8Q (2012.323325 sec): 3 clusters Score: Raw -278631.511482 + Penalty 2931.249651 = -275700.261831 nChanged 102 SP:Iteration 9Q (2012.368092 sec): 3 clusters Score: Raw -278696.047086 + Penalty 2931.249651 = -275764.797435 nChanged 86 SP:Iteration 10Q (2012.412776 sec): 3 clusters Score: Raw -278746.825206 + Penalty 2931.249651 = -275815.575555 nChanged 66 SP:Iteration 11Q (2012.502953 sec): 3 clusters Score: Raw -278784.568085 + Penalty 2931.249651 = -275853.318434 nChanged 70 SP:Iteration 12Q (2012.542508 sec): 3 clusters Score: Raw -278816.309815 + Penalty 2931.249651 = -275885.060164 nChanged 45 SP:Iteration 13Q (2012.581306 sec): 3 clusters Score: Raw -278832.784835 + Penalty 2931.249651 = -275901.535184 nChanged 29 SP:Iteration 14Q (2012.642686 sec): 3 clusters Score: Raw -278843.826653 + Penalty 2931.249651 = -275912.577002 nChanged 21 SP:Iteration 15Q (2012.723801 sec): 3 clusters Score: Raw -278850.508974 + Penalty 2931.249651 = -275919.259323 nChanged 18 SP:Iteration 16Q (2012.802036 sec): 3 clusters Score: Raw -278856.808210 + Penalty 2931.249651 = -275925.558559 nChanged 11 SP:Iteration 17Q (2012.942196 sec): 3 clusters Score: Raw -278861.105699 + Penalty 2931.249651 = -275929.856048 nChanged 8 SP:Iteration 18Q (2013.034137 sec): 3 clusters Score: Raw -278864.566336 + Penalty 2931.249651 = -275933.316685 nChanged 18 SP:Iteration 19Q (2013.139666 sec): 3 clusters Score: Raw -278871.360425 + Penalty 2931.249651 = -275940.110774 nChanged 20 SP:Iteration 20F (2013.237408 sec): 3 clusters Score: Raw -278877.350479 + Penalty 2931.249651 = -275946.100828 nChanged 14 SP:Iteration 21Q (2013.348592 sec): 3 clusters Score: Raw -278881.947367 + Penalty 2931.249651 = -275950.697716 nChanged 12 SP:Iteration 22Q (2013.460313 sec): 3 clusters Score: Raw -278886.287382 + Penalty 2931.249651 = -275955.037731 nChanged 14 SP:Iteration 23Q (2013.562116 sec): 3 clusters Score: Raw -278892.577020 + Penalty 2931.249651 = -275961.327369 nChanged 17 SP:Iteration 24Q (2013.683137 sec): 3 clusters Score: Raw -278898.092387 + Penalty 2931.249651 = -275966.842736 nChanged 9 SP:Iteration 25Q (2013.745378 sec): 3 clusters Score: Raw -278900.121678 + Penalty 2931.249651 = -275968.872027 nChanged 5 SP:Iteration 26Q (2013.784875 sec): 3 clusters Score: Raw -278901.962169 + Penalty 2931.249651 = -275970.712517 nChanged 4 SP:Iteration 27Q (2013.901880 sec): 3 clusters Score: Raw -278904.570513 + Penalty 2931.249651 = -275973.320862 nChanged 5 SP:Iteration 28Q (2013.967666 sec): 3 clusters Score: Raw -278907.322761 + Penalty 2931.249651 = -275976.073110 nChanged 7 SP:Iteration 29Q (2014.008448 sec): 3 clusters Score: Raw -278908.247564 + Penalty 2931.249651 = -275976.997913 nChanged 4 SP:Iteration 30Q (2014.061911 sec): 3 clusters Score: Raw -278909.013830 + Penalty 2931.249651 = -275977.764179 nChanged 0 SP:Iteration 31F (2014.102185 sec): 3 clusters Score: Raw -278909.013830 + Penalty 2931.249651 = -275977.764179 nChanged 0 Trying to split cluster 13 (2042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2014.136946 sec): 2 clusters Score: Raw -99632.558854 + Penalty 1337.605717 = -98294.953137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2014.164105 sec): 3 clusters Score: Raw -98797.067972 + Penalty 2675.211435 = -96121.856537 nChanged 718 SP:Iteration 1F (2014.189685 sec): 3 clusters Score: Raw -99506.206216 + Penalty 2675.211435 = -96830.994781 nChanged 270 SP:Iteration 2F (2014.215595 sec): 3 clusters Score: Raw -99926.680537 + Penalty 2675.211435 = -97251.469102 nChanged 190 SP:Iteration 3F (2014.264115 sec): 3 clusters Score: Raw -100171.449327 + Penalty 2675.211435 = -97496.237893 nChanged 109 SP:Iteration 4F (2014.289651 sec): 3 clusters Score: Raw -100295.331911 + Penalty 2675.211435 = -97620.120477 nChanged 54 SP:Iteration 5Q (2014.314490 sec): 3 clusters Score: Raw -100348.303137 + Penalty 2675.211435 = -97673.091702 nChanged 43 SP:Iteration 6Q (2014.355550 sec): 3 clusters Score: Raw -100393.609234 + Penalty 2675.211435 = -97718.397800 nChanged 21 SP:Iteration 7Q (2014.380362 sec): 3 clusters Score: Raw -100406.129674 + Penalty 2675.211435 = -97730.918240 nChanged 12 SP:Iteration 8Q (2014.405102 sec): 3 clusters Score: Raw -100412.961271 + Penalty 2675.211435 = -97737.749836 nChanged 10 SP:Iteration 9Q (2014.429802 sec): 3 clusters Score: Raw -100423.927613 + Penalty 2675.211435 = -97748.716179 nChanged 19 SP:Iteration 10Q (2014.456857 sec): 3 clusters Score: Raw -100435.444074 + Penalty 2675.211435 = -97760.232639 nChanged 11 SP:Iteration 11Q (2014.480666 sec): 3 clusters Score: Raw -100443.606017 + Penalty 2675.211435 = -97768.394582 nChanged 11 SP:Iteration 12Q (2014.505456 sec): 3 clusters Score: Raw -100454.955363 + Penalty 2675.211435 = -97779.743928 nChanged 19 SP:Iteration 13Q (2014.530021 sec): 3 clusters Score: Raw -100468.987510 + Penalty 2675.211435 = -97793.776076 nChanged 13 SP:Iteration 14Q (2014.621853 sec): 3 clusters Score: Raw -100477.925483 + Penalty 2675.211435 = -97802.714048 nChanged 12 SP:Iteration 15Q (2014.720922 sec): 3 clusters Score: Raw -100482.835476 + Penalty 2675.211435 = -97807.624041 nChanged 6 SP:Iteration 16Q (2014.811384 sec): 3 clusters Score: Raw -100486.166497 + Penalty 2675.211435 = -97810.955062 nChanged 9 SP:Iteration 17Q (2014.902899 sec): 3 clusters Score: Raw -100490.096713 + Penalty 2675.211435 = -97814.885279 nChanged 4 SP:Iteration 18Q (2014.989495 sec): 3 clusters Score: Raw -100491.981933 + Penalty 2675.211435 = -97816.770498 nChanged 3 SP:Iteration 19Q (2015.051860 sec): 3 clusters Score: Raw -100492.745597 + Penalty 2675.211435 = -97817.534163 nChanged 2 SP:Iteration 20F (2015.076702 sec): 3 clusters Score: Raw -100493.676207 + Penalty 2675.211435 = -97818.464772 nChanged 3 SP:Iteration 21Q (2015.101496 sec): 3 clusters Score: Raw -100496.449307 + Penalty 2675.211435 = -97821.237873 nChanged 3 SP:Iteration 22Q (2015.126310 sec): 3 clusters Score: Raw -100497.360028 + Penalty 2675.211435 = -97822.148593 nChanged 1 SP:Iteration 23Q (2015.151032 sec): 3 clusters Score: Raw -100499.257307 + Penalty 2675.211435 = -97824.045873 nChanged 3 SP:Iteration 24Q (2015.175637 sec): 3 clusters Score: Raw -100500.308304 + Penalty 2675.211435 = -97825.096869 nChanged 3 SP:Iteration 25Q (2015.200457 sec): 3 clusters Score: Raw -100501.848319 + Penalty 2675.211435 = -97826.636885 nChanged 3 SP:Iteration 26Q (2015.225257 sec): 3 clusters Score: Raw -100503.607344 + Penalty 2675.211435 = -97828.395909 nChanged 3 SP:Iteration 27Q (2015.249769 sec): 3 clusters Score: Raw -100504.241367 + Penalty 2675.211435 = -97829.029933 nChanged 0 SP:Iteration 28F (2015.274562 sec): 3 clusters Score: Raw -100504.241367 + Penalty 2675.211435 = -97829.029933 nChanged 0 Trying to split cluster 14 (3742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2015.311744 sec): 2 clusters Score: Raw -243606.433441 + Penalty 1443.904401 = -242162.529040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2015.349073 sec): 3 clusters Score: Raw -241815.572467 + Penalty 2887.808803 = -238927.763664 nChanged 1458 SP:Iteration 1F (2015.392325 sec): 3 clusters Score: Raw -242846.591237 + Penalty 2887.808803 = -239958.782434 nChanged 345 SP:Iteration 2F (2015.435972 sec): 3 clusters Score: Raw -243117.879552 + Penalty 2887.808803 = -240230.070749 nChanged 234 SP:Iteration 3F (2015.479438 sec): 3 clusters Score: Raw -243311.287851 + Penalty 2887.808803 = -240423.479048 nChanged 171 SP:Iteration 4Q (2015.519196 sec): 3 clusters Score: Raw -243454.715613 + Penalty 2887.808803 = -240566.906810 nChanged 171 SP:Iteration 5Q (2015.556123 sec): 3 clusters Score: Raw -243585.368952 + Penalty 2887.808803 = -240697.560149 nChanged 139 SP:Iteration 6Q (2015.593106 sec): 3 clusters Score: Raw -243693.465159 + Penalty 2887.808803 = -240805.656356 nChanged 115 SP:Iteration 7Q (2015.630246 sec): 3 clusters Score: Raw -243784.886318 + Penalty 2887.808803 = -240897.077516 nChanged 123 SP:Iteration 8Q (2015.667212 sec): 3 clusters Score: Raw -243867.241422 + Penalty 2887.808803 = -240979.432619 nChanged 98 SP:Iteration 9Q (2015.704726 sec): 3 clusters Score: Raw -243929.111498 + Penalty 2887.808803 = -241041.302695 nChanged 82 SP:Iteration 10Q (2015.744186 sec): 3 clusters Score: Raw -243982.141753 + Penalty 2887.808803 = -241094.332950 nChanged 74 SP:Iteration 11Q (2015.784719 sec): 3 clusters Score: Raw -244021.525703 + Penalty 2887.808803 = -241133.716900 nChanged 65 SP:Iteration 12Q (2015.825235 sec): 3 clusters Score: Raw -244050.554334 + Penalty 2887.808803 = -241162.745532 nChanged 58 SP:Iteration 13Q (2015.865307 sec): 3 clusters Score: Raw -244083.728165 + Penalty 2887.808803 = -241195.919362 nChanged 42 SP:Iteration 14Q (2015.904658 sec): 3 clusters Score: Raw -244098.351705 + Penalty 2887.808803 = -241210.542902 nChanged 30 SP:Iteration 15Q (2016.008985 sec): 3 clusters Score: Raw -244110.535855 + Penalty 2887.808803 = -241222.727052 nChanged 32 SP:Iteration 16Q (2016.126550 sec): 3 clusters Score: Raw -244123.163757 + Penalty 2887.808803 = -241235.354954 nChanged 22 SP:Iteration 17Q (2016.229470 sec): 3 clusters Score: Raw -244128.598298 + Penalty 2887.808803 = -241240.789495 nChanged 8 SP:Iteration 18Q (2016.326045 sec): 3 clusters Score: Raw -244131.529262 + Penalty 2887.808803 = -241243.720459 nChanged 9 SP:Iteration 19Q (2016.426611 sec): 3 clusters Score: Raw -244134.175958 + Penalty 2887.808803 = -241246.367155 nChanged 11 SP:Iteration 20F (2016.469233 sec): 3 clusters Score: Raw -244137.610007 + Penalty 2887.808803 = -241249.801205 nChanged 12 SP:Iteration 21Q (2016.506452 sec): 3 clusters Score: Raw -244139.770344 + Penalty 2887.808803 = -241251.961541 nChanged 4 SP:Iteration 22Q (2016.544892 sec): 3 clusters Score: Raw -244141.345464 + Penalty 2887.808803 = -241253.536661 nChanged 9 SP:Iteration 23Q (2016.584666 sec): 3 clusters Score: Raw -244145.766317 + Penalty 2887.808803 = -241257.957514 nChanged 7 SP:Iteration 24Q (2016.624512 sec): 3 clusters Score: Raw -244148.196678 + Penalty 2887.808803 = -241260.387875 nChanged 6 SP:Iteration 25Q (2016.664497 sec): 3 clusters Score: Raw -244150.002290 + Penalty 2887.808803 = -241262.193487 nChanged 7 SP:Iteration 26Q (2016.704473 sec): 3 clusters Score: Raw -244152.543642 + Penalty 2887.808803 = -241264.734839 nChanged 8 SP:Iteration 27Q (2016.745998 sec): 3 clusters Score: Raw -244154.437058 + Penalty 2887.808803 = -241266.628255 nChanged 7 SP:Iteration 28Q (2016.785678 sec): 3 clusters Score: Raw -244157.235437 + Penalty 2887.808803 = -241269.426634 nChanged 10 SP:Iteration 29Q (2016.830026 sec): 3 clusters Score: Raw -244161.199776 + Penalty 2887.808803 = -241273.390973 nChanged 13 SP:Iteration 30Q (2016.869829 sec): 3 clusters Score: Raw -244165.909054 + Penalty 2887.808803 = -241278.100251 nChanged 13 SP:Iteration 31Q (2016.909472 sec): 3 clusters Score: Raw -244169.020353 + Penalty 2887.808803 = -241281.211550 nChanged 9 SP:Iteration 32Q (2016.948987 sec): 3 clusters Score: Raw -244171.252201 + Penalty 2887.808803 = -241283.443398 nChanged 7 SP:Iteration 33Q (2016.988733 sec): 3 clusters Score: Raw -244173.497499 + Penalty 2887.808803 = -241285.688697 nChanged 6 SP:Iteration 34Q (2017.028249 sec): 3 clusters Score: Raw -244175.361256 + Penalty 2887.808803 = -241287.552453 nChanged 3 SP:Iteration 35Q (2017.068288 sec): 3 clusters Score: Raw -244176.976868 + Penalty 2887.808803 = -241289.168065 nChanged 6 SP:Iteration 36Q (2017.107770 sec): 3 clusters Score: Raw -244178.687592 + Penalty 2887.808803 = -241290.878789 nChanged 4 SP:Iteration 37Q (2017.147228 sec): 3 clusters Score: Raw -244179.893474 + Penalty 2887.808803 = -241292.084671 nChanged 3 SP:Iteration 38Q (2017.186729 sec): 3 clusters Score: Raw -244180.576279 + Penalty 2887.808803 = -241292.767476 nChanged 2 SP:Iteration 39Q (2017.227628 sec): 3 clusters Score: Raw -244182.095010 + Penalty 2887.808803 = -241294.286207 nChanged 7 SP:Iteration 40F (2017.267254 sec): 3 clusters Score: Raw -244184.143051 + Penalty 2887.808803 = -241296.334249 nChanged 3 SP:Iteration 41Q (2017.306603 sec): 3 clusters Score: Raw -244184.629679 + Penalty 2887.808803 = -241296.820876 nChanged 2 SP:Iteration 42Q (2017.346180 sec): 3 clusters Score: Raw -244184.863450 + Penalty 2887.808803 = -241297.054647 nChanged 1 SP:Iteration 43Q (2017.385651 sec): 3 clusters Score: Raw -244185.092529 + Penalty 2887.808803 = -241297.283726 nChanged 1 SP:Iteration 44Q (2017.425146 sec): 3 clusters Score: Raw -244185.229175 + Penalty 2887.808803 = -241297.420372 nChanged 2 SP:Iteration 45Q (2017.464879 sec): 3 clusters Score: Raw -244185.592829 + Penalty 2887.808803 = -241297.784026 nChanged 1 SP:Iteration 46Q (2017.504489 sec): 3 clusters Score: Raw -244186.360715 + Penalty 2887.808803 = -241298.551912 nChanged 4 SP:Iteration 47Q (2017.625231 sec): 3 clusters Score: Raw -244187.453932 + Penalty 2887.808803 = -241299.645129 nChanged 4 SP:Iteration 48Q (2017.735734 sec): 3 clusters Score: Raw -244188.396210 + Penalty 2887.808803 = -241300.587407 nChanged 1 SP:Iteration 49Q (2017.856950 sec): 3 clusters Score: Raw -244188.780606 + Penalty 2887.808803 = -241300.971803 nChanged 1 SP:Iteration 50Q (2017.972756 sec): 3 clusters Score: Raw -244188.863201 + Penalty 2887.808803 = -241301.054398 nChanged 0 SP:Iteration 51F (2018.011102 sec): 3 clusters Score: Raw -244188.863201 + Penalty 2887.808803 = -241301.054398 nChanged 0 Trying to split cluster 15 (8720 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2018.062870 sec): 2 clusters Score: Raw -687147.516941 + Penalty 1592.377228 = -685555.139713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2018.114941 sec): 3 clusters Score: Raw -682349.079395 + Penalty 3184.754455 = -679164.324939 nChanged 3637 SP:Iteration 1F (2018.201306 sec): 3 clusters Score: Raw -684420.247976 + Penalty 3184.754455 = -681235.493521 nChanged 592 SP:Iteration 2F (2018.276243 sec): 3 clusters Score: Raw -684720.299256 + Penalty 3184.754455 = -681535.544801 nChanged 535 SP:Iteration 3F (2018.349661 sec): 3 clusters Score: Raw -684989.871227 + Penalty 3184.754455 = -681805.116772 nChanged 429 SP:Iteration 4Q (2018.409058 sec): 3 clusters Score: Raw -685187.386658 + Penalty 3184.754455 = -682002.632203 nChanged 357 SP:Iteration 5Q (2018.469329 sec): 3 clusters Score: Raw -685362.255186 + Penalty 3184.754455 = -682177.500731 nChanged 380 SP:Iteration 6Q (2018.529819 sec): 3 clusters Score: Raw -685552.450300 + Penalty 3184.754455 = -682367.695845 nChanged 354 SP:Iteration 7Q (2018.590267 sec): 3 clusters Score: Raw -685736.515319 + Penalty 3184.754455 = -682551.760864 nChanged 350 SP:Iteration 8Q (2018.649933 sec): 3 clusters Score: Raw -685908.217225 + Penalty 3184.754455 = -682723.462770 nChanged 314 SP:Iteration 9Q (2018.711097 sec): 3 clusters Score: Raw -686056.707764 + Penalty 3184.754455 = -682871.953309 nChanged 257 SP:Iteration 10Q (2018.777352 sec): 3 clusters Score: Raw -686169.841270 + Penalty 3184.754455 = -682985.086814 nChanged 208 SP:Iteration 11Q (2018.844634 sec): 3 clusters Score: Raw -686246.877739 + Penalty 3184.754455 = -683062.123283 nChanged 171 SP:Iteration 12Q (2018.903647 sec): 3 clusters Score: Raw -686299.432502 + Penalty 3184.754455 = -683114.678046 nChanged 154 SP:Iteration 13Q (2018.961619 sec): 3 clusters Score: Raw -686350.458113 + Penalty 3184.754455 = -683165.703658 nChanged 135 SP:Iteration 14Q (2019.019074 sec): 3 clusters Score: Raw -686389.300420 + Penalty 3184.754455 = -683204.545964 nChanged 101 SP:Iteration 15Q (2019.080395 sec): 3 clusters Score: Raw -686415.402179 + Penalty 3184.754455 = -683230.647724 nChanged 92 SP:Iteration 16Q (2019.141955 sec): 3 clusters Score: Raw -686437.766599 + Penalty 3184.754455 = -683253.012144 nChanged 79 SP:Iteration 17Q (2019.210408 sec): 3 clusters Score: Raw -686458.601242 + Penalty 3184.754455 = -683273.846787 nChanged 89 SP:Iteration 18Q (2019.278970 sec): 3 clusters Score: Raw -686482.495627 + Penalty 3184.754455 = -683297.741172 nChanged 91 SP:Iteration 19Q (2019.343055 sec): 3 clusters Score: Raw -686508.237366 + Penalty 3184.754455 = -683323.482911 nChanged 74 SP:Iteration 20F (2019.400770 sec): 3 clusters Score: Raw -686528.644601 + Penalty 3184.754455 = -683343.890145 nChanged 82 SP:Iteration 21Q (2019.461581 sec): 3 clusters Score: Raw -686548.875696 + Penalty 3184.754455 = -683364.121241 nChanged 76 SP:Iteration 22Q (2019.529922 sec): 3 clusters Score: Raw -686568.939128 + Penalty 3184.754455 = -683384.184673 nChanged 77 SP:Iteration 23Q (2019.598599 sec): 3 clusters Score: Raw -686587.097787 + Penalty 3184.754455 = -683402.343332 nChanged 68 SP:Iteration 24Q (2019.776345 sec): 3 clusters Score: Raw -686603.646198 + Penalty 3184.754455 = -683418.891743 nChanged 67 SP:Iteration 25Q (2019.925905 sec): 3 clusters Score: Raw -686626.124536 + Penalty 3184.754455 = -683441.370081 nChanged 73 SP:Iteration 26Q (2020.088758 sec): 3 clusters Score: Raw -686645.896034 + Penalty 3184.754455 = -683461.141578 nChanged 69 SP:Iteration 27Q (2020.218661 sec): 3 clusters Score: Raw -686660.282942 + Penalty 3184.754455 = -683475.528486 nChanged 58 SP:Iteration 28Q (2020.284455 sec): 3 clusters Score: Raw -686674.314568 + Penalty 3184.754455 = -683489.560112 nChanged 69 SP:Iteration 29Q (2020.376716 sec): 3 clusters Score: Raw -686689.259269 + Penalty 3184.754455 = -683504.504814 nChanged 66 SP:Iteration 30Q (2020.526017 sec): 3 clusters Score: Raw -686705.674020 + Penalty 3184.754455 = -683520.919564 nChanged 77 SP:Iteration 31Q (2020.588855 sec): 3 clusters Score: Raw -686722.628970 + Penalty 3184.754455 = -683537.874515 nChanged 64 SP:Iteration 32Q (2020.651315 sec): 3 clusters Score: Raw -686739.096087 + Penalty 3184.754455 = -683554.341632 nChanged 68 SP:Iteration 33Q (2020.711902 sec): 3 clusters Score: Raw -686756.822136 + Penalty 3184.754455 = -683572.067681 nChanged 65 SP:Iteration 34Q (2020.785168 sec): 3 clusters Score: Raw -686773.831729 + Penalty 3184.754455 = -683589.077273 nChanged 58 SP:Iteration 35Q (2020.858044 sec): 3 clusters Score: Raw -686787.731809 + Penalty 3184.754455 = -683602.977354 nChanged 57 SP:Iteration 36Q (2020.922096 sec): 3 clusters Score: Raw -686800.938249 + Penalty 3184.754455 = -683616.183794 nChanged 57 SP:Iteration 37Q (2020.979576 sec): 3 clusters Score: Raw -686816.453662 + Penalty 3184.754455 = -683631.699207 nChanged 74 SP:Iteration 38Q (2021.037951 sec): 3 clusters Score: Raw -686837.972471 + Penalty 3184.754455 = -683653.218015 nChanged 81 SP:Iteration 39Q (2021.097330 sec): 3 clusters Score: Raw -686860.094437 + Penalty 3184.754455 = -683675.339982 nChanged 70 SP:Iteration 40F (2021.159802 sec): 3 clusters Score: Raw -686879.578291 + Penalty 3184.754455 = -683694.823836 nChanged 65 SP:Iteration 41Q (2021.230965 sec): 3 clusters Score: Raw -686894.637478 + Penalty 3184.754455 = -683709.883023 nChanged 57 SP:Iteration 42Q (2021.302879 sec): 3 clusters Score: Raw -686909.263701 + Penalty 3184.754455 = -683724.509245 nChanged 56 SP:Iteration 43Q (2021.367626 sec): 3 clusters Score: Raw -686923.343275 + Penalty 3184.754455 = -683738.588820 nChanged 55 SP:Iteration 44Q (2021.429374 sec): 3 clusters Score: Raw -686934.097350 + Penalty 3184.754455 = -683749.342895 nChanged 47 SP:Iteration 45Q (2021.490333 sec): 3 clusters Score: Raw -686944.264934 + Penalty 3184.754455 = -683759.510478 nChanged 44 SP:Iteration 46Q (2021.552050 sec): 3 clusters Score: Raw -686954.245323 + Penalty 3184.754455 = -683769.490867 nChanged 47 SP:Iteration 47Q (2021.615479 sec): 3 clusters Score: Raw -686968.196254 + Penalty 3184.754455 = -683783.441799 nChanged 58 SP:Iteration 48Q (2021.683710 sec): 3 clusters Score: Raw -686984.341058 + Penalty 3184.754455 = -683799.586603 nChanged 62 SP:Iteration 49Q (2021.750990 sec): 3 clusters Score: Raw -687000.113386 + Penalty 3184.754455 = -683815.358930 nChanged 53 SP:Iteration 50Q (2021.815097 sec): 3 clusters Score: Raw -687013.656243 + Penalty 3184.754455 = -683828.901787 nChanged 62 SP:Iteration 51Q (2021.874871 sec): 3 clusters Score: Raw -687029.535812 + Penalty 3184.754455 = -683844.781357 nChanged 60 SP:Iteration 52Q (2021.937752 sec): 3 clusters Score: Raw -687045.707797 + Penalty 3184.754455 = -683860.953342 nChanged 50 SP:Iteration 53Q (2022.036483 sec): 3 clusters Score: Raw -687060.231132 + Penalty 3184.754455 = -683875.476676 nChanged 59 SP:Iteration 54Q (2022.105499 sec): 3 clusters Score: Raw -687079.059748 + Penalty 3184.754455 = -683894.305292 nChanged 72 SP:Iteration 55Q (2022.170072 sec): 3 clusters Score: Raw -687102.447438 + Penalty 3184.754455 = -683917.692982 nChanged 72 SP:Iteration 56Q (2022.348395 sec): 3 clusters Score: Raw -687127.569995 + Penalty 3184.754455 = -683942.815540 nChanged 78 SP:Iteration 57Q (2022.475224 sec): 3 clusters Score: Raw -687151.660906 + Penalty 3184.754455 = -683966.906450 nChanged 69 SP:Iteration 58Q (2022.563360 sec): 3 clusters Score: Raw -687176.242879 + Penalty 3184.754455 = -683991.488423 nChanged 70 SP:Iteration 59Q (2022.637840 sec): 3 clusters Score: Raw -687199.331231 + Penalty 3184.754455 = -684014.576775 nChanged 65 SP:Iteration 60F (2022.694191 sec): 3 clusters Score: Raw -687221.386941 + Penalty 3184.754455 = -684036.632486 nChanged 56 SP:Iteration 61Q (2022.750196 sec): 3 clusters Score: Raw -687240.107356 + Penalty 3184.754455 = -684055.352901 nChanged 50 SP:Iteration 62Q (2022.805661 sec): 3 clusters Score: Raw -687257.064012 + Penalty 3184.754455 = -684072.309556 nChanged 46 SP:Iteration 63Q (2022.864374 sec): 3 clusters Score: Raw -687272.541284 + Penalty 3184.754455 = -684087.786829 nChanged 42 SP:Iteration 64Q (2023.020669 sec): 3 clusters Score: Raw -687287.236897 + Penalty 3184.754455 = -684102.482442 nChanged 37 SP:Iteration 65Q (2023.107522 sec): 3 clusters Score: Raw -687299.657776 + Penalty 3184.754455 = -684114.903320 nChanged 39 SP:Iteration 66Q (2023.162519 sec): 3 clusters Score: Raw -687314.047355 + Penalty 3184.754455 = -684129.292899 nChanged 34 SP:Iteration 67Q (2023.222068 sec): 3 clusters Score: Raw -687327.989750 + Penalty 3184.754455 = -684143.235294 nChanged 33 SP:Iteration 68Q (2023.289373 sec): 3 clusters Score: Raw -687340.691443 + Penalty 3184.754455 = -684155.936987 nChanged 27 SP:Iteration 69Q (2023.356453 sec): 3 clusters Score: Raw -687350.913023 + Penalty 3184.754455 = -684166.158568 nChanged 32 SP:Iteration 70Q (2023.422160 sec): 3 clusters Score: Raw -687363.505470 + Penalty 3184.754455 = -684178.751015 nChanged 26 SP:Iteration 71Q (2023.484761 sec): 3 clusters Score: Raw -687371.733626 + Penalty 3184.754455 = -684186.979170 nChanged 19 SP:Iteration 72Q (2023.547990 sec): 3 clusters Score: Raw -687379.879207 + Penalty 3184.754455 = -684195.124752 nChanged 20 SP:Iteration 73Q (2023.611042 sec): 3 clusters Score: Raw -687386.379980 + Penalty 3184.754455 = -684201.625525 nChanged 18 SP:Iteration 74Q (2023.673370 sec): 3 clusters Score: Raw -687391.548915 + Penalty 3184.754455 = -684206.794459 nChanged 13 SP:Iteration 75Q (2023.733892 sec): 3 clusters Score: Raw -687395.341975 + Penalty 3184.754455 = -684210.587519 nChanged 9 SP:Iteration 76Q (2023.795767 sec): 3 clusters Score: Raw -687398.178329 + Penalty 3184.754455 = -684213.423874 nChanged 11 SP:Iteration 77Q (2023.863183 sec): 3 clusters Score: Raw -687402.453124 + Penalty 3184.754455 = -684217.698668 nChanged 5 SP:Iteration 78Q (2024.002162 sec): 3 clusters Score: Raw -687403.873960 + Penalty 3184.754455 = -684219.119505 nChanged 7 SP:Iteration 79Q (2024.130523 sec): 3 clusters Score: Raw -687405.107723 + Penalty 3184.754455 = -684220.353268 nChanged 3 SP:Iteration 80F (2024.260571 sec): 3 clusters Score: Raw -687405.920444 + Penalty 3184.754455 = -684221.165989 nChanged 5 SP:Iteration 81Q (2024.399163 sec): 3 clusters Score: Raw -687407.216313 + Penalty 3184.754455 = -684222.461857 nChanged 7 SP:Iteration 82Q (2024.532794 sec): 3 clusters Score: Raw -687409.080998 + Penalty 3184.754455 = -684224.326542 nChanged 5 SP:Iteration 83Q (2024.591444 sec): 3 clusters Score: Raw -687410.487631 + Penalty 3184.754455 = -684225.733176 nChanged 9 SP:Iteration 84Q (2024.711156 sec): 3 clusters Score: Raw -687413.593609 + Penalty 3184.754455 = -684228.839154 nChanged 8 SP:Iteration 85Q (2024.799682 sec): 3 clusters Score: Raw -687416.112334 + Penalty 3184.754455 = -684231.357879 nChanged 10 SP:Iteration 86Q (2024.863261 sec): 3 clusters Score: Raw -687418.791694 + Penalty 3184.754455 = -684234.037238 nChanged 12 SP:Iteration 87Q (2025.009967 sec): 3 clusters Score: Raw -687423.150066 + Penalty 3184.754455 = -684238.395611 nChanged 13 SP:Iteration 88Q (2025.150228 sec): 3 clusters Score: Raw -687427.602689 + Penalty 3184.754455 = -684242.848233 nChanged 12 SP:Iteration 89Q (2025.287668 sec): 3 clusters Score: Raw -687431.086854 + Penalty 3184.754455 = -684246.332399 nChanged 10 SP:Iteration 90Q (2025.426057 sec): 3 clusters Score: Raw -687435.279038 + Penalty 3184.754455 = -684250.524583 nChanged 14 SP:Iteration 91Q (2025.485906 sec): 3 clusters Score: Raw -687440.339352 + Penalty 3184.754455 = -684255.584897 nChanged 8 SP:Iteration 92Q (2025.550557 sec): 3 clusters Score: Raw -687442.972602 + Penalty 3184.754455 = -684258.218147 nChanged 4 SP:Iteration 93Q (2025.611089 sec): 3 clusters Score: Raw -687444.188801 + Penalty 3184.754455 = -684259.434346 nChanged 3 SP:Iteration 94Q (2025.672212 sec): 3 clusters Score: Raw -687444.978153 + Penalty 3184.754455 = -684260.223698 nChanged 3 SP:Iteration 95Q (2025.733609 sec): 3 clusters Score: Raw -687445.651242 + Penalty 3184.754455 = -684260.896786 nChanged 3 SP:Iteration 96Q (2025.794997 sec): 3 clusters Score: Raw -687446.674106 + Penalty 3184.754455 = -684261.919650 nChanged 2 SP:Iteration 97Q (2025.856593 sec): 3 clusters Score: Raw -687447.473661 + Penalty 3184.754455 = -684262.719205 nChanged 1 SP:Iteration 98Q (2025.918390 sec): 3 clusters Score: Raw -687448.055848 + Penalty 3184.754455 = -684263.301393 nChanged 1 SP:Iteration 99Q (2025.983811 sec): 3 clusters Score: Raw -687448.229788 + Penalty 3184.754455 = -684263.475333 nChanged 1 SP:Iteration 100F (2026.049573 sec): 3 clusters Score: Raw -687448.301009 + Penalty 3184.754455 = -684263.546553 nChanged 0 Trying to split cluster 16 (2651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2026.129117 sec): 2 clusters Score: Raw -163480.758674 + Penalty 1383.412482 = -162097.346191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2026.271802 sec): 3 clusters Score: Raw -162251.718120 + Penalty 2766.824964 = -159484.893156 nChanged 1044 SP:Iteration 1F (2026.345716 sec): 3 clusters Score: Raw -163060.102370 + Penalty 2766.824964 = -160293.277406 nChanged 287 SP:Iteration 2F (2026.378838 sec): 3 clusters Score: Raw -163390.003907 + Penalty 2766.824964 = -160623.178943 nChanged 223 SP:Iteration 3F (2026.412405 sec): 3 clusters Score: Raw -163727.033473 + Penalty 2766.824964 = -160960.208509 nChanged 200 SP:Iteration 4F (2026.448156 sec): 3 clusters Score: Raw -163995.963598 + Penalty 2766.824964 = -161229.138634 nChanged 166 SP:Iteration 5F (2026.482348 sec): 3 clusters Score: Raw -164179.170549 + Penalty 2766.824964 = -161412.345584 nChanged 126 SP:Iteration 6Q (2026.516050 sec): 3 clusters Score: Raw -164308.882292 + Penalty 2766.824964 = -161542.057328 nChanged 91 SP:Iteration 7Q (2026.549178 sec): 3 clusters Score: Raw -164392.219250 + Penalty 2766.824964 = -161625.394286 nChanged 63 SP:Iteration 8Q (2026.582242 sec): 3 clusters Score: Raw -164446.705965 + Penalty 2766.824964 = -161679.881001 nChanged 44 SP:Iteration 9Q (2026.615093 sec): 3 clusters Score: Raw -164484.464258 + Penalty 2766.824964 = -161717.639293 nChanged 42 SP:Iteration 10Q (2026.648014 sec): 3 clusters Score: Raw -164519.396407 + Penalty 2766.824964 = -161752.571443 nChanged 29 SP:Iteration 11Q (2026.680859 sec): 3 clusters Score: Raw -164540.817762 + Penalty 2766.824964 = -161773.992797 nChanged 29 SP:Iteration 12Q (2026.713587 sec): 3 clusters Score: Raw -164560.797293 + Penalty 2766.824964 = -161793.972329 nChanged 23 SP:Iteration 13Q (2026.746195 sec): 3 clusters Score: Raw -164575.928428 + Penalty 2766.824964 = -161809.103463 nChanged 18 SP:Iteration 14Q (2026.778868 sec): 3 clusters Score: Raw -164588.105120 + Penalty 2766.824964 = -161821.280156 nChanged 16 SP:Iteration 15Q (2026.812460 sec): 3 clusters Score: Raw -164596.304606 + Penalty 2766.824964 = -161829.479642 nChanged 10 SP:Iteration 16Q (2026.913210 sec): 3 clusters Score: Raw -164602.506335 + Penalty 2766.824964 = -161835.681371 nChanged 16 SP:Iteration 17Q (2027.029883 sec): 3 clusters Score: Raw -164616.042389 + Penalty 2766.824964 = -161849.217425 nChanged 24 SP:Iteration 18Q (2027.175134 sec): 3 clusters Score: Raw -164636.390167 + Penalty 2766.824964 = -161869.565203 nChanged 19 SP:Iteration 19Q (2027.252167 sec): 3 clusters Score: Raw -164649.591755 + Penalty 2766.824964 = -161882.766791 nChanged 10 SP:Iteration 20F (2027.370514 sec): 3 clusters Score: Raw -164658.945866 + Penalty 2766.824964 = -161892.120901 nChanged 14 SP:Iteration 21Q (2027.487593 sec): 3 clusters Score: Raw -164669.948274 + Penalty 2766.824964 = -161903.123310 nChanged 11 SP:Iteration 22Q (2027.604086 sec): 3 clusters Score: Raw -164679.607584 + Penalty 2766.824964 = -161912.782620 nChanged 13 SP:Iteration 23Q (2027.719496 sec): 3 clusters Score: Raw -164687.182503 + Penalty 2766.824964 = -161920.357539 nChanged 17 SP:Iteration 24Q (2027.755894 sec): 3 clusters Score: Raw -164697.412699 + Penalty 2766.824964 = -161930.587734 nChanged 6 SP:Iteration 25Q (2027.788420 sec): 3 clusters Score: Raw -164699.451388 + Penalty 2766.824964 = -161932.626423 nChanged 2 SP:Iteration 26Q (2027.821101 sec): 3 clusters Score: Raw -164699.778827 + Penalty 2766.824964 = -161932.953862 nChanged 0 SP:Iteration 27F (2027.853722 sec): 3 clusters Score: Raw -164699.778827 + Penalty 2766.824964 = -161932.953862 nChanged 0 Trying to split cluster 17 (10080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2027.915468 sec): 2 clusters Score: Raw -792163.964990 + Penalty 1617.813149 = -790546.151841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2027.992715 sec): 3 clusters Score: Raw -786504.581347 + Penalty 3235.626298 = -783268.955049 nChanged 4333 SP:Iteration 1F (2028.081953 sec): 3 clusters Score: Raw -788920.994159 + Penalty 3235.626298 = -785685.367861 nChanged 800 SP:Iteration 2F (2028.151593 sec): 3 clusters Score: Raw -789476.061000 + Penalty 3235.626298 = -786240.434702 nChanged 786 SP:Iteration 3F (2028.221556 sec): 3 clusters Score: Raw -790098.975497 + Penalty 3235.626298 = -786863.349198 nChanged 805 SP:Iteration 4F (2028.289593 sec): 3 clusters Score: Raw -790731.568642 + Penalty 3235.626298 = -787495.942344 nChanged 712 SP:Iteration 5F (2028.357593 sec): 3 clusters Score: Raw -791260.189397 + Penalty 3235.626298 = -788024.563099 nChanged 554 SP:Iteration 6F (2028.434375 sec): 3 clusters Score: Raw -791621.657247 + Penalty 3235.626298 = -788386.030949 nChanged 423 SP:Iteration 7Q (2028.509690 sec): 3 clusters Score: Raw -791889.052471 + Penalty 3235.626298 = -788653.426173 nChanged 372 SP:Iteration 8Q (2028.574396 sec): 3 clusters Score: Raw -792144.713593 + Penalty 3235.626298 = -788909.087295 nChanged 339 SP:Iteration 9Q (2028.639443 sec): 3 clusters Score: Raw -792384.473988 + Penalty 3235.626298 = -789148.847690 nChanged 306 SP:Iteration 10Q (2028.792172 sec): 3 clusters Score: Raw -792638.996266 + Penalty 3235.626298 = -789403.369968 nChanged 299 SP:Iteration 11Q (2028.882788 sec): 3 clusters Score: Raw -792874.767181 + Penalty 3235.626298 = -789639.140882 nChanged 257 SP:Iteration 12Q (2028.945928 sec): 3 clusters Score: Raw -793049.726603 + Penalty 3235.626298 = -789814.100305 nChanged 203 SP:Iteration 13Q (2029.008415 sec): 3 clusters Score: Raw -793169.036762 + Penalty 3235.626298 = -789933.410464 nChanged 147 SP:Iteration 14Q (2029.080400 sec): 3 clusters Score: Raw -793243.249179 + Penalty 3235.626298 = -790007.622881 nChanged 109 SP:Iteration 15Q (2029.155781 sec): 3 clusters Score: Raw -793300.823937 + Penalty 3235.626298 = -790065.197638 nChanged 92 SP:Iteration 16Q (2029.230005 sec): 3 clusters Score: Raw -793352.947626 + Penalty 3235.626298 = -790117.321328 nChanged 91 SP:Iteration 17Q (2029.292180 sec): 3 clusters Score: Raw -793405.229698 + Penalty 3235.626298 = -790169.603399 nChanged 101 SP:Iteration 18Q (2029.484104 sec): 3 clusters Score: Raw -793466.666299 + Penalty 3235.626298 = -790231.040001 nChanged 97 SP:Iteration 19Q (2029.599305 sec): 3 clusters Score: Raw -793538.978925 + Penalty 3235.626298 = -790303.352627 nChanged 111 SP:Iteration 20F (2029.768975 sec): 3 clusters Score: Raw -793631.963887 + Penalty 3235.626298 = -790396.337589 nChanged 113 SP:Iteration 21Q (2029.859017 sec): 3 clusters Score: Raw -793750.662706 + Penalty 3235.626298 = -790515.036408 nChanged 107 SP:Iteration 22Q (2029.940763 sec): 3 clusters Score: Raw -793858.495751 + Penalty 3235.626298 = -790622.869453 nChanged 87 SP:Iteration 23Q (2030.081191 sec): 3 clusters Score: Raw -793917.843363 + Penalty 3235.626298 = -790682.217065 nChanged 50 SP:Iteration 24Q (2030.136885 sec): 3 clusters Score: Raw -793941.449937 + Penalty 3235.626298 = -790705.823639 nChanged 32 SP:Iteration 25Q (2030.192781 sec): 3 clusters Score: Raw -793949.645062 + Penalty 3235.626298 = -790714.018764 nChanged 19 SP:Iteration 26Q (2030.252466 sec): 3 clusters Score: Raw -793953.986034 + Penalty 3235.626298 = -790718.359736 nChanged 14 SP:Iteration 27Q (2030.313846 sec): 3 clusters Score: Raw -793957.681847 + Penalty 3235.626298 = -790722.055549 nChanged 17 SP:Iteration 28Q (2030.375080 sec): 3 clusters Score: Raw -793959.891698 + Penalty 3235.626298 = -790724.265400 nChanged 5 SP:Iteration 29Q (2030.440274 sec): 3 clusters Score: Raw -793960.763620 + Penalty 3235.626298 = -790725.137321 nChanged 3 SP:Iteration 30Q (2030.511683 sec): 3 clusters Score: Raw -793961.257048 + Penalty 3235.626298 = -790725.630750 nChanged 0 SP:Iteration 31F (2030.587129 sec): 3 clusters Score: Raw -793961.257048 + Penalty 3235.626298 = -790725.630750 nChanged 0 Score: Raw -7130177.861498 + Penalty 60687.764738 = -7069490.096760 Splitting cluster 17 changes total score from -7068111.224395 to -7069490.096760 So it's getting split into cluster 30. Trying to split cluster 18 (4066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2034.436234 sec): 2 clusters Score: Raw -307731.461129 + Penalty 1458.477831 = -306272.983297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2034.491613 sec): 3 clusters Score: Raw -305697.768031 + Penalty 2916.955663 = -302780.812368 nChanged 1628 SP:Iteration 1F (2034.584869 sec): 3 clusters Score: Raw -306704.072847 + Penalty 2916.955663 = -303787.117184 nChanged 392 SP:Iteration 2F (2034.637925 sec): 3 clusters Score: Raw -307102.952416 + Penalty 2916.955663 = -304185.996753 nChanged 365 SP:Iteration 3F (2034.684117 sec): 3 clusters Score: Raw -307460.438976 + Penalty 2916.955663 = -304543.483313 nChanged 286 SP:Iteration 4F (2034.726222 sec): 3 clusters Score: Raw -307704.272447 + Penalty 2916.955663 = -304787.316784 nChanged 206 SP:Iteration 5F (2034.768110 sec): 3 clusters Score: Raw -307844.975041 + Penalty 2916.955663 = -304928.019378 nChanged 135 SP:Iteration 6Q (2034.810734 sec): 3 clusters Score: Raw -307927.091217 + Penalty 2916.955663 = -305010.135554 nChanged 106 SP:Iteration 7Q (2034.857602 sec): 3 clusters Score: Raw -307991.629356 + Penalty 2916.955663 = -305074.673693 nChanged 80 SP:Iteration 8Q (2034.903717 sec): 3 clusters Score: Raw -308028.760174 + Penalty 2916.955663 = -305111.804511 nChanged 52 SP:Iteration 9Q (2034.949774 sec): 3 clusters Score: Raw -308053.187982 + Penalty 2916.955663 = -305136.232319 nChanged 51 SP:Iteration 10Q (2034.995997 sec): 3 clusters Score: Raw -308072.293944 + Penalty 2916.955663 = -305155.338281 nChanged 26 SP:Iteration 11Q (2035.038984 sec): 3 clusters Score: Raw -308081.997962 + Penalty 2916.955663 = -305165.042299 nChanged 16 SP:Iteration 12Q (2035.081582 sec): 3 clusters Score: Raw -308089.766419 + Penalty 2916.955663 = -305172.810756 nChanged 22 SP:Iteration 13Q (2035.123977 sec): 3 clusters Score: Raw -308096.682371 + Penalty 2916.955663 = -305179.726708 nChanged 13 SP:Iteration 14Q (2035.228652 sec): 3 clusters Score: Raw -308100.842173 + Penalty 2916.955663 = -305183.886510 nChanged 8 SP:Iteration 15Q (2035.338479 sec): 3 clusters Score: Raw -308102.626493 + Penalty 2916.955663 = -305185.670831 nChanged 7 SP:Iteration 16Q (2035.461209 sec): 3 clusters Score: Raw -308103.905265 + Penalty 2916.955663 = -305186.949602 nChanged 2 SP:Iteration 17Q (2035.584565 sec): 3 clusters Score: Raw -308104.617650 + Penalty 2916.955663 = -305187.661987 nChanged 7 SP:Iteration 18Q (2035.709724 sec): 3 clusters Score: Raw -308106.527228 + Penalty 2916.955663 = -305189.571565 nChanged 5 SP:Iteration 19Q (2035.831615 sec): 3 clusters Score: Raw -308107.588046 + Penalty 2916.955663 = -305190.632383 nChanged 3 SP:Iteration 20F (2035.953856 sec): 3 clusters Score: Raw -308108.202210 + Penalty 2916.955663 = -305191.246547 nChanged 3 SP:Iteration 21Q (2036.070715 sec): 3 clusters Score: Raw -308109.036959 + Penalty 2916.955663 = -305192.081297 nChanged 3 SP:Iteration 22Q (2036.184008 sec): 3 clusters Score: Raw -308109.472995 + Penalty 2916.955663 = -305192.517332 nChanged 2 SP:Iteration 23Q (2036.325245 sec): 3 clusters Score: Raw -308109.702368 + Penalty 2916.955663 = -305192.746705 nChanged 1 SP:Iteration 24Q (2036.389988 sec): 3 clusters Score: Raw -308109.846903 + Penalty 2916.955663 = -305192.891240 nChanged 0 SP:Iteration 25F (2036.432217 sec): 3 clusters Score: Raw -308109.846903 + Penalty 2916.955663 = -305192.891240 nChanged 0 Trying to split cluster 19 (1951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2036.469287 sec): 2 clusters Score: Raw -114029.854408 + Penalty 1329.605083 = -112700.249324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2036.496357 sec): 3 clusters Score: Raw -113228.499968 + Penalty 2659.210167 = -110569.289801 nChanged 701 SP:Iteration 1F (2036.522224 sec): 3 clusters Score: Raw -113780.308614 + Penalty 2659.210167 = -111121.098447 nChanged 194 SP:Iteration 2F (2036.548039 sec): 3 clusters Score: Raw -113984.272123 + Penalty 2659.210167 = -111325.061957 nChanged 135 SP:Iteration 3F (2036.573851 sec): 3 clusters Score: Raw -114144.980329 + Penalty 2659.210167 = -111485.770163 nChanged 92 SP:Iteration 4Q (2036.600247 sec): 3 clusters Score: Raw -114265.026798 + Penalty 2659.210167 = -111605.816632 nChanged 69 SP:Iteration 5Q (2036.626515 sec): 3 clusters Score: Raw -114376.071167 + Penalty 2659.210167 = -111716.861001 nChanged 82 SP:Iteration 6Q (2036.652785 sec): 3 clusters Score: Raw -114475.487603 + Penalty 2659.210167 = -111816.277436 nChanged 77 SP:Iteration 7Q (2036.678886 sec): 3 clusters Score: Raw -114562.441812 + Penalty 2659.210167 = -111903.231646 nChanged 64 SP:Iteration 8Q (2036.704770 sec): 3 clusters Score: Raw -114633.544080 + Penalty 2659.210167 = -111974.333913 nChanged 52 SP:Iteration 9Q (2036.730943 sec): 3 clusters Score: Raw -114686.529318 + Penalty 2659.210167 = -112027.319152 nChanged 41 SP:Iteration 10Q (2036.756908 sec): 3 clusters Score: Raw -114725.462894 + Penalty 2659.210167 = -112066.252727 nChanged 28 SP:Iteration 11Q (2036.782939 sec): 3 clusters Score: Raw -114754.144125 + Penalty 2659.210167 = -112094.933958 nChanged 22 SP:Iteration 12Q (2036.808145 sec): 3 clusters Score: Raw -114769.374375 + Penalty 2659.210167 = -112110.164208 nChanged 14 SP:Iteration 13Q (2036.833380 sec): 3 clusters Score: Raw -114783.794326 + Penalty 2659.210167 = -112124.584160 nChanged 11 SP:Iteration 14Q (2036.858759 sec): 3 clusters Score: Raw -114795.318470 + Penalty 2659.210167 = -112136.108303 nChanged 20 SP:Iteration 15Q (2036.884096 sec): 3 clusters Score: Raw -114811.075319 + Penalty 2659.210167 = -112151.865153 nChanged 15 SP:Iteration 16Q (2036.909369 sec): 3 clusters Score: Raw -114824.072160 + Penalty 2659.210167 = -112164.861993 nChanged 15 SP:Iteration 17Q (2037.019434 sec): 3 clusters Score: Raw -114833.708402 + Penalty 2659.210167 = -112174.498236 nChanged 7 SP:Iteration 18Q (2037.138731 sec): 3 clusters Score: Raw -114836.177446 + Penalty 2659.210167 = -112176.967279 nChanged 6 SP:Iteration 19Q (2037.253545 sec): 3 clusters Score: Raw -114838.664088 + Penalty 2659.210167 = -112179.453922 nChanged 4 SP:Iteration 20F (2037.363614 sec): 3 clusters Score: Raw -114842.675823 + Penalty 2659.210167 = -112183.465656 nChanged 5 SP:Iteration 21Q (2037.497057 sec): 3 clusters Score: Raw -114846.960498 + Penalty 2659.210167 = -112187.750332 nChanged 10 SP:Iteration 22Q (2037.583604 sec): 3 clusters Score: Raw -114854.441622 + Penalty 2659.210167 = -112195.231456 nChanged 8 SP:Iteration 23Q (2037.691106 sec): 3 clusters Score: Raw -114858.871529 + Penalty 2659.210167 = -112199.661362 nChanged 2 SP:Iteration 24Q (2037.808495 sec): 3 clusters Score: Raw -114859.237585 + Penalty 2659.210167 = -112200.027418 nChanged 0 SP:Iteration 25F (2037.922665 sec): 3 clusters Score: Raw -114859.237585 + Penalty 2659.210167 = -112200.027418 nChanged 0 Trying to split cluster 20 (1527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2038.000434 sec): 2 clusters Score: Raw -102338.033496 + Penalty 1286.601084 = -101051.432412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2038.084833 sec): 3 clusters Score: Raw -101806.257997 + Penalty 2573.202167 = -99233.055829 nChanged 487 SP:Iteration 1F (2038.198389 sec): 3 clusters Score: Raw -102244.076466 + Penalty 2573.202167 = -99670.874299 nChanged 125 SP:Iteration 2F (2038.289155 sec): 3 clusters Score: Raw -102376.643420 + Penalty 2573.202167 = -99803.441253 nChanged 91 SP:Iteration 3F (2038.403296 sec): 3 clusters Score: Raw -102464.298608 + Penalty 2573.202167 = -99891.096440 nChanged 53 SP:Iteration 4Q (2038.424986 sec): 3 clusters Score: Raw -102519.404202 + Penalty 2573.202167 = -99946.202035 nChanged 41 SP:Iteration 5Q (2038.446588 sec): 3 clusters Score: Raw -102567.908210 + Penalty 2573.202167 = -99994.706043 nChanged 38 SP:Iteration 6Q (2038.468011 sec): 3 clusters Score: Raw -102601.635200 + Penalty 2573.202167 = -100028.433033 nChanged 29 SP:Iteration 7Q (2038.489371 sec): 3 clusters Score: Raw -102623.911944 + Penalty 2573.202167 = -100050.709777 nChanged 20 SP:Iteration 8Q (2038.510714 sec): 3 clusters Score: Raw -102640.702940 + Penalty 2573.202167 = -100067.500773 nChanged 24 SP:Iteration 9Q (2038.532034 sec): 3 clusters Score: Raw -102659.639282 + Penalty 2573.202167 = -100086.437115 nChanged 23 SP:Iteration 10Q (2038.553361 sec): 3 clusters Score: Raw -102682.144139 + Penalty 2573.202167 = -100108.941972 nChanged 24 SP:Iteration 11Q (2038.574579 sec): 3 clusters Score: Raw -102701.570126 + Penalty 2573.202167 = -100128.367959 nChanged 23 SP:Iteration 12Q (2038.595901 sec): 3 clusters Score: Raw -102723.927379 + Penalty 2573.202167 = -100150.725212 nChanged 17 SP:Iteration 13Q (2038.617108 sec): 3 clusters Score: Raw -102737.126963 + Penalty 2573.202167 = -100163.924795 nChanged 16 SP:Iteration 14Q (2038.638561 sec): 3 clusters Score: Raw -102756.273254 + Penalty 2573.202167 = -100183.071086 nChanged 17 SP:Iteration 15Q (2038.659863 sec): 3 clusters Score: Raw -102773.708832 + Penalty 2573.202167 = -100200.506665 nChanged 17 SP:Iteration 16Q (2038.680999 sec): 3 clusters Score: Raw -102786.718533 + Penalty 2573.202167 = -100213.516366 nChanged 14 SP:Iteration 17Q (2038.702283 sec): 3 clusters Score: Raw -102799.296978 + Penalty 2573.202167 = -100226.094811 nChanged 13 SP:Iteration 18Q (2038.723475 sec): 3 clusters Score: Raw -102810.734372 + Penalty 2573.202167 = -100237.532205 nChanged 12 SP:Iteration 19Q (2038.744621 sec): 3 clusters Score: Raw -102820.644293 + Penalty 2573.202167 = -100247.442125 nChanged 10 SP:Iteration 20F (2038.765926 sec): 3 clusters Score: Raw -102827.649050 + Penalty 2573.202167 = -100254.446882 nChanged 4 SP:Iteration 21Q (2038.887632 sec): 3 clusters Score: Raw -102830.984320 + Penalty 2573.202167 = -100257.782152 nChanged 9 SP:Iteration 22Q (2039.012806 sec): 3 clusters Score: Raw -102838.533918 + Penalty 2573.202167 = -100265.331751 nChanged 10 SP:Iteration 23Q (2039.128471 sec): 3 clusters Score: Raw -102845.605020 + Penalty 2573.202167 = -100272.402852 nChanged 7 SP:Iteration 24Q (2039.232672 sec): 3 clusters Score: Raw -102849.889670 + Penalty 2573.202167 = -100276.687503 nChanged 3 SP:Iteration 25Q (2039.347939 sec): 3 clusters Score: Raw -102851.297928 + Penalty 2573.202167 = -100278.095761 nChanged 0 SP:Iteration 26F (2039.489834 sec): 3 clusters Score: Raw -102851.297928 + Penalty 2573.202167 = -100278.095761 nChanged 0 Trying to split cluster 21 (2791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2039.521276 sec): 2 clusters Score: Raw -213203.874334 + Penalty 1392.444243 = -211811.430090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2039.558787 sec): 3 clusters Score: Raw -211910.940620 + Penalty 2784.888487 = -209126.052133 nChanged 994 SP:Iteration 1F (2039.594686 sec): 3 clusters Score: Raw -212527.163332 + Penalty 2784.888487 = -209742.274845 nChanged 213 SP:Iteration 2F (2039.629234 sec): 3 clusters Score: Raw -212688.869524 + Penalty 2784.888487 = -209903.981037 nChanged 161 SP:Iteration 3F (2039.663660 sec): 3 clusters Score: Raw -212833.828253 + Penalty 2784.888487 = -210048.939766 nChanged 144 SP:Iteration 4F (2039.698209 sec): 3 clusters Score: Raw -212954.951538 + Penalty 2784.888487 = -210170.063051 nChanged 129 SP:Iteration 5Q (2039.732899 sec): 3 clusters Score: Raw -213053.760113 + Penalty 2784.888487 = -210268.871626 nChanged 100 SP:Iteration 6Q (2039.767776 sec): 3 clusters Score: Raw -213127.884627 + Penalty 2784.888487 = -210342.996140 nChanged 97 SP:Iteration 7Q (2039.802634 sec): 3 clusters Score: Raw -213197.327084 + Penalty 2784.888487 = -210412.438597 nChanged 87 SP:Iteration 8Q (2039.837395 sec): 3 clusters Score: Raw -213260.785167 + Penalty 2784.888487 = -210475.896680 nChanged 88 SP:Iteration 9Q (2039.872226 sec): 3 clusters Score: Raw -213326.266218 + Penalty 2784.888487 = -210541.377731 nChanged 75 SP:Iteration 10Q (2039.906757 sec): 3 clusters Score: Raw -213386.348917 + Penalty 2784.888487 = -210601.460430 nChanged 67 SP:Iteration 11Q (2039.941425 sec): 3 clusters Score: Raw -213421.595439 + Penalty 2784.888487 = -210636.706952 nChanged 41 SP:Iteration 12Q (2039.975964 sec): 3 clusters Score: Raw -213441.360838 + Penalty 2784.888487 = -210656.472351 nChanged 29 SP:Iteration 13Q (2040.010503 sec): 3 clusters Score: Raw -213457.988999 + Penalty 2784.888487 = -210673.100512 nChanged 23 SP:Iteration 14Q (2040.045094 sec): 3 clusters Score: Raw -213471.804151 + Penalty 2784.888487 = -210686.915664 nChanged 21 SP:Iteration 15Q (2040.079700 sec): 3 clusters Score: Raw -213480.795532 + Penalty 2784.888487 = -210695.907045 nChanged 13 SP:Iteration 16Q (2040.114251 sec): 3 clusters Score: Raw -213486.842609 + Penalty 2784.888487 = -210701.954123 nChanged 15 SP:Iteration 17Q (2040.148790 sec): 3 clusters Score: Raw -213492.603921 + Penalty 2784.888487 = -210707.715434 nChanged 11 SP:Iteration 18Q (2040.183287 sec): 3 clusters Score: Raw -213497.339075 + Penalty 2784.888487 = -210712.450588 nChanged 6 SP:Iteration 19Q (2040.217768 sec): 3 clusters Score: Raw -213499.779750 + Penalty 2784.888487 = -210714.891263 nChanged 5 SP:Iteration 20F (2040.252241 sec): 3 clusters Score: Raw -213501.820387 + Penalty 2784.888487 = -210716.931900 nChanged 6 SP:Iteration 21Q (2040.286726 sec): 3 clusters Score: Raw -213503.635078 + Penalty 2784.888487 = -210718.746591 nChanged 4 SP:Iteration 22Q (2040.321233 sec): 3 clusters Score: Raw -213505.511918 + Penalty 2784.888487 = -210720.623431 nChanged 7 SP:Iteration 23Q (2040.355688 sec): 3 clusters Score: Raw -213508.415758 + Penalty 2784.888487 = -210723.527271 nChanged 6 SP:Iteration 24Q (2040.475802 sec): 3 clusters Score: Raw -213511.465682 + Penalty 2784.888487 = -210726.577195 nChanged 5 SP:Iteration 25Q (2040.599474 sec): 3 clusters Score: Raw -213513.323450 + Penalty 2784.888487 = -210728.434963 nChanged 10 SP:Iteration 26Q (2040.722167 sec): 3 clusters Score: Raw -213516.472519 + Penalty 2784.888487 = -210731.584032 nChanged 8 SP:Iteration 27Q (2040.840723 sec): 3 clusters Score: Raw -213519.828366 + Penalty 2784.888487 = -210734.939879 nChanged 9 SP:Iteration 28Q (2040.957259 sec): 3 clusters Score: Raw -213522.682734 + Penalty 2784.888487 = -210737.794247 nChanged 2 SP:Iteration 29Q (2041.074658 sec): 3 clusters Score: Raw -213523.021742 + Penalty 2784.888487 = -210738.133255 nChanged 2 SP:Iteration 30Q (2041.192450 sec): 3 clusters Score: Raw -213523.850364 + Penalty 2784.888487 = -210738.961877 nChanged 3 SP:Iteration 31Q (2041.310151 sec): 3 clusters Score: Raw -213524.750468 + Penalty 2784.888487 = -210739.861981 nChanged 4 SP:Iteration 32Q (2041.427014 sec): 3 clusters Score: Raw -213526.361998 + Penalty 2784.888487 = -210741.473511 nChanged 2 SP:Iteration 33Q (2041.517451 sec): 3 clusters Score: Raw -213527.119650 + Penalty 2784.888487 = -210742.231163 nChanged 0 SP:Iteration 34F (2041.551724 sec): 3 clusters Score: Raw -213527.119650 + Penalty 2784.888487 = -210742.231163 nChanged 0 Trying to split cluster 22 (7820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2041.605574 sec): 2 clusters Score: Raw -616373.700695 + Penalty 1573.259191 = -614800.441505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2041.658115 sec): 3 clusters Score: Raw -612174.912286 + Penalty 3146.518382 = -609028.393905 nChanged 3267 SP:Iteration 1F (2041.730672 sec): 3 clusters Score: Raw -613971.933036 + Penalty 3146.518382 = -610825.414654 nChanged 546 SP:Iteration 2F (2041.897018 sec): 3 clusters Score: Raw -614270.528916 + Penalty 3146.518382 = -611124.010535 nChanged 457 SP:Iteration 3F (2041.997684 sec): 3 clusters Score: Raw -614544.412146 + Penalty 3146.518382 = -611397.893764 nChanged 480 SP:Iteration 4F (2042.052205 sec): 3 clusters Score: Raw -614853.250944 + Penalty 3146.518382 = -611706.732562 nChanged 466 SP:Iteration 5F (2042.114024 sec): 3 clusters Score: Raw -615168.505176 + Penalty 3146.518382 = -612021.986795 nChanged 444 SP:Iteration 6F (2042.176279 sec): 3 clusters Score: Raw -615475.182207 + Penalty 3146.518382 = -612328.663826 nChanged 407 SP:Iteration 7F (2042.233973 sec): 3 clusters Score: Raw -615747.124474 + Penalty 3146.518382 = -612600.606092 nChanged 338 SP:Iteration 8Q (2042.290514 sec): 3 clusters Score: Raw -615960.149445 + Penalty 3146.518382 = -612813.631063 nChanged 242 SP:Iteration 9Q (2042.347789 sec): 3 clusters Score: Raw -616095.052792 + Penalty 3146.518382 = -612948.534411 nChanged 179 SP:Iteration 10Q (2042.411006 sec): 3 clusters Score: Raw -616187.303621 + Penalty 3146.518382 = -613040.785240 nChanged 133 SP:Iteration 11Q (2042.473767 sec): 3 clusters Score: Raw -616255.592406 + Penalty 3146.518382 = -613109.074025 nChanged 123 SP:Iteration 12Q (2042.534547 sec): 3 clusters Score: Raw -616315.315102 + Penalty 3146.518382 = -613168.796721 nChanged 110 SP:Iteration 13Q (2042.590683 sec): 3 clusters Score: Raw -616370.179350 + Penalty 3146.518382 = -613223.660968 nChanged 72 SP:Iteration 14Q (2042.646796 sec): 3 clusters Score: Raw -616405.891761 + Penalty 3146.518382 = -613259.373379 nChanged 55 SP:Iteration 15Q (2042.710741 sec): 3 clusters Score: Raw -616433.611547 + Penalty 3146.518382 = -613287.093165 nChanged 54 SP:Iteration 16Q (2042.775246 sec): 3 clusters Score: Raw -616459.132229 + Penalty 3146.518382 = -613312.613848 nChanged 47 SP:Iteration 17Q (2042.848145 sec): 3 clusters Score: Raw -616484.701124 + Penalty 3146.518382 = -613338.182742 nChanged 39 SP:Iteration 18Q (2043.003326 sec): 3 clusters Score: Raw -616508.425678 + Penalty 3146.518382 = -613361.907296 nChanged 41 SP:Iteration 19Q (2043.129076 sec): 3 clusters Score: Raw -616531.275072 + Penalty 3146.518382 = -613384.756691 nChanged 36 SP:Iteration 20F (2043.276921 sec): 3 clusters Score: Raw -616548.400337 + Penalty 3146.518382 = -613401.881955 nChanged 29 SP:Iteration 21Q (2043.403304 sec): 3 clusters Score: Raw -616559.804839 + Penalty 3146.518382 = -613413.286457 nChanged 20 SP:Iteration 22Q (2043.482981 sec): 3 clusters Score: Raw -616566.733587 + Penalty 3146.518382 = -613420.215205 nChanged 16 SP:Iteration 23Q (2043.539622 sec): 3 clusters Score: Raw -616572.942659 + Penalty 3146.518382 = -613426.424277 nChanged 15 SP:Iteration 24Q (2043.597080 sec): 3 clusters Score: Raw -616579.533411 + Penalty 3146.518382 = -613433.015030 nChanged 18 SP:Iteration 25Q (2043.654796 sec): 3 clusters Score: Raw -616586.694468 + Penalty 3146.518382 = -613440.176087 nChanged 12 SP:Iteration 26Q (2043.718369 sec): 3 clusters Score: Raw -616591.036998 + Penalty 3146.518382 = -613444.518616 nChanged 14 SP:Iteration 27Q (2043.857920 sec): 3 clusters Score: Raw -616597.779007 + Penalty 3146.518382 = -613451.260626 nChanged 16 SP:Iteration 28Q (2043.994805 sec): 3 clusters Score: Raw -616605.847042 + Penalty 3146.518382 = -613459.328660 nChanged 17 SP:Iteration 29Q (2044.119717 sec): 3 clusters Score: Raw -616613.190369 + Penalty 3146.518382 = -613466.671987 nChanged 13 SP:Iteration 30Q (2044.179435 sec): 3 clusters Score: Raw -616619.770219 + Penalty 3146.518382 = -613473.251837 nChanged 15 SP:Iteration 31Q (2044.315992 sec): 3 clusters Score: Raw -616625.492961 + Penalty 3146.518382 = -613478.974579 nChanged 12 SP:Iteration 32Q (2044.388378 sec): 3 clusters Score: Raw -616629.419546 + Penalty 3146.518382 = -613482.901164 nChanged 9 SP:Iteration 33Q (2044.443134 sec): 3 clusters Score: Raw -616631.996137 + Penalty 3146.518382 = -613485.477755 nChanged 10 SP:Iteration 34Q (2044.500339 sec): 3 clusters Score: Raw -616634.834535 + Penalty 3146.518382 = -613488.316153 nChanged 7 SP:Iteration 35Q (2044.638620 sec): 3 clusters Score: Raw -616637.493379 + Penalty 3146.518382 = -613490.974997 nChanged 6 SP:Iteration 36Q (2044.694839 sec): 3 clusters Score: Raw -616638.765282 + Penalty 3146.518382 = -613492.246900 nChanged 3 SP:Iteration 37Q (2044.751895 sec): 3 clusters Score: Raw -616640.214524 + Penalty 3146.518382 = -613493.696142 nChanged 4 SP:Iteration 38Q (2044.812628 sec): 3 clusters Score: Raw -616641.811975 + Penalty 3146.518382 = -613495.293594 nChanged 4 SP:Iteration 39Q (2044.873933 sec): 3 clusters Score: Raw -616643.162875 + Penalty 3146.518382 = -613496.644494 nChanged 2 SP:Iteration 40F (2044.933914 sec): 3 clusters Score: Raw -616643.976040 + Penalty 3146.518382 = -613497.457659 nChanged 1 SP:Iteration 41Q (2045.053324 sec): 3 clusters Score: Raw -616644.744315 + Penalty 3146.518382 = -613498.225933 nChanged 3 SP:Iteration 42Q (2045.110156 sec): 3 clusters Score: Raw -616645.508916 + Penalty 3146.518382 = -613498.990534 nChanged 1 SP:Iteration 43Q (2045.167073 sec): 3 clusters Score: Raw -616645.956979 + Penalty 3146.518382 = -613499.438598 nChanged 2 SP:Iteration 44Q (2045.223739 sec): 3 clusters Score: Raw -616646.986569 + Penalty 3146.518382 = -613500.468187 nChanged 1 SP:Iteration 45Q (2045.280459 sec): 3 clusters Score: Raw -616647.272931 + Penalty 3146.518382 = -613500.754550 nChanged 2 SP:Iteration 46Q (2045.337831 sec): 3 clusters Score: Raw -616648.632770 + Penalty 3146.518382 = -613502.114389 nChanged 3 SP:Iteration 47Q (2045.398226 sec): 3 clusters Score: Raw -616649.697120 + Penalty 3146.518382 = -613503.178738 nChanged 2 SP:Iteration 48Q (2045.459548 sec): 3 clusters Score: Raw -616650.160917 + Penalty 3146.518382 = -613503.642536 nChanged 1 SP:Iteration 49Q (2045.520675 sec): 3 clusters Score: Raw -616650.334111 + Penalty 3146.518382 = -613503.815729 nChanged 1 SP:Iteration 50Q (2045.695511 sec): 3 clusters Score: Raw -616650.701608 + Penalty 3146.518382 = -613504.183226 nChanged 3 SP:Iteration 51Q (2045.824188 sec): 3 clusters Score: Raw -616651.750523 + Penalty 3146.518382 = -613505.232142 nChanged 2 SP:Iteration 52Q (2045.991476 sec): 3 clusters Score: Raw -616652.802993 + Penalty 3146.518382 = -613506.284611 nChanged 3 SP:Iteration 53Q (2046.077028 sec): 3 clusters Score: Raw -616654.397036 + Penalty 3146.518382 = -613507.878655 nChanged 4 SP:Iteration 54Q (2046.143158 sec): 3 clusters Score: Raw -616657.456793 + Penalty 3146.518382 = -613510.938411 nChanged 5 SP:Iteration 55Q (2046.205847 sec): 3 clusters Score: Raw -616659.417578 + Penalty 3146.518382 = -613512.899196 nChanged 2 SP:Iteration 56Q (2046.257440 sec): 3 clusters Score: Raw -616659.929808 + Penalty 3146.518382 = -613513.411427 nChanged 0 SP:Iteration 57F (2046.310144 sec): 3 clusters Score: Raw -616659.929808 + Penalty 3146.518382 = -613513.411427 nChanged 0 Trying to split cluster 23 (4111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2046.356958 sec): 2 clusters Score: Raw -326389.306273 + Penalty 1460.409489 = -324928.896784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2046.406798 sec): 3 clusters Score: Raw -324369.020837 + Penalty 2920.818977 = -321448.201860 nChanged 1571 SP:Iteration 1F (2046.458983 sec): 3 clusters Score: Raw -325323.085298 + Penalty 2920.818977 = -322402.266321 nChanged 343 SP:Iteration 2F (2046.511164 sec): 3 clusters Score: Raw -325588.236631 + Penalty 2920.818977 = -322667.417654 nChanged 246 SP:Iteration 3F (2046.563218 sec): 3 clusters Score: Raw -325774.963575 + Penalty 2920.818977 = -322854.144598 nChanged 222 SP:Iteration 4F (2046.613860 sec): 3 clusters Score: Raw -325928.006702 + Penalty 2920.818977 = -323007.187725 nChanged 179 SP:Iteration 5Q (2046.655641 sec): 3 clusters Score: Raw -326042.244766 + Penalty 2920.818977 = -323121.425789 nChanged 127 SP:Iteration 6Q (2046.697285 sec): 3 clusters Score: Raw -326137.616099 + Penalty 2920.818977 = -323216.797122 nChanged 123 SP:Iteration 7Q (2046.739159 sec): 3 clusters Score: Raw -326233.693508 + Penalty 2920.818977 = -323312.874531 nChanged 118 SP:Iteration 8Q (2046.780754 sec): 3 clusters Score: Raw -326318.667594 + Penalty 2920.818977 = -323397.848617 nChanged 88 SP:Iteration 9Q (2046.825217 sec): 3 clusters Score: Raw -326382.798643 + Penalty 2920.818977 = -323461.979666 nChanged 77 SP:Iteration 10Q (2046.869627 sec): 3 clusters Score: Raw -326438.056505 + Penalty 2920.818977 = -323517.237528 nChanged 73 SP:Iteration 11Q (2046.914098 sec): 3 clusters Score: Raw -326493.232146 + Penalty 2920.818977 = -323572.413169 nChanged 64 SP:Iteration 12Q (2046.961323 sec): 3 clusters Score: Raw -326529.743731 + Penalty 2920.818977 = -323608.924754 nChanged 45 SP:Iteration 13Q (2047.041989 sec): 3 clusters Score: Raw -326558.330584 + Penalty 2920.818977 = -323637.511607 nChanged 46 SP:Iteration 14Q (2047.095976 sec): 3 clusters Score: Raw -326583.590822 + Penalty 2920.818977 = -323662.771845 nChanged 33 SP:Iteration 15Q (2047.150844 sec): 3 clusters Score: Raw -326603.420329 + Penalty 2920.818977 = -323682.601352 nChanged 34 SP:Iteration 16Q (2047.204704 sec): 3 clusters Score: Raw -326616.966066 + Penalty 2920.818977 = -323696.147088 nChanged 24 SP:Iteration 17Q (2047.274052 sec): 3 clusters Score: Raw -326626.205361 + Penalty 2920.818977 = -323705.386384 nChanged 25 SP:Iteration 18Q (2047.317112 sec): 3 clusters Score: Raw -326637.610458 + Penalty 2920.818977 = -323716.791481 nChanged 18 SP:Iteration 19Q (2047.358968 sec): 3 clusters Score: Raw -326646.536444 + Penalty 2920.818977 = -323725.717467 nChanged 14 SP:Iteration 20F (2047.401764 sec): 3 clusters Score: Raw -326653.364849 + Penalty 2920.818977 = -323732.545872 nChanged 12 SP:Iteration 21Q (2047.466746 sec): 3 clusters Score: Raw -326658.619792 + Penalty 2920.818977 = -323737.800815 nChanged 8 SP:Iteration 22Q (2047.614922 sec): 3 clusters Score: Raw -326662.070481 + Penalty 2920.818977 = -323741.251504 nChanged 8 SP:Iteration 23Q (2047.737147 sec): 3 clusters Score: Raw -326665.950361 + Penalty 2920.818977 = -323745.131384 nChanged 9 SP:Iteration 24Q (2047.872134 sec): 3 clusters Score: Raw -326669.592015 + Penalty 2920.818977 = -323748.773038 nChanged 9 SP:Iteration 25Q (2048.004304 sec): 3 clusters Score: Raw -326672.402952 + Penalty 2920.818977 = -323751.583975 nChanged 4 SP:Iteration 26Q (2048.068720 sec): 3 clusters Score: Raw -326673.565339 + Penalty 2920.818977 = -323752.746362 nChanged 2 SP:Iteration 27Q (2048.132336 sec): 3 clusters Score: Raw -326674.017921 + Penalty 2920.818977 = -323753.198944 nChanged 0 SP:Iteration 28F (2048.179110 sec): 3 clusters Score: Raw -326674.017921 + Penalty 2920.818977 = -323753.198944 nChanged 0 Trying to split cluster 24 (1943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2048.219427 sec): 2 clusters Score: Raw -149019.614052 + Penalty 1328.883973 = -147690.730079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2048.246410 sec): 3 clusters Score: Raw -148231.916343 + Penalty 2657.767946 = -145574.148398 nChanged 686 SP:Iteration 1F (2048.290437 sec): 3 clusters Score: Raw -148719.176239 + Penalty 2657.767946 = -146061.408293 nChanged 160 SP:Iteration 2F (2048.316540 sec): 3 clusters Score: Raw -148850.780359 + Penalty 2657.767946 = -146193.012413 nChanged 83 SP:Iteration 3Q (2048.342926 sec): 3 clusters Score: Raw -148919.685550 + Penalty 2657.767946 = -146261.917604 nChanged 61 SP:Iteration 4Q (2048.369249 sec): 3 clusters Score: Raw -148959.107452 + Penalty 2657.767946 = -146301.339506 nChanged 37 SP:Iteration 5Q (2048.395637 sec): 3 clusters Score: Raw -148978.168058 + Penalty 2657.767946 = -146320.400112 nChanged 20 SP:Iteration 6Q (2048.435096 sec): 3 clusters Score: Raw -148989.054478 + Penalty 2657.767946 = -146331.286533 nChanged 12 SP:Iteration 7Q (2048.462953 sec): 3 clusters Score: Raw -148993.902546 + Penalty 2657.767946 = -146336.134600 nChanged 6 SP:Iteration 8Q (2048.488687 sec): 3 clusters Score: Raw -148995.831649 + Penalty 2657.767946 = -146338.063703 nChanged 9 SP:Iteration 9Q (2048.514436 sec): 3 clusters Score: Raw -148999.915488 + Penalty 2657.767946 = -146342.147543 nChanged 12 SP:Iteration 10Q (2048.553046 sec): 3 clusters Score: Raw -149004.436182 + Penalty 2657.767946 = -146346.668236 nChanged 4 SP:Iteration 11Q (2048.578781 sec): 3 clusters Score: Raw -149006.136946 + Penalty 2657.767946 = -146348.369000 nChanged 5 SP:Iteration 12Q (2048.604332 sec): 3 clusters Score: Raw -149009.221138 + Penalty 2657.767946 = -146351.453193 nChanged 6 SP:Iteration 13Q (2048.630009 sec): 3 clusters Score: Raw -149011.891013 + Penalty 2657.767946 = -146354.123067 nChanged 7 SP:Iteration 14Q (2048.655879 sec): 3 clusters Score: Raw -149015.292957 + Penalty 2657.767946 = -146357.525011 nChanged 5 SP:Iteration 15Q (2048.686781 sec): 3 clusters Score: Raw -149018.670183 + Penalty 2657.767946 = -146360.902237 nChanged 6 SP:Iteration 16Q (2048.712625 sec): 3 clusters Score: Raw -149022.036911 + Penalty 2657.767946 = -146364.268966 nChanged 4 SP:Iteration 17Q (2048.737108 sec): 3 clusters Score: Raw -149023.349925 + Penalty 2657.767946 = -146365.581979 nChanged 1 SP:Iteration 18Q (2048.762855 sec): 3 clusters Score: Raw -149023.581915 + Penalty 2657.767946 = -146365.813970 nChanged 1 SP:Iteration 19Q (2048.847712 sec): 3 clusters Score: Raw -149023.834831 + Penalty 2657.767946 = -146366.066885 nChanged 2 SP:Iteration 20F (2048.924043 sec): 3 clusters Score: Raw -149024.236379 + Penalty 2657.767946 = -146366.468433 nChanged 0 Trying to split cluster 25 (7499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2048.995958 sec): 2 clusters Score: Raw -579383.776833 + Penalty 1565.903130 = -577817.873703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2049.175606 sec): 3 clusters Score: Raw -575340.402319 + Penalty 3131.806260 = -572208.596059 nChanged 3092 SP:Iteration 1F (2049.347800 sec): 3 clusters Score: Raw -577161.161297 + Penalty 3131.806260 = -574029.355037 nChanged 556 SP:Iteration 2F (2049.458598 sec): 3 clusters Score: Raw -577473.439787 + Penalty 3131.806260 = -574341.633527 nChanged 453 SP:Iteration 3F (2049.593403 sec): 3 clusters Score: Raw -577753.002328 + Penalty 3131.806260 = -574621.196068 nChanged 463 SP:Iteration 4F (2049.696292 sec): 3 clusters Score: Raw -578066.039531 + Penalty 3131.806260 = -574934.233271 nChanged 465 SP:Iteration 5F (2049.747541 sec): 3 clusters Score: Raw -578404.705164 + Penalty 3131.806260 = -575272.898904 nChanged 458 SP:Iteration 6F (2049.798658 sec): 3 clusters Score: Raw -578725.786247 + Penalty 3131.806260 = -575593.979986 nChanged 409 SP:Iteration 7F (2049.903747 sec): 3 clusters Score: Raw -579014.075249 + Penalty 3131.806260 = -575882.268989 nChanged 359 SP:Iteration 8Q (2050.042919 sec): 3 clusters Score: Raw -579240.776258 + Penalty 3131.806260 = -576108.969998 nChanged 272 SP:Iteration 9Q (2050.171536 sec): 3 clusters Score: Raw -579387.455273 + Penalty 3131.806260 = -576255.649013 nChanged 209 SP:Iteration 10Q (2050.252065 sec): 3 clusters Score: Raw -579490.021711 + Penalty 3131.806260 = -576358.215451 nChanged 157 SP:Iteration 11Q (2050.332736 sec): 3 clusters Score: Raw -579562.581459 + Penalty 3131.806260 = -576430.775199 nChanged 129 SP:Iteration 12Q (2050.394751 sec): 3 clusters Score: Raw -579607.065215 + Penalty 3131.806260 = -576475.258955 nChanged 97 SP:Iteration 13Q (2050.457213 sec): 3 clusters Score: Raw -579640.840285 + Penalty 3131.806260 = -576509.034025 nChanged 91 SP:Iteration 14Q (2050.545544 sec): 3 clusters Score: Raw -579674.251754 + Penalty 3131.806260 = -576542.445494 nChanged 81 SP:Iteration 15Q (2050.603497 sec): 3 clusters Score: Raw -579704.945931 + Penalty 3131.806260 = -576573.139671 nChanged 67 SP:Iteration 16Q (2050.657968 sec): 3 clusters Score: Raw -579729.682217 + Penalty 3131.806260 = -576597.875957 nChanged 68 SP:Iteration 17Q (2050.716716 sec): 3 clusters Score: Raw -579752.909068 + Penalty 3131.806260 = -576621.102808 nChanged 56 SP:Iteration 18Q (2050.801931 sec): 3 clusters Score: Raw -579769.175686 + Penalty 3131.806260 = -576637.369426 nChanged 42 SP:Iteration 19Q (2050.858602 sec): 3 clusters Score: Raw -579780.643306 + Penalty 3131.806260 = -576648.837046 nChanged 31 SP:Iteration 20F (2050.913119 sec): 3 clusters Score: Raw -579789.605674 + Penalty 3131.806260 = -576657.799414 nChanged 23 SP:Iteration 21Q (2050.968029 sec): 3 clusters Score: Raw -579795.331291 + Penalty 3131.806260 = -576663.525031 nChanged 18 SP:Iteration 22Q (2051.027918 sec): 3 clusters Score: Raw -579799.455199 + Penalty 3131.806260 = -576667.648939 nChanged 18 SP:Iteration 23Q (2051.088729 sec): 3 clusters Score: Raw -579803.013402 + Penalty 3131.806260 = -576671.207142 nChanged 13 SP:Iteration 24Q (2051.162133 sec): 3 clusters Score: Raw -579806.026682 + Penalty 3131.806260 = -576674.220422 nChanged 13 SP:Iteration 25Q (2051.232555 sec): 3 clusters Score: Raw -579808.948348 + Penalty 3131.806260 = -576677.142088 nChanged 9 SP:Iteration 26Q (2051.290325 sec): 3 clusters Score: Raw -579810.481958 + Penalty 3131.806260 = -576678.675698 nChanged 7 SP:Iteration 27Q (2051.350217 sec): 3 clusters Score: Raw -579811.789629 + Penalty 3131.806260 = -576679.983369 nChanged 10 SP:Iteration 28Q (2051.410188 sec): 3 clusters Score: Raw -579813.715831 + Penalty 3131.806260 = -576681.909571 nChanged 8 SP:Iteration 29Q (2051.493223 sec): 3 clusters Score: Raw -579815.606235 + Penalty 3131.806260 = -576683.799975 nChanged 7 SP:Iteration 30Q (2051.550005 sec): 3 clusters Score: Raw -579817.149541 + Penalty 3131.806260 = -576685.343281 nChanged 6 SP:Iteration 31Q (2051.703919 sec): 3 clusters Score: Raw -579818.125726 + Penalty 3131.806260 = -576686.319466 nChanged 4 SP:Iteration 32Q (2051.828259 sec): 3 clusters Score: Raw -579818.648624 + Penalty 3131.806260 = -576686.842364 nChanged 1 SP:Iteration 33Q (2051.954928 sec): 3 clusters Score: Raw -579818.923894 + Penalty 3131.806260 = -576687.117634 nChanged 1 SP:Iteration 34Q (2052.093900 sec): 3 clusters Score: Raw -579819.210670 + Penalty 3131.806260 = -576687.404410 nChanged 2 SP:Iteration 35Q (2052.152020 sec): 3 clusters Score: Raw -579819.426057 + Penalty 3131.806260 = -576687.619797 nChanged 2 SP:Iteration 36Q (2052.207485 sec): 3 clusters Score: Raw -579819.594873 + Penalty 3131.806260 = -576687.788613 nChanged 1 SP:Iteration 37Q (2052.262917 sec): 3 clusters Score: Raw -579819.668258 + Penalty 3131.806260 = -576687.861998 nChanged 0 SP:Iteration 38F (2052.317671 sec): 3 clusters Score: Raw -579819.668258 + Penalty 3131.806260 = -576687.861998 nChanged 0 Trying to split cluster 26 (1948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2052.357718 sec): 2 clusters Score: Raw -143506.575531 + Penalty 1329.335014 = -142177.240517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2052.384792 sec): 3 clusters Score: Raw -142720.935175 + Penalty 2658.670028 = -140062.265147 nChanged 684 SP:Iteration 1F (2052.411874 sec): 3 clusters Score: Raw -143175.895541 + Penalty 2658.670028 = -140517.225513 nChanged 153 SP:Iteration 2F (2052.438785 sec): 3 clusters Score: Raw -143300.970049 + Penalty 2658.670028 = -140642.300021 nChanged 103 SP:Iteration 3F (2052.464991 sec): 3 clusters Score: Raw -143386.853538 + Penalty 2658.670028 = -140728.183510 nChanged 95 SP:Iteration 4Q (2052.491964 sec): 3 clusters Score: Raw -143488.571418 + Penalty 2658.670028 = -140829.901390 nChanged 88 SP:Iteration 5Q (2052.518897 sec): 3 clusters Score: Raw -143592.654103 + Penalty 2658.670028 = -140933.984075 nChanged 101 SP:Iteration 6F (2052.545756 sec): 3 clusters Score: Raw -143722.815527 + Penalty 2658.670028 = -141064.145499 nChanged 114 SP:Iteration 7F (2052.572230 sec): 3 clusters Score: Raw -143860.584298 + Penalty 2658.670028 = -141201.914270 nChanged 97 SP:Iteration 8Q (2052.597967 sec): 3 clusters Score: Raw -143972.029320 + Penalty 2658.670028 = -141313.359292 nChanged 83 SP:Iteration 9Q (2052.623720 sec): 3 clusters Score: Raw -144070.666548 + Penalty 2658.670028 = -141411.996520 nChanged 61 SP:Iteration 10Q (2052.649307 sec): 3 clusters Score: Raw -144128.366827 + Penalty 2658.670028 = -141469.696799 nChanged 41 SP:Iteration 11Q (2052.674988 sec): 3 clusters Score: Raw -144168.856221 + Penalty 2658.670028 = -141510.186193 nChanged 27 SP:Iteration 12Q (2052.700591 sec): 3 clusters Score: Raw -144185.848485 + Penalty 2658.670028 = -141527.178457 nChanged 17 SP:Iteration 13Q (2052.726287 sec): 3 clusters Score: Raw -144197.469589 + Penalty 2658.670028 = -141538.799561 nChanged 19 SP:Iteration 14Q (2052.751906 sec): 3 clusters Score: Raw -144209.923159 + Penalty 2658.670028 = -141551.253131 nChanged 9 SP:Iteration 15Q (2052.777439 sec): 3 clusters Score: Raw -144216.515637 + Penalty 2658.670028 = -141557.845610 nChanged 14 SP:Iteration 16Q (2052.803057 sec): 3 clusters Score: Raw -144225.205961 + Penalty 2658.670028 = -141566.535933 nChanged 15 SP:Iteration 17Q (2052.828618 sec): 3 clusters Score: Raw -144232.393772 + Penalty 2658.670028 = -141573.723744 nChanged 7 SP:Iteration 18Q (2052.854252 sec): 3 clusters Score: Raw -144238.184936 + Penalty 2658.670028 = -141579.514908 nChanged 6 SP:Iteration 19Q (2052.879850 sec): 3 clusters Score: Raw -144242.878645 + Penalty 2658.670028 = -141584.208617 nChanged 6 SP:Iteration 20F (2052.905326 sec): 3 clusters Score: Raw -144249.152197 + Penalty 2658.670028 = -141590.482169 nChanged 10 SP:Iteration 21Q (2052.930950 sec): 3 clusters Score: Raw -144256.770079 + Penalty 2658.670028 = -141598.100051 nChanged 10 SP:Iteration 22Q (2053.050033 sec): 3 clusters Score: Raw -144262.910022 + Penalty 2658.670028 = -141604.239994 nChanged 11 SP:Iteration 23Q (2053.159926 sec): 3 clusters Score: Raw -144273.836109 + Penalty 2658.670028 = -141615.166081 nChanged 18 SP:Iteration 24Q (2053.276385 sec): 3 clusters Score: Raw -144286.786350 + Penalty 2658.670028 = -141628.116322 nChanged 13 SP:Iteration 25Q (2053.392821 sec): 3 clusters Score: Raw -144296.596206 + Penalty 2658.670028 = -141637.926178 nChanged 13 SP:Iteration 26Q (2053.509016 sec): 3 clusters Score: Raw -144309.103183 + Penalty 2658.670028 = -141650.433155 nChanged 14 SP:Iteration 27Q (2053.624899 sec): 3 clusters Score: Raw -144316.562790 + Penalty 2658.670028 = -141657.892762 nChanged 5 SP:Iteration 28Q (2053.684127 sec): 3 clusters Score: Raw -144319.390760 + Penalty 2658.670028 = -141660.720732 nChanged 2 SP:Iteration 29Q (2053.710079 sec): 3 clusters Score: Raw -144320.466809 + Penalty 2658.670028 = -141661.796781 nChanged 0 SP:Iteration 30F (2053.735612 sec): 3 clusters Score: Raw -144320.466809 + Penalty 2658.670028 = -141661.796781 nChanged 0 Trying to split cluster 27 (4119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2053.776831 sec): 2 clusters Score: Raw -322613.874004 + Penalty 1460.750679 = -321153.123325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2053.818741 sec): 3 clusters Score: Raw -320631.296668 + Penalty 2921.501359 = -317709.795309 nChanged 1585 SP:Iteration 1F (2053.871774 sec): 3 clusters Score: Raw -321661.168274 + Penalty 2921.501359 = -318739.666915 nChanged 368 SP:Iteration 2F (2053.921330 sec): 3 clusters Score: Raw -321926.739647 + Penalty 2921.501359 = -319005.238289 nChanged 249 SP:Iteration 3F (2053.968925 sec): 3 clusters Score: Raw -322091.791423 + Penalty 2921.501359 = -319170.290064 nChanged 189 SP:Iteration 4Q (2054.010583 sec): 3 clusters Score: Raw -322230.319736 + Penalty 2921.501359 = -319308.818377 nChanged 194 SP:Iteration 5Q (2054.052622 sec): 3 clusters Score: Raw -322376.674998 + Penalty 2921.501359 = -319455.173639 nChanged 159 SP:Iteration 6Q (2054.094531 sec): 3 clusters Score: Raw -322487.310804 + Penalty 2921.501359 = -319565.809445 nChanged 109 SP:Iteration 7Q (2054.136156 sec): 3 clusters Score: Raw -322548.973433 + Penalty 2921.501359 = -319627.472074 nChanged 86 SP:Iteration 8Q (2054.177774 sec): 3 clusters Score: Raw -322591.338144 + Penalty 2921.501359 = -319669.836786 nChanged 66 SP:Iteration 9Q (2054.222282 sec): 3 clusters Score: Raw -322620.970274 + Penalty 2921.501359 = -319699.468915 nChanged 54 SP:Iteration 10Q (2054.267037 sec): 3 clusters Score: Raw -322651.019771 + Penalty 2921.501359 = -319729.518412 nChanged 36 SP:Iteration 11Q (2054.311769 sec): 3 clusters Score: Raw -322668.291857 + Penalty 2921.501359 = -319746.790498 nChanged 27 SP:Iteration 12Q (2054.354176 sec): 3 clusters Score: Raw -322680.754206 + Penalty 2921.501359 = -319759.252847 nChanged 23 SP:Iteration 13Q (2054.396884 sec): 3 clusters Score: Raw -322690.096953 + Penalty 2921.501359 = -319768.595594 nChanged 22 SP:Iteration 14Q (2054.439641 sec): 3 clusters Score: Raw -322698.785278 + Penalty 2921.501359 = -319777.283919 nChanged 20 SP:Iteration 15Q (2054.483505 sec): 3 clusters Score: Raw -322707.310208 + Penalty 2921.501359 = -319785.808850 nChanged 15 SP:Iteration 16Q (2054.528177 sec): 3 clusters Score: Raw -322713.116943 + Penalty 2921.501359 = -319791.615584 nChanged 18 SP:Iteration 17Q (2054.572795 sec): 3 clusters Score: Raw -322720.623554 + Penalty 2921.501359 = -319799.122195 nChanged 18 SP:Iteration 18Q (2054.617337 sec): 3 clusters Score: Raw -322729.725392 + Penalty 2921.501359 = -319808.224034 nChanged 19 SP:Iteration 19Q (2054.662283 sec): 3 clusters Score: Raw -322738.130806 + Penalty 2921.501359 = -319816.629447 nChanged 16 SP:Iteration 20F (2054.787583 sec): 3 clusters Score: Raw -322744.031165 + Penalty 2921.501359 = -319822.529806 nChanged 9 SP:Iteration 21Q (2054.932802 sec): 3 clusters Score: Raw -322747.325149 + Penalty 2921.501359 = -319825.823790 nChanged 5 SP:Iteration 22Q (2055.060238 sec): 3 clusters Score: Raw -322748.977539 + Penalty 2921.501359 = -319827.476180 nChanged 1 SP:Iteration 23Q (2055.195792 sec): 3 clusters Score: Raw -322749.306781 + Penalty 2921.501359 = -319827.805422 nChanged 1 SP:Iteration 24Q (2055.290686 sec): 3 clusters Score: Raw -322750.090649 + Penalty 2921.501359 = -319828.589290 nChanged 2 SP:Iteration 25Q (2055.416962 sec): 3 clusters Score: Raw -322751.038311 + Penalty 2921.501359 = -319829.536952 nChanged 3 SP:Iteration 26Q (2055.530188 sec): 3 clusters Score: Raw -322751.762555 + Penalty 2921.501359 = -319830.261196 nChanged 2 SP:Iteration 27Q (2055.573527 sec): 3 clusters Score: Raw -322752.738176 + Penalty 2921.501359 = -319831.236817 nChanged 1 SP:Iteration 28Q (2055.616371 sec): 3 clusters Score: Raw -322753.214691 + Penalty 2921.501359 = -319831.713332 nChanged 1 SP:Iteration 29Q (2055.658487 sec): 3 clusters Score: Raw -322753.445769 + Penalty 2921.501359 = -319831.944410 nChanged 2 SP:Iteration 30Q (2055.700524 sec): 3 clusters Score: Raw -322754.371766 + Penalty 2921.501359 = -319832.870407 nChanged 0 SP:Iteration 31F (2055.742198 sec): 3 clusters Score: Raw -322754.371766 + Penalty 2921.501359 = -319832.870407 nChanged 0 Iteration 219Q (2057.884961 sec): 31 clusters Score: Raw -7130855.279428 + Penalty 60687.764738 = -7070167.514690 nChanged 683 Iteration 220F (2061.740924 sec): 31 clusters Score: Raw -7131498.225809 + Penalty 60687.764738 = -7070810.461071 nChanged 568 Iteration 221Q (2063.565117 sec): 31 clusters Score: Raw -7131843.989636 + Penalty 60687.764738 = -7071156.224898 nChanged 352 Iteration 222Q (2065.408816 sec): 31 clusters Score: Raw -7132038.247129 + Penalty 60687.764738 = -7071350.482391 nChanged 239 Iteration 223Q (2067.060122 sec): 31 clusters Score: Raw -7132137.725156 + Penalty 60687.764738 = -7071449.960418 nChanged 183 Iteration 224Q (2068.561672 sec): 31 clusters Score: Raw -7132199.940392 + Penalty 60687.764738 = -7071512.175654 nChanged 137 Iteration 225Q (2070.095023 sec): 31 clusters Score: Raw -7132244.179910 + Penalty 60687.764738 = -7071556.415172 nChanged 114 Iteration 226Q (2071.558522 sec): 31 clusters Score: Raw -7132271.589043 + Penalty 60687.764738 = -7071583.824305 nChanged 92 Iteration 227Q (2072.991955 sec): 31 clusters Score: Raw -7132290.604016 + Penalty 60687.764738 = -7071602.839278 nChanged 61 Iteration 228Q (2074.467333 sec): 31 clusters Score: Raw -7132304.545043 + Penalty 60687.764738 = -7071616.780305 nChanged 65 Iteration 229Q (2075.895209 sec): 31 clusters Score: Raw -7132315.493795 + Penalty 60687.764738 = -7071627.729057 nChanged 36 Iteration 230Q (2077.261622 sec): 31 clusters Score: Raw -7132321.705898 + Penalty 60687.764738 = -7071633.941161 nChanged 34 Iteration 231Q (2078.632747 sec): 31 clusters Score: Raw -7132329.467172 + Penalty 60687.764738 = -7071641.702434 nChanged 46 Iteration 232Q (2080.410177 sec): 31 clusters Score: Raw -7132337.613780 + Penalty 60687.764738 = -7071649.849042 nChanged 34 Iteration 233Q (2082.686773 sec): 31 clusters Score: Raw -7132343.736954 + Penalty 60687.764738 = -7071655.972216 nChanged 29 Iteration 234Q (2085.135097 sec): 31 clusters Score: Raw -7132348.814066 + Penalty 60687.764738 = -7071661.049328 nChanged 18 Iteration 235Q (2086.624934 sec): 31 clusters Score: Raw -7132351.706719 + Penalty 60687.764738 = -7071663.941981 nChanged 14 Iteration 236Q (2088.004236 sec): 31 clusters Score: Raw -7132353.844088 + Penalty 60687.764738 = -7071666.079350 nChanged 12 Iteration 237Q (2090.087415 sec): 31 clusters Score: Raw -7132356.350793 + Penalty 60687.764738 = -7071668.586055 nChanged 11 Iteration 238Q (2091.547025 sec): 31 clusters Score: Raw -7132358.121026 + Penalty 60687.764738 = -7071670.356288 nChanged 12 Iteration 239Q (2093.035371 sec): 31 clusters Score: Raw -7132360.132813 + Penalty 60687.764738 = -7071672.368075 nChanged 4 Iteration 240F (2095.973480 sec): 31 clusters Score: Raw -7132360.837401 + Penalty 60687.764738 = -7071673.072663 nChanged 4 Iteration 241Q (2097.301044 sec): 31 clusters Score: Raw -7132361.693031 + Penalty 60687.764738 = -7071673.928294 nChanged 6 Iteration 242Q (2098.647175 sec): 31 clusters Score: Raw -7132362.714422 + Penalty 60687.764738 = -7071674.949684 nChanged 4 Iteration 243Q (2100.000900 sec): 31 clusters Score: Raw -7132363.321954 + Penalty 60687.764738 = -7071675.557216 nChanged 3 Iteration 244Q (2101.644102 sec): 31 clusters Score: Raw -7132363.892220 + Penalty 60687.764738 = -7071676.127482 nChanged 5 Iteration 245Q (2102.992673 sec): 31 clusters Score: Raw -7132364.713423 + Penalty 60687.764738 = -7071676.948685 nChanged 6 Iteration 246Q (2104.297369 sec): 31 clusters Score: Raw -7132365.487170 + Penalty 60687.764738 = -7071677.722432 nChanged 10 Iteration 247Q (2105.567161 sec): 31 clusters Score: Raw -7132366.421492 + Penalty 60687.764738 = -7071678.656754 nChanged 6 Iteration 248Q (2106.932243 sec): 31 clusters Score: Raw -7132367.216587 + Penalty 60687.764738 = -7071679.451849 nChanged 11 Iteration 249Q (2108.290805 sec): 31 clusters Score: Raw -7132368.512613 + Penalty 60687.764738 = -7071680.747876 nChanged 9 Iteration 250Q (2109.640609 sec): 31 clusters Score: Raw -7132369.306950 + Penalty 60687.764738 = -7071681.542212 nChanged 3 Iteration 251Q (2110.997184 sec): 31 clusters Score: Raw -7132369.533085 + Penalty 60687.764738 = -7071681.768347 nChanged 3 Iteration 252Q (2112.341337 sec): 31 clusters Score: Raw -7132369.739672 + Penalty 60687.764738 = -7071681.974934 nChanged 3 Iteration 253Q (2113.692437 sec): 31 clusters Score: Raw -7132370.168066 + Penalty 60687.764738 = -7071682.403328 nChanged 0 Iteration 254F (2116.647139 sec): 31 clusters Score: Raw -7132370.168066 + Penalty 60687.764738 = -7071682.403328 nChanged 0 Compute initial score before splitting: Score: Raw -7132370.168066 + Penalty 60687.764738 = -7071682.403328 Trying to split cluster 1 (2202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2116.726703 sec): 2 clusters Score: Raw -161942.560422 + Penalty 1350.844791 = -160591.715631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2116.749221 sec): 3 clusters Score: Raw -161005.795822 + Penalty 2701.689582 = -158304.106240 nChanged 793 SP:Iteration 1F (2116.833673 sec): 3 clusters Score: Raw -161522.889777 + Penalty 2701.689582 = -158821.200195 nChanged 214 SP:Iteration 2F (2116.902942 sec): 3 clusters Score: Raw -161745.342928 + Penalty 2701.689582 = -159043.653346 nChanged 177 SP:Iteration 3F (2116.988166 sec): 3 clusters Score: Raw -161968.417196 + Penalty 2701.689582 = -159266.727614 nChanged 147 SP:Iteration 4F (2117.010047 sec): 3 clusters Score: Raw -162161.573554 + Penalty 2701.689582 = -159459.883972 nChanged 124 SP:Iteration 5F (2117.031672 sec): 3 clusters Score: Raw -162298.151329 + Penalty 2701.689582 = -159596.461746 nChanged 93 SP:Iteration 6Q (2117.053375 sec): 3 clusters Score: Raw -162389.616612 + Penalty 2701.689582 = -159687.927030 nChanged 68 SP:Iteration 7Q (2117.075007 sec): 3 clusters Score: Raw -162447.795070 + Penalty 2701.689582 = -159746.105488 nChanged 49 SP:Iteration 8Q (2117.108688 sec): 3 clusters Score: Raw -162487.549232 + Penalty 2701.689582 = -159785.859650 nChanged 45 SP:Iteration 9Q (2117.130310 sec): 3 clusters Score: Raw -162520.320806 + Penalty 2701.689582 = -159818.631224 nChanged 31 SP:Iteration 10Q (2117.151929 sec): 3 clusters Score: Raw -162540.049728 + Penalty 2701.689582 = -159838.360145 nChanged 19 SP:Iteration 11Q (2117.173451 sec): 3 clusters Score: Raw -162553.331863 + Penalty 2701.689582 = -159851.642280 nChanged 17 SP:Iteration 12Q (2117.194942 sec): 3 clusters Score: Raw -162561.227275 + Penalty 2701.689582 = -159859.537693 nChanged 17 SP:Iteration 13Q (2117.286364 sec): 3 clusters Score: Raw -162569.378392 + Penalty 2701.689582 = -159867.688810 nChanged 18 SP:Iteration 14Q (2117.381875 sec): 3 clusters Score: Raw -162578.615322 + Penalty 2701.689582 = -159876.925740 nChanged 14 SP:Iteration 15Q (2117.491438 sec): 3 clusters Score: Raw -162586.684256 + Penalty 2701.689582 = -159884.994674 nChanged 13 SP:Iteration 16Q (2117.578482 sec): 3 clusters Score: Raw -162590.942793 + Penalty 2701.689582 = -159889.253210 nChanged 7 SP:Iteration 17Q (2117.666476 sec): 3 clusters Score: Raw -162592.833894 + Penalty 2701.689582 = -159891.144311 nChanged 6 SP:Iteration 18Q (2117.731847 sec): 3 clusters Score: Raw -162595.327868 + Penalty 2701.689582 = -159893.638285 nChanged 5 SP:Iteration 19Q (2117.768026 sec): 3 clusters Score: Raw -162597.785765 + Penalty 2701.689582 = -159896.096183 nChanged 3 SP:Iteration 20F (2117.789625 sec): 3 clusters Score: Raw -162599.066806 + Penalty 2701.689582 = -159897.377224 nChanged 3 SP:Iteration 21Q (2117.811190 sec): 3 clusters Score: Raw -162600.716871 + Penalty 2701.689582 = -159899.027289 nChanged 2 SP:Iteration 22Q (2117.832683 sec): 3 clusters Score: Raw -162601.800070 + Penalty 2701.689582 = -159900.110488 nChanged 2 SP:Iteration 23Q (2117.854116 sec): 3 clusters Score: Raw -162602.526231 + Penalty 2701.689582 = -159900.836649 nChanged 1 SP:Iteration 24Q (2117.875708 sec): 3 clusters Score: Raw -162602.834431 + Penalty 2701.689582 = -159901.144849 nChanged 0 SP:Iteration 25F (2117.896319 sec): 3 clusters Score: Raw -162602.834431 + Penalty 2701.689582 = -159901.144849 nChanged 0 Trying to split cluster 2 (5729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2117.932346 sec): 2 clusters Score: Raw -430739.951332 + Penalty 1518.653496 = -429221.297836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2117.988374 sec): 3 clusters Score: Raw -427775.000404 + Penalty 3037.306992 = -424737.693411 nChanged 2315 SP:Iteration 1F (2118.040092 sec): 3 clusters Score: Raw -429369.958045 + Penalty 3037.306992 = -426332.651052 nChanged 519 SP:Iteration 2F (2118.094325 sec): 3 clusters Score: Raw -429826.250561 + Penalty 3037.306992 = -426788.943569 nChanged 470 SP:Iteration 3F (2118.142541 sec): 3 clusters Score: Raw -430229.451329 + Penalty 3037.306992 = -427192.144337 nChanged 375 SP:Iteration 4F (2118.177343 sec): 3 clusters Score: Raw -430555.764469 + Penalty 3037.306992 = -427518.457477 nChanged 315 SP:Iteration 5F (2118.212174 sec): 3 clusters Score: Raw -430807.494647 + Penalty 3037.306992 = -427770.187655 nChanged 253 SP:Iteration 6Q (2118.247336 sec): 3 clusters Score: Raw -430976.378435 + Penalty 3037.306992 = -427939.071443 nChanged 171 SP:Iteration 7Q (2118.282865 sec): 3 clusters Score: Raw -431062.209654 + Penalty 3037.306992 = -428024.902661 nChanged 111 SP:Iteration 8Q (2118.330223 sec): 3 clusters Score: Raw -431119.708747 + Penalty 3037.306992 = -428082.401755 nChanged 100 SP:Iteration 9Q (2118.377598 sec): 3 clusters Score: Raw -431166.576429 + Penalty 3037.306992 = -428129.269437 nChanged 83 SP:Iteration 10Q (2118.424931 sec): 3 clusters Score: Raw -431200.222725 + Penalty 3037.306992 = -428162.915732 nChanged 53 SP:Iteration 11Q (2118.481038 sec): 3 clusters Score: Raw -431222.014399 + Penalty 3037.306992 = -428184.707406 nChanged 55 SP:Iteration 12Q (2118.516248 sec): 3 clusters Score: Raw -431251.008945 + Penalty 3037.306992 = -428213.701953 nChanged 66 SP:Iteration 13Q (2118.551454 sec): 3 clusters Score: Raw -431288.375077 + Penalty 3037.306992 = -428251.068085 nChanged 75 SP:Iteration 14Q (2118.586427 sec): 3 clusters Score: Raw -431325.022012 + Penalty 3037.306992 = -428287.715019 nChanged 62 SP:Iteration 15Q (2118.621284 sec): 3 clusters Score: Raw -431361.160872 + Penalty 3037.306992 = -428323.853880 nChanged 68 SP:Iteration 16Q (2118.762469 sec): 3 clusters Score: Raw -431401.932798 + Penalty 3037.306992 = -428364.625806 nChanged 63 SP:Iteration 17Q (2118.872676 sec): 3 clusters Score: Raw -431435.646439 + Penalty 3037.306992 = -428398.339446 nChanged 77 SP:Iteration 18Q (2118.979070 sec): 3 clusters Score: Raw -431485.322148 + Penalty 3037.306992 = -428448.015156 nChanged 93 SP:Iteration 19Q (2119.076260 sec): 3 clusters Score: Raw -431561.401804 + Penalty 3037.306992 = -428524.094812 nChanged 111 SP:Iteration 20F (2119.156884 sec): 3 clusters Score: Raw -431646.230182 + Penalty 3037.306992 = -428608.923190 nChanged 107 SP:Iteration 21Q (2119.198970 sec): 3 clusters Score: Raw -431722.944146 + Penalty 3037.306992 = -428685.637153 nChanged 93 SP:Iteration 22Q (2119.252040 sec): 3 clusters Score: Raw -431789.501101 + Penalty 3037.306992 = -428752.194109 nChanged 83 SP:Iteration 23Q (2119.300320 sec): 3 clusters Score: Raw -431842.410019 + Penalty 3037.306992 = -428805.103026 nChanged 77 SP:Iteration 24Q (2119.367869 sec): 3 clusters Score: Raw -431889.713195 + Penalty 3037.306992 = -428852.406203 nChanged 68 SP:Iteration 25Q (2119.452083 sec): 3 clusters Score: Raw -431930.138072 + Penalty 3037.306992 = -428892.831080 nChanged 51 SP:Iteration 26Q (2119.512337 sec): 3 clusters Score: Raw -431948.312378 + Penalty 3037.306992 = -428911.005386 nChanged 28 SP:Iteration 27Q (2119.554442 sec): 3 clusters Score: Raw -431958.719126 + Penalty 3037.306992 = -428921.412134 nChanged 27 SP:Iteration 28Q (2119.593481 sec): 3 clusters Score: Raw -431967.382045 + Penalty 3037.306992 = -428930.075053 nChanged 30 SP:Iteration 29Q (2119.632919 sec): 3 clusters Score: Raw -431977.142222 + Penalty 3037.306992 = -428939.835229 nChanged 29 SP:Iteration 30Q (2119.704668 sec): 3 clusters Score: Raw -431985.392617 + Penalty 3037.306992 = -428948.085625 nChanged 19 SP:Iteration 31Q (2119.758513 sec): 3 clusters Score: Raw -431990.383946 + Penalty 3037.306992 = -428953.076954 nChanged 12 SP:Iteration 32Q (2119.826785 sec): 3 clusters Score: Raw -431992.435674 + Penalty 3037.306992 = -428955.128682 nChanged 8 SP:Iteration 33Q (2119.861909 sec): 3 clusters Score: Raw -431994.645198 + Penalty 3037.306992 = -428957.338206 nChanged 6 SP:Iteration 34Q (2119.897053 sec): 3 clusters Score: Raw -431995.402167 + Penalty 3037.306992 = -428958.095175 nChanged 4 SP:Iteration 35Q (2120.002461 sec): 3 clusters Score: Raw -431996.005566 + Penalty 3037.306992 = -428958.698574 nChanged 1 SP:Iteration 36Q (2120.140838 sec): 3 clusters Score: Raw -431996.111357 + Penalty 3037.306992 = -428958.804365 nChanged 1 SP:Iteration 37Q (2120.184557 sec): 3 clusters Score: Raw -431996.331473 + Penalty 3037.306992 = -428959.024481 nChanged 1 SP:Iteration 38Q (2120.249657 sec): 3 clusters Score: Raw -431996.393280 + Penalty 3037.306992 = -428959.086288 nChanged 1 SP:Iteration 39Q (2120.295935 sec): 3 clusters Score: Raw -431996.533065 + Penalty 3037.306992 = -428959.226073 nChanged 1 SP:Iteration 40F (2120.341678 sec): 3 clusters Score: Raw -431996.631982 + Penalty 3037.306992 = -428959.324989 nChanged 1 SP:Iteration 41Q (2120.386693 sec): 3 clusters Score: Raw -431996.736110 + Penalty 3037.306992 = -428959.429118 nChanged 1 SP:Iteration 42Q (2120.432081 sec): 3 clusters Score: Raw -431996.807169 + Penalty 3037.306992 = -428959.500177 nChanged 1 SP:Iteration 43Q (2120.483828 sec): 3 clusters Score: Raw -431996.943661 + Penalty 3037.306992 = -428959.636669 nChanged 1 SP:Iteration 44Q (2120.520287 sec): 3 clusters Score: Raw -431996.986080 + Penalty 3037.306992 = -428959.679088 nChanged 0 SP:Iteration 45F (2120.588457 sec): 3 clusters Score: Raw -431996.986080 + Penalty 3037.306992 = -428959.679088 nChanged 0 Trying to split cluster 3 (1401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2120.638325 sec): 2 clusters Score: Raw -75437.678876 + Penalty 1271.487241 = -74166.191634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2120.755111 sec): 3 clusters Score: Raw -75003.692231 + Penalty 2542.974483 = -72460.717748 nChanged 478 SP:Iteration 1F (2120.843151 sec): 3 clusters Score: Raw -75419.612598 + Penalty 2542.974483 = -72876.638115 nChanged 110 SP:Iteration 2F (2120.929559 sec): 3 clusters Score: Raw -75528.526402 + Penalty 2542.974483 = -72985.551920 nChanged 74 SP:Iteration 3F (2121.024361 sec): 3 clusters Score: Raw -75620.456487 + Penalty 2542.974483 = -73077.482004 nChanged 64 SP:Iteration 4Q (2121.127029 sec): 3 clusters Score: Raw -75699.975387 + Penalty 2542.974483 = -73157.000904 nChanged 56 SP:Iteration 5Q (2121.187143 sec): 3 clusters Score: Raw -75773.582501 + Penalty 2542.974483 = -73230.608018 nChanged 54 SP:Iteration 6Q (2121.203739 sec): 3 clusters Score: Raw -75841.337734 + Penalty 2542.974483 = -73298.363251 nChanged 39 SP:Iteration 7Q (2121.219568 sec): 3 clusters Score: Raw -75878.804894 + Penalty 2542.974483 = -73335.830411 nChanged 29 SP:Iteration 8Q (2121.235326 sec): 3 clusters Score: Raw -75910.597321 + Penalty 2542.974483 = -73367.622839 nChanged 30 SP:Iteration 9Q (2121.251291 sec): 3 clusters Score: Raw -75945.485535 + Penalty 2542.974483 = -73402.511052 nChanged 29 SP:Iteration 10Q (2121.283069 sec): 3 clusters Score: Raw -75986.638996 + Penalty 2542.974483 = -73443.664513 nChanged 30 SP:Iteration 11Q (2121.303072 sec): 3 clusters Score: Raw -76023.213294 + Penalty 2542.974483 = -73480.238811 nChanged 33 SP:Iteration 12Q (2121.322980 sec): 3 clusters Score: Raw -76077.532342 + Penalty 2542.974483 = -73534.557859 nChanged 30 SP:Iteration 13Q (2121.342901 sec): 3 clusters Score: Raw -76106.079325 + Penalty 2542.974483 = -73563.104842 nChanged 26 SP:Iteration 14Q (2121.362779 sec): 3 clusters Score: Raw -76135.445230 + Penalty 2542.974483 = -73592.470748 nChanged 22 SP:Iteration 15Q (2121.382812 sec): 3 clusters Score: Raw -76153.558152 + Penalty 2542.974483 = -73610.583670 nChanged 14 SP:Iteration 16Q (2121.411687 sec): 3 clusters Score: Raw -76164.349140 + Penalty 2542.974483 = -73621.374657 nChanged 12 SP:Iteration 17Q (2121.431481 sec): 3 clusters Score: Raw -76175.778588 + Penalty 2542.974483 = -73632.804105 nChanged 12 SP:Iteration 18Q (2121.448717 sec): 3 clusters Score: Raw -76184.986640 + Penalty 2542.974483 = -73642.012157 nChanged 7 SP:Iteration 19Q (2121.463646 sec): 3 clusters Score: Raw -76192.062631 + Penalty 2542.974483 = -73649.088148 nChanged 2 SP:Iteration 20F (2121.478648 sec): 3 clusters Score: Raw -76193.606840 + Penalty 2542.974483 = -73650.632357 nChanged 0 Trying to split cluster 4 (2408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2121.506617 sec): 2 clusters Score: Raw -156680.397218 + Penalty 1366.539842 = -155313.857376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2121.530999 sec): 3 clusters Score: Raw -155694.875349 + Penalty 2733.079684 = -152961.795664 nChanged 850 SP:Iteration 1F (2121.553893 sec): 3 clusters Score: Raw -156304.989320 + Penalty 2733.079684 = -153571.909635 nChanged 217 SP:Iteration 2F (2121.576852 sec): 3 clusters Score: Raw -156500.776236 + Penalty 2733.079684 = -153767.696552 nChanged 139 SP:Iteration 3F (2121.601998 sec): 3 clusters Score: Raw -156630.662422 + Penalty 2733.079684 = -153897.582738 nChanged 110 SP:Iteration 4Q (2121.626612 sec): 3 clusters Score: Raw -156729.951549 + Penalty 2733.079684 = -153996.871865 nChanged 99 SP:Iteration 5Q (2121.651147 sec): 3 clusters Score: Raw -156821.787590 + Penalty 2733.079684 = -154088.707906 nChanged 82 SP:Iteration 6Q (2121.675549 sec): 3 clusters Score: Raw -156889.310784 + Penalty 2733.079684 = -154156.231100 nChanged 77 SP:Iteration 7Q (2121.700101 sec): 3 clusters Score: Raw -156945.654087 + Penalty 2733.079684 = -154212.574403 nChanged 58 SP:Iteration 8Q (2121.733641 sec): 3 clusters Score: Raw -156986.849838 + Penalty 2733.079684 = -154253.770153 nChanged 48 SP:Iteration 9Q (2121.844384 sec): 3 clusters Score: Raw -157016.507730 + Penalty 2733.079684 = -154283.428046 nChanged 45 SP:Iteration 10Q (2121.937708 sec): 3 clusters Score: Raw -157055.388272 + Penalty 2733.079684 = -154322.308588 nChanged 48 SP:Iteration 11Q (2122.022107 sec): 3 clusters Score: Raw -157098.655303 + Penalty 2733.079684 = -154365.575619 nChanged 51 SP:Iteration 12Q (2122.106293 sec): 3 clusters Score: Raw -157146.491923 + Penalty 2733.079684 = -154413.412239 nChanged 55 SP:Iteration 13Q (2122.190024 sec): 3 clusters Score: Raw -157198.883698 + Penalty 2733.079684 = -154465.804014 nChanged 44 SP:Iteration 14Q (2122.268376 sec): 3 clusters Score: Raw -157239.020257 + Penalty 2733.079684 = -154505.940573 nChanged 40 SP:Iteration 15Q (2122.355738 sec): 3 clusters Score: Raw -157290.455247 + Penalty 2733.079684 = -154557.375563 nChanged 44 SP:Iteration 16Q (2122.442322 sec): 3 clusters Score: Raw -157337.743267 + Penalty 2733.079684 = -154604.663583 nChanged 53 SP:Iteration 17Q (2122.531948 sec): 3 clusters Score: Raw -157389.461161 + Penalty 2733.079684 = -154656.381477 nChanged 57 SP:Iteration 18Q (2122.620246 sec): 3 clusters Score: Raw -157457.820067 + Penalty 2733.079684 = -154724.740383 nChanged 64 SP:Iteration 19Q (2122.705706 sec): 3 clusters Score: Raw -157528.697560 + Penalty 2733.079684 = -154795.617876 nChanged 56 SP:Iteration 20F (2122.729052 sec): 3 clusters Score: Raw -157584.295136 + Penalty 2733.079684 = -154851.215452 nChanged 52 SP:Iteration 21Q (2122.752090 sec): 3 clusters Score: Raw -157639.384906 + Penalty 2733.079684 = -154906.305221 nChanged 43 SP:Iteration 22Q (2122.775021 sec): 3 clusters Score: Raw -157675.399943 + Penalty 2733.079684 = -154942.320259 nChanged 28 SP:Iteration 23Q (2122.798203 sec): 3 clusters Score: Raw -157699.000956 + Penalty 2733.079684 = -154965.921272 nChanged 16 SP:Iteration 24Q (2122.821124 sec): 3 clusters Score: Raw -157709.452039 + Penalty 2733.079684 = -154976.372355 nChanged 10 SP:Iteration 25Q (2122.844076 sec): 3 clusters Score: Raw -157714.143227 + Penalty 2733.079684 = -154981.063543 nChanged 6 SP:Iteration 26Q (2122.867136 sec): 3 clusters Score: Raw -157717.408331 + Penalty 2733.079684 = -154984.328646 nChanged 7 SP:Iteration 27Q (2122.889985 sec): 3 clusters Score: Raw -157719.173706 + Penalty 2733.079684 = -154986.094021 nChanged 0 SP:Iteration 28F (2122.913115 sec): 3 clusters Score: Raw -157719.173706 + Penalty 2733.079684 = -154986.094021 nChanged 0 Trying to split cluster 5 (1977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2122.939219 sec): 2 clusters Score: Raw -156805.766063 + Penalty 1331.928437 = -155473.837626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2122.960520 sec): 3 clusters Score: Raw -156005.985866 + Penalty 2663.856874 = -153342.128992 nChanged 668 SP:Iteration 1F (2122.980958 sec): 3 clusters Score: Raw -156426.374943 + Penalty 2663.856874 = -153762.518069 nChanged 166 SP:Iteration 2F (2123.001378 sec): 3 clusters Score: Raw -156568.506230 + Penalty 2663.856874 = -153904.649356 nChanged 117 SP:Iteration 3F (2123.021793 sec): 3 clusters Score: Raw -156651.636308 + Penalty 2663.856874 = -153987.779434 nChanged 70 SP:Iteration 4Q (2123.042521 sec): 3 clusters Score: Raw -156700.686579 + Penalty 2663.856874 = -154036.829705 nChanged 50 SP:Iteration 5Q (2123.063121 sec): 3 clusters Score: Raw -156733.539570 + Penalty 2663.856874 = -154069.682696 nChanged 38 SP:Iteration 6Q (2123.083778 sec): 3 clusters Score: Raw -156761.885612 + Penalty 2663.856874 = -154098.028738 nChanged 36 SP:Iteration 7Q (2123.104343 sec): 3 clusters Score: Raw -156787.157681 + Penalty 2663.856874 = -154123.300807 nChanged 35 SP:Iteration 8Q (2123.124916 sec): 3 clusters Score: Raw -156805.671196 + Penalty 2663.856874 = -154141.814322 nChanged 28 SP:Iteration 9Q (2123.221627 sec): 3 clusters Score: Raw -156825.197414 + Penalty 2663.856874 = -154161.340540 nChanged 21 SP:Iteration 10Q (2123.310777 sec): 3 clusters Score: Raw -156838.386777 + Penalty 2663.856874 = -154174.529903 nChanged 28 SP:Iteration 11Q (2123.428083 sec): 3 clusters Score: Raw -156857.557720 + Penalty 2663.856874 = -154193.700846 nChanged 24 SP:Iteration 12Q (2123.511823 sec): 3 clusters Score: Raw -156873.273365 + Penalty 2663.856874 = -154209.416492 nChanged 14 SP:Iteration 13Q (2123.601340 sec): 3 clusters Score: Raw -156883.444242 + Penalty 2663.856874 = -154219.587368 nChanged 13 SP:Iteration 14Q (2123.690285 sec): 3 clusters Score: Raw -156891.765266 + Penalty 2663.856874 = -154227.908392 nChanged 19 SP:Iteration 15Q (2123.729116 sec): 3 clusters Score: Raw -156905.044529 + Penalty 2663.856874 = -154241.187655 nChanged 17 SP:Iteration 16Q (2123.748925 sec): 3 clusters Score: Raw -156915.470418 + Penalty 2663.856874 = -154251.613544 nChanged 13 SP:Iteration 17Q (2123.768645 sec): 3 clusters Score: Raw -156921.972152 + Penalty 2663.856874 = -154258.115278 nChanged 12 SP:Iteration 18Q (2123.788404 sec): 3 clusters Score: Raw -156927.273965 + Penalty 2663.856874 = -154263.417092 nChanged 6 SP:Iteration 19Q (2123.808144 sec): 3 clusters Score: Raw -156929.804151 + Penalty 2663.856874 = -154265.947277 nChanged 9 SP:Iteration 20F (2123.827758 sec): 3 clusters Score: Raw -156934.117755 + Penalty 2663.856874 = -154270.260881 nChanged 4 SP:Iteration 21Q (2123.847484 sec): 3 clusters Score: Raw -156935.409767 + Penalty 2663.856874 = -154271.552893 nChanged 6 SP:Iteration 22Q (2123.867304 sec): 3 clusters Score: Raw -156938.141840 + Penalty 2663.856874 = -154274.284966 nChanged 9 SP:Iteration 23Q (2123.887089 sec): 3 clusters Score: Raw -156940.648195 + Penalty 2663.856874 = -154276.791321 nChanged 4 SP:Iteration 24Q (2123.906784 sec): 3 clusters Score: Raw -156942.878539 + Penalty 2663.856874 = -154279.021665 nChanged 4 SP:Iteration 25Q (2123.926565 sec): 3 clusters Score: Raw -156945.274518 + Penalty 2663.856874 = -154281.417644 nChanged 2 SP:Iteration 26Q (2123.946257 sec): 3 clusters Score: Raw -156946.403941 + Penalty 2663.856874 = -154282.547067 nChanged 2 SP:Iteration 27Q (2123.965923 sec): 3 clusters Score: Raw -156947.409122 + Penalty 2663.856874 = -154283.552249 nChanged 0 SP:Iteration 28F (2123.985509 sec): 3 clusters Score: Raw -156947.409122 + Penalty 2663.856874 = -154283.552249 nChanged 0 Trying to split cluster 6 (2162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2124.012202 sec): 2 clusters Score: Raw -136665.812922 + Penalty 1347.627469 = -135318.185453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2124.035573 sec): 3 clusters Score: Raw -135793.385853 + Penalty 2695.254938 = -133098.130914 nChanged 751 SP:Iteration 1F (2124.058596 sec): 3 clusters Score: Raw -136433.329276 + Penalty 2695.254938 = -133738.074338 nChanged 218 SP:Iteration 2F (2124.080752 sec): 3 clusters Score: Raw -136739.173126 + Penalty 2695.254938 = -134043.918187 nChanged 173 SP:Iteration 3F (2124.102861 sec): 3 clusters Score: Raw -136997.472275 + Penalty 2695.254938 = -134302.217336 nChanged 138 SP:Iteration 4F (2124.125071 sec): 3 clusters Score: Raw -137185.771245 + Penalty 2695.254938 = -134490.516307 nChanged 110 SP:Iteration 5F (2124.147304 sec): 3 clusters Score: Raw -137291.191607 + Penalty 2695.254938 = -134595.936669 nChanged 66 SP:Iteration 6Q (2124.169417 sec): 3 clusters Score: Raw -137352.727592 + Penalty 2695.254938 = -134657.472653 nChanged 55 SP:Iteration 7Q (2124.191471 sec): 3 clusters Score: Raw -137402.168854 + Penalty 2695.254938 = -134706.913916 nChanged 39 SP:Iteration 8Q (2124.213550 sec): 3 clusters Score: Raw -137437.652809 + Penalty 2695.254938 = -134742.397871 nChanged 32 SP:Iteration 9Q (2124.234668 sec): 3 clusters Score: Raw -137467.959228 + Penalty 2695.254938 = -134772.704289 nChanged 29 SP:Iteration 10Q (2124.325166 sec): 3 clusters Score: Raw -137492.228343 + Penalty 2695.254938 = -134796.973404 nChanged 29 SP:Iteration 11Q (2124.444066 sec): 3 clusters Score: Raw -137514.113307 + Penalty 2695.254938 = -134818.858368 nChanged 25 SP:Iteration 12Q (2124.543249 sec): 3 clusters Score: Raw -137529.179702 + Penalty 2695.254938 = -134833.924763 nChanged 16 SP:Iteration 13Q (2124.633508 sec): 3 clusters Score: Raw -137538.527736 + Penalty 2695.254938 = -134843.272798 nChanged 15 SP:Iteration 14Q (2124.716938 sec): 3 clusters Score: Raw -137547.977741 + Penalty 2695.254938 = -134852.722803 nChanged 12 SP:Iteration 15Q (2124.807398 sec): 3 clusters Score: Raw -137552.969746 + Penalty 2695.254938 = -134857.714808 nChanged 5 SP:Iteration 16Q (2124.895023 sec): 3 clusters Score: Raw -137555.039719 + Penalty 2695.254938 = -134859.784781 nChanged 2 SP:Iteration 17Q (2125.006167 sec): 3 clusters Score: Raw -137555.845433 + Penalty 2695.254938 = -134860.590495 nChanged 2 SP:Iteration 18Q (2125.101492 sec): 3 clusters Score: Raw -137556.432938 + Penalty 2695.254938 = -134861.177999 nChanged 3 SP:Iteration 19Q (2125.174544 sec): 3 clusters Score: Raw -137557.550310 + Penalty 2695.254938 = -134862.295371 nChanged 3 SP:Iteration 20F (2125.285988 sec): 3 clusters Score: Raw -137558.812316 + Penalty 2695.254938 = -134863.557377 nChanged 2 SP:Iteration 21Q (2125.367115 sec): 3 clusters Score: Raw -137560.699616 + Penalty 2695.254938 = -134865.444678 nChanged 2 SP:Iteration 22Q (2125.453137 sec): 3 clusters Score: Raw -137561.830589 + Penalty 2695.254938 = -134866.575650 nChanged 2 SP:Iteration 23Q (2125.479521 sec): 3 clusters Score: Raw -137562.627697 + Penalty 2695.254938 = -134867.372758 nChanged 1 SP:Iteration 24Q (2125.534081 sec): 3 clusters Score: Raw -137562.802165 + Penalty 2695.254938 = -134867.547227 nChanged 0 SP:Iteration 25F (2125.631046 sec): 3 clusters Score: Raw -137562.802165 + Penalty 2695.254938 = -134867.547227 nChanged 0 Trying to split cluster 7 (1827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2125.705750 sec): 2 clusters Score: Raw -130762.540649 + Penalty 1318.080563 = -129444.460086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2125.714674 sec): 3 clusters Score: Raw -129953.020085 + Penalty 2636.161125 = -127316.858960 nChanged 651 SP:Iteration 1F (2125.733511 sec): 3 clusters Score: Raw -130457.731214 + Penalty 2636.161125 = -127821.570089 nChanged 178 SP:Iteration 2F (2125.753017 sec): 3 clusters Score: Raw -130652.442824 + Penalty 2636.161125 = -128016.281699 nChanged 132 SP:Iteration 3F (2125.772545 sec): 3 clusters Score: Raw -130790.491952 + Penalty 2636.161125 = -128154.330827 nChanged 88 SP:Iteration 4Q (2125.792292 sec): 3 clusters Score: Raw -130886.673846 + Penalty 2636.161125 = -128250.512721 nChanged 68 SP:Iteration 5Q (2125.811904 sec): 3 clusters Score: Raw -130952.073754 + Penalty 2636.161125 = -128315.912629 nChanged 68 SP:Iteration 6Q (2125.831584 sec): 3 clusters Score: Raw -131019.172901 + Penalty 2636.161125 = -128383.011776 nChanged 57 SP:Iteration 7Q (2125.851189 sec): 3 clusters Score: Raw -131078.983963 + Penalty 2636.161125 = -128442.822838 nChanged 46 SP:Iteration 8Q (2125.870015 sec): 3 clusters Score: Raw -131119.301180 + Penalty 2636.161125 = -128483.140055 nChanged 33 SP:Iteration 9Q (2125.888571 sec): 3 clusters Score: Raw -131156.966303 + Penalty 2636.161125 = -128520.805178 nChanged 36 SP:Iteration 10Q (2125.907058 sec): 3 clusters Score: Raw -131195.326234 + Penalty 2636.161125 = -128559.165108 nChanged 28 SP:Iteration 11Q (2125.925447 sec): 3 clusters Score: Raw -131221.839866 + Penalty 2636.161125 = -128585.678740 nChanged 23 SP:Iteration 12Q (2125.943965 sec): 3 clusters Score: Raw -131242.862443 + Penalty 2636.161125 = -128606.701317 nChanged 21 SP:Iteration 13Q (2126.029551 sec): 3 clusters Score: Raw -131263.041736 + Penalty 2636.161125 = -128626.880610 nChanged 21 SP:Iteration 14Q (2126.120513 sec): 3 clusters Score: Raw -131275.622747 + Penalty 2636.161125 = -128639.461622 nChanged 15 SP:Iteration 15Q (2126.231857 sec): 3 clusters Score: Raw -131288.372256 + Penalty 2636.161125 = -128652.211131 nChanged 10 SP:Iteration 16Q (2126.325938 sec): 3 clusters Score: Raw -131295.705873 + Penalty 2636.161125 = -128659.544748 nChanged 12 SP:Iteration 17Q (2126.419149 sec): 3 clusters Score: Raw -131305.536746 + Penalty 2636.161125 = -128669.375620 nChanged 13 SP:Iteration 18Q (2126.509436 sec): 3 clusters Score: Raw -131319.212788 + Penalty 2636.161125 = -128683.051663 nChanged 20 SP:Iteration 19Q (2126.599046 sec): 3 clusters Score: Raw -131346.089954 + Penalty 2636.161125 = -128709.928829 nChanged 23 SP:Iteration 20F (2126.665076 sec): 3 clusters Score: Raw -131372.689265 + Penalty 2636.161125 = -128736.528140 nChanged 28 SP:Iteration 21Q (2126.683921 sec): 3 clusters Score: Raw -131400.987000 + Penalty 2636.161125 = -128764.825875 nChanged 16 SP:Iteration 22Q (2126.702601 sec): 3 clusters Score: Raw -131419.464452 + Penalty 2636.161125 = -128783.303327 nChanged 16 SP:Iteration 23Q (2126.722417 sec): 3 clusters Score: Raw -131447.173799 + Penalty 2636.161125 = -128811.012673 nChanged 16 SP:Iteration 24Q (2126.741111 sec): 3 clusters Score: Raw -131466.391279 + Penalty 2636.161125 = -128830.230154 nChanged 10 SP:Iteration 25Q (2126.759662 sec): 3 clusters Score: Raw -131483.429247 + Penalty 2636.161125 = -128847.268122 nChanged 14 SP:Iteration 26Q (2126.778263 sec): 3 clusters Score: Raw -131491.917581 + Penalty 2636.161125 = -128855.756456 nChanged 11 SP:Iteration 27Q (2126.805355 sec): 3 clusters Score: Raw -131500.636955 + Penalty 2636.161125 = -128864.475830 nChanged 12 SP:Iteration 28Q (2126.823958 sec): 3 clusters Score: Raw -131516.405090 + Penalty 2636.161125 = -128880.243965 nChanged 18 SP:Iteration 29Q (2126.842207 sec): 3 clusters Score: Raw -131536.385444 + Penalty 2636.161125 = -128900.224319 nChanged 24 SP:Iteration 30Q (2126.860636 sec): 3 clusters Score: Raw -131558.698858 + Penalty 2636.161125 = -128922.537732 nChanged 24 SP:Iteration 31Q (2126.878715 sec): 3 clusters Score: Raw -131582.563317 + Penalty 2636.161125 = -128946.402192 nChanged 22 SP:Iteration 32Q (2126.896771 sec): 3 clusters Score: Raw -131601.420850 + Penalty 2636.161125 = -128965.259725 nChanged 22 SP:Iteration 33Q (2126.914894 sec): 3 clusters Score: Raw -131618.335391 + Penalty 2636.161125 = -128982.174265 nChanged 30 SP:Iteration 34Q (2126.933007 sec): 3 clusters Score: Raw -131647.068338 + Penalty 2636.161125 = -129010.907213 nChanged 35 SP:Iteration 35Q (2126.951109 sec): 3 clusters Score: Raw -131697.482826 + Penalty 2636.161125 = -129061.321701 nChanged 43 SP:Iteration 36Q (2126.969160 sec): 3 clusters Score: Raw -131785.862104 + Penalty 2636.161125 = -129149.700978 nChanged 42 SP:Iteration 37Q (2126.991576 sec): 3 clusters Score: Raw -131919.058261 + Penalty 2636.161125 = -129282.897136 nChanged 38 SP:Iteration 38Q (2127.030769 sec): 3 clusters Score: Raw -132070.253189 + Penalty 2636.161125 = -129434.092064 nChanged 12 SP:Iteration 39Q (2127.049406 sec): 3 clusters Score: Raw -132113.874256 + Penalty 2636.161125 = -129477.713131 nChanged 8 SP:Iteration 40F (2127.068049 sec): 3 clusters Score: Raw -132124.814925 + Penalty 2636.161125 = -129488.653800 nChanged 3 SP:Iteration 41Q (2127.085641 sec): 3 clusters Score: Raw -132127.846511 + Penalty 2636.161125 = -129491.685385 nChanged 1 SP:Iteration 42Q (2127.103208 sec): 3 clusters Score: Raw -132128.193972 + Penalty 2636.161125 = -129492.032846 nChanged 0 SP:Iteration 43F (2127.121780 sec): 3 clusters Score: Raw -132128.193972 + Penalty 2636.161125 = -129492.032846 nChanged 0 Score: Raw -7133735.821388 + Penalty 62710.690229 = -7071025.131159 Splitting cluster 7 changes total score from -7071682.403328 to -7071025.131159 So it's not getting split. Trying to split cluster 8 (3472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2130.279483 sec): 2 clusters Score: Raw -262151.323898 + Penalty 1430.761306 = -260720.562591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2130.379181 sec): 3 clusters Score: Raw -260512.514663 + Penalty 2861.522613 = -257650.992051 nChanged 1315 SP:Iteration 1F (2130.481388 sec): 3 clusters Score: Raw -261306.088330 + Penalty 2861.522613 = -258444.565717 nChanged 292 SP:Iteration 2F (2130.549944 sec): 3 clusters Score: Raw -261516.424315 + Penalty 2861.522613 = -258654.901702 nChanged 213 SP:Iteration 3F (2130.642813 sec): 3 clusters Score: Raw -261671.441446 + Penalty 2861.522613 = -258809.918833 nChanged 163 SP:Iteration 4Q (2130.673087 sec): 3 clusters Score: Raw -261803.545101 + Penalty 2861.522613 = -258942.022489 nChanged 166 SP:Iteration 5Q (2130.704518 sec): 3 clusters Score: Raw -261945.004353 + Penalty 2861.522613 = -259083.481740 nChanged 177 SP:Iteration 6F (2130.735128 sec): 3 clusters Score: Raw -262113.603809 + Penalty 2861.522613 = -259252.081196 nChanged 171 SP:Iteration 7Q (2130.766221 sec): 3 clusters Score: Raw -262279.405161 + Penalty 2861.522613 = -259417.882549 nChanged 169 SP:Iteration 8Q (2130.797238 sec): 3 clusters Score: Raw -262417.567497 + Penalty 2861.522613 = -259556.044885 nChanged 135 SP:Iteration 9Q (2130.828267 sec): 3 clusters Score: Raw -262512.125878 + Penalty 2861.522613 = -259650.603265 nChanged 87 SP:Iteration 10Q (2130.859074 sec): 3 clusters Score: Raw -262566.270406 + Penalty 2861.522613 = -259704.747793 nChanged 56 SP:Iteration 11Q (2130.891715 sec): 3 clusters Score: Raw -262597.329378 + Penalty 2861.522613 = -259735.806766 nChanged 43 SP:Iteration 12Q (2130.924164 sec): 3 clusters Score: Raw -262620.719838 + Penalty 2861.522613 = -259759.197225 nChanged 37 SP:Iteration 13Q (2130.956687 sec): 3 clusters Score: Raw -262636.684245 + Penalty 2861.522613 = -259775.161633 nChanged 25 SP:Iteration 14Q (2130.989101 sec): 3 clusters Score: Raw -262646.383419 + Penalty 2861.522613 = -259784.860806 nChanged 22 SP:Iteration 15Q (2131.021544 sec): 3 clusters Score: Raw -262654.448298 + Penalty 2861.522613 = -259792.925685 nChanged 17 SP:Iteration 16Q (2131.055870 sec): 3 clusters Score: Raw -262661.253006 + Penalty 2861.522613 = -259799.730394 nChanged 15 SP:Iteration 17Q (2131.087091 sec): 3 clusters Score: Raw -262666.868738 + Penalty 2861.522613 = -259805.346125 nChanged 14 SP:Iteration 18Q (2131.117901 sec): 3 clusters Score: Raw -262673.654585 + Penalty 2861.522613 = -259812.131973 nChanged 15 SP:Iteration 19Q (2131.148881 sec): 3 clusters Score: Raw -262680.631511 + Penalty 2861.522613 = -259819.108898 nChanged 13 SP:Iteration 20F (2131.179629 sec): 3 clusters Score: Raw -262685.737378 + Penalty 2861.522613 = -259824.214765 nChanged 9 SP:Iteration 21Q (2131.210502 sec): 3 clusters Score: Raw -262688.345682 + Penalty 2861.522613 = -259826.823069 nChanged 5 SP:Iteration 22Q (2131.241522 sec): 3 clusters Score: Raw -262689.875777 + Penalty 2861.522613 = -259828.353165 nChanged 1 SP:Iteration 23Q (2131.274091 sec): 3 clusters Score: Raw -262689.973546 + Penalty 2861.522613 = -259828.450934 nChanged 0 SP:Iteration 24F (2131.306252 sec): 3 clusters Score: Raw -262689.973546 + Penalty 2861.522613 = -259828.450934 nChanged 0 Trying to split cluster 9 (3181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2131.341255 sec): 2 clusters Score: Raw -221720.794687 + Penalty 1415.398882 = -220305.395805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2131.372582 sec): 3 clusters Score: Raw -220224.990376 + Penalty 2830.797763 = -217394.192613 nChanged 1260 SP:Iteration 1F (2131.403684 sec): 3 clusters Score: Raw -221101.081507 + Penalty 2830.797763 = -218270.283744 nChanged 307 SP:Iteration 2F (2131.434550 sec): 3 clusters Score: Raw -221379.569430 + Penalty 2830.797763 = -218548.771667 nChanged 222 SP:Iteration 3F (2131.544024 sec): 3 clusters Score: Raw -221579.433692 + Penalty 2830.797763 = -218748.635929 nChanged 177 SP:Iteration 4F (2131.643143 sec): 3 clusters Score: Raw -221742.698698 + Penalty 2830.797763 = -218911.900935 nChanged 156 SP:Iteration 5Q (2131.733652 sec): 3 clusters Score: Raw -221899.201605 + Penalty 2830.797763 = -219068.403842 nChanged 148 SP:Iteration 6Q (2131.830299 sec): 3 clusters Score: Raw -222053.931489 + Penalty 2830.797763 = -219223.133726 nChanged 116 SP:Iteration 7Q (2131.942947 sec): 3 clusters Score: Raw -222152.162987 + Penalty 2830.797763 = -219321.365224 nChanged 86 SP:Iteration 8Q (2131.952739 sec): 3 clusters Score: Raw -222220.954388 + Penalty 2830.797763 = -219390.156625 nChanged 64 SP:Iteration 9Q (2131.982165 sec): 3 clusters Score: Raw -222276.353168 + Penalty 2830.797763 = -219445.555405 nChanged 57 SP:Iteration 10Q (2132.011731 sec): 3 clusters Score: Raw -222321.958424 + Penalty 2830.797763 = -219491.160661 nChanged 49 SP:Iteration 11Q (2132.048295 sec): 3 clusters Score: Raw -222358.851823 + Penalty 2830.797763 = -219528.054060 nChanged 47 SP:Iteration 12Q (2132.083951 sec): 3 clusters Score: Raw -222395.382397 + Penalty 2830.797763 = -219564.584634 nChanged 37 SP:Iteration 13Q (2132.113104 sec): 3 clusters Score: Raw -222416.540383 + Penalty 2830.797763 = -219585.742620 nChanged 23 SP:Iteration 14Q (2132.142627 sec): 3 clusters Score: Raw -222426.836487 + Penalty 2830.797763 = -219596.038724 nChanged 21 SP:Iteration 15Q (2132.172045 sec): 3 clusters Score: Raw -222436.090984 + Penalty 2830.797763 = -219605.293221 nChanged 22 SP:Iteration 16Q (2132.201456 sec): 3 clusters Score: Raw -222448.586133 + Penalty 2830.797763 = -219617.788370 nChanged 21 SP:Iteration 17Q (2132.230805 sec): 3 clusters Score: Raw -222457.909777 + Penalty 2830.797763 = -219627.112014 nChanged 24 SP:Iteration 18Q (2132.260165 sec): 3 clusters Score: Raw -222471.825050 + Penalty 2830.797763 = -219641.027287 nChanged 22 SP:Iteration 19Q (2132.289501 sec): 3 clusters Score: Raw -222483.193216 + Penalty 2830.797763 = -219652.395453 nChanged 21 SP:Iteration 20F (2132.318686 sec): 3 clusters Score: Raw -222492.877684 + Penalty 2830.797763 = -219662.079921 nChanged 14 SP:Iteration 21Q (2132.347952 sec): 3 clusters Score: Raw -222499.645251 + Penalty 2830.797763 = -219668.847488 nChanged 15 SP:Iteration 22Q (2132.377207 sec): 3 clusters Score: Raw -222507.323688 + Penalty 2830.797763 = -219676.525925 nChanged 17 SP:Iteration 23Q (2132.406476 sec): 3 clusters Score: Raw -222515.423011 + Penalty 2830.797763 = -219684.625248 nChanged 9 SP:Iteration 24Q (2132.435780 sec): 3 clusters Score: Raw -222520.007571 + Penalty 2830.797763 = -219689.209808 nChanged 12 SP:Iteration 25Q (2132.465120 sec): 3 clusters Score: Raw -222526.164195 + Penalty 2830.797763 = -219695.366432 nChanged 17 SP:Iteration 26Q (2132.494365 sec): 3 clusters Score: Raw -222537.029420 + Penalty 2830.797763 = -219706.231657 nChanged 16 SP:Iteration 27Q (2132.523368 sec): 3 clusters Score: Raw -222551.481779 + Penalty 2830.797763 = -219720.684016 nChanged 22 SP:Iteration 28Q (2132.553523 sec): 3 clusters Score: Raw -222567.026946 + Penalty 2830.797763 = -219736.229183 nChanged 19 SP:Iteration 29Q (2132.637809 sec): 3 clusters Score: Raw -222579.495141 + Penalty 2830.797763 = -219748.697378 nChanged 25 SP:Iteration 30Q (2132.667299 sec): 3 clusters Score: Raw -222595.674982 + Penalty 2830.797763 = -219764.877219 nChanged 25 SP:Iteration 31Q (2132.696462 sec): 3 clusters Score: Raw -222610.366482 + Penalty 2830.797763 = -219779.568719 nChanged 21 SP:Iteration 32Q (2132.725625 sec): 3 clusters Score: Raw -222623.698514 + Penalty 2830.797763 = -219792.900751 nChanged 17 SP:Iteration 33Q (2132.754725 sec): 3 clusters Score: Raw -222634.274354 + Penalty 2830.797763 = -219803.476591 nChanged 14 SP:Iteration 34Q (2132.871182 sec): 3 clusters Score: Raw -222641.899207 + Penalty 2830.797763 = -219811.101444 nChanged 9 SP:Iteration 35Q (2132.966368 sec): 3 clusters Score: Raw -222648.452697 + Penalty 2830.797763 = -219817.654934 nChanged 12 SP:Iteration 36Q (2132.992507 sec): 3 clusters Score: Raw -222655.635474 + Penalty 2830.797763 = -219824.837711 nChanged 6 SP:Iteration 37Q (2133.022407 sec): 3 clusters Score: Raw -222659.698004 + Penalty 2830.797763 = -219828.900241 nChanged 5 SP:Iteration 38Q (2133.125385 sec): 3 clusters Score: Raw -222661.626542 + Penalty 2830.797763 = -219830.828779 nChanged 5 SP:Iteration 39Q (2133.235204 sec): 3 clusters Score: Raw -222663.766130 + Penalty 2830.797763 = -219832.968367 nChanged 4 SP:Iteration 40F (2133.322966 sec): 3 clusters Score: Raw -222665.327157 + Penalty 2830.797763 = -219834.529394 nChanged 4 SP:Iteration 41Q (2133.351443 sec): 3 clusters Score: Raw -222667.440306 + Penalty 2830.797763 = -219836.642543 nChanged 4 SP:Iteration 42Q (2133.380505 sec): 3 clusters Score: Raw -222669.201593 + Penalty 2830.797763 = -219838.403830 nChanged 5 SP:Iteration 43Q (2133.409595 sec): 3 clusters Score: Raw -222671.398135 + Penalty 2830.797763 = -219840.600372 nChanged 8 SP:Iteration 44Q (2133.438583 sec): 3 clusters Score: Raw -222676.168481 + Penalty 2830.797763 = -219845.370718 nChanged 8 SP:Iteration 45Q (2133.467589 sec): 3 clusters Score: Raw -222679.899050 + Penalty 2830.797763 = -219849.101287 nChanged 5 SP:Iteration 46Q (2133.496788 sec): 3 clusters Score: Raw -222682.750758 + Penalty 2830.797763 = -219851.952995 nChanged 2 SP:Iteration 47Q (2133.526018 sec): 3 clusters Score: Raw -222683.403517 + Penalty 2830.797763 = -219852.605754 nChanged 1 SP:Iteration 48Q (2133.555076 sec): 3 clusters Score: Raw -222683.739883 + Penalty 2830.797763 = -219852.942120 nChanged 0 SP:Iteration 49F (2133.584413 sec): 3 clusters Score: Raw -222683.739883 + Penalty 2830.797763 = -219852.942120 nChanged 0 Trying to split cluster 10 (2538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2133.613992 sec): 2 clusters Score: Raw -181821.060981 + Penalty 1375.767604 = -180445.293377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2133.641521 sec): 3 clusters Score: Raw -180690.859666 + Penalty 2751.535209 = -177939.324458 nChanged 939 SP:Iteration 1F (2133.667410 sec): 3 clusters Score: Raw -181409.034223 + Penalty 2751.535209 = -178657.499014 nChanged 245 SP:Iteration 2F (2133.693093 sec): 3 clusters Score: Raw -181665.806706 + Penalty 2751.535209 = -178914.271498 nChanged 150 SP:Iteration 3F (2133.718675 sec): 3 clusters Score: Raw -181808.042128 + Penalty 2751.535209 = -179056.506920 nChanged 132 SP:Iteration 4F (2133.744182 sec): 3 clusters Score: Raw -181931.097806 + Penalty 2751.535209 = -179179.562598 nChanged 110 SP:Iteration 5Q (2133.770043 sec): 3 clusters Score: Raw -182023.865510 + Penalty 2751.535209 = -179272.330301 nChanged 78 SP:Iteration 6Q (2133.795910 sec): 3 clusters Score: Raw -182081.764978 + Penalty 2751.535209 = -179330.229770 nChanged 75 SP:Iteration 7Q (2133.829667 sec): 3 clusters Score: Raw -182133.879949 + Penalty 2751.535209 = -179382.344740 nChanged 54 SP:Iteration 8Q (2133.952215 sec): 3 clusters Score: Raw -182173.808434 + Penalty 2751.535209 = -179422.273226 nChanged 44 SP:Iteration 9Q (2133.981174 sec): 3 clusters Score: Raw -182206.768357 + Penalty 2751.535209 = -179455.233148 nChanged 40 SP:Iteration 10Q (2134.009950 sec): 3 clusters Score: Raw -182238.064329 + Penalty 2751.535209 = -179486.529120 nChanged 36 SP:Iteration 11Q (2134.034623 sec): 3 clusters Score: Raw -182262.111457 + Penalty 2751.535209 = -179510.576249 nChanged 23 SP:Iteration 12Q (2134.059332 sec): 3 clusters Score: Raw -182280.550814 + Penalty 2751.535209 = -179529.015605 nChanged 18 SP:Iteration 13Q (2134.084817 sec): 3 clusters Score: Raw -182290.978328 + Penalty 2751.535209 = -179539.443120 nChanged 11 SP:Iteration 14Q (2134.193446 sec): 3 clusters Score: Raw -182296.335862 + Penalty 2751.535209 = -179544.800653 nChanged 13 SP:Iteration 15Q (2134.295216 sec): 3 clusters Score: Raw -182306.402028 + Penalty 2751.535209 = -179554.866819 nChanged 15 SP:Iteration 16Q (2134.404321 sec): 3 clusters Score: Raw -182316.649165 + Penalty 2751.535209 = -179565.113957 nChanged 12 SP:Iteration 17Q (2134.477172 sec): 3 clusters Score: Raw -182322.818171 + Penalty 2751.535209 = -179571.282963 nChanged 11 SP:Iteration 18Q (2134.587200 sec): 3 clusters Score: Raw -182327.348205 + Penalty 2751.535209 = -179575.812997 nChanged 5 SP:Iteration 19Q (2134.698178 sec): 3 clusters Score: Raw -182330.123592 + Penalty 2751.535209 = -179578.588384 nChanged 5 SP:Iteration 20F (2134.795230 sec): 3 clusters Score: Raw -182333.205863 + Penalty 2751.535209 = -179581.670654 nChanged 9 SP:Iteration 21Q (2134.881530 sec): 3 clusters Score: Raw -182337.088925 + Penalty 2751.535209 = -179585.553716 nChanged 3 SP:Iteration 22Q (2134.999895 sec): 3 clusters Score: Raw -182338.099481 + Penalty 2751.535209 = -179586.564273 nChanged 0 SP:Iteration 23F (2135.097556 sec): 3 clusters Score: Raw -182338.099481 + Penalty 2751.535209 = -179586.564273 nChanged 0 Trying to split cluster 11 (1766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2135.169650 sec): 2 clusters Score: Raw -134560.510841 + Penalty 1312.120903 = -133248.389938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2135.194398 sec): 3 clusters Score: Raw -133848.837458 + Penalty 2624.241806 = -131224.595652 nChanged 618 SP:Iteration 1F (2135.219266 sec): 3 clusters Score: Raw -134282.660393 + Penalty 2624.241806 = -131658.418587 nChanged 139 SP:Iteration 2F (2135.244104 sec): 3 clusters Score: Raw -134405.575189 + Penalty 2624.241806 = -131781.333383 nChanged 89 SP:Iteration 3F (2135.269316 sec): 3 clusters Score: Raw -134478.712705 + Penalty 2624.241806 = -131854.470899 nChanged 59 SP:Iteration 4Q (2135.297301 sec): 3 clusters Score: Raw -134520.643936 + Penalty 2624.241806 = -131896.402131 nChanged 37 SP:Iteration 5Q (2135.322508 sec): 3 clusters Score: Raw -134547.816940 + Penalty 2624.241806 = -131923.575134 nChanged 35 SP:Iteration 6Q (2135.341341 sec): 3 clusters Score: Raw -134571.594232 + Penalty 2624.241806 = -131947.352426 nChanged 31 SP:Iteration 7Q (2135.359810 sec): 3 clusters Score: Raw -134596.906484 + Penalty 2624.241806 = -131972.664679 nChanged 26 SP:Iteration 8Q (2135.378200 sec): 3 clusters Score: Raw -134613.372735 + Penalty 2624.241806 = -131989.130930 nChanged 20 SP:Iteration 9Q (2135.396671 sec): 3 clusters Score: Raw -134627.668969 + Penalty 2624.241806 = -132003.427163 nChanged 26 SP:Iteration 10Q (2135.415102 sec): 3 clusters Score: Raw -134643.666785 + Penalty 2624.241806 = -132019.424979 nChanged 17 SP:Iteration 11Q (2135.433508 sec): 3 clusters Score: Raw -134654.383529 + Penalty 2624.241806 = -132030.141723 nChanged 23 SP:Iteration 12Q (2135.451966 sec): 3 clusters Score: Raw -134668.526514 + Penalty 2624.241806 = -132044.284708 nChanged 12 SP:Iteration 13Q (2135.471878 sec): 3 clusters Score: Raw -134675.897214 + Penalty 2624.241806 = -132051.655408 nChanged 7 SP:Iteration 14Q (2135.490201 sec): 3 clusters Score: Raw -134680.150231 + Penalty 2624.241806 = -132055.908425 nChanged 12 SP:Iteration 15Q (2135.508540 sec): 3 clusters Score: Raw -134687.996629 + Penalty 2624.241806 = -132063.754824 nChanged 15 SP:Iteration 16Q (2135.526648 sec): 3 clusters Score: Raw -134699.015258 + Penalty 2624.241806 = -132074.773452 nChanged 17 SP:Iteration 17Q (2135.550630 sec): 3 clusters Score: Raw -134713.076346 + Penalty 2624.241806 = -132088.834540 nChanged 18 SP:Iteration 18Q (2135.568769 sec): 3 clusters Score: Raw -134727.654872 + Penalty 2624.241806 = -132103.413066 nChanged 20 SP:Iteration 19Q (2135.663662 sec): 3 clusters Score: Raw -134745.908407 + Penalty 2624.241806 = -132121.666601 nChanged 22 SP:Iteration 20F (2135.777390 sec): 3 clusters Score: Raw -134760.678608 + Penalty 2624.241806 = -132136.436803 nChanged 21 SP:Iteration 21Q (2135.882082 sec): 3 clusters Score: Raw -134772.239022 + Penalty 2624.241806 = -132147.997217 nChanged 13 SP:Iteration 22Q (2135.972201 sec): 3 clusters Score: Raw -134779.806665 + Penalty 2624.241806 = -132155.564859 nChanged 13 SP:Iteration 23Q (2136.062397 sec): 3 clusters Score: Raw -134787.612046 + Penalty 2624.241806 = -132163.370241 nChanged 12 SP:Iteration 24Q (2136.108609 sec): 3 clusters Score: Raw -134794.267949 + Penalty 2624.241806 = -132170.026143 nChanged 9 SP:Iteration 25Q (2136.126764 sec): 3 clusters Score: Raw -134800.067610 + Penalty 2624.241806 = -132175.825804 nChanged 9 SP:Iteration 26Q (2136.144948 sec): 3 clusters Score: Raw -134807.457425 + Penalty 2624.241806 = -132183.215620 nChanged 8 SP:Iteration 27Q (2136.163083 sec): 3 clusters Score: Raw -134813.768411 + Penalty 2624.241806 = -132189.526606 nChanged 8 SP:Iteration 28Q (2136.181234 sec): 3 clusters Score: Raw -134816.903637 + Penalty 2624.241806 = -132192.661832 nChanged 3 SP:Iteration 29Q (2136.199280 sec): 3 clusters Score: Raw -134818.024993 + Penalty 2624.241806 = -132193.783187 nChanged 1 SP:Iteration 30Q (2136.217420 sec): 3 clusters Score: Raw -134819.041490 + Penalty 2624.241806 = -132194.799684 nChanged 3 SP:Iteration 31Q (2136.235477 sec): 3 clusters Score: Raw -134820.338714 + Penalty 2624.241806 = -132196.096908 nChanged 5 SP:Iteration 32Q (2136.253580 sec): 3 clusters Score: Raw -134822.130781 + Penalty 2624.241806 = -132197.888975 nChanged 4 SP:Iteration 33Q (2136.271688 sec): 3 clusters Score: Raw -134823.799350 + Penalty 2624.241806 = -132199.557545 nChanged 2 SP:Iteration 34Q (2136.291225 sec): 3 clusters Score: Raw -134824.992323 + Penalty 2624.241806 = -132200.750517 nChanged 1 SP:Iteration 35Q (2136.309377 sec): 3 clusters Score: Raw -134825.755492 + Penalty 2624.241806 = -132201.513686 nChanged 2 SP:Iteration 36Q (2136.327422 sec): 3 clusters Score: Raw -134826.245833 + Penalty 2624.241806 = -132202.004027 nChanged 0 SP:Iteration 37F (2136.345372 sec): 3 clusters Score: Raw -134826.245833 + Penalty 2624.241806 = -132202.004027 nChanged 0 Trying to split cluster 12 (4135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2136.378724 sec): 2 clusters Score: Raw -271506.618276 + Penalty 1461.431078 = -270045.187198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2136.418636 sec): 3 clusters Score: Raw -269445.932514 + Penalty 2922.862155 = -266523.070359 nChanged 1649 SP:Iteration 1F (2136.457276 sec): 3 clusters Score: Raw -270433.740967 + Penalty 2922.862155 = -267510.878812 nChanged 352 SP:Iteration 2F (2136.496968 sec): 3 clusters Score: Raw -270711.374894 + Penalty 2922.862155 = -267788.512739 nChanged 284 SP:Iteration 3F (2136.532520 sec): 3 clusters Score: Raw -270917.571067 + Penalty 2922.862155 = -267994.708912 nChanged 232 SP:Iteration 4F (2136.564841 sec): 3 clusters Score: Raw -271084.914121 + Penalty 2922.862155 = -268162.051965 nChanged 200 SP:Iteration 5Q (2136.597349 sec): 3 clusters Score: Raw -271222.444279 + Penalty 2922.862155 = -268299.582124 nChanged 183 SP:Iteration 6Q (2136.646363 sec): 3 clusters Score: Raw -271356.225564 + Penalty 2922.862155 = -268433.363409 nChanged 172 SP:Iteration 7Q (2136.678896 sec): 3 clusters Score: Raw -271472.790439 + Penalty 2922.862155 = -268549.928284 nChanged 133 SP:Iteration 8Q (2136.717207 sec): 3 clusters Score: Raw -271553.233178 + Penalty 2922.862155 = -268630.371022 nChanged 130 SP:Iteration 9Q (2136.754398 sec): 3 clusters Score: Raw -271642.629150 + Penalty 2922.862155 = -268719.766995 nChanged 108 SP:Iteration 10Q (2136.791469 sec): 3 clusters Score: Raw -271706.763798 + Penalty 2922.862155 = -268783.901642 nChanged 86 SP:Iteration 11Q (2136.896462 sec): 3 clusters Score: Raw -271751.249452 + Penalty 2922.862155 = -268828.387296 nChanged 80 SP:Iteration 12Q (2136.996911 sec): 3 clusters Score: Raw -271796.417524 + Penalty 2922.862155 = -268873.555369 nChanged 71 SP:Iteration 13Q (2137.096827 sec): 3 clusters Score: Raw -271836.237143 + Penalty 2922.862155 = -268913.374987 nChanged 58 SP:Iteration 14Q (2137.192860 sec): 3 clusters Score: Raw -271867.099614 + Penalty 2922.862155 = -268944.237459 nChanged 54 SP:Iteration 15Q (2137.287798 sec): 3 clusters Score: Raw -271894.389219 + Penalty 2922.862155 = -268971.527064 nChanged 70 SP:Iteration 16Q (2137.392602 sec): 3 clusters Score: Raw -271933.176161 + Penalty 2922.862155 = -269010.314006 nChanged 68 SP:Iteration 17Q (2137.424029 sec): 3 clusters Score: Raw -271970.283141 + Penalty 2922.862155 = -269047.420986 nChanged 58 SP:Iteration 18Q (2137.458488 sec): 3 clusters Score: Raw -272001.857229 + Penalty 2922.862155 = -269078.995074 nChanged 58 SP:Iteration 19Q (2137.493296 sec): 3 clusters Score: Raw -272031.590605 + Penalty 2922.862155 = -269108.728450 nChanged 45 SP:Iteration 20F (2137.528568 sec): 3 clusters Score: Raw -272051.654952 + Penalty 2922.862155 = -269128.792797 nChanged 32 SP:Iteration 21Q (2137.565080 sec): 3 clusters Score: Raw -272061.520189 + Penalty 2922.862155 = -269138.658034 nChanged 26 SP:Iteration 22Q (2137.601977 sec): 3 clusters Score: Raw -272069.523868 + Penalty 2922.862155 = -269146.661713 nChanged 28 SP:Iteration 23Q (2137.638958 sec): 3 clusters Score: Raw -272080.209188 + Penalty 2922.862155 = -269157.347033 nChanged 25 SP:Iteration 24Q (2137.676001 sec): 3 clusters Score: Raw -272091.122050 + Penalty 2922.862155 = -269168.259895 nChanged 28 SP:Iteration 25Q (2137.712810 sec): 3 clusters Score: Raw -272106.673326 + Penalty 2922.862155 = -269183.811171 nChanged 27 SP:Iteration 26Q (2137.748650 sec): 3 clusters Score: Raw -272116.972191 + Penalty 2922.862155 = -269194.110036 nChanged 17 SP:Iteration 27Q (2137.781450 sec): 3 clusters Score: Raw -272122.808926 + Penalty 2922.862155 = -269199.946771 nChanged 20 SP:Iteration 28Q (2137.814398 sec): 3 clusters Score: Raw -272129.145485 + Penalty 2922.862155 = -269206.283329 nChanged 22 SP:Iteration 29Q (2137.847382 sec): 3 clusters Score: Raw -272137.760284 + Penalty 2922.862155 = -269214.898129 nChanged 22 SP:Iteration 30Q (2137.880398 sec): 3 clusters Score: Raw -272148.998111 + Penalty 2922.862155 = -269226.135956 nChanged 18 SP:Iteration 31Q (2137.913401 sec): 3 clusters Score: Raw -272155.829179 + Penalty 2922.862155 = -269232.967024 nChanged 11 SP:Iteration 32Q (2137.950202 sec): 3 clusters Score: Raw -272161.641904 + Penalty 2922.862155 = -269238.779749 nChanged 17 SP:Iteration 33Q (2137.987110 sec): 3 clusters Score: Raw -272166.503715 + Penalty 2922.862155 = -269243.641560 nChanged 12 SP:Iteration 34Q (2138.023995 sec): 3 clusters Score: Raw -272170.342008 + Penalty 2922.862155 = -269247.479853 nChanged 12 SP:Iteration 35Q (2138.060879 sec): 3 clusters Score: Raw -272176.800095 + Penalty 2922.862155 = -269253.937940 nChanged 25 SP:Iteration 36Q (2138.097737 sec): 3 clusters Score: Raw -272188.374327 + Penalty 2922.862155 = -269265.512172 nChanged 29 SP:Iteration 37Q (2138.132506 sec): 3 clusters Score: Raw -272201.512005 + Penalty 2922.862155 = -269278.649850 nChanged 23 SP:Iteration 38Q (2138.165494 sec): 3 clusters Score: Raw -272211.198641 + Penalty 2922.862155 = -269288.336486 nChanged 27 SP:Iteration 39Q (2138.261652 sec): 3 clusters Score: Raw -272221.034286 + Penalty 2922.862155 = -269298.172131 nChanged 21 SP:Iteration 40F (2138.374751 sec): 3 clusters Score: Raw -272228.768660 + Penalty 2922.862155 = -269305.906504 nChanged 16 SP:Iteration 41Q (2138.409833 sec): 3 clusters Score: Raw -272234.108443 + Penalty 2922.862155 = -269311.246287 nChanged 15 SP:Iteration 42Q (2138.445653 sec): 3 clusters Score: Raw -272239.785105 + Penalty 2922.862155 = -269316.922950 nChanged 13 SP:Iteration 43Q (2138.559780 sec): 3 clusters Score: Raw -272243.857764 + Penalty 2922.862155 = -269320.995608 nChanged 11 SP:Iteration 44Q (2138.668910 sec): 3 clusters Score: Raw -272245.662921 + Penalty 2922.862155 = -269322.800766 nChanged 4 SP:Iteration 45Q (2138.770110 sec): 3 clusters Score: Raw -272246.541332 + Penalty 2922.862155 = -269323.679177 nChanged 3 SP:Iteration 46Q (2138.884725 sec): 3 clusters Score: Raw -272247.453180 + Penalty 2922.862155 = -269324.591025 nChanged 8 SP:Iteration 47Q (2138.992813 sec): 3 clusters Score: Raw -272249.915997 + Penalty 2922.862155 = -269327.053842 nChanged 7 SP:Iteration 48Q (2139.028694 sec): 3 clusters Score: Raw -272251.636693 + Penalty 2922.862155 = -269328.774538 nChanged 8 SP:Iteration 49Q (2139.064859 sec): 3 clusters Score: Raw -272253.644447 + Penalty 2922.862155 = -269330.782292 nChanged 8 SP:Iteration 50Q (2139.101956 sec): 3 clusters Score: Raw -272255.108458 + Penalty 2922.862155 = -269332.246303 nChanged 4 SP:Iteration 51Q (2139.138875 sec): 3 clusters Score: Raw -272256.120462 + Penalty 2922.862155 = -269333.258307 nChanged 4 SP:Iteration 52Q (2139.173053 sec): 3 clusters Score: Raw -272257.154249 + Penalty 2922.862155 = -269334.292094 nChanged 7 SP:Iteration 53Q (2139.207247 sec): 3 clusters Score: Raw -272258.699293 + Penalty 2922.862155 = -269335.837137 nChanged 2 SP:Iteration 54Q (2139.241455 sec): 3 clusters Score: Raw -272259.269082 + Penalty 2922.862155 = -269336.406927 nChanged 2 SP:Iteration 55Q (2139.275696 sec): 3 clusters Score: Raw -272259.940562 + Penalty 2922.862155 = -269337.078407 nChanged 2 SP:Iteration 56Q (2139.309812 sec): 3 clusters Score: Raw -272260.391191 + Penalty 2922.862155 = -269337.529035 nChanged 3 SP:Iteration 57Q (2139.346763 sec): 3 clusters Score: Raw -272261.123334 + Penalty 2922.862155 = -269338.261179 nChanged 3 SP:Iteration 58Q (2139.383546 sec): 3 clusters Score: Raw -272261.848498 + Penalty 2922.862155 = -269338.986343 nChanged 2 SP:Iteration 59Q (2139.419235 sec): 3 clusters Score: Raw -272262.107441 + Penalty 2922.862155 = -269339.245286 nChanged 0 SP:Iteration 60F (2139.456101 sec): 3 clusters Score: Raw -272262.107441 + Penalty 2922.862155 = -269339.245286 nChanged 0 Trying to split cluster 13 (2029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2139.491310 sec): 2 clusters Score: Raw -98904.349549 + Penalty 1336.484859 = -97567.864691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2139.513025 sec): 3 clusters Score: Raw -98108.891263 + Penalty 2672.969717 = -95435.921546 nChanged 735 SP:Iteration 1F (2139.547544 sec): 3 clusters Score: Raw -98881.403181 + Penalty 2672.969717 = -96208.433464 nChanged 231 SP:Iteration 2F (2139.568537 sec): 3 clusters Score: Raw -99203.045376 + Penalty 2672.969717 = -96530.075659 nChanged 142 SP:Iteration 3F (2139.589518 sec): 3 clusters Score: Raw -99408.406461 + Penalty 2672.969717 = -96735.436744 nChanged 112 SP:Iteration 4F (2139.617710 sec): 3 clusters Score: Raw -99541.748700 + Penalty 2672.969717 = -96868.778983 nChanged 74 SP:Iteration 5Q (2139.638609 sec): 3 clusters Score: Raw -99624.978994 + Penalty 2672.969717 = -96952.009277 nChanged 68 SP:Iteration 6Q (2139.659644 sec): 3 clusters Score: Raw -99677.683605 + Penalty 2672.969717 = -97004.713888 nChanged 38 SP:Iteration 7Q (2139.679942 sec): 3 clusters Score: Raw -99705.348315 + Penalty 2672.969717 = -97032.378597 nChanged 25 SP:Iteration 8Q (2139.700233 sec): 3 clusters Score: Raw -99720.662232 + Penalty 2672.969717 = -97047.692515 nChanged 19 SP:Iteration 9Q (2139.720494 sec): 3 clusters Score: Raw -99740.180953 + Penalty 2672.969717 = -97067.211236 nChanged 15 SP:Iteration 10Q (2139.740812 sec): 3 clusters Score: Raw -99749.763590 + Penalty 2672.969717 = -97076.793873 nChanged 16 SP:Iteration 11Q (2139.761099 sec): 3 clusters Score: Raw -99756.495641 + Penalty 2672.969717 = -97083.525923 nChanged 5 SP:Iteration 12Q (2139.844854 sec): 3 clusters Score: Raw -99758.930639 + Penalty 2672.969717 = -97085.960921 nChanged 7 SP:Iteration 13Q (2139.937126 sec): 3 clusters Score: Raw -99761.573496 + Penalty 2672.969717 = -97088.603779 nChanged 2 SP:Iteration 14Q (2140.025424 sec): 3 clusters Score: Raw -99762.108548 + Penalty 2672.969717 = -97089.138831 nChanged 1 SP:Iteration 15Q (2140.118144 sec): 3 clusters Score: Raw -99762.240344 + Penalty 2672.969717 = -97089.270626 nChanged 0 SP:Iteration 16F (2140.210537 sec): 3 clusters Score: Raw -99762.240344 + Penalty 2672.969717 = -97089.270626 nChanged 0 Trying to split cluster 14 (3582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2140.285896 sec): 2 clusters Score: Raw -231811.086573 + Penalty 1436.235240 = -230374.851333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2140.321426 sec): 3 clusters Score: Raw -230057.442401 + Penalty 2872.470480 = -227184.971921 nChanged 1368 SP:Iteration 1F (2140.436448 sec): 3 clusters Score: Raw -231006.731229 + Penalty 2872.470480 = -228134.260748 nChanged 333 SP:Iteration 2F (2140.480104 sec): 3 clusters Score: Raw -231333.952216 + Penalty 2872.470480 = -228461.481735 nChanged 262 SP:Iteration 3F (2140.519127 sec): 3 clusters Score: Raw -231579.202001 + Penalty 2872.470480 = -228706.731521 nChanged 198 SP:Iteration 4F (2140.550959 sec): 3 clusters Score: Raw -231750.610010 + Penalty 2872.470480 = -228878.139530 nChanged 156 SP:Iteration 5Q (2140.583112 sec): 3 clusters Score: Raw -231893.655720 + Penalty 2872.470480 = -229021.185240 nChanged 151 SP:Iteration 6Q (2140.615244 sec): 3 clusters Score: Raw -232008.347873 + Penalty 2872.470480 = -229135.877393 nChanged 110 SP:Iteration 7Q (2140.647410 sec): 3 clusters Score: Raw -232080.836789 + Penalty 2872.470480 = -229208.366308 nChanged 76 SP:Iteration 8Q (2140.679388 sec): 3 clusters Score: Raw -232123.707230 + Penalty 2872.470480 = -229251.236750 nChanged 66 SP:Iteration 9Q (2140.712946 sec): 3 clusters Score: Raw -232159.206115 + Penalty 2872.470480 = -229286.735634 nChanged 41 SP:Iteration 10Q (2140.746623 sec): 3 clusters Score: Raw -232184.522894 + Penalty 2872.470480 = -229312.052414 nChanged 38 SP:Iteration 11Q (2140.779940 sec): 3 clusters Score: Raw -232200.013916 + Penalty 2872.470480 = -229327.543436 nChanged 26 SP:Iteration 12Q (2140.813196 sec): 3 clusters Score: Raw -232212.591030 + Penalty 2872.470480 = -229340.120550 nChanged 23 SP:Iteration 13Q (2140.846415 sec): 3 clusters Score: Raw -232222.771749 + Penalty 2872.470480 = -229350.301269 nChanged 28 SP:Iteration 14Q (2140.879644 sec): 3 clusters Score: Raw -232235.943274 + Penalty 2872.470480 = -229363.472793 nChanged 30 SP:Iteration 15Q (2140.912049 sec): 3 clusters Score: Raw -232253.486088 + Penalty 2872.470480 = -229381.015608 nChanged 33 SP:Iteration 16Q (2140.944055 sec): 3 clusters Score: Raw -232271.965605 + Penalty 2872.470480 = -229399.495125 nChanged 24 SP:Iteration 17Q (2140.975946 sec): 3 clusters Score: Raw -232285.795125 + Penalty 2872.470480 = -229413.324645 nChanged 26 SP:Iteration 18Q (2141.007890 sec): 3 clusters Score: Raw -232295.416939 + Penalty 2872.470480 = -229422.946459 nChanged 23 SP:Iteration 19Q (2141.039851 sec): 3 clusters Score: Raw -232302.940143 + Penalty 2872.470480 = -229430.469662 nChanged 17 SP:Iteration 20F (2141.071945 sec): 3 clusters Score: Raw -232310.423834 + Penalty 2872.470480 = -229437.953354 nChanged 15 SP:Iteration 21Q (2141.104888 sec): 3 clusters Score: Raw -232317.883635 + Penalty 2872.470480 = -229445.413155 nChanged 21 SP:Iteration 22Q (2141.138004 sec): 3 clusters Score: Raw -232328.656995 + Penalty 2872.470480 = -229456.186514 nChanged 20 SP:Iteration 23Q (2141.171147 sec): 3 clusters Score: Raw -232339.297043 + Penalty 2872.470480 = -229466.826563 nChanged 22 SP:Iteration 24Q (2141.267569 sec): 3 clusters Score: Raw -232346.338800 + Penalty 2872.470480 = -229473.868319 nChanged 15 SP:Iteration 25Q (2141.363602 sec): 3 clusters Score: Raw -232355.110580 + Penalty 2872.470480 = -229482.640100 nChanged 20 SP:Iteration 26Q (2141.451890 sec): 3 clusters Score: Raw -232364.416334 + Penalty 2872.470480 = -229491.945854 nChanged 13 SP:Iteration 27Q (2141.546742 sec): 3 clusters Score: Raw -232370.922090 + Penalty 2872.470480 = -229498.451609 nChanged 11 SP:Iteration 28Q (2141.634587 sec): 3 clusters Score: Raw -232377.041619 + Penalty 2872.470480 = -229504.571138 nChanged 18 SP:Iteration 29Q (2141.729297 sec): 3 clusters Score: Raw -232386.129928 + Penalty 2872.470480 = -229513.659447 nChanged 13 SP:Iteration 30Q (2141.833366 sec): 3 clusters Score: Raw -232389.976579 + Penalty 2872.470480 = -229517.506099 nChanged 12 SP:Iteration 31Q (2141.914799 sec): 3 clusters Score: Raw -232393.894277 + Penalty 2872.470480 = -229521.423796 nChanged 7 SP:Iteration 32Q (2141.952765 sec): 3 clusters Score: Raw -232396.045852 + Penalty 2872.470480 = -229523.575371 nChanged 8 SP:Iteration 33Q (2141.991724 sec): 3 clusters Score: Raw -232398.859031 + Penalty 2872.470480 = -229526.388550 nChanged 5 SP:Iteration 34Q (2142.031120 sec): 3 clusters Score: Raw -232399.863678 + Penalty 2872.470480 = -229527.393197 nChanged 2 SP:Iteration 35Q (2142.071696 sec): 3 clusters Score: Raw -232400.149347 + Penalty 2872.470480 = -229527.678866 nChanged 1 SP:Iteration 36Q (2142.112199 sec): 3 clusters Score: Raw -232400.588802 + Penalty 2872.470480 = -229528.118321 nChanged 1 SP:Iteration 37Q (2142.150386 sec): 3 clusters Score: Raw -232400.863773 + Penalty 2872.470480 = -229528.393293 nChanged 2 SP:Iteration 38Q (2142.198719 sec): 3 clusters Score: Raw -232401.105050 + Penalty 2872.470480 = -229528.634570 nChanged 1 SP:Iteration 39Q (2142.231091 sec): 3 clusters Score: Raw -232401.288412 + Penalty 2872.470480 = -229528.817932 nChanged 0 SP:Iteration 40F (2142.263391 sec): 3 clusters Score: Raw -232401.288412 + Penalty 2872.470480 = -229528.817932 nChanged 0 Trying to split cluster 15 (8548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2142.311404 sec): 2 clusters Score: Raw -673870.956020 + Penalty 1588.880934 = -672282.075086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2142.359792 sec): 3 clusters Score: Raw -669142.459269 + Penalty 3177.761868 = -665964.697400 nChanged 3586 SP:Iteration 1F (2142.410500 sec): 3 clusters Score: Raw -671213.123676 + Penalty 3177.761868 = -668035.361807 nChanged 650 SP:Iteration 2F (2142.477735 sec): 3 clusters Score: Raw -671615.206700 + Penalty 3177.761868 = -668437.444832 nChanged 576 SP:Iteration 3F (2142.537541 sec): 3 clusters Score: Raw -671959.737530 + Penalty 3177.761868 = -668781.975661 nChanged 516 SP:Iteration 4F (2142.582657 sec): 3 clusters Score: Raw -672274.930034 + Penalty 3177.761868 = -669097.168165 nChanged 457 SP:Iteration 5F (2142.627916 sec): 3 clusters Score: Raw -672517.025056 + Penalty 3177.761868 = -669339.263187 nChanged 386 SP:Iteration 6Q (2142.675313 sec): 3 clusters Score: Raw -672723.501599 + Penalty 3177.761868 = -669545.739731 nChanged 337 SP:Iteration 7Q (2142.736140 sec): 3 clusters Score: Raw -672886.482052 + Penalty 3177.761868 = -669708.720183 nChanged 276 SP:Iteration 8Q (2142.796976 sec): 3 clusters Score: Raw -673013.566393 + Penalty 3177.761868 = -669835.804524 nChanged 252 SP:Iteration 9Q (2142.855923 sec): 3 clusters Score: Raw -673128.299668 + Penalty 3177.761868 = -669950.537800 nChanged 244 SP:Iteration 10Q (2142.904720 sec): 3 clusters Score: Raw -673222.972982 + Penalty 3177.761868 = -670045.211114 nChanged 185 SP:Iteration 11Q (2142.951448 sec): 3 clusters Score: Raw -673285.469393 + Penalty 3177.761868 = -670107.707525 nChanged 145 SP:Iteration 12Q (2142.999031 sec): 3 clusters Score: Raw -673348.497679 + Penalty 3177.761868 = -670170.735811 nChanged 154 SP:Iteration 13Q (2143.146159 sec): 3 clusters Score: Raw -673412.087876 + Penalty 3177.761868 = -670234.326008 nChanged 141 SP:Iteration 14Q (2143.299565 sec): 3 clusters Score: Raw -673470.978362 + Penalty 3177.761868 = -670293.216494 nChanged 143 SP:Iteration 15Q (2143.358556 sec): 3 clusters Score: Raw -673524.715165 + Penalty 3177.761868 = -670346.953296 nChanged 120 SP:Iteration 16Q (2143.413640 sec): 3 clusters Score: Raw -673574.492892 + Penalty 3177.761868 = -670396.731023 nChanged 123 SP:Iteration 17Q (2143.501093 sec): 3 clusters Score: Raw -673617.988147 + Penalty 3177.761868 = -670440.226279 nChanged 97 SP:Iteration 18Q (2143.555787 sec): 3 clusters Score: Raw -673647.030548 + Penalty 3177.761868 = -670469.268679 nChanged 77 SP:Iteration 19Q (2143.666920 sec): 3 clusters Score: Raw -673669.685739 + Penalty 3177.761868 = -670491.923870 nChanged 74 SP:Iteration 20F (2143.724231 sec): 3 clusters Score: Raw -673686.162062 + Penalty 3177.761868 = -670508.400194 nChanged 60 SP:Iteration 21Q (2143.782410 sec): 3 clusters Score: Raw -673698.607064 + Penalty 3177.761868 = -670520.845195 nChanged 47 SP:Iteration 22Q (2143.847505 sec): 3 clusters Score: Raw -673708.753172 + Penalty 3177.761868 = -670530.991304 nChanged 40 SP:Iteration 23Q (2143.924864 sec): 3 clusters Score: Raw -673716.848671 + Penalty 3177.761868 = -670539.086803 nChanged 34 SP:Iteration 24Q (2144.002345 sec): 3 clusters Score: Raw -673724.435277 + Penalty 3177.761868 = -670546.673409 nChanged 42 SP:Iteration 25Q (2144.054847 sec): 3 clusters Score: Raw -673733.222092 + Penalty 3177.761868 = -670555.460224 nChanged 38 SP:Iteration 26Q (2144.103342 sec): 3 clusters Score: Raw -673739.786042 + Penalty 3177.761868 = -670562.024174 nChanged 31 SP:Iteration 27Q (2144.152178 sec): 3 clusters Score: Raw -673745.094283 + Penalty 3177.761868 = -670567.332415 nChanged 28 SP:Iteration 28Q (2144.200703 sec): 3 clusters Score: Raw -673749.659765 + Penalty 3177.761868 = -670571.897897 nChanged 30 SP:Iteration 29Q (2144.251966 sec): 3 clusters Score: Raw -673754.520735 + Penalty 3177.761868 = -670576.758867 nChanged 25 SP:Iteration 30Q (2144.316040 sec): 3 clusters Score: Raw -673757.882092 + Penalty 3177.761868 = -670580.120224 nChanged 24 SP:Iteration 31Q (2144.384866 sec): 3 clusters Score: Raw -673761.030221 + Penalty 3177.761868 = -670583.268353 nChanged 15 SP:Iteration 32Q (2144.453022 sec): 3 clusters Score: Raw -673762.935084 + Penalty 3177.761868 = -670585.173215 nChanged 12 SP:Iteration 33Q (2144.515310 sec): 3 clusters Score: Raw -673764.221730 + Penalty 3177.761868 = -670586.459861 nChanged 13 SP:Iteration 34Q (2144.570909 sec): 3 clusters Score: Raw -673765.502287 + Penalty 3177.761868 = -670587.740418 nChanged 15 SP:Iteration 35Q (2144.629391 sec): 3 clusters Score: Raw -673767.435889 + Penalty 3177.761868 = -670589.674021 nChanged 7 SP:Iteration 36Q (2144.689455 sec): 3 clusters Score: Raw -673768.484083 + Penalty 3177.761868 = -670590.722215 nChanged 7 SP:Iteration 37Q (2144.749458 sec): 3 clusters Score: Raw -673769.450127 + Penalty 3177.761868 = -670591.688258 nChanged 7 SP:Iteration 38Q (2144.809553 sec): 3 clusters Score: Raw -673770.444028 + Penalty 3177.761868 = -670592.682159 nChanged 7 SP:Iteration 39Q (2144.869675 sec): 3 clusters Score: Raw -673771.451112 + Penalty 3177.761868 = -670593.689244 nChanged 7 SP:Iteration 40F (2144.957430 sec): 3 clusters Score: Raw -673772.473015 + Penalty 3177.761868 = -670594.711146 nChanged 9 SP:Iteration 41Q (2145.107929 sec): 3 clusters Score: Raw -673774.207880 + Penalty 3177.761868 = -670596.446012 nChanged 10 SP:Iteration 42Q (2145.220582 sec): 3 clusters Score: Raw -673775.416919 + Penalty 3177.761868 = -670597.655051 nChanged 9 SP:Iteration 43Q (2145.344121 sec): 3 clusters Score: Raw -673777.135045 + Penalty 3177.761868 = -670599.373177 nChanged 11 SP:Iteration 44Q (2145.475115 sec): 3 clusters Score: Raw -673778.690101 + Penalty 3177.761868 = -670600.928233 nChanged 14 SP:Iteration 45Q (2145.625099 sec): 3 clusters Score: Raw -673781.166427 + Penalty 3177.761868 = -670603.404559 nChanged 11 SP:Iteration 46Q (2145.765904 sec): 3 clusters Score: Raw -673782.845353 + Penalty 3177.761868 = -670605.083485 nChanged 9 SP:Iteration 47Q (2145.887905 sec): 3 clusters Score: Raw -673783.797862 + Penalty 3177.761868 = -670606.035994 nChanged 8 SP:Iteration 48Q (2145.965790 sec): 3 clusters Score: Raw -673784.736941 + Penalty 3177.761868 = -670606.975072 nChanged 5 SP:Iteration 49Q (2146.022033 sec): 3 clusters Score: Raw -673785.305671 + Penalty 3177.761868 = -670607.543802 nChanged 3 SP:Iteration 50Q (2146.081901 sec): 3 clusters Score: Raw -673785.778003 + Penalty 3177.761868 = -670608.016134 nChanged 5 SP:Iteration 51Q (2146.143340 sec): 3 clusters Score: Raw -673786.271491 + Penalty 3177.761868 = -670608.509623 nChanged 4 SP:Iteration 52Q (2146.204817 sec): 3 clusters Score: Raw -673786.826063 + Penalty 3177.761868 = -670609.064195 nChanged 5 SP:Iteration 53Q (2146.266296 sec): 3 clusters Score: Raw -673787.333718 + Penalty 3177.761868 = -670609.571849 nChanged 8 SP:Iteration 54Q (2146.361470 sec): 3 clusters Score: Raw -673788.911349 + Penalty 3177.761868 = -670611.149481 nChanged 11 SP:Iteration 55Q (2146.427493 sec): 3 clusters Score: Raw -673791.714722 + Penalty 3177.761868 = -670613.952854 nChanged 12 SP:Iteration 56Q (2146.493532 sec): 3 clusters Score: Raw -673794.438596 + Penalty 3177.761868 = -670616.676728 nChanged 7 SP:Iteration 57Q (2146.551825 sec): 3 clusters Score: Raw -673796.100548 + Penalty 3177.761868 = -670618.338680 nChanged 5 SP:Iteration 58Q (2146.609603 sec): 3 clusters Score: Raw -673796.922343 + Penalty 3177.761868 = -670619.160475 nChanged 5 SP:Iteration 59Q (2146.671769 sec): 3 clusters Score: Raw -673797.664338 + Penalty 3177.761868 = -670619.902470 nChanged 6 SP:Iteration 60F (2146.754108 sec): 3 clusters Score: Raw -673798.607139 + Penalty 3177.761868 = -670620.845270 nChanged 3 SP:Iteration 61Q (2146.840712 sec): 3 clusters Score: Raw -673798.921999 + Penalty 3177.761868 = -670621.160131 nChanged 0 SP:Iteration 62F (2146.900868 sec): 3 clusters Score: Raw -673798.921999 + Penalty 3177.761868 = -670621.160131 nChanged 0 Trying to split cluster 16 (2636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2146.942606 sec): 2 clusters Score: Raw -162573.255051 + Penalty 1382.416641 = -161190.838411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2146.979836 sec): 3 clusters Score: Raw -161498.348424 + Penalty 2764.833281 = -158733.515142 nChanged 967 SP:Iteration 1F (2147.017529 sec): 3 clusters Score: Raw -162371.876759 + Penalty 2764.833281 = -159607.043477 nChanged 269 SP:Iteration 2F (2147.055353 sec): 3 clusters Score: Raw -162707.872468 + Penalty 2764.833281 = -159943.039187 nChanged 180 SP:Iteration 3F (2147.089766 sec): 3 clusters Score: Raw -162935.940119 + Penalty 2764.833281 = -160171.106837 nChanged 156 SP:Iteration 4F (2147.124494 sec): 3 clusters Score: Raw -163148.493239 + Penalty 2764.833281 = -160383.659957 nChanged 120 SP:Iteration 5Q (2147.159142 sec): 3 clusters Score: Raw -163315.007191 + Penalty 2764.833281 = -160550.173910 nChanged 100 SP:Iteration 6Q (2147.194037 sec): 3 clusters Score: Raw -163459.280323 + Penalty 2764.833281 = -160694.447041 nChanged 100 SP:Iteration 7Q (2147.228351 sec): 3 clusters Score: Raw -163586.161340 + Penalty 2764.833281 = -160821.328059 nChanged 87 SP:Iteration 8Q (2147.262426 sec): 3 clusters Score: Raw -163701.828375 + Penalty 2764.833281 = -160936.995094 nChanged 69 SP:Iteration 9Q (2147.296333 sec): 3 clusters Score: Raw -163770.821529 + Penalty 2764.833281 = -161005.988248 nChanged 42 SP:Iteration 10Q (2147.330337 sec): 3 clusters Score: Raw -163810.132236 + Penalty 2764.833281 = -161045.298954 nChanged 27 SP:Iteration 11Q (2147.437136 sec): 3 clusters Score: Raw -163836.788369 + Penalty 2764.833281 = -161071.955088 nChanged 22 SP:Iteration 12Q (2147.559143 sec): 3 clusters Score: Raw -163851.787990 + Penalty 2764.833281 = -161086.954709 nChanged 19 SP:Iteration 13Q (2147.678071 sec): 3 clusters Score: Raw -163863.544858 + Penalty 2764.833281 = -161098.711577 nChanged 14 SP:Iteration 14Q (2147.795397 sec): 3 clusters Score: Raw -163871.880134 + Penalty 2764.833281 = -161107.046852 nChanged 17 SP:Iteration 15Q (2147.912307 sec): 3 clusters Score: Raw -163879.242258 + Penalty 2764.833281 = -161114.408976 nChanged 9 SP:Iteration 16Q (2148.029539 sec): 3 clusters Score: Raw -163883.557755 + Penalty 2764.833281 = -161118.724474 nChanged 5 SP:Iteration 17Q (2148.143084 sec): 3 clusters Score: Raw -163886.726525 + Penalty 2764.833281 = -161121.893244 nChanged 7 SP:Iteration 18Q (2148.258465 sec): 3 clusters Score: Raw -163891.634814 + Penalty 2764.833281 = -161126.801532 nChanged 7 SP:Iteration 19Q (2148.374244 sec): 3 clusters Score: Raw -163894.732209 + Penalty 2764.833281 = -161129.898927 nChanged 8 SP:Iteration 20F (2148.490987 sec): 3 clusters Score: Raw -163898.786709 + Penalty 2764.833281 = -161133.953427 nChanged 4 SP:Iteration 21Q (2148.608411 sec): 3 clusters Score: Raw -163901.158915 + Penalty 2764.833281 = -161136.325634 nChanged 2 SP:Iteration 22Q (2148.725831 sec): 3 clusters Score: Raw -163901.832616 + Penalty 2764.833281 = -161136.999334 nChanged 1 SP:Iteration 23Q (2148.843205 sec): 3 clusters Score: Raw -163902.223467 + Penalty 2764.833281 = -161137.390186 nChanged 1 SP:Iteration 24Q (2148.959921 sec): 3 clusters Score: Raw -163902.621447 + Penalty 2764.833281 = -161137.788165 nChanged 2 SP:Iteration 25Q (2149.094546 sec): 3 clusters Score: Raw -163903.001792 + Penalty 2764.833281 = -161138.168510 nChanged 1 SP:Iteration 26Q (2149.171970 sec): 3 clusters Score: Raw -163903.641828 + Penalty 2764.833281 = -161138.808546 nChanged 2 SP:Iteration 27Q (2149.289205 sec): 3 clusters Score: Raw -163905.446531 + Penalty 2764.833281 = -161140.613250 nChanged 3 SP:Iteration 28Q (2149.446201 sec): 3 clusters Score: Raw -163906.969800 + Penalty 2764.833281 = -161142.136519 nChanged 3 SP:Iteration 29Q (2149.483342 sec): 3 clusters Score: Raw -163908.540581 + Penalty 2764.833281 = -161143.707300 nChanged 1 SP:Iteration 30Q (2149.518666 sec): 3 clusters Score: Raw -163909.317685 + Penalty 2764.833281 = -161144.484404 nChanged 1 SP:Iteration 31Q (2149.553519 sec): 3 clusters Score: Raw -163909.724309 + Penalty 2764.833281 = -161144.891027 nChanged 2 SP:Iteration 32Q (2149.588541 sec): 3 clusters Score: Raw -163910.915069 + Penalty 2764.833281 = -161146.081788 nChanged 2 SP:Iteration 33Q (2149.629579 sec): 3 clusters Score: Raw -163911.468535 + Penalty 2764.833281 = -161146.635253 nChanged 0 SP:Iteration 34F (2149.662606 sec): 3 clusters Score: Raw -163911.468535 + Penalty 2764.833281 = -161146.635253 nChanged 0 Trying to split cluster 17 (2947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2149.700108 sec): 2 clusters Score: Raw -234466.422808 + Penalty 1401.989293 = -233064.433515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2149.740130 sec): 3 clusters Score: Raw -233124.990143 + Penalty 2803.978587 = -230321.011556 nChanged 1076 SP:Iteration 1F (2149.776874 sec): 3 clusters Score: Raw -233765.749982 + Penalty 2803.978587 = -230961.771395 nChanged 228 SP:Iteration 2F (2149.813579 sec): 3 clusters Score: Raw -233928.705409 + Penalty 2803.978587 = -231124.726822 nChanged 150 SP:Iteration 3F (2149.850331 sec): 3 clusters Score: Raw -234025.127119 + Penalty 2803.978587 = -231221.148532 nChanged 118 SP:Iteration 4Q (2149.887282 sec): 3 clusters Score: Raw -234106.538763 + Penalty 2803.978587 = -231302.560177 nChanged 109 SP:Iteration 5Q (2149.924348 sec): 3 clusters Score: Raw -234181.680552 + Penalty 2803.978587 = -231377.701965 nChanged 102 SP:Iteration 6Q (2150.051430 sec): 3 clusters Score: Raw -234245.431069 + Penalty 2803.978587 = -231441.452482 nChanged 87 SP:Iteration 7Q (2150.204251 sec): 3 clusters Score: Raw -234304.469960 + Penalty 2803.978587 = -231500.491373 nChanged 86 SP:Iteration 8Q (2150.328928 sec): 3 clusters Score: Raw -234362.834258 + Penalty 2803.978587 = -231558.855671 nChanged 72 SP:Iteration 9Q (2150.459250 sec): 3 clusters Score: Raw -234409.620614 + Penalty 2803.978587 = -231605.642027 nChanged 59 SP:Iteration 10Q (2150.577209 sec): 3 clusters Score: Raw -234452.301547 + Penalty 2803.978587 = -231648.322960 nChanged 58 SP:Iteration 11Q (2150.627507 sec): 3 clusters Score: Raw -234486.851970 + Penalty 2803.978587 = -231682.873383 nChanged 46 SP:Iteration 12Q (2150.664366 sec): 3 clusters Score: Raw -234517.155702 + Penalty 2803.978587 = -231713.177115 nChanged 39 SP:Iteration 13Q (2150.701153 sec): 3 clusters Score: Raw -234543.125246 + Penalty 2803.978587 = -231739.146659 nChanged 53 SP:Iteration 14Q (2150.737800 sec): 3 clusters Score: Raw -234576.585690 + Penalty 2803.978587 = -231772.607103 nChanged 54 SP:Iteration 15Q (2150.774127 sec): 3 clusters Score: Raw -234615.160838 + Penalty 2803.978587 = -231811.182251 nChanged 64 SP:Iteration 16Q (2150.810224 sec): 3 clusters Score: Raw -234657.554403 + Penalty 2803.978587 = -231853.575816 nChanged 45 SP:Iteration 17Q (2150.846486 sec): 3 clusters Score: Raw -234684.750670 + Penalty 2803.978587 = -231880.772083 nChanged 36 SP:Iteration 18Q (2150.882633 sec): 3 clusters Score: Raw -234704.000755 + Penalty 2803.978587 = -231900.022168 nChanged 33 SP:Iteration 19Q (2150.918842 sec): 3 clusters Score: Raw -234722.722767 + Penalty 2803.978587 = -231918.744180 nChanged 31 SP:Iteration 20F (2150.954965 sec): 3 clusters Score: Raw -234741.601505 + Penalty 2803.978587 = -231937.622918 nChanged 35 SP:Iteration 21Q (2150.990913 sec): 3 clusters Score: Raw -234761.441725 + Penalty 2803.978587 = -231957.463138 nChanged 31 SP:Iteration 22Q (2151.026932 sec): 3 clusters Score: Raw -234779.248547 + Penalty 2803.978587 = -231975.269961 nChanged 26 SP:Iteration 23Q (2151.062897 sec): 3 clusters Score: Raw -234793.408523 + Penalty 2803.978587 = -231989.429936 nChanged 16 SP:Iteration 24Q (2151.098816 sec): 3 clusters Score: Raw -234801.772522 + Penalty 2803.978587 = -231997.793935 nChanged 13 SP:Iteration 25Q (2151.135748 sec): 3 clusters Score: Raw -234807.113433 + Penalty 2803.978587 = -232003.134847 nChanged 10 SP:Iteration 26Q (2151.171515 sec): 3 clusters Score: Raw -234812.698086 + Penalty 2803.978587 = -232008.719499 nChanged 13 SP:Iteration 27Q (2151.207448 sec): 3 clusters Score: Raw -234819.274646 + Penalty 2803.978587 = -232015.296059 nChanged 8 SP:Iteration 28Q (2151.243288 sec): 3 clusters Score: Raw -234822.184903 + Penalty 2803.978587 = -232018.206316 nChanged 6 SP:Iteration 29Q (2151.279194 sec): 3 clusters Score: Raw -234823.563020 + Penalty 2803.978587 = -232019.584433 nChanged 3 SP:Iteration 30Q (2151.314878 sec): 3 clusters Score: Raw -234824.887786 + Penalty 2803.978587 = -232020.909199 nChanged 6 SP:Iteration 31Q (2151.350841 sec): 3 clusters Score: Raw -234827.325912 + Penalty 2803.978587 = -232023.347325 nChanged 5 SP:Iteration 32Q (2151.386719 sec): 3 clusters Score: Raw -234829.810387 + Penalty 2803.978587 = -232025.831800 nChanged 8 SP:Iteration 33Q (2151.422427 sec): 3 clusters Score: Raw -234832.060614 + Penalty 2803.978587 = -232028.082027 nChanged 4 SP:Iteration 34Q (2151.458272 sec): 3 clusters Score: Raw -234833.315015 + Penalty 2803.978587 = -232029.336429 nChanged 4 SP:Iteration 35Q (2151.494008 sec): 3 clusters Score: Raw -234835.224798 + Penalty 2803.978587 = -232031.246211 nChanged 3 SP:Iteration 36Q (2151.529752 sec): 3 clusters Score: Raw -234836.160868 + Penalty 2803.978587 = -232032.182281 nChanged 3 SP:Iteration 37Q (2151.649278 sec): 3 clusters Score: Raw -234837.554668 + Penalty 2803.978587 = -232033.576081 nChanged 2 SP:Iteration 38Q (2151.774235 sec): 3 clusters Score: Raw -234837.987029 + Penalty 2803.978587 = -232034.008442 nChanged 3 SP:Iteration 39Q (2151.898797 sec): 3 clusters Score: Raw -234839.204862 + Penalty 2803.978587 = -232035.226275 nChanged 2 SP:Iteration 40F (2152.015947 sec): 3 clusters Score: Raw -234839.808567 + Penalty 2803.978587 = -232035.829980 nChanged 1 SP:Iteration 41Q (2152.133739 sec): 3 clusters Score: Raw -234839.995262 + Penalty 2803.978587 = -232036.016675 nChanged 1 SP:Iteration 42Q (2152.226083 sec): 3 clusters Score: Raw -234840.164384 + Penalty 2803.978587 = -232036.185797 nChanged 0 SP:Iteration 43F (2152.342564 sec): 3 clusters Score: Raw -234840.164384 + Penalty 2803.978587 = -232036.185797 nChanged 0 Trying to split cluster 18 (3889 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.402142 sec): 2 clusters Score: Raw -294817.798786 + Penalty 1450.666737 = -293367.132048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2152.444268 sec): 3 clusters Score: Raw -292879.896972 + Penalty 2901.333474 = -289978.563498 nChanged 1521 SP:Iteration 1F (2152.488746 sec): 3 clusters Score: Raw -293748.400591 + Penalty 2901.333474 = -290847.067117 nChanged 317 SP:Iteration 2F (2152.531741 sec): 3 clusters Score: Raw -293972.693265 + Penalty 2901.333474 = -291071.359791 nChanged 242 SP:Iteration 3F (2152.628976 sec): 3 clusters Score: Raw -294170.556017 + Penalty 2901.333474 = -291269.222542 nChanged 265 SP:Iteration 4F (2152.752151 sec): 3 clusters Score: Raw -294418.122393 + Penalty 2901.333474 = -291516.788918 nChanged 248 SP:Iteration 5F (2152.791650 sec): 3 clusters Score: Raw -294643.943924 + Penalty 2901.333474 = -291742.610450 nChanged 212 SP:Iteration 6F (2152.832347 sec): 3 clusters Score: Raw -294836.588172 + Penalty 2901.333474 = -291935.254697 nChanged 180 SP:Iteration 7Q (2152.874936 sec): 3 clusters Score: Raw -294985.200687 + Penalty 2901.333474 = -292083.867213 nChanged 137 SP:Iteration 8Q (2152.931109 sec): 3 clusters Score: Raw -295099.500633 + Penalty 2901.333474 = -292198.167158 nChanged 118 SP:Iteration 9Q (2152.973673 sec): 3 clusters Score: Raw -295190.947210 + Penalty 2901.333474 = -292289.613736 nChanged 87 SP:Iteration 10Q (2153.016289 sec): 3 clusters Score: Raw -295245.921646 + Penalty 2901.333474 = -292344.588171 nChanged 52 SP:Iteration 11Q (2153.057343 sec): 3 clusters Score: Raw -295283.168605 + Penalty 2901.333474 = -292381.835130 nChanged 45 SP:Iteration 12Q (2153.099268 sec): 3 clusters Score: Raw -295309.290228 + Penalty 2901.333474 = -292407.956754 nChanged 32 SP:Iteration 13Q (2153.162512 sec): 3 clusters Score: Raw -295324.464303 + Penalty 2901.333474 = -292423.130829 nChanged 19 SP:Iteration 14Q (2153.204235 sec): 3 clusters Score: Raw -295333.262775 + Penalty 2901.333474 = -292431.929301 nChanged 15 SP:Iteration 15Q (2153.257639 sec): 3 clusters Score: Raw -295339.899618 + Penalty 2901.333474 = -292438.566143 nChanged 7 SP:Iteration 16Q (2153.299162 sec): 3 clusters Score: Raw -295341.826278 + Penalty 2901.333474 = -292440.492803 nChanged 8 SP:Iteration 17Q (2153.340855 sec): 3 clusters Score: Raw -295345.279815 + Penalty 2901.333474 = -292443.946340 nChanged 4 SP:Iteration 18Q (2153.381713 sec): 3 clusters Score: Raw -295346.860503 + Penalty 2901.333474 = -292445.527029 nChanged 5 SP:Iteration 19Q (2153.423377 sec): 3 clusters Score: Raw -295348.582231 + Penalty 2901.333474 = -292447.248757 nChanged 2 SP:Iteration 20F (2153.465162 sec): 3 clusters Score: Raw -295349.125131 + Penalty 2901.333474 = -292447.791657 nChanged 2 SP:Iteration 21Q (2153.506006 sec): 3 clusters Score: Raw -295349.521188 + Penalty 2901.333474 = -292448.187714 nChanged 1 SP:Iteration 22Q (2153.547563 sec): 3 clusters Score: Raw -295350.092047 + Penalty 2901.333474 = -292448.758573 nChanged 3 SP:Iteration 23Q (2153.662648 sec): 3 clusters Score: Raw -295352.089117 + Penalty 2901.333474 = -292450.755643 nChanged 4 SP:Iteration 24Q (2153.784657 sec): 3 clusters Score: Raw -295353.586224 + Penalty 2901.333474 = -292452.252750 nChanged 3 SP:Iteration 25Q (2153.913504 sec): 3 clusters Score: Raw -295355.085490 + Penalty 2901.333474 = -292453.752016 nChanged 3 SP:Iteration 26Q (2154.002741 sec): 3 clusters Score: Raw -295356.080588 + Penalty 2901.333474 = -292454.747114 nChanged 2 SP:Iteration 27Q (2154.127721 sec): 3 clusters Score: Raw -295356.675503 + Penalty 2901.333474 = -292455.342029 nChanged 4 SP:Iteration 28Q (2154.243059 sec): 3 clusters Score: Raw -295358.646993 + Penalty 2901.333474 = -292457.313519 nChanged 1 SP:Iteration 29Q (2154.354928 sec): 3 clusters Score: Raw -295358.953415 + Penalty 2901.333474 = -292457.619941 nChanged 2 SP:Iteration 30Q (2154.498811 sec): 3 clusters Score: Raw -295359.434323 + Penalty 2901.333474 = -292458.100848 nChanged 1 SP:Iteration 31Q (2154.513015 sec): 3 clusters Score: Raw -295359.610752 + Penalty 2901.333474 = -292458.277278 nChanged 0 SP:Iteration 32F (2154.556663 sec): 3 clusters Score: Raw -295359.610752 + Penalty 2901.333474 = -292458.277278 nChanged 0 Trying to split cluster 19 (1946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2154.596183 sec): 2 clusters Score: Raw -113688.971815 + Penalty 1329.154737 = -112359.817079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2154.623397 sec): 3 clusters Score: Raw -112931.547421 + Penalty 2658.309473 = -110273.237948 nChanged 672 SP:Iteration 1F (2154.649458 sec): 3 clusters Score: Raw -113459.098922 + Penalty 2658.309473 = -110800.789449 nChanged 179 SP:Iteration 2F (2154.675413 sec): 3 clusters Score: Raw -113635.790916 + Penalty 2658.309473 = -110977.481443 nChanged 110 SP:Iteration 3F (2154.701369 sec): 3 clusters Score: Raw -113754.253639 + Penalty 2658.309473 = -111095.944166 nChanged 88 SP:Iteration 4Q (2154.727947 sec): 3 clusters Score: Raw -113835.467011 + Penalty 2658.309473 = -111177.157538 nChanged 78 SP:Iteration 5Q (2154.754091 sec): 3 clusters Score: Raw -113918.704274 + Penalty 2658.309473 = -111260.394801 nChanged 64 SP:Iteration 6Q (2154.780542 sec): 3 clusters Score: Raw -113967.116436 + Penalty 2658.309473 = -111308.806962 nChanged 50 SP:Iteration 7Q (2154.806889 sec): 3 clusters Score: Raw -114003.112432 + Penalty 2658.309473 = -111344.802959 nChanged 31 SP:Iteration 8Q (2154.833181 sec): 3 clusters Score: Raw -114030.516829 + Penalty 2658.309473 = -111372.207356 nChanged 38 SP:Iteration 9Q (2154.859572 sec): 3 clusters Score: Raw -114058.398485 + Penalty 2658.309473 = -111400.089012 nChanged 23 SP:Iteration 10Q (2154.885907 sec): 3 clusters Score: Raw -114080.471382 + Penalty 2658.309473 = -111422.161909 nChanged 29 SP:Iteration 11Q (2154.911683 sec): 3 clusters Score: Raw -114099.856745 + Penalty 2658.309473 = -111441.547271 nChanged 26 SP:Iteration 12Q (2154.937418 sec): 3 clusters Score: Raw -114116.868992 + Penalty 2658.309473 = -111458.559518 nChanged 18 SP:Iteration 13Q (2154.963074 sec): 3 clusters Score: Raw -114131.171190 + Penalty 2658.309473 = -111472.861717 nChanged 21 SP:Iteration 14Q (2154.988875 sec): 3 clusters Score: Raw -114150.939216 + Penalty 2658.309473 = -111492.629742 nChanged 21 SP:Iteration 15Q (2155.014578 sec): 3 clusters Score: Raw -114162.981721 + Penalty 2658.309473 = -111504.672248 nChanged 12 SP:Iteration 16Q (2155.040300 sec): 3 clusters Score: Raw -114169.354140 + Penalty 2658.309473 = -111511.044667 nChanged 10 SP:Iteration 17Q (2155.065989 sec): 3 clusters Score: Raw -114175.946999 + Penalty 2658.309473 = -111517.637526 nChanged 9 SP:Iteration 18Q (2155.091602 sec): 3 clusters Score: Raw -114182.540208 + Penalty 2658.309473 = -111524.230735 nChanged 12 SP:Iteration 19Q (2155.116204 sec): 3 clusters Score: Raw -114191.454552 + Penalty 2658.309473 = -111533.145079 nChanged 7 SP:Iteration 20F (2155.233632 sec): 3 clusters Score: Raw -114196.941763 + Penalty 2658.309473 = -111538.632290 nChanged 8 SP:Iteration 21Q (2155.347396 sec): 3 clusters Score: Raw -114203.239785 + Penalty 2658.309473 = -111544.930311 nChanged 8 SP:Iteration 22Q (2155.459385 sec): 3 clusters Score: Raw -114208.036612 + Penalty 2658.309473 = -111549.727139 nChanged 5 SP:Iteration 23Q (2155.575867 sec): 3 clusters Score: Raw -114211.204451 + Penalty 2658.309473 = -111552.894978 nChanged 5 SP:Iteration 24Q (2155.684477 sec): 3 clusters Score: Raw -114214.651342 + Penalty 2658.309473 = -111556.341869 nChanged 6 SP:Iteration 25Q (2155.801714 sec): 3 clusters Score: Raw -114218.075784 + Penalty 2658.309473 = -111559.766311 nChanged 5 SP:Iteration 26Q (2155.886326 sec): 3 clusters Score: Raw -114221.342431 + Penalty 2658.309473 = -111563.032958 nChanged 2 SP:Iteration 27Q (2155.912146 sec): 3 clusters Score: Raw -114223.036532 + Penalty 2658.309473 = -111564.727059 nChanged 1 SP:Iteration 28Q (2155.937812 sec): 3 clusters Score: Raw -114223.108715 + Penalty 2658.309473 = -111564.799242 nChanged 0 SP:Iteration 29F (2155.963481 sec): 3 clusters Score: Raw -114223.108715 + Penalty 2658.309473 = -111564.799242 nChanged 0 Trying to split cluster 20 (1504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2155.996497 sec): 2 clusters Score: Raw -100727.684933 + Penalty 1283.937555 = -99443.747378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2156.018297 sec): 3 clusters Score: Raw -100174.919091 + Penalty 2567.875110 = -97607.043981 nChanged 503 SP:Iteration 1F (2156.039226 sec): 3 clusters Score: Raw -100599.650950 + Penalty 2567.875110 = -98031.775840 nChanged 144 SP:Iteration 2F (2156.060031 sec): 3 clusters Score: Raw -100781.968007 + Penalty 2567.875110 = -98214.092897 nChanged 98 SP:Iteration 3F (2156.081016 sec): 3 clusters Score: Raw -100909.918780 + Penalty 2567.875110 = -98342.043670 nChanged 89 SP:Iteration 4F (2156.101796 sec): 3 clusters Score: Raw -101021.540647 + Penalty 2567.875110 = -98453.665537 nChanged 74 SP:Iteration 5Q (2156.122340 sec): 3 clusters Score: Raw -101108.450323 + Penalty 2567.875110 = -98540.575213 nChanged 45 SP:Iteration 6Q (2156.143445 sec): 3 clusters Score: Raw -101156.196781 + Penalty 2567.875110 = -98588.321671 nChanged 25 SP:Iteration 7Q (2156.164578 sec): 3 clusters Score: Raw -101173.019923 + Penalty 2567.875110 = -98605.144813 nChanged 13 SP:Iteration 8Q (2156.185607 sec): 3 clusters Score: Raw -101181.342477 + Penalty 2567.875110 = -98613.467367 nChanged 8 SP:Iteration 9Q (2156.206681 sec): 3 clusters Score: Raw -101187.695342 + Penalty 2567.875110 = -98619.820232 nChanged 13 SP:Iteration 10Q (2156.227602 sec): 3 clusters Score: Raw -101200.227241 + Penalty 2567.875110 = -98632.352131 nChanged 13 SP:Iteration 11Q (2156.248564 sec): 3 clusters Score: Raw -101215.969557 + Penalty 2567.875110 = -98648.094447 nChanged 21 SP:Iteration 12Q (2156.269643 sec): 3 clusters Score: Raw -101238.850152 + Penalty 2567.875110 = -98670.975042 nChanged 24 SP:Iteration 13Q (2156.290630 sec): 3 clusters Score: Raw -101261.951755 + Penalty 2567.875110 = -98694.076645 nChanged 24 SP:Iteration 14Q (2156.311706 sec): 3 clusters Score: Raw -101285.109802 + Penalty 2567.875110 = -98717.234692 nChanged 22 SP:Iteration 15Q (2156.332553 sec): 3 clusters Score: Raw -101307.496776 + Penalty 2567.875110 = -98739.621666 nChanged 17 SP:Iteration 16Q (2156.353422 sec): 3 clusters Score: Raw -101322.037354 + Penalty 2567.875110 = -98754.162244 nChanged 15 SP:Iteration 17Q (2156.374174 sec): 3 clusters Score: Raw -101333.766112 + Penalty 2567.875110 = -98765.891002 nChanged 6 SP:Iteration 18Q (2156.394993 sec): 3 clusters Score: Raw -101338.341113 + Penalty 2567.875110 = -98770.466003 nChanged 9 SP:Iteration 19Q (2156.415956 sec): 3 clusters Score: Raw -101346.794344 + Penalty 2567.875110 = -98778.919234 nChanged 8 SP:Iteration 20F (2156.521893 sec): 3 clusters Score: Raw -101355.991010 + Penalty 2567.875110 = -98788.115900 nChanged 7 SP:Iteration 21Q (2156.640891 sec): 3 clusters Score: Raw -101360.417008 + Penalty 2567.875110 = -98792.541898 nChanged 7 SP:Iteration 22Q (2156.756180 sec): 3 clusters Score: Raw -101365.364025 + Penalty 2567.875110 = -98797.488915 nChanged 4 SP:Iteration 23Q (2156.870685 sec): 3 clusters Score: Raw -101369.185286 + Penalty 2567.875110 = -98801.310176 nChanged 9 SP:Iteration 24Q (2156.964906 sec): 3 clusters Score: Raw -101374.372696 + Penalty 2567.875110 = -98806.497586 nChanged 8 SP:Iteration 25Q (2157.082046 sec): 3 clusters Score: Raw -101382.742527 + Penalty 2567.875110 = -98814.867417 nChanged 5 SP:Iteration 26Q (2157.193934 sec): 3 clusters Score: Raw -101392.737547 + Penalty 2567.875110 = -98824.862437 nChanged 17 SP:Iteration 27Q (2157.214887 sec): 3 clusters Score: Raw -101411.968031 + Penalty 2567.875110 = -98844.092921 nChanged 10 SP:Iteration 28Q (2157.235674 sec): 3 clusters Score: Raw -101421.213561 + Penalty 2567.875110 = -98853.338451 nChanged 9 SP:Iteration 29Q (2157.256482 sec): 3 clusters Score: Raw -101430.768801 + Penalty 2567.875110 = -98862.893691 nChanged 6 SP:Iteration 30Q (2157.277259 sec): 3 clusters Score: Raw -101436.720552 + Penalty 2567.875110 = -98868.845442 nChanged 3 SP:Iteration 31Q (2157.297973 sec): 3 clusters Score: Raw -101439.169753 + Penalty 2567.875110 = -98871.294643 nChanged 2 SP:Iteration 32Q (2157.318638 sec): 3 clusters Score: Raw -101439.893490 + Penalty 2567.875110 = -98872.018380 nChanged 2 SP:Iteration 33Q (2157.339364 sec): 3 clusters Score: Raw -101440.793280 + Penalty 2567.875110 = -98872.918170 nChanged 2 SP:Iteration 34Q (2157.360044 sec): 3 clusters Score: Raw -101443.458844 + Penalty 2567.875110 = -98875.583734 nChanged 1 SP:Iteration 35Q (2157.380758 sec): 3 clusters Score: Raw -101446.215788 + Penalty 2567.875110 = -98878.340678 nChanged 3 SP:Iteration 36Q (2157.401509 sec): 3 clusters Score: Raw -101449.354605 + Penalty 2567.875110 = -98881.479495 nChanged 4 SP:Iteration 37Q (2157.422256 sec): 3 clusters Score: Raw -101452.269732 + Penalty 2567.875110 = -98884.394622 nChanged 1 SP:Iteration 38Q (2157.442869 sec): 3 clusters Score: Raw -101452.657320 + Penalty 2567.875110 = -98884.782210 nChanged 1 SP:Iteration 39Q (2157.469725 sec): 3 clusters Score: Raw -101452.900309 + Penalty 2567.875110 = -98885.025199 nChanged 0 SP:Iteration 40F (2157.490624 sec): 3 clusters Score: Raw -101452.900309 + Penalty 2567.875110 = -98885.025199 nChanged 0 Trying to split cluster 21 (2790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2157.527646 sec): 2 clusters Score: Raw -213201.887647 + Penalty 1392.381352 = -211809.506295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2157.563815 sec): 3 clusters Score: Raw -211915.723013 + Penalty 2784.762703 = -209130.960310 nChanged 1031 SP:Iteration 1F (2157.598698 sec): 3 clusters Score: Raw -212526.208764 + Penalty 2784.762703 = -209741.446061 nChanged 215 SP:Iteration 2F (2157.634080 sec): 3 clusters Score: Raw -212672.539810 + Penalty 2784.762703 = -209887.777107 nChanged 165 SP:Iteration 3F (2157.669565 sec): 3 clusters Score: Raw -212777.297933 + Penalty 2784.762703 = -209992.535230 nChanged 95 SP:Iteration 4Q (2157.706422 sec): 3 clusters Score: Raw -212838.710969 + Penalty 2784.762703 = -210053.948266 nChanged 78 SP:Iteration 5Q (2157.741155 sec): 3 clusters Score: Raw -212894.401200 + Penalty 2784.762703 = -210109.638497 nChanged 68 SP:Iteration 6Q (2157.775947 sec): 3 clusters Score: Raw -212933.850440 + Penalty 2784.762703 = -210149.087737 nChanged 63 SP:Iteration 7Q (2157.810732 sec): 3 clusters Score: Raw -212971.071079 + Penalty 2784.762703 = -210186.308376 nChanged 61 SP:Iteration 8Q (2157.917503 sec): 3 clusters Score: Raw -213010.329357 + Penalty 2784.762703 = -210225.566654 nChanged 58 SP:Iteration 9Q (2158.037658 sec): 3 clusters Score: Raw -213041.118165 + Penalty 2784.762703 = -210256.355462 nChanged 42 SP:Iteration 10Q (2158.154008 sec): 3 clusters Score: Raw -213060.506303 + Penalty 2784.762703 = -210275.743600 nChanged 27 SP:Iteration 11Q (2158.272767 sec): 3 clusters Score: Raw -213076.185227 + Penalty 2784.762703 = -210291.422524 nChanged 33 SP:Iteration 12Q (2158.391921 sec): 3 clusters Score: Raw -213094.980816 + Penalty 2784.762703 = -210310.218113 nChanged 38 SP:Iteration 13Q (2158.511807 sec): 3 clusters Score: Raw -213118.591809 + Penalty 2784.762703 = -210333.829106 nChanged 34 SP:Iteration 14Q (2158.629011 sec): 3 clusters Score: Raw -213135.736077 + Penalty 2784.762703 = -210350.973374 nChanged 38 SP:Iteration 15Q (2158.713627 sec): 3 clusters Score: Raw -213159.297227 + Penalty 2784.762703 = -210374.534524 nChanged 40 SP:Iteration 16Q (2158.770335 sec): 3 clusters Score: Raw -213181.280870 + Penalty 2784.762703 = -210396.518167 nChanged 40 SP:Iteration 17Q (2158.805388 sec): 3 clusters Score: Raw -213202.272159 + Penalty 2784.762703 = -210417.509456 nChanged 34 SP:Iteration 18Q (2158.840398 sec): 3 clusters Score: Raw -213219.949856 + Penalty 2784.762703 = -210435.187152 nChanged 32 SP:Iteration 19Q (2158.874070 sec): 3 clusters Score: Raw -213236.317718 + Penalty 2784.762703 = -210451.555015 nChanged 29 SP:Iteration 20F (2158.908821 sec): 3 clusters Score: Raw -213252.275774 + Penalty 2784.762703 = -210467.513071 nChanged 21 SP:Iteration 21Q (2158.943313 sec): 3 clusters Score: Raw -213264.999526 + Penalty 2784.762703 = -210480.236823 nChanged 18 SP:Iteration 22Q (2158.990916 sec): 3 clusters Score: Raw -213274.678332 + Penalty 2784.762703 = -210489.915629 nChanged 12 SP:Iteration 23Q (2159.025545 sec): 3 clusters Score: Raw -213280.416701 + Penalty 2784.762703 = -210495.653998 nChanged 16 SP:Iteration 24Q (2159.059935 sec): 3 clusters Score: Raw -213291.617065 + Penalty 2784.762703 = -210506.854362 nChanged 14 SP:Iteration 25Q (2159.127920 sec): 3 clusters Score: Raw -213297.044348 + Penalty 2784.762703 = -210512.281645 nChanged 11 SP:Iteration 26Q (2159.162849 sec): 3 clusters Score: Raw -213302.565401 + Penalty 2784.762703 = -210517.802698 nChanged 13 SP:Iteration 27Q (2159.201703 sec): 3 clusters Score: Raw -213309.729010 + Penalty 2784.762703 = -210524.966307 nChanged 12 SP:Iteration 28Q (2159.235207 sec): 3 clusters Score: Raw -213317.065885 + Penalty 2784.762703 = -210532.303182 nChanged 14 SP:Iteration 29Q (2159.269718 sec): 3 clusters Score: Raw -213324.396071 + Penalty 2784.762703 = -210539.633368 nChanged 16 SP:Iteration 30Q (2159.304059 sec): 3 clusters Score: Raw -213334.401073 + Penalty 2784.762703 = -210549.638370 nChanged 14 SP:Iteration 31Q (2159.338609 sec): 3 clusters Score: Raw -213345.062601 + Penalty 2784.762703 = -210560.299898 nChanged 22 SP:Iteration 32Q (2159.371832 sec): 3 clusters Score: Raw -213355.324470 + Penalty 2784.762703 = -210570.561767 nChanged 16 SP:Iteration 33Q (2159.406133 sec): 3 clusters Score: Raw -213362.958375 + Penalty 2784.762703 = -210578.195672 nChanged 6 SP:Iteration 34Q (2159.478264 sec): 3 clusters Score: Raw -213366.656896 + Penalty 2784.762703 = -210581.894193 nChanged 8 SP:Iteration 35Q (2159.515584 sec): 3 clusters Score: Raw -213370.648307 + Penalty 2784.762703 = -210585.885604 nChanged 11 SP:Iteration 36Q (2159.549958 sec): 3 clusters Score: Raw -213374.330114 + Penalty 2784.762703 = -210589.567411 nChanged 12 SP:Iteration 37Q (2159.599256 sec): 3 clusters Score: Raw -213378.852621 + Penalty 2784.762703 = -210594.089918 nChanged 6 SP:Iteration 38Q (2159.634052 sec): 3 clusters Score: Raw -213380.753566 + Penalty 2784.762703 = -210595.990863 nChanged 6 SP:Iteration 39Q (2159.668336 sec): 3 clusters Score: Raw -213384.250034 + Penalty 2784.762703 = -210599.487331 nChanged 6 SP:Iteration 40F (2159.705929 sec): 3 clusters Score: Raw -213387.429633 + Penalty 2784.762703 = -210602.666930 nChanged 4 SP:Iteration 41Q (2159.801438 sec): 3 clusters Score: Raw -213388.913693 + Penalty 2784.762703 = -210604.150990 nChanged 2 SP:Iteration 42Q (2159.840974 sec): 3 clusters Score: Raw -213389.282924 + Penalty 2784.762703 = -210604.520221 nChanged 1 SP:Iteration 43Q (2159.881238 sec): 3 clusters Score: Raw -213389.862789 + Penalty 2784.762703 = -210605.100086 nChanged 3 SP:Iteration 44Q (2159.925591 sec): 3 clusters Score: Raw -213390.771927 + Penalty 2784.762703 = -210606.009224 nChanged 1 SP:Iteration 45Q (2159.965817 sec): 3 clusters Score: Raw -213390.961644 + Penalty 2784.762703 = -210606.198941 nChanged 0 SP:Iteration 46F (2160.001013 sec): 3 clusters Score: Raw -213390.961644 + Penalty 2784.762703 = -210606.198941 nChanged 0 Trying to split cluster 22 (7796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2160.075400 sec): 2 clusters Score: Raw -614367.645233 + Penalty 1572.719744 = -612794.925490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2160.146419 sec): 3 clusters Score: Raw -610155.017499 + Penalty 3145.439487 = -607009.578012 nChanged 3308 SP:Iteration 1F (2160.208573 sec): 3 clusters Score: Raw -612043.690648 + Penalty 3145.439487 = -608898.251160 nChanged 570 SP:Iteration 2F (2160.273778 sec): 3 clusters Score: Raw -612396.632404 + Penalty 3145.439487 = -609251.192917 nChanged 489 SP:Iteration 3F (2160.332478 sec): 3 clusters Score: Raw -612691.773279 + Penalty 3145.439487 = -609546.333792 nChanged 443 SP:Iteration 4F (2160.390661 sec): 3 clusters Score: Raw -612987.725678 + Penalty 3145.439487 = -609842.286190 nChanged 393 SP:Iteration 5F (2160.448822 sec): 3 clusters Score: Raw -613228.292919 + Penalty 3145.439487 = -610082.853432 nChanged 361 SP:Iteration 6Q (2160.564865 sec): 3 clusters Score: Raw -613447.619791 + Penalty 3145.439487 = -610302.180304 nChanged 326 SP:Iteration 7Q (2160.689709 sec): 3 clusters Score: Raw -613622.951552 + Penalty 3145.439487 = -610477.512064 nChanged 284 SP:Iteration 8Q (2160.746025 sec): 3 clusters Score: Raw -613770.552686 + Penalty 3145.439487 = -610625.113199 nChanged 249 SP:Iteration 9Q (2160.816616 sec): 3 clusters Score: Raw -613891.810994 + Penalty 3145.439487 = -610746.371507 nChanged 233 SP:Iteration 10Q (2160.872735 sec): 3 clusters Score: Raw -613994.760699 + Penalty 3145.439487 = -610849.321212 nChanged 199 SP:Iteration 11Q (2160.928653 sec): 3 clusters Score: Raw -614085.234557 + Penalty 3145.439487 = -610939.795070 nChanged 174 SP:Iteration 12Q (2160.995996 sec): 3 clusters Score: Raw -614158.311603 + Penalty 3145.439487 = -611012.872116 nChanged 141 SP:Iteration 13Q (2161.054391 sec): 3 clusters Score: Raw -614215.069747 + Penalty 3145.439487 = -611069.630260 nChanged 119 SP:Iteration 14Q (2161.121578 sec): 3 clusters Score: Raw -614258.730200 + Penalty 3145.439487 = -611113.290713 nChanged 106 SP:Iteration 15Q (2161.255162 sec): 3 clusters Score: Raw -614300.777716 + Penalty 3145.439487 = -611155.338229 nChanged 94 SP:Iteration 16Q (2161.327757 sec): 3 clusters Score: Raw -614340.786448 + Penalty 3145.439487 = -611195.346960 nChanged 94 SP:Iteration 17Q (2161.441938 sec): 3 clusters Score: Raw -614376.693204 + Penalty 3145.439487 = -611231.253716 nChanged 78 SP:Iteration 18Q (2161.499956 sec): 3 clusters Score: Raw -614411.214222 + Penalty 3145.439487 = -611265.774735 nChanged 74 SP:Iteration 19Q (2161.556965 sec): 3 clusters Score: Raw -614445.650735 + Penalty 3145.439487 = -611300.211248 nChanged 71 SP:Iteration 20F (2161.635043 sec): 3 clusters Score: Raw -614476.264443 + Penalty 3145.439487 = -611330.824956 nChanged 59 SP:Iteration 21Q (2161.718802 sec): 3 clusters Score: Raw -614495.093861 + Penalty 3145.439487 = -611349.654374 nChanged 54 SP:Iteration 22Q (2161.796108 sec): 3 clusters Score: Raw -614515.345158 + Penalty 3145.439487 = -611369.905671 nChanged 74 SP:Iteration 23Q (2161.942239 sec): 3 clusters Score: Raw -614544.117365 + Penalty 3145.439487 = -611398.677878 nChanged 52 SP:Iteration 24Q (2162.078071 sec): 3 clusters Score: Raw -614566.747413 + Penalty 3145.439487 = -611421.307925 nChanged 44 SP:Iteration 25Q (2162.211743 sec): 3 clusters Score: Raw -614583.173444 + Penalty 3145.439487 = -611437.733957 nChanged 41 SP:Iteration 26Q (2162.358865 sec): 3 clusters Score: Raw -614601.141149 + Penalty 3145.439487 = -611455.701662 nChanged 36 SP:Iteration 27Q (2162.452495 sec): 3 clusters Score: Raw -614617.782126 + Penalty 3145.439487 = -611472.342639 nChanged 40 SP:Iteration 28Q (2162.509146 sec): 3 clusters Score: Raw -614643.353519 + Penalty 3145.439487 = -611497.914032 nChanged 42 SP:Iteration 29Q (2162.566349 sec): 3 clusters Score: Raw -614668.235720 + Penalty 3145.439487 = -611522.796233 nChanged 46 SP:Iteration 30Q (2162.622602 sec): 3 clusters Score: Raw -614698.361112 + Penalty 3145.439487 = -611552.921625 nChanged 56 SP:Iteration 31Q (2162.681039 sec): 3 clusters Score: Raw -614730.779393 + Penalty 3145.439487 = -611585.339906 nChanged 40 SP:Iteration 32Q (2162.754969 sec): 3 clusters Score: Raw -614758.745002 + Penalty 3145.439487 = -611613.305514 nChanged 40 SP:Iteration 33Q (2162.811939 sec): 3 clusters Score: Raw -614787.324240 + Penalty 3145.439487 = -611641.884753 nChanged 41 SP:Iteration 34Q (2162.868889 sec): 3 clusters Score: Raw -614813.387277 + Penalty 3145.439487 = -611667.947790 nChanged 42 SP:Iteration 35Q (2162.926381 sec): 3 clusters Score: Raw -614845.242795 + Penalty 3145.439487 = -611699.803307 nChanged 37 SP:Iteration 36Q (2163.053565 sec): 3 clusters Score: Raw -614877.484138 + Penalty 3145.439487 = -611732.044650 nChanged 33 SP:Iteration 37Q (2163.109549 sec): 3 clusters Score: Raw -614909.997415 + Penalty 3145.439487 = -611764.557928 nChanged 44 SP:Iteration 38Q (2163.165298 sec): 3 clusters Score: Raw -614948.435278 + Penalty 3145.439487 = -611802.995791 nChanged 53 SP:Iteration 39Q (2163.219431 sec): 3 clusters Score: Raw -614993.781489 + Penalty 3145.439487 = -611848.342002 nChanged 55 SP:Iteration 40F (2163.277370 sec): 3 clusters Score: Raw -615047.549891 + Penalty 3145.439487 = -611902.110403 nChanged 63 SP:Iteration 41Q (2163.331377 sec): 3 clusters Score: Raw -615097.912568 + Penalty 3145.439487 = -611952.473081 nChanged 56 SP:Iteration 42Q (2163.387123 sec): 3 clusters Score: Raw -615132.075825 + Penalty 3145.439487 = -611986.636338 nChanged 52 SP:Iteration 43Q (2163.442728 sec): 3 clusters Score: Raw -615157.722111 + Penalty 3145.439487 = -612012.282623 nChanged 43 SP:Iteration 44Q (2163.498724 sec): 3 clusters Score: Raw -615175.082916 + Penalty 3145.439487 = -612029.643429 nChanged 35 SP:Iteration 45Q (2163.639414 sec): 3 clusters Score: Raw -615184.979852 + Penalty 3145.439487 = -612039.540364 nChanged 30 SP:Iteration 46Q (2163.744274 sec): 3 clusters Score: Raw -615196.171122 + Penalty 3145.439487 = -612050.731635 nChanged 22 SP:Iteration 47Q (2163.795900 sec): 3 clusters Score: Raw -615205.660889 + Penalty 3145.439487 = -612060.221401 nChanged 20 SP:Iteration 48Q (2163.847647 sec): 3 clusters Score: Raw -615212.488852 + Penalty 3145.439487 = -612067.049364 nChanged 18 SP:Iteration 49Q (2163.899193 sec): 3 clusters Score: Raw -615218.477554 + Penalty 3145.439487 = -612073.038067 nChanged 12 SP:Iteration 50Q (2163.950413 sec): 3 clusters Score: Raw -615222.052067 + Penalty 3145.439487 = -612076.612580 nChanged 20 SP:Iteration 51Q (2164.014590 sec): 3 clusters Score: Raw -615228.761626 + Penalty 3145.439487 = -612083.322139 nChanged 20 SP:Iteration 52Q (2164.069379 sec): 3 clusters Score: Raw -615235.466035 + Penalty 3145.439487 = -612090.026548 nChanged 24 SP:Iteration 53Q (2164.125734 sec): 3 clusters Score: Raw -615244.587450 + Penalty 3145.439487 = -612099.147962 nChanged 21 SP:Iteration 54Q (2164.263701 sec): 3 clusters Score: Raw -615252.602435 + Penalty 3145.439487 = -612107.162948 nChanged 27 SP:Iteration 55Q (2164.410561 sec): 3 clusters Score: Raw -615260.658596 + Penalty 3145.439487 = -612115.219109 nChanged 13 SP:Iteration 56Q (2164.540695 sec): 3 clusters Score: Raw -615263.495133 + Penalty 3145.439487 = -612118.055646 nChanged 8 SP:Iteration 57Q (2164.665793 sec): 3 clusters Score: Raw -615265.985019 + Penalty 3145.439487 = -612120.545532 nChanged 9 SP:Iteration 58Q (2164.742904 sec): 3 clusters Score: Raw -615268.889178 + Penalty 3145.439487 = -612123.449690 nChanged 5 SP:Iteration 59Q (2164.813483 sec): 3 clusters Score: Raw -615270.226805 + Penalty 3145.439487 = -612124.787318 nChanged 8 SP:Iteration 60F (2164.870533 sec): 3 clusters Score: Raw -615273.065536 + Penalty 3145.439487 = -612127.626049 nChanged 16 SP:Iteration 61Q (2164.971156 sec): 3 clusters Score: Raw -615277.903908 + Penalty 3145.439487 = -612132.464421 nChanged 6 SP:Iteration 62Q (2165.024612 sec): 3 clusters Score: Raw -615278.945647 + Penalty 3145.439487 = -612133.506160 nChanged 5 SP:Iteration 63Q (2165.077773 sec): 3 clusters Score: Raw -615280.796545 + Penalty 3145.439487 = -612135.357058 nChanged 6 SP:Iteration 64Q (2165.230376 sec): 3 clusters Score: Raw -615282.212241 + Penalty 3145.439487 = -612136.772754 nChanged 0 SP:Iteration 65F (2165.384701 sec): 3 clusters Score: Raw -615282.212241 + Penalty 3145.439487 = -612136.772754 nChanged 0 Trying to split cluster 23 (4002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2165.426601 sec): 2 clusters Score: Raw -318024.061184 + Penalty 1455.693440 = -316568.367744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2165.477937 sec): 3 clusters Score: Raw -316059.892524 + Penalty 2911.386880 = -313148.505644 nChanged 1550 SP:Iteration 1F (2165.536951 sec): 3 clusters Score: Raw -317038.510661 + Penalty 2911.386880 = -314127.123782 nChanged 346 SP:Iteration 2F (2165.577850 sec): 3 clusters Score: Raw -317290.617080 + Penalty 2911.386880 = -314379.230201 nChanged 249 SP:Iteration 3F (2165.702074 sec): 3 clusters Score: Raw -317476.675653 + Penalty 2911.386880 = -314565.288773 nChanged 208 SP:Iteration 4F (2165.827650 sec): 3 clusters Score: Raw -317603.957770 + Penalty 2911.386880 = -314692.570890 nChanged 149 SP:Iteration 5Q (2165.950111 sec): 3 clusters Score: Raw -317696.391417 + Penalty 2911.386880 = -314785.004537 nChanged 127 SP:Iteration 6Q (2166.015370 sec): 3 clusters Score: Raw -317790.220122 + Penalty 2911.386880 = -314878.833242 nChanged 136 SP:Iteration 7Q (2166.057777 sec): 3 clusters Score: Raw -317887.932981 + Penalty 2911.386880 = -314976.546101 nChanged 123 SP:Iteration 8Q (2166.099247 sec): 3 clusters Score: Raw -317979.894072 + Penalty 2911.386880 = -315068.507193 nChanged 116 SP:Iteration 9Q (2166.141906 sec): 3 clusters Score: Raw -318070.434572 + Penalty 2911.386880 = -315159.047692 nChanged 95 SP:Iteration 10Q (2166.183165 sec): 3 clusters Score: Raw -318129.461921 + Penalty 2911.386880 = -315218.075041 nChanged 66 SP:Iteration 11Q (2166.225804 sec): 3 clusters Score: Raw -318172.414507 + Penalty 2911.386880 = -315261.027627 nChanged 63 SP:Iteration 12Q (2166.279564 sec): 3 clusters Score: Raw -318207.683722 + Penalty 2911.386880 = -315296.296842 nChanged 52 SP:Iteration 13Q (2166.322103 sec): 3 clusters Score: Raw -318238.175862 + Penalty 2911.386880 = -315326.788983 nChanged 62 SP:Iteration 14Q (2166.364376 sec): 3 clusters Score: Raw -318272.436405 + Penalty 2911.386880 = -315361.049525 nChanged 54 SP:Iteration 15Q (2166.489817 sec): 3 clusters Score: Raw -318312.088644 + Penalty 2911.386880 = -315400.701764 nChanged 69 SP:Iteration 16Q (2166.539007 sec): 3 clusters Score: Raw -318366.774976 + Penalty 2911.386880 = -315455.388096 nChanged 63 SP:Iteration 17Q (2166.580888 sec): 3 clusters Score: Raw -318419.875965 + Penalty 2911.386880 = -315508.489085 nChanged 71 SP:Iteration 18Q (2166.685926 sec): 3 clusters Score: Raw -318497.792948 + Penalty 2911.386880 = -315586.406068 nChanged 88 SP:Iteration 19Q (2166.810989 sec): 3 clusters Score: Raw -318580.490549 + Penalty 2911.386880 = -315669.103669 nChanged 93 SP:Iteration 20F (2166.919451 sec): 3 clusters Score: Raw -318675.720498 + Penalty 2911.386880 = -315764.333618 nChanged 86 SP:Iteration 21Q (2167.035087 sec): 3 clusters Score: Raw -318754.749765 + Penalty 2911.386880 = -315843.362885 nChanged 73 SP:Iteration 22Q (2167.181897 sec): 3 clusters Score: Raw -318814.916091 + Penalty 2911.386880 = -315903.529211 nChanged 59 SP:Iteration 23Q (2167.278795 sec): 3 clusters Score: Raw -318858.399159 + Penalty 2911.386880 = -315947.012279 nChanged 54 SP:Iteration 24Q (2167.400731 sec): 3 clusters Score: Raw -318896.943066 + Penalty 2911.386880 = -315985.556186 nChanged 58 SP:Iteration 25Q (2167.443474 sec): 3 clusters Score: Raw -318932.628725 + Penalty 2911.386880 = -316021.241845 nChanged 57 SP:Iteration 26Q (2167.485545 sec): 3 clusters Score: Raw -318964.083569 + Penalty 2911.386880 = -316052.696689 nChanged 50 SP:Iteration 27Q (2167.528849 sec): 3 clusters Score: Raw -318992.512304 + Penalty 2911.386880 = -316081.125424 nChanged 49 SP:Iteration 28Q (2167.584450 sec): 3 clusters Score: Raw -319023.469378 + Penalty 2911.386880 = -316112.082498 nChanged 46 SP:Iteration 29Q (2167.625097 sec): 3 clusters Score: Raw -319050.724587 + Penalty 2911.386880 = -316139.337708 nChanged 40 SP:Iteration 30Q (2167.665238 sec): 3 clusters Score: Raw -319070.857790 + Penalty 2911.386880 = -316159.470910 nChanged 32 SP:Iteration 31Q (2167.706035 sec): 3 clusters Score: Raw -319083.015221 + Penalty 2911.386880 = -316171.628341 nChanged 25 SP:Iteration 32Q (2167.746644 sec): 3 clusters Score: Raw -319090.322724 + Penalty 2911.386880 = -316178.935844 nChanged 11 SP:Iteration 33Q (2167.787650 sec): 3 clusters Score: Raw -319094.307934 + Penalty 2911.386880 = -316182.921054 nChanged 14 SP:Iteration 34Q (2167.829842 sec): 3 clusters Score: Raw -319099.370136 + Penalty 2911.386880 = -316187.983256 nChanged 16 SP:Iteration 35Q (2167.870841 sec): 3 clusters Score: Raw -319103.106546 + Penalty 2911.386880 = -316191.719666 nChanged 8 SP:Iteration 36Q (2167.912941 sec): 3 clusters Score: Raw -319106.269362 + Penalty 2911.386880 = -316194.882482 nChanged 12 SP:Iteration 37Q (2167.955165 sec): 3 clusters Score: Raw -319111.061306 + Penalty 2911.386880 = -316199.674426 nChanged 18 SP:Iteration 38Q (2167.996935 sec): 3 clusters Score: Raw -319117.573002 + Penalty 2911.386880 = -316206.186123 nChanged 22 SP:Iteration 39Q (2168.038878 sec): 3 clusters Score: Raw -319128.195523 + Penalty 2911.386880 = -316216.808643 nChanged 21 SP:Iteration 40F (2168.081123 sec): 3 clusters Score: Raw -319136.691040 + Penalty 2911.386880 = -316225.304160 nChanged 21 SP:Iteration 41Q (2168.121709 sec): 3 clusters Score: Raw -319147.628836 + Penalty 2911.386880 = -316236.241956 nChanged 20 SP:Iteration 42Q (2168.220210 sec): 3 clusters Score: Raw -319156.742544 + Penalty 2911.386880 = -316245.355664 nChanged 19 SP:Iteration 43Q (2168.281939 sec): 3 clusters Score: Raw -319164.780951 + Penalty 2911.386880 = -316253.394072 nChanged 16 SP:Iteration 44Q (2168.322655 sec): 3 clusters Score: Raw -319172.341694 + Penalty 2911.386880 = -316260.954814 nChanged 22 SP:Iteration 45Q (2168.363692 sec): 3 clusters Score: Raw -319183.039932 + Penalty 2911.386880 = -316271.653053 nChanged 21 SP:Iteration 46Q (2168.405041 sec): 3 clusters Score: Raw -319193.893342 + Penalty 2911.386880 = -316282.506462 nChanged 21 SP:Iteration 47Q (2168.445561 sec): 3 clusters Score: Raw -319202.561180 + Penalty 2911.386880 = -316291.174300 nChanged 17 SP:Iteration 48Q (2168.486476 sec): 3 clusters Score: Raw -319212.520195 + Penalty 2911.386880 = -316301.133316 nChanged 14 SP:Iteration 49Q (2168.584360 sec): 3 clusters Score: Raw -319217.053387 + Penalty 2911.386880 = -316305.666507 nChanged 13 SP:Iteration 50Q (2168.722289 sec): 3 clusters Score: Raw -319221.113483 + Penalty 2911.386880 = -316309.726604 nChanged 11 SP:Iteration 51Q (2168.845495 sec): 3 clusters Score: Raw -319225.560905 + Penalty 2911.386880 = -316314.174026 nChanged 9 SP:Iteration 52Q (2168.981038 sec): 3 clusters Score: Raw -319228.463255 + Penalty 2911.386880 = -316317.076376 nChanged 9 SP:Iteration 53Q (2169.077305 sec): 3 clusters Score: Raw -319231.910771 + Penalty 2911.386880 = -316320.523891 nChanged 7 SP:Iteration 54Q (2169.192004 sec): 3 clusters Score: Raw -319234.679580 + Penalty 2911.386880 = -316323.292700 nChanged 6 SP:Iteration 55Q (2169.280011 sec): 3 clusters Score: Raw -319235.732931 + Penalty 2911.386880 = -316324.346052 nChanged 1 SP:Iteration 56Q (2169.319925 sec): 3 clusters Score: Raw -319236.036109 + Penalty 2911.386880 = -316324.649229 nChanged 2 SP:Iteration 57Q (2169.359816 sec): 3 clusters Score: Raw -319237.054849 + Penalty 2911.386880 = -316325.667969 nChanged 5 SP:Iteration 58Q (2169.399634 sec): 3 clusters Score: Raw -319238.357683 + Penalty 2911.386880 = -316326.970803 nChanged 5 SP:Iteration 59Q (2169.440533 sec): 3 clusters Score: Raw -319239.496685 + Penalty 2911.386880 = -316328.109805 nChanged 6 SP:Iteration 60F (2169.482581 sec): 3 clusters Score: Raw -319241.079142 + Penalty 2911.386880 = -316329.692262 nChanged 4 SP:Iteration 61Q (2169.523628 sec): 3 clusters Score: Raw -319241.946955 + Penalty 2911.386880 = -316330.560075 nChanged 1 SP:Iteration 62Q (2169.564527 sec): 3 clusters Score: Raw -319242.239565 + Penalty 2911.386880 = -316330.852685 nChanged 1 SP:Iteration 63Q (2169.606983 sec): 3 clusters Score: Raw -319242.529237 + Penalty 2911.386880 = -316331.142358 nChanged 2 SP:Iteration 64Q (2169.649679 sec): 3 clusters Score: Raw -319243.495015 + Penalty 2911.386880 = -316332.108136 nChanged 4 SP:Iteration 65Q (2169.774821 sec): 3 clusters Score: Raw -319244.271738 + Penalty 2911.386880 = -316332.884858 nChanged 4 SP:Iteration 66Q (2169.894791 sec): 3 clusters Score: Raw -319245.183644 + Penalty 2911.386880 = -316333.796764 nChanged 1 SP:Iteration 67Q (2170.014855 sec): 3 clusters Score: Raw -319245.713883 + Penalty 2911.386880 = -316334.327003 nChanged 1 SP:Iteration 68Q (2170.120603 sec): 3 clusters Score: Raw -319245.890973 + Penalty 2911.386880 = -316334.504093 nChanged 0 SP:Iteration 69F (2170.160504 sec): 3 clusters Score: Raw -319245.890973 + Penalty 2911.386880 = -316334.504093 nChanged 0 Trying to split cluster 24 (1921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2170.196143 sec): 2 clusters Score: Raw -147318.276066 + Penalty 1326.885504 = -145991.390562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2170.222904 sec): 3 clusters Score: Raw -146492.981352 + Penalty 2653.771008 = -143839.210344 nChanged 695 SP:Iteration 1F (2170.249215 sec): 3 clusters Score: Raw -146977.136568 + Penalty 2653.771008 = -144323.365560 nChanged 167 SP:Iteration 2F (2170.275423 sec): 3 clusters Score: Raw -147105.568089 + Penalty 2653.771008 = -144451.797081 nChanged 94 SP:Iteration 3Q (2170.302085 sec): 3 clusters Score: Raw -147170.532839 + Penalty 2653.771008 = -144516.761830 nChanged 79 SP:Iteration 4Q (2170.328630 sec): 3 clusters Score: Raw -147237.437730 + Penalty 2653.771008 = -144583.666722 nChanged 60 SP:Iteration 5Q (2170.354524 sec): 3 clusters Score: Raw -147282.528674 + Penalty 2653.771008 = -144628.757666 nChanged 44 SP:Iteration 6Q (2170.380744 sec): 3 clusters Score: Raw -147304.850441 + Penalty 2653.771008 = -144651.079433 nChanged 36 SP:Iteration 7Q (2170.407210 sec): 3 clusters Score: Raw -147330.223665 + Penalty 2653.771008 = -144676.452656 nChanged 33 SP:Iteration 8Q (2170.432729 sec): 3 clusters Score: Raw -147351.696508 + Penalty 2653.771008 = -144697.925500 nChanged 27 SP:Iteration 9Q (2170.549851 sec): 3 clusters Score: Raw -147369.664065 + Penalty 2653.771008 = -144715.893057 nChanged 23 SP:Iteration 10Q (2170.673438 sec): 3 clusters Score: Raw -147381.831318 + Penalty 2653.771008 = -144728.060310 nChanged 14 SP:Iteration 11Q (2170.789568 sec): 3 clusters Score: Raw -147390.569105 + Penalty 2653.771008 = -144736.798097 nChanged 17 SP:Iteration 12Q (2170.906059 sec): 3 clusters Score: Raw -147398.816021 + Penalty 2653.771008 = -144745.045013 nChanged 17 SP:Iteration 13Q (2171.014120 sec): 3 clusters Score: Raw -147408.063347 + Penalty 2653.771008 = -144754.292339 nChanged 22 SP:Iteration 14Q (2171.130270 sec): 3 clusters Score: Raw -147420.352459 + Penalty 2653.771008 = -144766.581451 nChanged 12 SP:Iteration 15Q (2171.243774 sec): 3 clusters Score: Raw -147427.336561 + Penalty 2653.771008 = -144773.565553 nChanged 9 SP:Iteration 16Q (2171.359353 sec): 3 clusters Score: Raw -147432.033428 + Penalty 2653.771008 = -144778.262420 nChanged 6 SP:Iteration 17Q (2171.473610 sec): 3 clusters Score: Raw -147435.430151 + Penalty 2653.771008 = -144781.659143 nChanged 10 SP:Iteration 18Q (2171.615314 sec): 3 clusters Score: Raw -147439.641453 + Penalty 2653.771008 = -144785.870445 nChanged 10 SP:Iteration 19Q (2171.638499 sec): 3 clusters Score: Raw -147445.817034 + Penalty 2653.771008 = -144792.046026 nChanged 9 SP:Iteration 20F (2171.675762 sec): 3 clusters Score: Raw -147449.792830 + Penalty 2653.771008 = -144796.021822 nChanged 7 SP:Iteration 21Q (2171.701413 sec): 3 clusters Score: Raw -147453.380996 + Penalty 2653.771008 = -144799.609988 nChanged 4 SP:Iteration 22Q (2171.726956 sec): 3 clusters Score: Raw -147455.015844 + Penalty 2653.771008 = -144801.244836 nChanged 3 SP:Iteration 23Q (2171.751980 sec): 3 clusters Score: Raw -147456.209587 + Penalty 2653.771008 = -144802.438579 nChanged 2 SP:Iteration 24Q (2171.777478 sec): 3 clusters Score: Raw -147456.690079 + Penalty 2653.771008 = -144802.919070 nChanged 0 SP:Iteration 25F (2171.802694 sec): 3 clusters Score: Raw -147456.690079 + Penalty 2653.771008 = -144802.919070 nChanged 0 Trying to split cluster 25 (7624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2171.856681 sec): 2 clusters Score: Raw -588263.450025 + Penalty 1568.804406 = -586694.645619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2171.931688 sec): 3 clusters Score: Raw -584103.848091 + Penalty 3137.608812 = -580966.239279 nChanged 3242 SP:Iteration 1F (2172.005624 sec): 3 clusters Score: Raw -586101.200822 + Penalty 3137.608812 = -582963.592010 nChanged 649 SP:Iteration 2F (2172.057535 sec): 3 clusters Score: Raw -586586.123976 + Penalty 3137.608812 = -583448.515164 nChanged 593 SP:Iteration 3F (2172.109232 sec): 3 clusters Score: Raw -587064.793152 + Penalty 3137.608812 = -583927.184340 nChanged 530 SP:Iteration 4F (2172.160816 sec): 3 clusters Score: Raw -587479.504616 + Penalty 3137.608812 = -584341.895803 nChanged 451 SP:Iteration 5F (2172.235574 sec): 3 clusters Score: Raw -587767.377033 + Penalty 3137.608812 = -584629.768221 nChanged 386 SP:Iteration 6F (2172.317470 sec): 3 clusters Score: Raw -587994.646265 + Penalty 3137.608812 = -584857.037453 nChanged 307 SP:Iteration 7Q (2172.391791 sec): 3 clusters Score: Raw -588150.793010 + Penalty 3137.608812 = -585013.184197 nChanged 240 SP:Iteration 8Q (2172.447251 sec): 3 clusters Score: Raw -588269.285030 + Penalty 3137.608812 = -585131.676218 nChanged 198 SP:Iteration 9Q (2172.502059 sec): 3 clusters Score: Raw -588368.681460 + Penalty 3137.608812 = -585231.072647 nChanged 184 SP:Iteration 10Q (2172.558718 sec): 3 clusters Score: Raw -588457.460012 + Penalty 3137.608812 = -585319.851200 nChanged 140 SP:Iteration 11Q (2172.618959 sec): 3 clusters Score: Raw -588523.588281 + Penalty 3137.608812 = -585385.979469 nChanged 125 SP:Iteration 12Q (2172.742354 sec): 3 clusters Score: Raw -588573.878994 + Penalty 3137.608812 = -585436.270182 nChanged 95 SP:Iteration 13Q (2172.890987 sec): 3 clusters Score: Raw -588608.888645 + Penalty 3137.608812 = -585471.279833 nChanged 82 SP:Iteration 14Q (2173.029678 sec): 3 clusters Score: Raw -588633.010171 + Penalty 3137.608812 = -585495.401359 nChanged 60 SP:Iteration 15Q (2173.170825 sec): 3 clusters Score: Raw -588650.764949 + Penalty 3137.608812 = -585513.156136 nChanged 40 SP:Iteration 16Q (2173.260014 sec): 3 clusters Score: Raw -588659.119888 + Penalty 3137.608812 = -585521.511076 nChanged 29 SP:Iteration 17Q (2173.312029 sec): 3 clusters Score: Raw -588664.257224 + Penalty 3137.608812 = -585526.648412 nChanged 32 SP:Iteration 18Q (2173.364196 sec): 3 clusters Score: Raw -588669.635975 + Penalty 3137.608812 = -585532.027163 nChanged 25 SP:Iteration 19Q (2173.418940 sec): 3 clusters Score: Raw -588674.214848 + Penalty 3137.608812 = -585536.606036 nChanged 28 SP:Iteration 20F (2173.478713 sec): 3 clusters Score: Raw -588679.748269 + Penalty 3137.608812 = -585542.139456 nChanged 26 SP:Iteration 21Q (2173.538084 sec): 3 clusters Score: Raw -588684.767338 + Penalty 3137.608812 = -585547.158526 nChanged 27 SP:Iteration 22Q (2173.597978 sec): 3 clusters Score: Raw -588689.542412 + Penalty 3137.608812 = -585551.933600 nChanged 25 SP:Iteration 23Q (2173.657133 sec): 3 clusters Score: Raw -588694.497147 + Penalty 3137.608812 = -585556.888334 nChanged 25 SP:Iteration 24Q (2173.716649 sec): 3 clusters Score: Raw -588699.531438 + Penalty 3137.608812 = -585561.922626 nChanged 23 SP:Iteration 25Q (2173.774911 sec): 3 clusters Score: Raw -588703.782594 + Penalty 3137.608812 = -585566.173782 nChanged 25 SP:Iteration 26Q (2173.831787 sec): 3 clusters Score: Raw -588709.763014 + Penalty 3137.608812 = -585572.154201 nChanged 28 SP:Iteration 27Q (2173.890189 sec): 3 clusters Score: Raw -588714.422552 + Penalty 3137.608812 = -585576.813740 nChanged 25 SP:Iteration 28Q (2173.949001 sec): 3 clusters Score: Raw -588718.685240 + Penalty 3137.608812 = -585581.076428 nChanged 18 SP:Iteration 29Q (2174.009766 sec): 3 clusters Score: Raw -588721.709833 + Penalty 3137.608812 = -585584.101021 nChanged 18 SP:Iteration 30Q (2174.069012 sec): 3 clusters Score: Raw -588725.291491 + Penalty 3137.608812 = -585587.682679 nChanged 23 SP:Iteration 31Q (2174.130151 sec): 3 clusters Score: Raw -588730.335083 + Penalty 3137.608812 = -585592.726271 nChanged 22 SP:Iteration 32Q (2174.188646 sec): 3 clusters Score: Raw -588734.503206 + Penalty 3137.608812 = -585596.894394 nChanged 18 SP:Iteration 33Q (2174.245395 sec): 3 clusters Score: Raw -588737.307826 + Penalty 3137.608812 = -585599.699014 nChanged 9 SP:Iteration 34Q (2174.301801 sec): 3 clusters Score: Raw -588738.867619 + Penalty 3137.608812 = -585601.258807 nChanged 5 SP:Iteration 35Q (2174.361085 sec): 3 clusters Score: Raw -588739.625487 + Penalty 3137.608812 = -585602.016675 nChanged 8 SP:Iteration 36Q (2174.421073 sec): 3 clusters Score: Raw -588741.006962 + Penalty 3137.608812 = -585603.398150 nChanged 6 SP:Iteration 37Q (2174.480025 sec): 3 clusters Score: Raw -588741.787455 + Penalty 3137.608812 = -585604.178643 nChanged 5 SP:Iteration 38Q (2174.539167 sec): 3 clusters Score: Raw -588742.949858 + Penalty 3137.608812 = -585605.341046 nChanged 3 SP:Iteration 39Q (2174.598195 sec): 3 clusters Score: Raw -588743.356286 + Penalty 3137.608812 = -585605.747474 nChanged 3 SP:Iteration 40F (2174.656165 sec): 3 clusters Score: Raw -588743.820802 + Penalty 3137.608812 = -585606.211990 nChanged 1 SP:Iteration 41Q (2174.715400 sec): 3 clusters Score: Raw -588743.863734 + Penalty 3137.608812 = -585606.254922 nChanged 1 SP:Iteration 42Q (2174.774275 sec): 3 clusters Score: Raw -588743.958288 + Penalty 3137.608812 = -585606.349475 nChanged 1 SP:Iteration 43Q (2174.833780 sec): 3 clusters Score: Raw -588744.060125 + Penalty 3137.608812 = -585606.451312 nChanged 1 SP:Iteration 44Q (2174.954354 sec): 3 clusters Score: Raw -588744.250753 + Penalty 3137.608812 = -585606.641940 nChanged 0 SP:Iteration 45F (2175.117084 sec): 3 clusters Score: Raw -588744.250753 + Penalty 3137.608812 = -585606.641940 nChanged 0 Trying to split cluster 26 (1944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2175.179330 sec): 2 clusters Score: Raw -143209.982165 + Penalty 1328.974274 = -141881.007891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2175.298973 sec): 3 clusters Score: Raw -142395.244539 + Penalty 2657.948548 = -139737.295991 nChanged 672 SP:Iteration 1F (2175.415424 sec): 3 clusters Score: Raw -142955.710389 + Penalty 2657.948548 = -140297.761841 nChanged 208 SP:Iteration 2F (2175.440725 sec): 3 clusters Score: Raw -143264.234431 + Penalty 2657.948548 = -140606.285884 nChanged 177 SP:Iteration 3F (2175.466179 sec): 3 clusters Score: Raw -143526.552685 + Penalty 2657.948548 = -140868.604137 nChanged 145 SP:Iteration 4F (2175.493392 sec): 3 clusters Score: Raw -143719.523429 + Penalty 2657.948548 = -141061.574881 nChanged 104 SP:Iteration 5F (2175.518974 sec): 3 clusters Score: Raw -143848.946165 + Penalty 2657.948548 = -141190.997617 nChanged 73 SP:Iteration 6Q (2175.544631 sec): 3 clusters Score: Raw -143919.134580 + Penalty 2657.948548 = -141261.186033 nChanged 46 SP:Iteration 7Q (2175.570161 sec): 3 clusters Score: Raw -143958.411120 + Penalty 2657.948548 = -141300.462572 nChanged 31 SP:Iteration 8Q (2175.596128 sec): 3 clusters Score: Raw -143982.458987 + Penalty 2657.948548 = -141324.510439 nChanged 32 SP:Iteration 9Q (2175.621962 sec): 3 clusters Score: Raw -144012.788438 + Penalty 2657.948548 = -141354.839891 nChanged 26 SP:Iteration 10Q (2175.647519 sec): 3 clusters Score: Raw -144037.383265 + Penalty 2657.948548 = -141379.434717 nChanged 24 SP:Iteration 11Q (2175.673062 sec): 3 clusters Score: Raw -144056.868104 + Penalty 2657.948548 = -141398.919556 nChanged 20 SP:Iteration 12Q (2175.698696 sec): 3 clusters Score: Raw -144069.408717 + Penalty 2657.948548 = -141411.460170 nChanged 14 SP:Iteration 13Q (2175.724251 sec): 3 clusters Score: Raw -144076.402650 + Penalty 2657.948548 = -141418.454102 nChanged 7 SP:Iteration 14Q (2175.749665 sec): 3 clusters Score: Raw -144079.188708 + Penalty 2657.948548 = -141421.240161 nChanged 5 SP:Iteration 15Q (2175.775663 sec): 3 clusters Score: Raw -144082.077985 + Penalty 2657.948548 = -141424.129437 nChanged 0 SP:Iteration 16F (2175.801357 sec): 3 clusters Score: Raw -144082.077985 + Penalty 2657.948548 = -141424.129437 nChanged 0 Trying to split cluster 27 (4144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2175.842927 sec): 2 clusters Score: Raw -324430.409223 + Penalty 1461.812646 = -322968.596577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2175.893185 sec): 3 clusters Score: Raw -322385.870095 + Penalty 2923.625291 = -319462.244804 nChanged 1666 SP:Iteration 1F (2175.943332 sec): 3 clusters Score: Raw -323400.291725 + Penalty 2923.625291 = -320476.666434 nChanged 354 SP:Iteration 2F (2175.994060 sec): 3 clusters Score: Raw -323649.533081 + Penalty 2923.625291 = -320725.907790 nChanged 247 SP:Iteration 3F (2176.035070 sec): 3 clusters Score: Raw -323810.918723 + Penalty 2923.625291 = -320887.293432 nChanged 183 SP:Iteration 4Q (2176.077181 sec): 3 clusters Score: Raw -323904.331048 + Penalty 2923.625291 = -320980.705756 nChanged 138 SP:Iteration 5Q (2176.119132 sec): 3 clusters Score: Raw -323973.424257 + Penalty 2923.625291 = -321049.798965 nChanged 119 SP:Iteration 6Q (2176.161573 sec): 3 clusters Score: Raw -324025.761530 + Penalty 2923.625291 = -321102.136239 nChanged 103 SP:Iteration 7Q (2176.206850 sec): 3 clusters Score: Raw -324080.105814 + Penalty 2923.625291 = -321156.480523 nChanged 98 SP:Iteration 8Q (2176.252448 sec): 3 clusters Score: Raw -324130.815080 + Penalty 2923.625291 = -321207.189788 nChanged 95 SP:Iteration 9Q (2176.372312 sec): 3 clusters Score: Raw -324179.712879 + Penalty 2923.625291 = -321256.087588 nChanged 87 SP:Iteration 10Q (2176.527655 sec): 3 clusters Score: Raw -324225.260475 + Penalty 2923.625291 = -321301.635183 nChanged 78 SP:Iteration 11Q (2176.624937 sec): 3 clusters Score: Raw -324259.286863 + Penalty 2923.625291 = -321335.661572 nChanged 59 SP:Iteration 12Q (2176.752573 sec): 3 clusters Score: Raw -324281.568673 + Penalty 2923.625291 = -321357.943382 nChanged 47 SP:Iteration 13Q (2176.876858 sec): 3 clusters Score: Raw -324298.905620 + Penalty 2923.625291 = -321375.280329 nChanged 47 SP:Iteration 14Q (2176.971641 sec): 3 clusters Score: Raw -324321.799222 + Penalty 2923.625291 = -321398.173931 nChanged 51 SP:Iteration 15Q (2177.013904 sec): 3 clusters Score: Raw -324350.787583 + Penalty 2923.625291 = -321427.162292 nChanged 55 SP:Iteration 16Q (2177.056213 sec): 3 clusters Score: Raw -324372.942818 + Penalty 2923.625291 = -321449.317526 nChanged 48 SP:Iteration 17Q (2177.098342 sec): 3 clusters Score: Raw -324392.206533 + Penalty 2923.625291 = -321468.581242 nChanged 50 SP:Iteration 18Q (2177.140659 sec): 3 clusters Score: Raw -324414.393816 + Penalty 2923.625291 = -321490.768524 nChanged 47 SP:Iteration 19Q (2177.185701 sec): 3 clusters Score: Raw -324432.105693 + Penalty 2923.625291 = -321508.480402 nChanged 40 SP:Iteration 20F (2177.230415 sec): 3 clusters Score: Raw -324449.115619 + Penalty 2923.625291 = -321525.490328 nChanged 36 SP:Iteration 21Q (2177.275558 sec): 3 clusters Score: Raw -324460.750909 + Penalty 2923.625291 = -321537.125618 nChanged 31 SP:Iteration 22Q (2177.376498 sec): 3 clusters Score: Raw -324470.146388 + Penalty 2923.625291 = -321546.521097 nChanged 23 SP:Iteration 23Q (2177.418208 sec): 3 clusters Score: Raw -324477.586723 + Penalty 2923.625291 = -321553.961432 nChanged 21 SP:Iteration 24Q (2177.460828 sec): 3 clusters Score: Raw -324486.223552 + Penalty 2923.625291 = -321562.598260 nChanged 28 SP:Iteration 25Q (2177.507948 sec): 3 clusters Score: Raw -324498.122950 + Penalty 2923.625291 = -321574.497659 nChanged 27 SP:Iteration 26Q (2177.609837 sec): 3 clusters Score: Raw -324508.434630 + Penalty 2923.625291 = -321584.809339 nChanged 28 SP:Iteration 27Q (2177.720643 sec): 3 clusters Score: Raw -324521.827784 + Penalty 2923.625291 = -321598.202493 nChanged 22 SP:Iteration 28Q (2177.844778 sec): 3 clusters Score: Raw -324532.582800 + Penalty 2923.625291 = -321608.957509 nChanged 18 SP:Iteration 29Q (2177.888582 sec): 3 clusters Score: Raw -324538.362019 + Penalty 2923.625291 = -321614.736728 nChanged 18 SP:Iteration 30Q (2177.934621 sec): 3 clusters Score: Raw -324544.491858 + Penalty 2923.625291 = -321620.866567 nChanged 18 SP:Iteration 31Q (2177.980305 sec): 3 clusters Score: Raw -324550.531174 + Penalty 2923.625291 = -321626.905883 nChanged 12 SP:Iteration 32Q (2178.024321 sec): 3 clusters Score: Raw -324555.437686 + Penalty 2923.625291 = -321631.812395 nChanged 11 SP:Iteration 33Q (2178.066202 sec): 3 clusters Score: Raw -324558.756666 + Penalty 2923.625291 = -321635.131375 nChanged 8 SP:Iteration 34Q (2178.108404 sec): 3 clusters Score: Raw -324560.363330 + Penalty 2923.625291 = -321636.738038 nChanged 9 SP:Iteration 35Q (2178.150328 sec): 3 clusters Score: Raw -324562.579606 + Penalty 2923.625291 = -321638.954315 nChanged 9 SP:Iteration 36Q (2178.193413 sec): 3 clusters Score: Raw -324567.317867 + Penalty 2923.625291 = -321643.692576 nChanged 13 SP:Iteration 37Q (2178.238101 sec): 3 clusters Score: Raw -324572.319282 + Penalty 2923.625291 = -321648.693991 nChanged 10 SP:Iteration 38Q (2178.282654 sec): 3 clusters Score: Raw -324575.143030 + Penalty 2923.625291 = -321651.517739 nChanged 5 SP:Iteration 39Q (2178.326930 sec): 3 clusters Score: Raw -324577.017617 + Penalty 2923.625291 = -321653.392326 nChanged 7 SP:Iteration 40F (2178.457293 sec): 3 clusters Score: Raw -324578.882387 + Penalty 2923.625291 = -321655.257096 nChanged 6 SP:Iteration 41Q (2178.586499 sec): 3 clusters Score: Raw -324580.988094 + Penalty 2923.625291 = -321657.362803 nChanged 3 SP:Iteration 42Q (2178.716115 sec): 3 clusters Score: Raw -324581.993063 + Penalty 2923.625291 = -321658.367772 nChanged 2 SP:Iteration 43Q (2178.839996 sec): 3 clusters Score: Raw -324582.504004 + Penalty 2923.625291 = -321658.878713 nChanged 5 SP:Iteration 44Q (2178.965389 sec): 3 clusters Score: Raw -324584.285440 + Penalty 2923.625291 = -321660.660149 nChanged 3 SP:Iteration 45Q (2179.115531 sec): 3 clusters Score: Raw -324584.921881 + Penalty 2923.625291 = -321661.296590 nChanged 1 SP:Iteration 46Q (2179.130335 sec): 3 clusters Score: Raw -324585.593557 + Penalty 2923.625291 = -321661.968266 nChanged 3 SP:Iteration 47Q (2179.173041 sec): 3 clusters Score: Raw -324586.668799 + Penalty 2923.625291 = -321663.043508 nChanged 7 SP:Iteration 48Q (2179.219113 sec): 3 clusters Score: Raw -324590.926718 + Penalty 2923.625291 = -321667.301427 nChanged 13 SP:Iteration 49Q (2179.265304 sec): 3 clusters Score: Raw -324598.427354 + Penalty 2923.625291 = -321674.802062 nChanged 17 SP:Iteration 50Q (2179.312161 sec): 3 clusters Score: Raw -324607.468566 + Penalty 2923.625291 = -321683.843274 nChanged 9 SP:Iteration 51Q (2179.439510 sec): 3 clusters Score: Raw -324612.264664 + Penalty 2923.625291 = -321688.639373 nChanged 7 SP:Iteration 52Q (2179.558933 sec): 3 clusters Score: Raw -324614.042697 + Penalty 2923.625291 = -321690.417406 nChanged 5 SP:Iteration 53Q (2179.601661 sec): 3 clusters Score: Raw -324615.555995 + Penalty 2923.625291 = -321691.930704 nChanged 7 SP:Iteration 54Q (2179.712419 sec): 3 clusters Score: Raw -324618.073218 + Penalty 2923.625291 = -321694.447927 nChanged 3 SP:Iteration 55Q (2179.799751 sec): 3 clusters Score: Raw -324619.650918 + Penalty 2923.625291 = -321696.025627 nChanged 4 SP:Iteration 56Q (2179.907295 sec): 3 clusters Score: Raw -324621.968831 + Penalty 2923.625291 = -321698.343540 nChanged 6 SP:Iteration 57Q (2180.016755 sec): 3 clusters Score: Raw -324624.769620 + Penalty 2923.625291 = -321701.144329 nChanged 7 SP:Iteration 58Q (2180.127783 sec): 3 clusters Score: Raw -324627.609439 + Penalty 2923.625291 = -321703.984148 nChanged 7 SP:Iteration 59Q (2180.169692 sec): 3 clusters Score: Raw -324630.732672 + Penalty 2923.625291 = -321707.107380 nChanged 6 SP:Iteration 60F (2180.211400 sec): 3 clusters Score: Raw -324632.821527 + Penalty 2923.625291 = -321709.196236 nChanged 3 SP:Iteration 61Q (2180.253575 sec): 3 clusters Score: Raw -324634.666077 + Penalty 2923.625291 = -321711.040785 nChanged 4 SP:Iteration 62Q (2180.296560 sec): 3 clusters Score: Raw -324636.659067 + Penalty 2923.625291 = -321713.033776 nChanged 4 SP:Iteration 63Q (2180.344197 sec): 3 clusters Score: Raw -324638.056875 + Penalty 2923.625291 = -321714.431583 nChanged 2 SP:Iteration 64Q (2180.401749 sec): 3 clusters Score: Raw -324638.840868 + Penalty 2923.625291 = -321715.215577 nChanged 2 SP:Iteration 65Q (2180.449393 sec): 3 clusters Score: Raw -324640.049202 + Penalty 2923.625291 = -321716.423911 nChanged 1 SP:Iteration 66Q (2180.495503 sec): 3 clusters Score: Raw -324640.384430 + Penalty 2923.625291 = -321716.759138 nChanged 0 SP:Iteration 67F (2180.538940 sec): 3 clusters Score: Raw -324640.384430 + Penalty 2923.625291 = -321716.759138 nChanged 0 Trying to split cluster 28 (1503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2180.572960 sec): 2 clusters Score: Raw -108537.839456 + Penalty 1283.820827 = -107254.018629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2180.594860 sec): 3 clusters Score: Raw -108009.872581 + Penalty 2567.641655 = -105442.230927 nChanged 502 SP:Iteration 1F (2180.620021 sec): 3 clusters Score: Raw -108462.683591 + Penalty 2567.641655 = -105895.041936 nChanged 121 SP:Iteration 2F (2180.770388 sec): 3 clusters Score: Raw -108593.731573 + Penalty 2567.641655 = -106026.089918 nChanged 75 SP:Iteration 3Q (2180.887246 sec): 3 clusters Score: Raw -108674.556504 + Penalty 2567.641655 = -106106.914850 nChanged 56 SP:Iteration 4Q (2180.993962 sec): 3 clusters Score: Raw -108738.791057 + Penalty 2567.641655 = -106171.149402 nChanged 44 SP:Iteration 5Q (2181.102101 sec): 3 clusters Score: Raw -108793.852903 + Penalty 2567.641655 = -106226.211248 nChanged 36 SP:Iteration 6Q (2181.210282 sec): 3 clusters Score: Raw -108830.377651 + Penalty 2567.641655 = -106262.735996 nChanged 26 SP:Iteration 7Q (2181.317419 sec): 3 clusters Score: Raw -108854.546187 + Penalty 2567.641655 = -106286.904532 nChanged 27 SP:Iteration 8Q (2181.423507 sec): 3 clusters Score: Raw -108886.392797 + Penalty 2567.641655 = -106318.751142 nChanged 22 SP:Iteration 9Q (2181.539340 sec): 3 clusters Score: Raw -108912.401821 + Penalty 2567.641655 = -106344.760166 nChanged 19 SP:Iteration 10Q (2181.629075 sec): 3 clusters Score: Raw -108930.010556 + Penalty 2567.641655 = -106362.368902 nChanged 21 SP:Iteration 11Q (2181.744095 sec): 3 clusters Score: Raw -108950.328692 + Penalty 2567.641655 = -106382.687037 nChanged 17 SP:Iteration 12Q (2181.859387 sec): 3 clusters Score: Raw -108970.497584 + Penalty 2567.641655 = -106402.855929 nChanged 20 SP:Iteration 13Q (2181.965057 sec): 3 clusters Score: Raw -108987.738103 + Penalty 2567.641655 = -106420.096449 nChanged 18 SP:Iteration 14Q (2181.989356 sec): 3 clusters Score: Raw -108998.546646 + Penalty 2567.641655 = -106430.904992 nChanged 10 SP:Iteration 15Q (2182.010890 sec): 3 clusters Score: Raw -109006.882918 + Penalty 2567.641655 = -106439.241263 nChanged 5 SP:Iteration 16Q (2182.032241 sec): 3 clusters Score: Raw -109009.898393 + Penalty 2567.641655 = -106442.256738 nChanged 4 SP:Iteration 17Q (2182.055940 sec): 3 clusters Score: Raw -109013.261544 + Penalty 2567.641655 = -106445.619889 nChanged 2 SP:Iteration 18Q (2182.079627 sec): 3 clusters Score: Raw -109014.028400 + Penalty 2567.641655 = -106446.386745 nChanged 7 SP:Iteration 19Q (2182.102969 sec): 3 clusters Score: Raw -109017.885216 + Penalty 2567.641655 = -106450.243561 nChanged 8 SP:Iteration 20F (2182.123891 sec): 3 clusters Score: Raw -109023.615733 + Penalty 2567.641655 = -106455.974078 nChanged 7 SP:Iteration 21Q (2182.145201 sec): 3 clusters Score: Raw -109028.150061 + Penalty 2567.641655 = -106460.508407 nChanged 5 SP:Iteration 22Q (2182.166489 sec): 3 clusters Score: Raw -109031.831956 + Penalty 2567.641655 = -106464.190301 nChanged 4 SP:Iteration 23Q (2182.187352 sec): 3 clusters Score: Raw -109033.535916 + Penalty 2567.641655 = -106465.894262 nChanged 1 SP:Iteration 24Q (2182.208144 sec): 3 clusters Score: Raw -109034.196054 + Penalty 2567.641655 = -106466.554399 nChanged 0 SP:Iteration 25F (2182.229015 sec): 3 clusters Score: Raw -109034.196054 + Penalty 2567.641655 = -106466.554399 nChanged 0 Trying to split cluster 29 (2397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2182.264759 sec): 2 clusters Score: Raw -192516.034278 + Penalty 1365.736303 = -191150.297976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2182.297721 sec): 3 clusters Score: Raw -191441.818138 + Penalty 2731.472605 = -188710.345533 nChanged 848 SP:Iteration 1F (2182.328810 sec): 3 clusters Score: Raw -191979.943142 + Penalty 2731.472605 = -189248.470537 nChanged 204 SP:Iteration 2F (2182.359577 sec): 3 clusters Score: Raw -192116.817286 + Penalty 2731.472605 = -189385.344681 nChanged 119 SP:Iteration 3Q (2182.390872 sec): 3 clusters Score: Raw -192189.499141 + Penalty 2731.472605 = -189458.026536 nChanged 79 SP:Iteration 4Q (2182.422078 sec): 3 clusters Score: Raw -192240.999505 + Penalty 2731.472605 = -189509.526899 nChanged 59 SP:Iteration 5Q (2182.453619 sec): 3 clusters Score: Raw -192273.966578 + Penalty 2731.472605 = -189542.493973 nChanged 40 SP:Iteration 6Q (2182.572625 sec): 3 clusters Score: Raw -192291.161510 + Penalty 2731.472605 = -189559.688905 nChanged 30 SP:Iteration 7Q (2182.692654 sec): 3 clusters Score: Raw -192304.595721 + Penalty 2731.472605 = -189573.123115 nChanged 20 SP:Iteration 8Q (2182.811720 sec): 3 clusters Score: Raw -192315.496115 + Penalty 2731.472605 = -189584.023510 nChanged 20 SP:Iteration 9Q (2182.929416 sec): 3 clusters Score: Raw -192325.214964 + Penalty 2731.472605 = -189593.742359 nChanged 33 SP:Iteration 10Q (2183.047339 sec): 3 clusters Score: Raw -192342.465566 + Penalty 2731.472605 = -189610.992961 nChanged 34 SP:Iteration 11Q (2183.165140 sec): 3 clusters Score: Raw -192358.794080 + Penalty 2731.472605 = -189627.321475 nChanged 29 SP:Iteration 12Q (2183.281577 sec): 3 clusters Score: Raw -192371.040073 + Penalty 2731.472605 = -189639.567467 nChanged 22 SP:Iteration 13Q (2183.398134 sec): 3 clusters Score: Raw -192380.256278 + Penalty 2731.472605 = -189648.783673 nChanged 19 SP:Iteration 14Q (2183.442212 sec): 3 clusters Score: Raw -192391.017953 + Penalty 2731.472605 = -189659.545348 nChanged 19 SP:Iteration 15Q (2183.472851 sec): 3 clusters Score: Raw -192398.630894 + Penalty 2731.472605 = -189667.158289 nChanged 13 SP:Iteration 16Q (2183.503582 sec): 3 clusters Score: Raw -192403.107223 + Penalty 2731.472605 = -189671.634617 nChanged 18 SP:Iteration 17Q (2183.534177 sec): 3 clusters Score: Raw -192412.268074 + Penalty 2731.472605 = -189680.795468 nChanged 18 SP:Iteration 18Q (2183.564788 sec): 3 clusters Score: Raw -192420.833647 + Penalty 2731.472605 = -189689.361042 nChanged 13 SP:Iteration 19Q (2183.595479 sec): 3 clusters Score: Raw -192428.058897 + Penalty 2731.472605 = -189696.586292 nChanged 11 SP:Iteration 20F (2183.626024 sec): 3 clusters Score: Raw -192433.262970 + Penalty 2731.472605 = -189701.790365 nChanged 14 SP:Iteration 21Q (2183.656673 sec): 3 clusters Score: Raw -192439.462773 + Penalty 2731.472605 = -189707.990168 nChanged 15 SP:Iteration 22Q (2183.687227 sec): 3 clusters Score: Raw -192446.744268 + Penalty 2731.472605 = -189715.271663 nChanged 13 SP:Iteration 23Q (2183.719794 sec): 3 clusters Score: Raw -192452.325903 + Penalty 2731.472605 = -189720.853298 nChanged 19 SP:Iteration 24Q (2183.750445 sec): 3 clusters Score: Raw -192462.183643 + Penalty 2731.472605 = -189730.711038 nChanged 22 SP:Iteration 25Q (2183.781167 sec): 3 clusters Score: Raw -192471.504535 + Penalty 2731.472605 = -189740.031930 nChanged 18 SP:Iteration 26Q (2183.811675 sec): 3 clusters Score: Raw -192479.410183 + Penalty 2731.472605 = -189747.937578 nChanged 15 SP:Iteration 27Q (2183.842249 sec): 3 clusters Score: Raw -192485.584088 + Penalty 2731.472605 = -189754.111483 nChanged 9 SP:Iteration 28Q (2183.872732 sec): 3 clusters Score: Raw -192490.373117 + Penalty 2731.472605 = -189758.900512 nChanged 7 SP:Iteration 29Q (2183.903283 sec): 3 clusters Score: Raw -192493.083561 + Penalty 2731.472605 = -189761.610956 nChanged 5 SP:Iteration 30Q (2183.933735 sec): 3 clusters Score: Raw -192496.017468 + Penalty 2731.472605 = -189764.544863 nChanged 13 SP:Iteration 31Q (2183.979578 sec): 3 clusters Score: Raw -192500.767396 + Penalty 2731.472605 = -189769.294791 nChanged 8 SP:Iteration 32Q (2184.010402 sec): 3 clusters Score: Raw -192505.960225 + Penalty 2731.472605 = -189774.487619 nChanged 6 SP:Iteration 33Q (2184.041011 sec): 3 clusters Score: Raw -192507.860708 + Penalty 2731.472605 = -189776.388102 nChanged 4 SP:Iteration 34Q (2184.071477 sec): 3 clusters Score: Raw -192509.262564 + Penalty 2731.472605 = -189777.789958 nChanged 7 SP:Iteration 35Q (2184.102036 sec): 3 clusters Score: Raw -192512.375775 + Penalty 2731.472605 = -189780.903170 nChanged 3 SP:Iteration 36Q (2184.132586 sec): 3 clusters Score: Raw -192513.835977 + Penalty 2731.472605 = -189782.363371 nChanged 3 SP:Iteration 37Q (2184.242020 sec): 3 clusters Score: Raw -192515.040396 + Penalty 2731.472605 = -189783.567790 nChanged 6 SP:Iteration 38Q (2184.403309 sec): 3 clusters Score: Raw -192518.827097 + Penalty 2731.472605 = -189787.354491 nChanged 9 SP:Iteration 39Q (2184.493531 sec): 3 clusters Score: Raw -192522.244575 + Penalty 2731.472605 = -189790.771970 nChanged 3 SP:Iteration 40F (2184.622037 sec): 3 clusters Score: Raw -192523.984001 + Penalty 2731.472605 = -189792.511396 nChanged 2 SP:Iteration 41Q (2184.749257 sec): 3 clusters Score: Raw -192524.636231 + Penalty 2731.472605 = -189793.163626 nChanged 1 SP:Iteration 42Q (2184.845972 sec): 3 clusters Score: Raw -192525.163043 + Penalty 2731.472605 = -189793.690438 nChanged 2 SP:Iteration 43Q (2184.882358 sec): 3 clusters Score: Raw -192525.668206 + Penalty 2731.472605 = -189794.195600 nChanged 0 SP:Iteration 44F (2184.915497 sec): 3 clusters Score: Raw -192525.668206 + Penalty 2731.472605 = -189794.195600 nChanged 0 Trying to split cluster 30 (7329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2184.998556 sec): 2 clusters Score: Raw -580621.291790 + Penalty 1561.878810 = -579059.412979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2185.071225 sec): 3 clusters Score: Raw -576769.239620 + Penalty 3123.757620 = -573645.481999 nChanged 3034 SP:Iteration 1F (2185.149308 sec): 3 clusters Score: Raw -578504.879340 + Penalty 3123.757620 = -575381.121720 nChanged 596 SP:Iteration 2F (2185.204159 sec): 3 clusters Score: Raw -578912.310427 + Penalty 3123.757620 = -575788.552807 nChanged 531 SP:Iteration 3F (2185.258494 sec): 3 clusters Score: Raw -579317.185081 + Penalty 3123.757620 = -576193.427460 nChanged 483 SP:Iteration 4F (2185.311931 sec): 3 clusters Score: Raw -579734.981896 + Penalty 3123.757620 = -576611.224276 nChanged 486 SP:Iteration 5F (2185.363307 sec): 3 clusters Score: Raw -580107.432907 + Penalty 3123.757620 = -576983.675286 nChanged 392 SP:Iteration 6F (2185.416674 sec): 3 clusters Score: Raw -580366.671315 + Penalty 3123.757620 = -577242.913695 nChanged 306 SP:Iteration 7Q (2185.479884 sec): 3 clusters Score: Raw -580517.652436 + Penalty 3123.757620 = -577393.894815 nChanged 191 SP:Iteration 8Q (2185.543168 sec): 3 clusters Score: Raw -580603.813585 + Penalty 3123.757620 = -577480.055965 nChanged 135 SP:Iteration 9Q (2185.605726 sec): 3 clusters Score: Raw -580648.734860 + Penalty 3123.757620 = -577524.977240 nChanged 88 SP:Iteration 10Q (2185.661761 sec): 3 clusters Score: Raw -580674.140828 + Penalty 3123.757620 = -577550.383207 nChanged 64 SP:Iteration 11Q (2185.717401 sec): 3 clusters Score: Raw -580692.119088 + Penalty 3123.757620 = -577568.361468 nChanged 55 SP:Iteration 12Q (2185.773215 sec): 3 clusters Score: Raw -580709.036089 + Penalty 3123.757620 = -577585.278468 nChanged 52 SP:Iteration 13Q (2185.828611 sec): 3 clusters Score: Raw -580720.213358 + Penalty 3123.757620 = -577596.455737 nChanged 37 SP:Iteration 14Q (2185.884101 sec): 3 clusters Score: Raw -580730.812237 + Penalty 3123.757620 = -577607.054616 nChanged 47 SP:Iteration 15Q (2185.942334 sec): 3 clusters Score: Raw -580742.663533 + Penalty 3123.757620 = -577618.905913 nChanged 37 SP:Iteration 16Q (2186.000955 sec): 3 clusters Score: Raw -580754.192190 + Penalty 3123.757620 = -577630.434569 nChanged 47 SP:Iteration 17Q (2186.059856 sec): 3 clusters Score: Raw -580766.372369 + Penalty 3123.757620 = -577642.614748 nChanged 48 SP:Iteration 18Q (2186.119039 sec): 3 clusters Score: Raw -580780.383094 + Penalty 3123.757620 = -577656.625473 nChanged 47 SP:Iteration 19Q (2186.264133 sec): 3 clusters Score: Raw -580796.220617 + Penalty 3123.757620 = -577672.462996 nChanged 55 SP:Iteration 20F (2186.323652 sec): 3 clusters Score: Raw -580809.704032 + Penalty 3123.757620 = -577685.946412 nChanged 54 SP:Iteration 21Q (2186.379894 sec): 3 clusters Score: Raw -580824.868462 + Penalty 3123.757620 = -577701.110841 nChanged 48 SP:Iteration 22Q (2186.525964 sec): 3 clusters Score: Raw -580838.782930 + Penalty 3123.757620 = -577715.025310 nChanged 50 SP:Iteration 23Q (2186.676518 sec): 3 clusters Score: Raw -580853.315072 + Penalty 3123.757620 = -577729.557452 nChanged 44 SP:Iteration 24Q (2186.809042 sec): 3 clusters Score: Raw -580866.655443 + Penalty 3123.757620 = -577742.897822 nChanged 49 SP:Iteration 25Q (2186.942209 sec): 3 clusters Score: Raw -580880.930219 + Penalty 3123.757620 = -577757.172599 nChanged 54 SP:Iteration 26Q (2187.079536 sec): 3 clusters Score: Raw -580894.893348 + Penalty 3123.757620 = -577771.135727 nChanged 38 SP:Iteration 27Q (2187.134147 sec): 3 clusters Score: Raw -580904.901175 + Penalty 3123.757620 = -577781.143554 nChanged 42 SP:Iteration 28Q (2187.192645 sec): 3 clusters Score: Raw -580917.173192 + Penalty 3123.757620 = -577793.415572 nChanged 38 SP:Iteration 29Q (2187.243224 sec): 3 clusters Score: Raw -580928.516029 + Penalty 3123.757620 = -577804.758408 nChanged 41 SP:Iteration 30Q (2187.297278 sec): 3 clusters Score: Raw -580943.538559 + Penalty 3123.757620 = -577819.780939 nChanged 46 SP:Iteration 31Q (2187.353244 sec): 3 clusters Score: Raw -580957.466651 + Penalty 3123.757620 = -577833.709031 nChanged 45 SP:Iteration 32Q (2187.428886 sec): 3 clusters Score: Raw -580969.685491 + Penalty 3123.757620 = -577845.927870 nChanged 31 SP:Iteration 33Q (2187.589067 sec): 3 clusters Score: Raw -580976.719553 + Penalty 3123.757620 = -577852.961933 nChanged 27 SP:Iteration 34Q (2187.640964 sec): 3 clusters Score: Raw -580984.530434 + Penalty 3123.757620 = -577860.772814 nChanged 24 SP:Iteration 35Q (2187.693106 sec): 3 clusters Score: Raw -580992.713149 + Penalty 3123.757620 = -577868.955529 nChanged 24 SP:Iteration 36Q (2187.745338 sec): 3 clusters Score: Raw -580999.469473 + Penalty 3123.757620 = -577875.711852 nChanged 14 SP:Iteration 37Q (2187.797136 sec): 3 clusters Score: Raw -581003.362072 + Penalty 3123.757620 = -577879.604452 nChanged 14 SP:Iteration 38Q (2187.849040 sec): 3 clusters Score: Raw -581006.891078 + Penalty 3123.757620 = -577883.133458 nChanged 19 SP:Iteration 39Q (2187.913500 sec): 3 clusters Score: Raw -581011.735931 + Penalty 3123.757620 = -577887.978311 nChanged 21 SP:Iteration 40F (2187.987006 sec): 3 clusters Score: Raw -581019.674166 + Penalty 3123.757620 = -577895.916545 nChanged 28 SP:Iteration 41Q (2188.045612 sec): 3 clusters Score: Raw -581029.996516 + Penalty 3123.757620 = -577906.238895 nChanged 31 SP:Iteration 42Q (2188.103957 sec): 3 clusters Score: Raw -581038.583097 + Penalty 3123.757620 = -577914.825476 nChanged 24 SP:Iteration 43Q (2188.162290 sec): 3 clusters Score: Raw -581044.143100 + Penalty 3123.757620 = -577920.385480 nChanged 20 SP:Iteration 44Q (2188.243783 sec): 3 clusters Score: Raw -581049.456109 + Penalty 3123.757620 = -577925.698488 nChanged 18 SP:Iteration 45Q (2188.306702 sec): 3 clusters Score: Raw -581053.204962 + Penalty 3123.757620 = -577929.447342 nChanged 15 SP:Iteration 46Q (2188.375758 sec): 3 clusters Score: Raw -581057.404639 + Penalty 3123.757620 = -577933.647019 nChanged 16 SP:Iteration 47Q (2188.430816 sec): 3 clusters Score: Raw -581061.121003 + Penalty 3123.757620 = -577937.363382 nChanged 8 SP:Iteration 48Q (2188.568197 sec): 3 clusters Score: Raw -581063.119171 + Penalty 3123.757620 = -577939.361551 nChanged 12 SP:Iteration 49Q (2188.626185 sec): 3 clusters Score: Raw -581065.981321 + Penalty 3123.757620 = -577942.223701 nChanged 13 SP:Iteration 50Q (2188.699732 sec): 3 clusters Score: Raw -581069.153840 + Penalty 3123.757620 = -577945.396220 nChanged 12 SP:Iteration 51Q (2188.756625 sec): 3 clusters Score: Raw -581071.877622 + Penalty 3123.757620 = -577948.120002 nChanged 8 SP:Iteration 52Q (2188.811548 sec): 3 clusters Score: Raw -581074.306604 + Penalty 3123.757620 = -577950.548983 nChanged 9 SP:Iteration 53Q (2188.954218 sec): 3 clusters Score: Raw -581076.299172 + Penalty 3123.757620 = -577952.541552 nChanged 7 SP:Iteration 54Q (2189.088854 sec): 3 clusters Score: Raw -581077.500603 + Penalty 3123.757620 = -577953.742983 nChanged 4 SP:Iteration 55Q (2189.220630 sec): 3 clusters Score: Raw -581078.334871 + Penalty 3123.757620 = -577954.577251 nChanged 5 SP:Iteration 56Q (2189.351598 sec): 3 clusters Score: Raw -581079.072797 + Penalty 3123.757620 = -577955.315177 nChanged 2 SP:Iteration 57Q (2189.457638 sec): 3 clusters Score: Raw -581079.441774 + Penalty 3123.757620 = -577955.684154 nChanged 2 SP:Iteration 58Q (2189.514340 sec): 3 clusters Score: Raw -581079.750214 + Penalty 3123.757620 = -577955.992593 nChanged 2 SP:Iteration 59Q (2189.571002 sec): 3 clusters Score: Raw -581079.921403 + Penalty 3123.757620 = -577956.163782 nChanged 3 SP:Iteration 60F (2189.626880 sec): 3 clusters Score: Raw -581080.394126 + Penalty 3123.757620 = -577956.636506 nChanged 2 SP:Iteration 61Q (2189.796932 sec): 3 clusters Score: Raw -581080.880010 + Penalty 3123.757620 = -577957.122390 nChanged 0 SP:Iteration 62F (2189.915985 sec): 3 clusters Score: Raw -581080.880010 + Penalty 3123.757620 = -577957.122390 nChanged 0 Time taken for this iteration:662.580343 seconds. 4->31 Clusters: Score -7071682.403328, best is -7075766.310651 Starting from 5 clusters... ------ Clustering full data set of 101381 points ------ SP: Assigned 5 initial classes randomly. Iteration 0F (2190.518641 sec): 5 clusters Score: Raw -6505949.861579 + Penalty 8091.701965 = -6497858.159614 nChanged 75315 Iteration 1F (2191.107761 sec): 5 clusters Score: Raw -6793053.388680 + Penalty 8091.701965 = -6784961.686715 nChanged 27851 Iteration 2F (2191.720569 sec): 5 clusters Score: Raw -6879750.128609 + Penalty 8091.701965 = -6871658.426644 nChanged 9664 Iteration 3F (2192.331718 sec): 5 clusters Score: Raw -6893661.070525 + Penalty 8091.701965 = -6885569.368560 nChanged 5057 Iteration 4Q (2192.866117 sec): 5 clusters Score: Raw -6898999.829467 + Penalty 8091.701965 = -6890908.127502 nChanged 3529 Iteration 5Q (2193.368914 sec): 5 clusters Score: Raw -6901653.188644 + Penalty 8091.701965 = -6893561.486679 nChanged 2732 Iteration 6Q (2193.841298 sec): 5 clusters Score: Raw -6903306.879777 + Penalty 8091.701965 = -6895215.177812 nChanged 2193 Iteration 7Q (2194.366143 sec): 5 clusters Score: Raw -6904515.666701 + Penalty 8091.701965 = -6896423.964736 nChanged 1903 Iteration 8Q (2194.858928 sec): 5 clusters Score: Raw -6905583.251695 + Penalty 8091.701965 = -6897491.549729 nChanged 1697 Iteration 9Q (2195.371088 sec): 5 clusters Score: Raw -6906412.390352 + Penalty 8091.701965 = -6898320.688387 nChanged 1564 Iteration 10Q (2195.885144 sec): 5 clusters Score: Raw -6907127.274855 + Penalty 8091.701965 = -6899035.572890 nChanged 1452 Iteration 11Q (2196.373756 sec): 5 clusters Score: Raw -6907709.565109 + Penalty 8091.701965 = -6899617.863144 nChanged 1332 Iteration 12Q (2196.881510 sec): 5 clusters Score: Raw -6908211.279985 + Penalty 8091.701965 = -6900119.578020 nChanged 1237 Iteration 13Q (2197.352476 sec): 5 clusters Score: Raw -6908706.321818 + Penalty 8091.701965 = -6900614.619853 nChanged 1226 Iteration 14Q (2197.860657 sec): 5 clusters Score: Raw -6909207.247516 + Penalty 8091.701965 = -6901115.545551 nChanged 1195 Iteration 15Q (2198.455649 sec): 5 clusters Score: Raw -6909737.811564 + Penalty 8091.701965 = -6901646.109599 nChanged 1201 Iteration 16Q (2198.956958 sec): 5 clusters Score: Raw -6910384.992199 + Penalty 8091.701965 = -6902293.290234 nChanged 1282 Iteration 17Q (2199.425201 sec): 5 clusters Score: Raw -6911095.740670 + Penalty 8091.701965 = -6903004.038705 nChanged 1374 Iteration 18Q (2199.883301 sec): 5 clusters Score: Raw -6911881.952003 + Penalty 8091.701965 = -6903790.250038 nChanged 1368 Iteration 19Q (2200.287065 sec): 5 clusters Score: Raw -6912655.465466 + Penalty 8091.701965 = -6904563.763501 nChanged 1399 Writing temp clu file Because OldScore, -6903790.250038, is greater than current (better) Score,-6904563.763501 Compute initial score before splitting: Score: Raw -6912655.465466 + Penalty 8091.701965 = -6904563.763501 Trying to split cluster 1 (54845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2200.612946 sec): 2 clusters Score: Raw -4094026.413314 + Penalty 1915.102736 = -4092111.310578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2200.936860 sec): 3 clusters Score: Raw -4059344.673515 + Penalty 3830.205473 = -4055514.468042 nChanged 25965 SP:Iteration 1F (2201.146762 sec): 3 clusters Score: Raw -4078981.098883 + Penalty 3830.205473 = -4075150.893410 nChanged 5064 SP:Iteration 2F (2201.360190 sec): 3 clusters Score: Raw -4084393.054550 + Penalty 3830.205473 = -4080562.849077 nChanged 5030 SP:Iteration 3F (2201.619424 sec): 3 clusters Score: Raw -4088886.975856 + Penalty 3830.205473 = -4085056.770383 nChanged 4118 SP:Iteration 4F (2201.847973 sec): 3 clusters Score: Raw -4091550.612519 + Penalty 3830.205473 = -4087720.407046 nChanged 2981 SP:Iteration 5F (2202.107218 sec): 3 clusters Score: Raw -4093008.179642 + Penalty 3830.205473 = -4089177.974169 nChanged 2184 SP:Iteration 6Q (2202.364830 sec): 3 clusters Score: Raw -4093920.285175 + Penalty 3830.205473 = -4090090.079702 nChanged 1636 SP:Iteration 7Q (2202.566245 sec): 3 clusters Score: Raw -4094491.392696 + Penalty 3830.205473 = -4090661.187223 nChanged 1336 SP:Iteration 8Q (2202.795257 sec): 3 clusters Score: Raw -4094898.668404 + Penalty 3830.205473 = -4091068.462931 nChanged 1129 SP:Iteration 9Q (2203.017431 sec): 3 clusters Score: Raw -4095214.051970 + Penalty 3830.205473 = -4091383.846497 nChanged 1003 SP:Iteration 10Q (2203.239957 sec): 3 clusters Score: Raw -4095467.326818 + Penalty 3830.205473 = -4091637.121345 nChanged 925 SP:Iteration 11Q (2203.465306 sec): 3 clusters Score: Raw -4095709.840276 + Penalty 3830.205473 = -4091879.634803 nChanged 887 SP:Iteration 12Q (2203.693086 sec): 3 clusters Score: Raw -4095947.440555 + Penalty 3830.205473 = -4092117.235083 nChanged 868 SP:Iteration 13Q (2203.920173 sec): 3 clusters Score: Raw -4096183.986096 + Penalty 3830.205473 = -4092353.780624 nChanged 882 SP:Iteration 14Q (2204.147219 sec): 3 clusters Score: Raw -4096428.478283 + Penalty 3830.205473 = -4092598.272810 nChanged 847 SP:Iteration 15Q (2204.374438 sec): 3 clusters Score: Raw -4096684.332845 + Penalty 3830.205473 = -4092854.127372 nChanged 866 SP:Iteration 16Q (2204.599068 sec): 3 clusters Score: Raw -4097020.393672 + Penalty 3830.205473 = -4093190.188200 nChanged 916 SP:Iteration 17Q (2204.820628 sec): 3 clusters Score: Raw -4097626.443584 + Penalty 3830.205473 = -4093796.238111 nChanged 1106 SP:Iteration 18Q (2205.041015 sec): 3 clusters Score: Raw -4099186.920761 + Penalty 3830.205473 = -4095356.715288 nChanged 1446 SP:Iteration 19Q (2205.285834 sec): 3 clusters Score: Raw -4101997.091306 + Penalty 3830.205473 = -4098166.885834 nChanged 1698 SP:Iteration 20F (2205.526690 sec): 3 clusters Score: Raw -4104681.564827 + Penalty 3830.205473 = -4100851.359355 nChanged 1840 SP:Iteration 21Q (2205.752945 sec): 3 clusters Score: Raw -4106108.649836 + Penalty 3830.205473 = -4102278.444363 nChanged 1643 SP:Iteration 22Q (2205.929770 sec): 3 clusters Score: Raw -4107079.461163 + Penalty 3830.205473 = -4103249.255690 nChanged 1483 SP:Iteration 23Q (2206.161308 sec): 3 clusters Score: Raw -4107884.398799 + Penalty 3830.205473 = -4104054.193326 nChanged 1451 SP:Iteration 24Q (2206.343629 sec): 3 clusters Score: Raw -4108729.204659 + Penalty 3830.205473 = -4104898.999186 nChanged 1501 SP:Iteration 25Q (2206.550166 sec): 3 clusters Score: Raw -4109691.303422 + Penalty 3830.205473 = -4105861.097950 nChanged 1539 SP:Iteration 26Q (2206.756297 sec): 3 clusters Score: Raw -4110821.587296 + Penalty 3830.205473 = -4106991.381823 nChanged 1606 SP:Iteration 27Q (2207.032404 sec): 3 clusters Score: Raw -4112393.526016 + Penalty 3830.205473 = -4108563.320544 nChanged 1840 SP:Iteration 28Q (2207.232435 sec): 3 clusters Score: Raw -4114901.326112 + Penalty 3830.205473 = -4111071.120639 nChanged 1873 SP:Iteration 29Q (2207.401745 sec): 3 clusters Score: Raw -4117778.500247 + Penalty 3830.205473 = -4113948.294775 nChanged 1323 SP:Iteration 30Q (2207.612854 sec): 3 clusters Score: Raw -4119623.844633 + Penalty 3830.205473 = -4115793.639160 nChanged 708 SP:Iteration 31Q (2207.814506 sec): 3 clusters Score: Raw -4120417.997234 + Penalty 3830.205473 = -4116587.791762 nChanged 362 SP:Iteration 32Q (2208.011448 sec): 3 clusters Score: Raw -4120718.883638 + Penalty 3830.205473 = -4116888.678165 nChanged 169 SP:Iteration 33Q (2208.206908 sec): 3 clusters Score: Raw -4120806.070742 + Penalty 3830.205473 = -4116975.865270 nChanged 72 SP:Iteration 34Q (2208.410126 sec): 3 clusters Score: Raw -4120853.842057 + Penalty 3830.205473 = -4117023.636584 nChanged 31 SP:Iteration 35Q (2208.613058 sec): 3 clusters Score: Raw -4120866.592299 + Penalty 3830.205473 = -4117036.386827 nChanged 18 SP:Iteration 36Q (2208.853493 sec): 3 clusters Score: Raw -4120880.454190 + Penalty 3830.205473 = -4117050.248717 nChanged 11 SP:Iteration 37Q (2209.100248 sec): 3 clusters Score: Raw -4120880.893166 + Penalty 3830.205473 = -4117050.687693 nChanged 9 SP:Iteration 38Q (2209.312547 sec): 3 clusters Score: Raw -4120881.288402 + Penalty 3830.205473 = -4117051.082930 nChanged 4 SP:Iteration 39Q (2209.588215 sec): 3 clusters Score: Raw -4120881.416947 + Penalty 3830.205473 = -4117051.211474 nChanged 0 SP:Iteration 40F (2209.853787 sec): 3 clusters Score: Raw -4121037.165136 + Penalty 3830.205473 = -4117206.959663 nChanged 53 SP:Iteration 41Q (2210.060305 sec): 3 clusters Score: Raw -4121050.043954 + Penalty 3830.205473 = -4117219.838481 nChanged 36 SP:Iteration 42Q (2210.343204 sec): 3 clusters Score: Raw -4121051.549817 + Penalty 3830.205473 = -4117221.344344 nChanged 7 SP:Iteration 43Q (2210.600928 sec): 3 clusters Score: Raw -4121051.681205 + Penalty 3830.205473 = -4117221.475732 nChanged 3 SP:Iteration 44Q (2210.819857 sec): 3 clusters Score: Raw -4121051.724998 + Penalty 3830.205473 = -4117221.519526 nChanged 0 SP:Iteration 45F (2211.100130 sec): 3 clusters Score: Raw -4121051.724998 + Penalty 3830.205473 = -4117221.519526 nChanged 0 Score: Raw -6940031.905481 + Penalty 10114.627456 = -6929917.278025 Splitting cluster 1 changes total score from -6904563.763501 to -6929917.278025 So it's getting split into cluster 5. Trying to split cluster 2 (25625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2211.981233 sec): 2 clusters Score: Raw -1694476.577717 + Penalty 1781.557312 = -1692695.020404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2212.164421 sec): 3 clusters Score: Raw -1678951.401863 + Penalty 3563.114624 = -1675388.287238 nChanged 11745 SP:Iteration 1F (2212.319082 sec): 3 clusters Score: Raw -1688290.867061 + Penalty 3563.114624 = -1684727.752436 nChanged 3152 SP:Iteration 2F (2212.484443 sec): 3 clusters Score: Raw -1693840.663720 + Penalty 3563.114624 = -1690277.549096 nChanged 3465 SP:Iteration 3F (2212.673290 sec): 3 clusters Score: Raw -1700038.950417 + Penalty 3563.114624 = -1696475.835793 nChanged 2558 SP:Iteration 4F (2212.817704 sec): 3 clusters Score: Raw -1703365.145113 + Penalty 3563.114624 = -1699802.030489 nChanged 1416 SP:Iteration 5F (2213.027790 sec): 3 clusters Score: Raw -1704778.837430 + Penalty 3563.114624 = -1701215.722805 nChanged 917 SP:Iteration 6Q (2213.213848 sec): 3 clusters Score: Raw -1705675.048777 + Penalty 3563.114624 = -1702111.934152 nChanged 716 SP:Iteration 7Q (2213.407328 sec): 3 clusters Score: Raw -1706448.013871 + Penalty 3563.114624 = -1702884.899247 nChanged 637 SP:Iteration 8Q (2213.587068 sec): 3 clusters Score: Raw -1707155.487799 + Penalty 3563.114624 = -1703592.373174 nChanged 561 SP:Iteration 9Q (2213.766334 sec): 3 clusters Score: Raw -1707749.403024 + Penalty 3563.114624 = -1704186.288399 nChanged 446 SP:Iteration 10Q (2213.950251 sec): 3 clusters Score: Raw -1708129.884743 + Penalty 3563.114624 = -1704566.770119 nChanged 365 SP:Iteration 11Q (2214.069615 sec): 3 clusters Score: Raw -1708349.796114 + Penalty 3563.114624 = -1704786.681489 nChanged 307 SP:Iteration 12Q (2214.264052 sec): 3 clusters Score: Raw -1708509.273044 + Penalty 3563.114624 = -1704946.158419 nChanged 256 SP:Iteration 13Q (2214.374798 sec): 3 clusters Score: Raw -1708631.590764 + Penalty 3563.114624 = -1705068.476140 nChanged 241 SP:Iteration 14Q (2214.497114 sec): 3 clusters Score: Raw -1708749.436582 + Penalty 3563.114624 = -1705186.321957 nChanged 212 SP:Iteration 15Q (2214.588469 sec): 3 clusters Score: Raw -1708838.990900 + Penalty 3563.114624 = -1705275.876276 nChanged 189 SP:Iteration 16Q (2214.697945 sec): 3 clusters Score: Raw -1708911.498443 + Penalty 3563.114624 = -1705348.383819 nChanged 160 SP:Iteration 17Q (2214.789880 sec): 3 clusters Score: Raw -1708965.853558 + Penalty 3563.114624 = -1705402.738934 nChanged 118 SP:Iteration 18Q (2214.907692 sec): 3 clusters Score: Raw -1708997.611137 + Penalty 3563.114624 = -1705434.496513 nChanged 92 SP:Iteration 19Q (2214.992440 sec): 3 clusters Score: Raw -1709035.136233 + Penalty 3563.114624 = -1705472.021608 nChanged 71 SP:Iteration 20F (2215.111583 sec): 3 clusters Score: Raw -1709087.521907 + Penalty 3563.114624 = -1705524.407283 nChanged 72 SP:Iteration 21Q (2215.242013 sec): 3 clusters Score: Raw -1709121.959703 + Penalty 3563.114624 = -1705558.845079 nChanged 75 SP:Iteration 22Q (2215.356037 sec): 3 clusters Score: Raw -1709149.108914 + Penalty 3563.114624 = -1705585.994290 nChanged 77 SP:Iteration 23Q (2215.487080 sec): 3 clusters Score: Raw -1709167.466903 + Penalty 3563.114624 = -1705604.352279 nChanged 58 SP:Iteration 24Q (2215.617014 sec): 3 clusters Score: Raw -1709179.242248 + Penalty 3563.114624 = -1705616.127624 nChanged 56 SP:Iteration 25Q (2215.762100 sec): 3 clusters Score: Raw -1709189.338297 + Penalty 3563.114624 = -1705626.223673 nChanged 44 SP:Iteration 26Q (2215.878407 sec): 3 clusters Score: Raw -1709193.927680 + Penalty 3563.114624 = -1705630.813055 nChanged 28 SP:Iteration 27Q (2216.018149 sec): 3 clusters Score: Raw -1709196.903360 + Penalty 3563.114624 = -1705633.788735 nChanged 23 SP:Iteration 28Q (2216.145674 sec): 3 clusters Score: Raw -1709199.622082 + Penalty 3563.114624 = -1705636.507457 nChanged 19 SP:Iteration 29Q (2216.251227 sec): 3 clusters Score: Raw -1709201.170090 + Penalty 3563.114624 = -1705638.055466 nChanged 11 SP:Iteration 30Q (2216.354138 sec): 3 clusters Score: Raw -1709202.325340 + Penalty 3563.114624 = -1705639.210716 nChanged 11 SP:Iteration 31Q (2216.439929 sec): 3 clusters Score: Raw -1709203.484182 + Penalty 3563.114624 = -1705640.369558 nChanged 11 SP:Iteration 32Q (2216.652267 sec): 3 clusters Score: Raw -1709204.436939 + Penalty 3563.114624 = -1705641.322315 nChanged 8 SP:Iteration 33Q (2216.844549 sec): 3 clusters Score: Raw -1709205.312781 + Penalty 3563.114624 = -1705642.198157 nChanged 9 SP:Iteration 34Q (2217.000128 sec): 3 clusters Score: Raw -1709206.603071 + Penalty 3563.114624 = -1705643.488446 nChanged 11 SP:Iteration 35Q (2217.171269 sec): 3 clusters Score: Raw -1709208.235163 + Penalty 3563.114624 = -1705645.120539 nChanged 20 SP:Iteration 36Q (2217.293506 sec): 3 clusters Score: Raw -1709209.901952 + Penalty 3563.114624 = -1705646.787328 nChanged 7 SP:Iteration 37Q (2217.391442 sec): 3 clusters Score: Raw -1709210.567620 + Penalty 3563.114624 = -1705647.452996 nChanged 7 SP:Iteration 38Q (2217.497989 sec): 3 clusters Score: Raw -1709211.203081 + Penalty 3563.114624 = -1705648.088456 nChanged 4 SP:Iteration 39Q (2217.581847 sec): 3 clusters Score: Raw -1709211.401477 + Penalty 3563.114624 = -1705648.286852 nChanged 2 SP:Iteration 40F (2217.766368 sec): 3 clusters Score: Raw -1709211.624439 + Penalty 3563.114624 = -1705648.509815 nChanged 3 SP:Iteration 41Q (2217.944721 sec): 3 clusters Score: Raw -1709211.898944 + Penalty 3563.114624 = -1705648.784320 nChanged 1 SP:Iteration 42Q (2218.036453 sec): 3 clusters Score: Raw -1709211.937716 + Penalty 3563.114624 = -1705648.823091 nChanged 1 SP:Iteration 43Q (2218.172840 sec): 3 clusters Score: Raw -1709212.011964 + Penalty 3563.114624 = -1705648.897340 nChanged 2 SP:Iteration 44Q (2218.316559 sec): 3 clusters Score: Raw -1709212.078013 + Penalty 3563.114624 = -1705648.963389 nChanged 2 SP:Iteration 45Q (2218.432061 sec): 3 clusters Score: Raw -1709212.136085 + Penalty 3563.114624 = -1705649.021460 nChanged 0 SP:Iteration 46F (2218.557909 sec): 3 clusters Score: Raw -1709212.136085 + Penalty 3563.114624 = -1705649.021460 nChanged 0 Score: Raw -6954767.463849 + Penalty 12137.552948 = -6942629.910902 Splitting cluster 2 changes total score from -6904563.763501 to -6942629.910902 So it's getting split into cluster 6. Trying to split cluster 3 (12181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2219.528468 sec): 2 clusters Score: Raw -792005.326104 + Penalty 1651.039528 = -790354.286576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2219.619546 sec): 3 clusters Score: Raw -785088.897085 + Penalty 3302.079057 = -781786.818028 nChanged 5398 SP:Iteration 1F (2219.729646 sec): 3 clusters Score: Raw -790741.530458 + Penalty 3302.079057 = -787439.451401 nChanged 1656 SP:Iteration 2F (2219.799752 sec): 3 clusters Score: Raw -793285.081370 + Penalty 3302.079057 = -789983.002314 nChanged 1137 SP:Iteration 3F (2219.870149 sec): 3 clusters Score: Raw -794520.805689 + Penalty 3302.079057 = -791218.726632 nChanged 707 SP:Iteration 4F (2219.943398 sec): 3 clusters Score: Raw -795118.582609 + Penalty 3302.079057 = -791816.503552 nChanged 438 SP:Iteration 5Q (2220.019643 sec): 3 clusters Score: Raw -795451.916785 + Penalty 3302.079057 = -792149.837729 nChanged 358 SP:Iteration 6Q (2220.098145 sec): 3 clusters Score: Raw -795799.448873 + Penalty 3302.079057 = -792497.369817 nChanged 351 SP:Iteration 7Q (2220.189475 sec): 3 clusters Score: Raw -796256.248611 + Penalty 3302.079057 = -792954.169555 nChanged 371 SP:Iteration 8Q (2220.345460 sec): 3 clusters Score: Raw -796724.475897 + Penalty 3302.079057 = -793422.396840 nChanged 386 SP:Iteration 9Q (2220.486447 sec): 3 clusters Score: Raw -797231.099100 + Penalty 3302.079057 = -793929.020043 nChanged 347 SP:Iteration 10Q (2220.551409 sec): 3 clusters Score: Raw -797679.587927 + Penalty 3302.079057 = -794377.508871 nChanged 277 SP:Iteration 11Q (2220.631556 sec): 3 clusters Score: Raw -797900.136206 + Penalty 3302.079057 = -794598.057149 nChanged 184 SP:Iteration 12Q (2220.712310 sec): 3 clusters Score: Raw -798020.839743 + Penalty 3302.079057 = -794718.760686 nChanged 153 SP:Iteration 13Q (2220.782858 sec): 3 clusters Score: Raw -798111.947225 + Penalty 3302.079057 = -794809.868168 nChanged 118 SP:Iteration 14Q (2220.853082 sec): 3 clusters Score: Raw -798195.858435 + Penalty 3302.079057 = -794893.779378 nChanged 96 SP:Iteration 15Q (2220.924276 sec): 3 clusters Score: Raw -798280.790745 + Penalty 3302.079057 = -794978.711689 nChanged 96 SP:Iteration 16Q (2220.999310 sec): 3 clusters Score: Raw -798387.310836 + Penalty 3302.079057 = -795085.231779 nChanged 87 SP:Iteration 17Q (2221.074521 sec): 3 clusters Score: Raw -798494.597747 + Penalty 3302.079057 = -795192.518690 nChanged 85 SP:Iteration 18Q (2221.145989 sec): 3 clusters Score: Raw -798588.048086 + Penalty 3302.079057 = -795285.969030 nChanged 81 SP:Iteration 19Q (2221.217733 sec): 3 clusters Score: Raw -798674.407932 + Penalty 3302.079057 = -795372.328876 nChanged 75 SP:Iteration 20F (2221.296338 sec): 3 clusters Score: Raw -798754.235537 + Penalty 3302.079057 = -795452.156480 nChanged 56 SP:Iteration 21Q (2221.454529 sec): 3 clusters Score: Raw -798823.610316 + Penalty 3302.079057 = -795521.531260 nChanged 53 SP:Iteration 22Q (2221.598961 sec): 3 clusters Score: Raw -798863.739844 + Penalty 3302.079057 = -795561.660788 nChanged 35 SP:Iteration 23Q (2221.743932 sec): 3 clusters Score: Raw -798881.308538 + Penalty 3302.079057 = -795579.229482 nChanged 19 SP:Iteration 24Q (2221.885648 sec): 3 clusters Score: Raw -798889.564249 + Penalty 3302.079057 = -795587.485192 nChanged 9 SP:Iteration 25Q (2221.955823 sec): 3 clusters Score: Raw -798892.672815 + Penalty 3302.079057 = -795590.593758 nChanged 8 SP:Iteration 26Q (2222.118354 sec): 3 clusters Score: Raw -798895.195500 + Penalty 3302.079057 = -795593.116443 nChanged 14 SP:Iteration 27Q (2222.208420 sec): 3 clusters Score: Raw -798900.183210 + Penalty 3302.079057 = -795598.104153 nChanged 13 SP:Iteration 28Q (2222.271518 sec): 3 clusters Score: Raw -798903.630648 + Penalty 3302.079057 = -795601.551591 nChanged 8 SP:Iteration 29Q (2222.342952 sec): 3 clusters Score: Raw -798906.169105 + Penalty 3302.079057 = -795604.090048 nChanged 10 SP:Iteration 30Q (2222.418879 sec): 3 clusters Score: Raw -798909.403250 + Penalty 3302.079057 = -795607.324194 nChanged 7 SP:Iteration 31Q (2222.492905 sec): 3 clusters Score: Raw -798910.891282 + Penalty 3302.079057 = -795608.812226 nChanged 5 SP:Iteration 32Q (2222.566897 sec): 3 clusters Score: Raw -798912.459899 + Penalty 3302.079057 = -795610.380843 nChanged 11 SP:Iteration 33Q (2222.638541 sec): 3 clusters Score: Raw -798914.198335 + Penalty 3302.079057 = -795612.119278 nChanged 6 SP:Iteration 34Q (2222.710051 sec): 3 clusters Score: Raw -798914.954126 + Penalty 3302.079057 = -795612.875069 nChanged 5 SP:Iteration 35Q (2222.779308 sec): 3 clusters Score: Raw -798915.629113 + Penalty 3302.079057 = -795613.550057 nChanged 2 SP:Iteration 36Q (2222.845500 sec): 3 clusters Score: Raw -798915.904375 + Penalty 3302.079057 = -795613.825319 nChanged 1 SP:Iteration 37Q (2222.915736 sec): 3 clusters Score: Raw -798916.023246 + Penalty 3302.079057 = -795613.944190 nChanged 1 SP:Iteration 38Q (2222.991443 sec): 3 clusters Score: Raw -798916.096023 + Penalty 3302.079057 = -795614.016966 nChanged 0 SP:Iteration 39F (2223.071882 sec): 3 clusters Score: Raw -798916.096023 + Penalty 3302.079057 = -795614.016966 nChanged 0 Score: Raw -6961678.233768 + Penalty 14160.478439 = -6947517.755329 Splitting cluster 3 changes total score from -6904563.763501 to -6947517.755329 So it's getting split into cluster 7. Trying to split cluster 4 (8671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2224.161866 sec): 2 clusters Score: Raw -449004.442010 + Penalty 1591.388265 = -447413.053745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2224.244739 sec): 3 clusters Score: Raw -444399.966529 + Penalty 3182.776531 = -441217.189998 nChanged 3753 SP:Iteration 1F (2224.321407 sec): 3 clusters Score: Raw -448681.396612 + Penalty 3182.776531 = -445498.620081 nChanged 1307 SP:Iteration 2F (2224.381935 sec): 3 clusters Score: Raw -451036.540625 + Penalty 3182.776531 = -447853.764094 nChanged 966 SP:Iteration 3F (2224.442381 sec): 3 clusters Score: Raw -452631.737901 + Penalty 3182.776531 = -449448.961370 nChanged 640 SP:Iteration 4F (2224.504795 sec): 3 clusters Score: Raw -453694.490071 + Penalty 3182.776531 = -450511.713541 nChanged 480 SP:Iteration 5F (2224.566604 sec): 3 clusters Score: Raw -454274.570714 + Penalty 3182.776531 = -451091.794184 nChanged 337 SP:Iteration 6Q (2224.627830 sec): 3 clusters Score: Raw -454593.637126 + Penalty 3182.776531 = -451410.860596 nChanged 230 SP:Iteration 7Q (2224.689129 sec): 3 clusters Score: Raw -454760.090453 + Penalty 3182.776531 = -451577.313922 nChanged 173 SP:Iteration 8Q (2224.751034 sec): 3 clusters Score: Raw -454863.207077 + Penalty 3182.776531 = -451680.430546 nChanged 126 SP:Iteration 9Q (2224.900934 sec): 3 clusters Score: Raw -454923.222736 + Penalty 3182.776531 = -451740.446205 nChanged 88 SP:Iteration 10Q (2225.048917 sec): 3 clusters Score: Raw -454969.158394 + Penalty 3182.776531 = -451786.381863 nChanged 75 SP:Iteration 11Q (2225.190834 sec): 3 clusters Score: Raw -454988.981540 + Penalty 3182.776531 = -451806.205009 nChanged 37 SP:Iteration 12Q (2225.329570 sec): 3 clusters Score: Raw -454995.847446 + Penalty 3182.776531 = -451813.070916 nChanged 21 SP:Iteration 13Q (2225.408267 sec): 3 clusters Score: Raw -454999.586731 + Penalty 3182.776531 = -451816.810201 nChanged 7 SP:Iteration 14Q (2225.466269 sec): 3 clusters Score: Raw -455000.992099 + Penalty 3182.776531 = -451818.215569 nChanged 10 SP:Iteration 15Q (2225.524315 sec): 3 clusters Score: Raw -455002.279840 + Penalty 3182.776531 = -451819.503309 nChanged 8 SP:Iteration 16Q (2225.583474 sec): 3 clusters Score: Raw -455003.360765 + Penalty 3182.776531 = -451820.584235 nChanged 6 SP:Iteration 17Q (2225.731588 sec): 3 clusters Score: Raw -455004.384863 + Penalty 3182.776531 = -451821.608332 nChanged 6 SP:Iteration 18Q (2225.801340 sec): 3 clusters Score: Raw -455005.475929 + Penalty 3182.776531 = -451822.699398 nChanged 4 SP:Iteration 19Q (2225.854806 sec): 3 clusters Score: Raw -455006.039346 + Penalty 3182.776531 = -451823.262815 nChanged 2 SP:Iteration 20F (2225.913632 sec): 3 clusters Score: Raw -455006.656503 + Penalty 3182.776531 = -451823.879972 nChanged 2 SP:Iteration 21Q (2225.980328 sec): 3 clusters Score: Raw -455008.240176 + Penalty 3182.776531 = -451825.463645 nChanged 2 SP:Iteration 22Q (2226.047305 sec): 3 clusters Score: Raw -455008.407971 + Penalty 3182.776531 = -451825.631441 nChanged 3 SP:Iteration 23Q (2226.111880 sec): 3 clusters Score: Raw -455008.705807 + Penalty 3182.776531 = -451825.929276 nChanged 2 SP:Iteration 24Q (2226.171869 sec): 3 clusters Score: Raw -455008.854319 + Penalty 3182.776531 = -451826.077788 nChanged 2 SP:Iteration 25Q (2226.234483 sec): 3 clusters Score: Raw -455008.931039 + Penalty 3182.776531 = -451826.154508 nChanged 0 SP:Iteration 26F (2226.299229 sec): 3 clusters Score: Raw -455008.931039 + Penalty 3182.776531 = -451826.154508 nChanged 0 Score: Raw -6967682.722797 + Penalty 16183.403930 = -6951499.318867 Splitting cluster 4 changes total score from -6904563.763501 to -6951499.318867 So it's getting split into cluster 8. Iteration 20F (2228.494819 sec): 9 clusters Score: Raw -6974705.954064 + Penalty 16183.403930 = -6958522.550134 nChanged 6438 Iteration 21F (2229.600377 sec): 9 clusters Score: Raw -6978342.074485 + Penalty 16183.403930 = -6962158.670555 nChanged 2690 Iteration 22Q (2230.706648 sec): 9 clusters Score: Raw -6979889.205481 + Penalty 16183.403930 = -6963705.801551 nChanged 1949 Iteration 23Q (2231.837688 sec): 9 clusters Score: Raw -6980982.502027 + Penalty 16183.403930 = -6964799.098097 nChanged 1583 Iteration 24Q (2232.554711 sec): 9 clusters Score: Raw -6981817.892651 + Penalty 16183.403930 = -6965634.488721 nChanged 1429 Iteration 25Q (2233.314364 sec): 9 clusters Score: Raw -6982531.023496 + Penalty 16183.403930 = -6966347.619566 nChanged 1409 Iteration 26Q (2234.086419 sec): 9 clusters Score: Raw -6983297.282471 + Penalty 16183.403930 = -6967113.878541 nChanged 1458 Iteration 27Q (2234.743169 sec): 9 clusters Score: Raw -6984430.691620 + Penalty 16183.403930 = -6968247.287690 nChanged 1746 Iteration 28Q (2235.400887 sec): 9 clusters Score: Raw -6986621.076708 + Penalty 16183.403930 = -6970437.672778 nChanged 1974 Iteration 29Q (2236.011564 sec): 9 clusters Score: Raw -6989472.693813 + Penalty 16183.403930 = -6973289.289882 nChanged 2144 Iteration 30Q (2236.667251 sec): 9 clusters Score: Raw -6991684.588378 + Penalty 16183.403930 = -6975501.184448 nChanged 2018 Iteration 31Q (2237.256193 sec): 9 clusters Score: Raw -6993514.461227 + Penalty 16183.403930 = -6977331.057297 nChanged 1855 Iteration 32Q (2238.049618 sec): 9 clusters Score: Raw -6995346.407260 + Penalty 16183.403930 = -6979163.003330 nChanged 1607 Iteration 33Q (2238.659474 sec): 9 clusters Score: Raw -6996496.877315 + Penalty 16183.403930 = -6980313.473384 nChanged 1267 Iteration 34Q (2239.246407 sec): 9 clusters Score: Raw -6997118.656247 + Penalty 16183.403930 = -6980935.252317 nChanged 1024 Iteration 35Q (2239.876959 sec): 9 clusters Score: Raw -6997494.585936 + Penalty 16183.403930 = -6981311.182006 nChanged 772 Iteration 36Q (2240.474710 sec): 9 clusters Score: Raw -6997724.990084 + Penalty 16183.403930 = -6981541.586154 nChanged 577 Iteration 37Q (2241.089215 sec): 9 clusters Score: Raw -6997866.779048 + Penalty 16183.403930 = -6981683.375117 nChanged 439 Iteration 38Q (2241.707730 sec): 9 clusters Score: Raw -6997962.021704 + Penalty 16183.403930 = -6981778.617774 nChanged 346 Iteration 39Q (2242.292412 sec): 9 clusters Score: Raw -6998053.518241 + Penalty 16183.403930 = -6981870.114311 nChanged 326 Iteration 40F (2243.282654 sec): 9 clusters Score: Raw -6998334.538825 + Penalty 16183.403930 = -6982151.134895 nChanged 531 Iteration 41Q (2243.862800 sec): 9 clusters Score: Raw -6998536.424687 + Penalty 16183.403930 = -6982353.020757 nChanged 537 Iteration 42Q (2244.502400 sec): 9 clusters Score: Raw -6998713.991419 + Penalty 16183.403930 = -6982530.587489 nChanged 536 Iteration 43Q (2245.076503 sec): 9 clusters Score: Raw -6998913.671978 + Penalty 16183.403930 = -6982730.268048 nChanged 602 Iteration 44Q (2245.657107 sec): 9 clusters Score: Raw -6999159.025190 + Penalty 16183.403930 = -6982975.621260 nChanged 660 Iteration 45Q (2246.292846 sec): 9 clusters Score: Raw -6999424.418404 + Penalty 16183.403930 = -6983241.014474 nChanged 682 Iteration 46Q (2246.879776 sec): 9 clusters Score: Raw -6999715.649863 + Penalty 16183.403930 = -6983532.245933 nChanged 716 Iteration 47Q (2247.515856 sec): 9 clusters Score: Raw -7000055.624714 + Penalty 16183.403930 = -6983872.220784 nChanged 757 Iteration 48Q (2248.141631 sec): 9 clusters Score: Raw -7000408.684770 + Penalty 16183.403930 = -6984225.280840 nChanged 746 Iteration 49Q (2248.779960 sec): 9 clusters Score: Raw -7000800.974783 + Penalty 16183.403930 = -6984617.570853 nChanged 850 Iteration 50Q (2249.378866 sec): 9 clusters Score: Raw -7001287.523650 + Penalty 16183.403930 = -6985104.119720 nChanged 886 Iteration 51Q (2250.037176 sec): 9 clusters Score: Raw -7001828.390492 + Penalty 16183.403930 = -6985644.986562 nChanged 907 Iteration 52Q (2250.673602 sec): 9 clusters Score: Raw -7002359.877579 + Penalty 16183.403930 = -6986176.473649 nChanged 804 Iteration 53Q (2251.265612 sec): 9 clusters Score: Raw -7002782.467638 + Penalty 16183.403930 = -6986599.063708 nChanged 729 Iteration 54Q (2251.935822 sec): 9 clusters Score: Raw -7003074.101903 + Penalty 16183.403930 = -6986890.697973 nChanged 599 Iteration 55Q (2252.502125 sec): 9 clusters Score: Raw -7003251.788899 + Penalty 16183.403930 = -6987068.384969 nChanged 463 Iteration 56Q (2253.161693 sec): 9 clusters Score: Raw -7003356.155588 + Penalty 16183.403930 = -6987172.751658 nChanged 360 Iteration 57Q (2253.724592 sec): 9 clusters Score: Raw -7003421.445085 + Penalty 16183.403930 = -6987238.041155 nChanged 281 Iteration 58Q (2254.353960 sec): 9 clusters Score: Raw -7003468.880336 + Penalty 16183.403930 = -6987285.476405 nChanged 235 Writing temp clu file Because OldScore, -6987238.041155, is greater than current (better) Score,-6987285.476405 Compute initial score before splitting: Score: Raw -7003468.880336 + Penalty 16183.403930 = -6987285.476405 Trying to split cluster 1 (22592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2254.544726 sec): 2 clusters Score: Raw -1733750.393206 + Penalty 1759.449125 = -1731990.944080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2254.740534 sec): 3 clusters Score: Raw -1720334.450974 + Penalty 3518.898250 = -1716815.552724 nChanged 10128 SP:Iteration 1F (2254.925648 sec): 3 clusters Score: Raw -1726495.217754 + Penalty 3518.898250 = -1722976.319504 nChanged 1525 SP:Iteration 2F (2255.102000 sec): 3 clusters Score: Raw -1727382.850151 + Penalty 3518.898250 = -1723863.951901 nChanged 1542 SP:Iteration 3F (2255.261415 sec): 3 clusters Score: Raw -1728369.995598 + Penalty 3518.898250 = -1724851.097348 nChanged 1534 SP:Iteration 4F (2255.360054 sec): 3 clusters Score: Raw -1729407.900189 + Penalty 3518.898250 = -1725889.001939 nChanged 1423 SP:Iteration 5F (2255.447720 sec): 3 clusters Score: Raw -1730448.922335 + Penalty 3518.898250 = -1726930.024085 nChanged 1369 SP:Iteration 6F (2255.558468 sec): 3 clusters Score: Raw -1731524.263068 + Penalty 3518.898250 = -1728005.364818 nChanged 1205 SP:Iteration 7F (2255.667038 sec): 3 clusters Score: Raw -1732397.251956 + Penalty 3518.898250 = -1728878.353706 nChanged 975 SP:Iteration 8Q (2255.797318 sec): 3 clusters Score: Raw -1733028.199926 + Penalty 3518.898250 = -1729509.301676 nChanged 771 SP:Iteration 9Q (2255.903129 sec): 3 clusters Score: Raw -1733425.082642 + Penalty 3518.898250 = -1729906.184392 nChanged 636 SP:Iteration 10Q (2256.031079 sec): 3 clusters Score: Raw -1733740.713082 + Penalty 3518.898250 = -1730221.814832 nChanged 555 SP:Iteration 11Q (2256.144589 sec): 3 clusters Score: Raw -1734008.390688 + Penalty 3518.898250 = -1730489.492438 nChanged 475 SP:Iteration 12Q (2256.261545 sec): 3 clusters Score: Raw -1734222.728066 + Penalty 3518.898250 = -1730703.829816 nChanged 420 SP:Iteration 13Q (2256.376210 sec): 3 clusters Score: Raw -1734396.563387 + Penalty 3518.898250 = -1730877.665137 nChanged 404 SP:Iteration 14Q (2256.500647 sec): 3 clusters Score: Raw -1734569.962071 + Penalty 3518.898250 = -1731051.063821 nChanged 364 SP:Iteration 15Q (2256.614652 sec): 3 clusters Score: Raw -1734739.197854 + Penalty 3518.898250 = -1731220.299603 nChanged 340 SP:Iteration 16Q (2256.728030 sec): 3 clusters Score: Raw -1734879.625488 + Penalty 3518.898250 = -1731360.727238 nChanged 293 SP:Iteration 17Q (2256.842864 sec): 3 clusters Score: Raw -1734986.369914 + Penalty 3518.898250 = -1731467.471664 nChanged 261 SP:Iteration 18Q (2256.971017 sec): 3 clusters Score: Raw -1735080.240716 + Penalty 3518.898250 = -1731561.342466 nChanged 257 SP:Iteration 19Q (2257.119269 sec): 3 clusters Score: Raw -1735176.917368 + Penalty 3518.898250 = -1731658.019118 nChanged 251 SP:Iteration 20F (2257.274174 sec): 3 clusters Score: Raw -1735282.270351 + Penalty 3518.898250 = -1731763.372101 nChanged 271 SP:Iteration 21Q (2257.380396 sec): 3 clusters Score: Raw -1735406.725383 + Penalty 3518.898250 = -1731887.827133 nChanged 274 SP:Iteration 22Q (2257.469480 sec): 3 clusters Score: Raw -1735556.405365 + Penalty 3518.898250 = -1732037.507115 nChanged 302 SP:Iteration 23Q (2257.602326 sec): 3 clusters Score: Raw -1735762.713480 + Penalty 3518.898250 = -1732243.815230 nChanged 347 SP:Iteration 24Q (2257.722507 sec): 3 clusters Score: Raw -1736050.584280 + Penalty 3518.898250 = -1732531.686030 nChanged 367 SP:Iteration 25Q (2257.834158 sec): 3 clusters Score: Raw -1736431.427081 + Penalty 3518.898250 = -1732912.528830 nChanged 375 SP:Iteration 26Q (2257.948828 sec): 3 clusters Score: Raw -1736934.407749 + Penalty 3518.898250 = -1733415.509499 nChanged 365 SP:Iteration 27Q (2258.057667 sec): 3 clusters Score: Raw -1737508.693340 + Penalty 3518.898250 = -1733989.795090 nChanged 421 SP:Iteration 28Q (2258.165245 sec): 3 clusters Score: Raw -1738167.049052 + Penalty 3518.898250 = -1734648.150802 nChanged 417 SP:Iteration 29Q (2258.273241 sec): 3 clusters Score: Raw -1738635.411638 + Penalty 3518.898250 = -1735116.513388 nChanged 371 SP:Iteration 30Q (2258.379069 sec): 3 clusters Score: Raw -1738874.344349 + Penalty 3518.898250 = -1735355.446099 nChanged 317 SP:Iteration 31Q (2258.500628 sec): 3 clusters Score: Raw -1739053.450032 + Penalty 3518.898250 = -1735534.551782 nChanged 253 SP:Iteration 32Q (2258.666468 sec): 3 clusters Score: Raw -1739159.403860 + Penalty 3518.898250 = -1735640.505610 nChanged 197 SP:Iteration 33Q (2258.852316 sec): 3 clusters Score: Raw -1739215.453243 + Penalty 3518.898250 = -1735696.554993 nChanged 151 SP:Iteration 34Q (2258.976210 sec): 3 clusters Score: Raw -1739261.906241 + Penalty 3518.898250 = -1735743.007991 nChanged 120 SP:Iteration 35Q (2259.073221 sec): 3 clusters Score: Raw -1739289.571065 + Penalty 3518.898250 = -1735770.672815 nChanged 105 SP:Iteration 36Q (2259.186843 sec): 3 clusters Score: Raw -1739314.449903 + Penalty 3518.898250 = -1735795.551652 nChanged 84 SP:Iteration 37Q (2259.359738 sec): 3 clusters Score: Raw -1739334.568118 + Penalty 3518.898250 = -1735815.669868 nChanged 80 SP:Iteration 38Q (2259.502481 sec): 3 clusters Score: Raw -1739348.378337 + Penalty 3518.898250 = -1735829.480087 nChanged 77 SP:Iteration 39Q (2259.608585 sec): 3 clusters Score: Raw -1739362.279233 + Penalty 3518.898250 = -1735843.380982 nChanged 57 SP:Iteration 40F (2259.709042 sec): 3 clusters Score: Raw -1739435.838768 + Penalty 3518.898250 = -1735916.940518 nChanged 111 SP:Iteration 41Q (2259.802313 sec): 3 clusters Score: Raw -1739483.896016 + Penalty 3518.898250 = -1735964.997766 nChanged 110 SP:Iteration 42Q (2259.907368 sec): 3 clusters Score: Raw -1739519.960671 + Penalty 3518.898250 = -1736001.062421 nChanged 108 SP:Iteration 43Q (2260.001996 sec): 3 clusters Score: Raw -1739554.012239 + Penalty 3518.898250 = -1736035.113989 nChanged 113 SP:Iteration 44Q (2260.091076 sec): 3 clusters Score: Raw -1739586.327550 + Penalty 3518.898250 = -1736067.429300 nChanged 107 SP:Iteration 45Q (2260.261257 sec): 3 clusters Score: Raw -1739613.296852 + Penalty 3518.898250 = -1736094.398602 nChanged 90 SP:Iteration 46Q (2260.343096 sec): 3 clusters Score: Raw -1739631.024612 + Penalty 3518.898250 = -1736112.126362 nChanged 84 SP:Iteration 47Q (2260.416046 sec): 3 clusters Score: Raw -1739649.130214 + Penalty 3518.898250 = -1736130.231964 nChanged 81 SP:Iteration 48Q (2260.511961 sec): 3 clusters Score: Raw -1739664.387671 + Penalty 3518.898250 = -1736145.489420 nChanged 72 SP:Iteration 49Q (2260.621615 sec): 3 clusters Score: Raw -1739677.420777 + Penalty 3518.898250 = -1736158.522527 nChanged 74 SP:Iteration 50Q (2260.712599 sec): 3 clusters Score: Raw -1739690.377962 + Penalty 3518.898250 = -1736171.479712 nChanged 83 SP:Iteration 51Q (2260.803944 sec): 3 clusters Score: Raw -1739705.991494 + Penalty 3518.898250 = -1736187.093243 nChanged 74 SP:Iteration 52Q (2260.895384 sec): 3 clusters Score: Raw -1739718.878849 + Penalty 3518.898250 = -1736199.980599 nChanged 63 SP:Iteration 53Q (2260.998697 sec): 3 clusters Score: Raw -1739728.970787 + Penalty 3518.898250 = -1736210.072536 nChanged 62 SP:Iteration 54Q (2261.097409 sec): 3 clusters Score: Raw -1739737.468856 + Penalty 3518.898250 = -1736218.570606 nChanged 58 SP:Iteration 55Q (2261.189360 sec): 3 clusters Score: Raw -1739746.986504 + Penalty 3518.898250 = -1736228.088254 nChanged 66 SP:Iteration 56Q (2261.275541 sec): 3 clusters Score: Raw -1739760.557769 + Penalty 3518.898250 = -1736241.659519 nChanged 77 SP:Iteration 57Q (2261.374764 sec): 3 clusters Score: Raw -1739776.227141 + Penalty 3518.898250 = -1736257.328890 nChanged 85 SP:Iteration 58Q (2261.473668 sec): 3 clusters Score: Raw -1739790.755072 + Penalty 3518.898250 = -1736271.856822 nChanged 71 SP:Iteration 59Q (2261.567018 sec): 3 clusters Score: Raw -1739800.801555 + Penalty 3518.898250 = -1736281.903305 nChanged 62 SP:Iteration 60F (2261.674021 sec): 3 clusters Score: Raw -1739810.806869 + Penalty 3518.898250 = -1736291.908619 nChanged 49 SP:Iteration 61Q (2261.789245 sec): 3 clusters Score: Raw -1739816.743249 + Penalty 3518.898250 = -1736297.844999 nChanged 42 SP:Iteration 62Q (2261.873227 sec): 3 clusters Score: Raw -1739821.159992 + Penalty 3518.898250 = -1736302.261742 nChanged 41 SP:Iteration 63Q (2262.016283 sec): 3 clusters Score: Raw -1739825.156083 + Penalty 3518.898250 = -1736306.257833 nChanged 36 SP:Iteration 64Q (2262.189858 sec): 3 clusters Score: Raw -1739829.210145 + Penalty 3518.898250 = -1736310.311895 nChanged 30 SP:Iteration 65Q (2262.293112 sec): 3 clusters Score: Raw -1739832.143831 + Penalty 3518.898250 = -1736313.245581 nChanged 27 SP:Iteration 66Q (2262.381701 sec): 3 clusters Score: Raw -1739834.468688 + Penalty 3518.898250 = -1736315.570438 nChanged 19 SP:Iteration 67Q (2262.481327 sec): 3 clusters Score: Raw -1739835.925747 + Penalty 3518.898250 = -1736317.027497 nChanged 14 SP:Iteration 68Q (2262.603775 sec): 3 clusters Score: Raw -1739836.959600 + Penalty 3518.898250 = -1736318.061350 nChanged 12 SP:Iteration 69Q (2262.685230 sec): 3 clusters Score: Raw -1739837.957122 + Penalty 3518.898250 = -1736319.058872 nChanged 11 SP:Iteration 70Q (2262.774852 sec): 3 clusters Score: Raw -1739838.581502 + Penalty 3518.898250 = -1736319.683252 nChanged 4 SP:Iteration 71Q (2262.884464 sec): 3 clusters Score: Raw -1739838.956465 + Penalty 3518.898250 = -1736320.058215 nChanged 4 SP:Iteration 72Q (2262.975037 sec): 3 clusters Score: Raw -1739839.277990 + Penalty 3518.898250 = -1736320.379739 nChanged 2 SP:Iteration 73Q (2263.095434 sec): 3 clusters Score: Raw -1739839.335291 + Penalty 3518.898250 = -1736320.437040 nChanged 0 SP:Iteration 74F (2263.197397 sec): 3 clusters Score: Raw -1739839.335291 + Penalty 3518.898250 = -1736320.437040 nChanged 0 Score: Raw -7009591.488132 + Penalty 18206.329421 = -6991385.158711 Splitting cluster 1 changes total score from -6987285.476405 to -6991385.158711 So it's getting split into cluster 9. Trying to split cluster 2 (11804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2264.376542 sec): 2 clusters Score: Raw -849833.245737 + Penalty 1645.522001 = -848187.723736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2264.459329 sec): 3 clusters Score: Raw -843178.990212 + Penalty 3291.044001 = -839887.946211 nChanged 5119 SP:Iteration 1F (2264.645783 sec): 3 clusters Score: Raw -846447.256239 + Penalty 3291.044001 = -843156.212238 nChanged 1097 SP:Iteration 2F (2264.766073 sec): 3 clusters Score: Raw -847584.033921 + Penalty 3291.044001 = -844292.989919 nChanged 1128 SP:Iteration 3F (2264.829904 sec): 3 clusters Score: Raw -848950.378841 + Penalty 3291.044001 = -845659.334840 nChanged 1020 SP:Iteration 4F (2264.893114 sec): 3 clusters Score: Raw -849940.040502 + Penalty 3291.044001 = -846648.996501 nChanged 781 SP:Iteration 5F (2264.957796 sec): 3 clusters Score: Raw -850493.251409 + Penalty 3291.044001 = -847202.207408 nChanged 575 SP:Iteration 6Q (2265.027613 sec): 3 clusters Score: Raw -850869.942697 + Penalty 3291.044001 = -847578.898696 nChanged 445 SP:Iteration 7Q (2265.105934 sec): 3 clusters Score: Raw -851187.376033 + Penalty 3291.044001 = -847896.332032 nChanged 420 SP:Iteration 8Q (2265.169863 sec): 3 clusters Score: Raw -851503.466127 + Penalty 3291.044001 = -848212.422126 nChanged 411 SP:Iteration 9Q (2265.268581 sec): 3 clusters Score: Raw -851808.024379 + Penalty 3291.044001 = -848516.980377 nChanged 417 SP:Iteration 10Q (2265.333104 sec): 3 clusters Score: Raw -852160.764771 + Penalty 3291.044001 = -848869.720770 nChanged 450 SP:Iteration 11Q (2265.398296 sec): 3 clusters Score: Raw -852537.354710 + Penalty 3291.044001 = -849246.310708 nChanged 409 SP:Iteration 12Q (2265.480618 sec): 3 clusters Score: Raw -852865.501112 + Penalty 3291.044001 = -849574.457110 nChanged 344 SP:Iteration 13Q (2265.544122 sec): 3 clusters Score: Raw -853173.456712 + Penalty 3291.044001 = -849882.412711 nChanged 306 SP:Iteration 14Q (2265.670922 sec): 3 clusters Score: Raw -853435.138821 + Penalty 3291.044001 = -850144.094820 nChanged 249 SP:Iteration 15Q (2265.771441 sec): 3 clusters Score: Raw -853652.291766 + Penalty 3291.044001 = -850361.247764 nChanged 206 SP:Iteration 16Q (2265.923910 sec): 3 clusters Score: Raw -853844.715175 + Penalty 3291.044001 = -850553.671174 nChanged 200 SP:Iteration 17Q (2266.084268 sec): 3 clusters Score: Raw -854108.678304 + Penalty 3291.044001 = -850817.634303 nChanged 206 SP:Iteration 18Q (2266.217804 sec): 3 clusters Score: Raw -854303.928859 + Penalty 3291.044001 = -851012.884858 nChanged 192 SP:Iteration 19Q (2266.290413 sec): 3 clusters Score: Raw -854499.331921 + Penalty 3291.044001 = -851208.287919 nChanged 212 SP:Iteration 20F (2266.346860 sec): 3 clusters Score: Raw -854874.376051 + Penalty 3291.044001 = -851583.332050 nChanged 245 SP:Iteration 21Q (2266.438163 sec): 3 clusters Score: Raw -855370.145942 + Penalty 3291.044001 = -852079.101941 nChanged 259 SP:Iteration 22Q (2266.530203 sec): 3 clusters Score: Raw -855877.531687 + Penalty 3291.044001 = -852586.487685 nChanged 255 SP:Iteration 23Q (2266.598404 sec): 3 clusters Score: Raw -856253.896383 + Penalty 3291.044001 = -852962.852381 nChanged 221 SP:Iteration 24Q (2266.664771 sec): 3 clusters Score: Raw -856471.603358 + Penalty 3291.044001 = -853180.559356 nChanged 157 SP:Iteration 25Q (2266.735768 sec): 3 clusters Score: Raw -856630.326968 + Penalty 3291.044001 = -853339.282967 nChanged 119 SP:Iteration 26Q (2266.794327 sec): 3 clusters Score: Raw -856733.137626 + Penalty 3291.044001 = -853442.093624 nChanged 80 SP:Iteration 27Q (2266.857430 sec): 3 clusters Score: Raw -856790.737355 + Penalty 3291.044001 = -853499.693354 nChanged 49 SP:Iteration 28Q (2266.928634 sec): 3 clusters Score: Raw -856830.771530 + Penalty 3291.044001 = -853539.727529 nChanged 41 SP:Iteration 29Q (2267.014497 sec): 3 clusters Score: Raw -856859.608471 + Penalty 3291.044001 = -853568.564469 nChanged 28 SP:Iteration 30Q (2267.081267 sec): 3 clusters Score: Raw -856878.347022 + Penalty 3291.044001 = -853587.303020 nChanged 21 SP:Iteration 31Q (2267.218951 sec): 3 clusters Score: Raw -856897.668854 + Penalty 3291.044001 = -853606.624852 nChanged 13 SP:Iteration 32Q (2267.289143 sec): 3 clusters Score: Raw -856907.674898 + Penalty 3291.044001 = -853616.630897 nChanged 11 SP:Iteration 33Q (2267.456361 sec): 3 clusters Score: Raw -856914.941431 + Penalty 3291.044001 = -853623.897430 nChanged 11 SP:Iteration 34Q (2267.532891 sec): 3 clusters Score: Raw -856922.215092 + Penalty 3291.044001 = -853631.171090 nChanged 6 SP:Iteration 35Q (2267.593083 sec): 3 clusters Score: Raw -856931.176039 + Penalty 3291.044001 = -853640.132038 nChanged 6 SP:Iteration 36Q (2267.708385 sec): 3 clusters Score: Raw -856933.362218 + Penalty 3291.044001 = -853642.318216 nChanged 3 SP:Iteration 37Q (2267.799357 sec): 3 clusters Score: Raw -856934.104798 + Penalty 3291.044001 = -853643.060797 nChanged 4 SP:Iteration 38Q (2267.916299 sec): 3 clusters Score: Raw -856934.580009 + Penalty 3291.044001 = -853643.536008 nChanged 1 SP:Iteration 39Q (2268.002311 sec): 3 clusters Score: Raw -856934.664487 + Penalty 3291.044001 = -853643.620486 nChanged 0 SP:Iteration 40F (2268.068209 sec): 3 clusters Score: Raw -856975.146175 + Penalty 3291.044001 = -853684.102174 nChanged 29 SP:Iteration 41Q (2268.143170 sec): 3 clusters Score: Raw -857010.504789 + Penalty 3291.044001 = -853719.460788 nChanged 27 SP:Iteration 42Q (2268.230142 sec): 3 clusters Score: Raw -857027.701147 + Penalty 3291.044001 = -853736.657145 nChanged 21 SP:Iteration 43Q (2268.316951 sec): 3 clusters Score: Raw -857034.755690 + Penalty 3291.044001 = -853743.711688 nChanged 11 SP:Iteration 44Q (2268.394075 sec): 3 clusters Score: Raw -857036.260944 + Penalty 3291.044001 = -853745.216943 nChanged 3 SP:Iteration 45Q (2268.465433 sec): 3 clusters Score: Raw -857036.530162 + Penalty 3291.044001 = -853745.486161 nChanged 4 SP:Iteration 46Q (2268.536214 sec): 3 clusters Score: Raw -857036.971426 + Penalty 3291.044001 = -853745.927425 nChanged 6 SP:Iteration 47Q (2268.666924 sec): 3 clusters Score: Raw -857038.089940 + Penalty 3291.044001 = -853747.045939 nChanged 5 SP:Iteration 48Q (2268.827942 sec): 3 clusters Score: Raw -857038.948974 + Penalty 3291.044001 = -853747.904972 nChanged 3 SP:Iteration 49Q (2268.974411 sec): 3 clusters Score: Raw -857039.504277 + Penalty 3291.044001 = -853748.460276 nChanged 4 SP:Iteration 50Q (2269.108611 sec): 3 clusters Score: Raw -857039.826888 + Penalty 3291.044001 = -853748.782886 nChanged 4 SP:Iteration 51Q (2269.171469 sec): 3 clusters Score: Raw -857040.220399 + Penalty 3291.044001 = -853749.176398 nChanged 3 SP:Iteration 52Q (2269.234100 sec): 3 clusters Score: Raw -857040.563110 + Penalty 3291.044001 = -853749.519109 nChanged 2 SP:Iteration 53Q (2269.298093 sec): 3 clusters Score: Raw -857040.765852 + Penalty 3291.044001 = -853749.721850 nChanged 0 SP:Iteration 54F (2269.372456 sec): 3 clusters Score: Raw -857040.765852 + Penalty 3291.044001 = -853749.721850 nChanged 0 Score: Raw -7016799.008247 + Penalty 20229.254913 = -6996569.753334 Splitting cluster 2 changes total score from -6987285.476405 to -6996569.753334 So it's getting split into cluster 10. Trying to split cluster 3 (9926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2270.843753 sec): 2 clusters Score: Raw -626882.605829 + Penalty 1615.111206 = -625267.494622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2270.968356 sec): 3 clusters Score: Raw -621228.606250 + Penalty 3230.222413 = -617998.383837 nChanged 4348 SP:Iteration 1F (2271.048227 sec): 3 clusters Score: Raw -624564.931342 + Penalty 3230.222413 = -621334.708929 nChanged 1118 SP:Iteration 2F (2271.116429 sec): 3 clusters Score: Raw -625894.121441 + Penalty 3230.222413 = -622663.899029 nChanged 947 SP:Iteration 3F (2271.176719 sec): 3 clusters Score: Raw -626869.458177 + Penalty 3230.222413 = -623639.235764 nChanged 742 SP:Iteration 4F (2271.239643 sec): 3 clusters Score: Raw -627481.077391 + Penalty 3230.222413 = -624250.854979 nChanged 564 SP:Iteration 5F (2271.383580 sec): 3 clusters Score: Raw -627873.137081 + Penalty 3230.222413 = -624642.914669 nChanged 434 SP:Iteration 6Q (2271.457817 sec): 3 clusters Score: Raw -628149.143709 + Penalty 3230.222413 = -624918.921296 nChanged 328 SP:Iteration 7Q (2271.526795 sec): 3 clusters Score: Raw -628337.529200 + Penalty 3230.222413 = -625107.306788 nChanged 278 SP:Iteration 8Q (2271.585770 sec): 3 clusters Score: Raw -628492.881507 + Penalty 3230.222413 = -625262.659094 nChanged 258 SP:Iteration 9Q (2271.645823 sec): 3 clusters Score: Raw -628628.035373 + Penalty 3230.222413 = -625397.812961 nChanged 235 SP:Iteration 10Q (2271.708291 sec): 3 clusters Score: Raw -628747.905573 + Penalty 3230.222413 = -625517.683161 nChanged 179 SP:Iteration 11Q (2271.781988 sec): 3 clusters Score: Raw -628833.633796 + Penalty 3230.222413 = -625603.411383 nChanged 157 SP:Iteration 12Q (2271.857975 sec): 3 clusters Score: Raw -628910.205567 + Penalty 3230.222413 = -625679.983154 nChanged 119 SP:Iteration 13Q (2271.931733 sec): 3 clusters Score: Raw -628956.489957 + Penalty 3230.222413 = -625726.267545 nChanged 99 SP:Iteration 14Q (2271.995206 sec): 3 clusters Score: Raw -628987.605148 + Penalty 3230.222413 = -625757.382735 nChanged 80 SP:Iteration 15Q (2272.059067 sec): 3 clusters Score: Raw -629014.092199 + Penalty 3230.222413 = -625783.869786 nChanged 73 SP:Iteration 16Q (2272.129614 sec): 3 clusters Score: Raw -629034.995937 + Penalty 3230.222413 = -625804.773525 nChanged 64 SP:Iteration 17Q (2272.199806 sec): 3 clusters Score: Raw -629054.395921 + Penalty 3230.222413 = -625824.173508 nChanged 55 SP:Iteration 18Q (2272.266628 sec): 3 clusters Score: Raw -629068.096736 + Penalty 3230.222413 = -625837.874324 nChanged 47 SP:Iteration 19Q (2272.331555 sec): 3 clusters Score: Raw -629077.555811 + Penalty 3230.222413 = -625847.333399 nChanged 40 SP:Iteration 20F (2272.513841 sec): 3 clusters Score: Raw -629084.739739 + Penalty 3230.222413 = -625854.517326 nChanged 30 SP:Iteration 21Q (2272.637946 sec): 3 clusters Score: Raw -629088.856016 + Penalty 3230.222413 = -625858.633604 nChanged 21 SP:Iteration 22Q (2272.809517 sec): 3 clusters Score: Raw -629092.263397 + Penalty 3230.222413 = -625862.040984 nChanged 26 SP:Iteration 23Q (2272.965211 sec): 3 clusters Score: Raw -629096.363864 + Penalty 3230.222413 = -625866.141451 nChanged 25 SP:Iteration 24Q (2273.020551 sec): 3 clusters Score: Raw -629100.046063 + Penalty 3230.222413 = -625869.823651 nChanged 20 SP:Iteration 25Q (2273.086230 sec): 3 clusters Score: Raw -629103.409159 + Penalty 3230.222413 = -625873.186746 nChanged 24 SP:Iteration 26Q (2273.151242 sec): 3 clusters Score: Raw -629107.644136 + Penalty 3230.222413 = -625877.421723 nChanged 25 SP:Iteration 27Q (2273.217733 sec): 3 clusters Score: Raw -629112.403772 + Penalty 3230.222413 = -625882.181359 nChanged 26 SP:Iteration 28Q (2273.281386 sec): 3 clusters Score: Raw -629116.684697 + Penalty 3230.222413 = -625886.462285 nChanged 21 SP:Iteration 29Q (2273.349960 sec): 3 clusters Score: Raw -629120.181047 + Penalty 3230.222413 = -625889.958635 nChanged 16 SP:Iteration 30Q (2273.420522 sec): 3 clusters Score: Raw -629122.537815 + Penalty 3230.222413 = -625892.315403 nChanged 15 SP:Iteration 31Q (2273.488838 sec): 3 clusters Score: Raw -629124.168847 + Penalty 3230.222413 = -625893.946434 nChanged 11 SP:Iteration 32Q (2273.557656 sec): 3 clusters Score: Raw -629125.799591 + Penalty 3230.222413 = -625895.577179 nChanged 17 SP:Iteration 33Q (2273.633076 sec): 3 clusters Score: Raw -629128.922549 + Penalty 3230.222413 = -625898.700136 nChanged 18 SP:Iteration 34Q (2273.706738 sec): 3 clusters Score: Raw -629131.622711 + Penalty 3230.222413 = -625901.400299 nChanged 19 SP:Iteration 35Q (2273.770842 sec): 3 clusters Score: Raw -629133.643485 + Penalty 3230.222413 = -625903.421073 nChanged 10 SP:Iteration 36Q (2273.835130 sec): 3 clusters Score: Raw -629134.693450 + Penalty 3230.222413 = -625904.471038 nChanged 6 SP:Iteration 37Q (2273.905178 sec): 3 clusters Score: Raw -629135.392458 + Penalty 3230.222413 = -625905.170046 nChanged 7 SP:Iteration 38Q (2273.975054 sec): 3 clusters Score: Raw -629136.103650 + Penalty 3230.222413 = -625905.881238 nChanged 7 SP:Iteration 39Q (2274.041227 sec): 3 clusters Score: Raw -629137.142185 + Penalty 3230.222413 = -625906.919772 nChanged 6 SP:Iteration 40F (2274.120459 sec): 3 clusters Score: Raw -629138.077945 + Penalty 3230.222413 = -625907.855533 nChanged 4 SP:Iteration 41Q (2274.186233 sec): 3 clusters Score: Raw -629138.496183 + Penalty 3230.222413 = -625908.273771 nChanged 4 SP:Iteration 42Q (2274.251867 sec): 3 clusters Score: Raw -629138.778821 + Penalty 3230.222413 = -625908.556409 nChanged 1 SP:Iteration 43Q (2274.319668 sec): 3 clusters Score: Raw -629138.969039 + Penalty 3230.222413 = -625908.746626 nChanged 2 SP:Iteration 44Q (2274.388283 sec): 3 clusters Score: Raw -629139.158749 + Penalty 3230.222413 = -625908.936337 nChanged 1 SP:Iteration 45Q (2274.466307 sec): 3 clusters Score: Raw -629139.181685 + Penalty 3230.222413 = -625908.959273 nChanged 1 SP:Iteration 46Q (2274.532124 sec): 3 clusters Score: Raw -629139.329462 + Penalty 3230.222413 = -625909.107049 nChanged 2 SP:Iteration 47Q (2274.598019 sec): 3 clusters Score: Raw -629139.605115 + Penalty 3230.222413 = -625909.382702 nChanged 1 SP:Iteration 48Q (2274.664108 sec): 3 clusters Score: Raw -629139.729956 + Penalty 3230.222413 = -625909.507543 nChanged 3 SP:Iteration 49Q (2274.729935 sec): 3 clusters Score: Raw -629140.028423 + Penalty 3230.222413 = -625909.806010 nChanged 3 SP:Iteration 50Q (2274.798351 sec): 3 clusters Score: Raw -629140.408757 + Penalty 3230.222413 = -625910.186344 nChanged 3 SP:Iteration 51Q (2274.868012 sec): 3 clusters Score: Raw -629140.888634 + Penalty 3230.222413 = -625910.666222 nChanged 4 SP:Iteration 52Q (2275.058047 sec): 3 clusters Score: Raw -629141.286927 + Penalty 3230.222413 = -625911.064514 nChanged 5 SP:Iteration 53Q (2275.250198 sec): 3 clusters Score: Raw -629141.914930 + Penalty 3230.222413 = -625911.692518 nChanged 3 SP:Iteration 54Q (2275.393316 sec): 3 clusters Score: Raw -629142.215074 + Penalty 3230.222413 = -625911.992661 nChanged 3 SP:Iteration 55Q (2275.527466 sec): 3 clusters Score: Raw -629142.613368 + Penalty 3230.222413 = -625912.390956 nChanged 3 SP:Iteration 56Q (2275.616681 sec): 3 clusters Score: Raw -629142.875478 + Penalty 3230.222413 = -625912.653066 nChanged 3 SP:Iteration 57Q (2275.715025 sec): 3 clusters Score: Raw -629143.262436 + Penalty 3230.222413 = -625913.040023 nChanged 3 SP:Iteration 58Q (2275.774520 sec): 3 clusters Score: Raw -629143.665265 + Penalty 3230.222413 = -625913.442853 nChanged 3 SP:Iteration 59Q (2275.847786 sec): 3 clusters Score: Raw -629144.268275 + Penalty 3230.222413 = -625914.045862 nChanged 5 SP:Iteration 60F (2275.920966 sec): 3 clusters Score: Raw -629145.082856 + Penalty 3230.222413 = -625914.860443 nChanged 4 SP:Iteration 61Q (2275.986419 sec): 3 clusters Score: Raw -629145.523020 + Penalty 3230.222413 = -625915.300608 nChanged 4 SP:Iteration 62Q (2276.051200 sec): 3 clusters Score: Raw -629145.816660 + Penalty 3230.222413 = -625915.594248 nChanged 3 SP:Iteration 63Q (2276.118160 sec): 3 clusters Score: Raw -629146.352508 + Penalty 3230.222413 = -625916.130095 nChanged 5 SP:Iteration 64Q (2276.277777 sec): 3 clusters Score: Raw -629147.245413 + Penalty 3230.222413 = -625917.023001 nChanged 8 SP:Iteration 65Q (2276.344784 sec): 3 clusters Score: Raw -629148.283546 + Penalty 3230.222413 = -625918.061133 nChanged 10 SP:Iteration 66Q (2276.410271 sec): 3 clusters Score: Raw -629149.069740 + Penalty 3230.222413 = -625918.847328 nChanged 7 SP:Iteration 67Q (2276.473863 sec): 3 clusters Score: Raw -629149.846228 + Penalty 3230.222413 = -625919.623816 nChanged 8 SP:Iteration 68Q (2276.613821 sec): 3 clusters Score: Raw -629150.999445 + Penalty 3230.222413 = -625920.777032 nChanged 5 SP:Iteration 69Q (2276.683793 sec): 3 clusters Score: Raw -629151.580446 + Penalty 3230.222413 = -625921.358034 nChanged 6 SP:Iteration 70Q (2276.750259 sec): 3 clusters Score: Raw -629152.151785 + Penalty 3230.222413 = -625921.929373 nChanged 3 SP:Iteration 71Q (2276.813595 sec): 3 clusters Score: Raw -629152.491415 + Penalty 3230.222413 = -625922.269003 nChanged 6 SP:Iteration 72Q (2276.877140 sec): 3 clusters Score: Raw -629153.316034 + Penalty 3230.222413 = -625923.093622 nChanged 6 SP:Iteration 73Q (2277.036451 sec): 3 clusters Score: Raw -629153.956754 + Penalty 3230.222413 = -625923.734341 nChanged 4 SP:Iteration 74Q (2277.173702 sec): 3 clusters Score: Raw -629154.199206 + Penalty 3230.222413 = -625923.976793 nChanged 3 SP:Iteration 75Q (2277.236139 sec): 3 clusters Score: Raw -629154.325443 + Penalty 3230.222413 = -625924.103031 nChanged 2 SP:Iteration 76Q (2277.303424 sec): 3 clusters Score: Raw -629154.437867 + Penalty 3230.222413 = -625924.215455 nChanged 2 SP:Iteration 77Q (2277.369088 sec): 3 clusters Score: Raw -629154.542448 + Penalty 3230.222413 = -625924.320036 nChanged 1 SP:Iteration 78Q (2277.487983 sec): 3 clusters Score: Raw -629154.569580 + Penalty 3230.222413 = -625924.347168 nChanged 1 SP:Iteration 79Q (2277.554044 sec): 3 clusters Score: Raw -629154.587090 + Penalty 3230.222413 = -625924.364678 nChanged 0 SP:Iteration 80F (2277.619638 sec): 3 clusters Score: Raw -629154.587090 + Penalty 3230.222413 = -625924.364678 nChanged 0 Score: Raw -7019070.989508 + Penalty 22252.180404 = -6996818.809104 Splitting cluster 3 changes total score from -6987285.476405 to -6996818.809104 So it's getting split into cluster 11. Trying to split cluster 4 (4398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2279.192665 sec): 2 clusters Score: Raw -225203.239338 + Penalty 1472.252858 = -223730.986481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2279.339964 sec): 3 clusters Score: Raw -223052.370099 + Penalty 2944.505715 = -220107.864384 nChanged 1803 SP:Iteration 1F (2279.512454 sec): 3 clusters Score: Raw -224570.203041 + Penalty 2944.505715 = -221625.697326 nChanged 609 SP:Iteration 2F (2279.610120 sec): 3 clusters Score: Raw -225755.419316 + Penalty 2944.505715 = -222810.913601 nChanged 624 SP:Iteration 3F (2279.770631 sec): 3 clusters Score: Raw -227252.918936 + Penalty 2944.505715 = -224308.413221 nChanged 464 SP:Iteration 4F (2279.905714 sec): 3 clusters Score: Raw -228292.910878 + Penalty 2944.505715 = -225348.405163 nChanged 264 SP:Iteration 5F (2279.946985 sec): 3 clusters Score: Raw -228727.164276 + Penalty 2944.505715 = -225782.658560 nChanged 167 SP:Iteration 6Q (2279.994804 sec): 3 clusters Score: Raw -228975.900917 + Penalty 2944.505715 = -226031.395202 nChanged 154 SP:Iteration 7Q (2280.055536 sec): 3 clusters Score: Raw -229213.405851 + Penalty 2944.505715 = -226268.900136 nChanged 113 SP:Iteration 8Q (2280.102998 sec): 3 clusters Score: Raw -229383.326576 + Penalty 2944.505715 = -226438.820861 nChanged 110 SP:Iteration 9Q (2280.144156 sec): 3 clusters Score: Raw -229541.223451 + Penalty 2944.505715 = -226596.717736 nChanged 74 SP:Iteration 10Q (2280.185493 sec): 3 clusters Score: Raw -229620.258137 + Penalty 2944.505715 = -226675.752422 nChanged 54 SP:Iteration 11Q (2280.226950 sec): 3 clusters Score: Raw -229654.262946 + Penalty 2944.505715 = -226709.757231 nChanged 56 SP:Iteration 12Q (2280.268430 sec): 3 clusters Score: Raw -229683.892248 + Penalty 2944.505715 = -226739.386533 nChanged 30 SP:Iteration 13Q (2280.309525 sec): 3 clusters Score: Raw -229697.537393 + Penalty 2944.505715 = -226753.031678 nChanged 27 SP:Iteration 14Q (2280.354865 sec): 3 clusters Score: Raw -229706.862124 + Penalty 2944.505715 = -226762.356409 nChanged 22 SP:Iteration 15Q (2280.400084 sec): 3 clusters Score: Raw -229717.451642 + Penalty 2944.505715 = -226772.945927 nChanged 22 SP:Iteration 16Q (2280.445153 sec): 3 clusters Score: Raw -229725.653425 + Penalty 2944.505715 = -226781.147710 nChanged 19 SP:Iteration 17Q (2280.487325 sec): 3 clusters Score: Raw -229732.449588 + Penalty 2944.505715 = -226787.943873 nChanged 17 SP:Iteration 18Q (2280.529202 sec): 3 clusters Score: Raw -229737.874830 + Penalty 2944.505715 = -226793.369115 nChanged 13 SP:Iteration 19Q (2280.571210 sec): 3 clusters Score: Raw -229741.847170 + Penalty 2944.505715 = -226797.341455 nChanged 12 SP:Iteration 20F (2280.614101 sec): 3 clusters Score: Raw -229745.885033 + Penalty 2944.505715 = -226801.379318 nChanged 7 SP:Iteration 21Q (2280.655744 sec): 3 clusters Score: Raw -229747.950810 + Penalty 2944.505715 = -226803.445095 nChanged 3 SP:Iteration 22Q (2280.701223 sec): 3 clusters Score: Raw -229748.491863 + Penalty 2944.505715 = -226803.986148 nChanged 3 SP:Iteration 23Q (2280.746772 sec): 3 clusters Score: Raw -229749.461571 + Penalty 2944.505715 = -226804.955856 nChanged 1 SP:Iteration 24Q (2280.792019 sec): 3 clusters Score: Raw -229749.537397 + Penalty 2944.505715 = -226805.031682 nChanged 1 SP:Iteration 25Q (2280.834139 sec): 3 clusters Score: Raw -229749.671990 + Penalty 2944.505715 = -226805.166275 nChanged 0 SP:Iteration 26F (2280.897347 sec): 3 clusters Score: Raw -229749.671990 + Penalty 2944.505715 = -226805.166275 nChanged 0 Score: Raw -7023617.422160 + Penalty 24275.105895 = -6999342.316265 Splitting cluster 4 changes total score from -6987285.476405 to -6999342.316265 So it's getting split into cluster 12. Trying to split cluster 5 (22645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2282.565042 sec): 2 clusters Score: Raw -1689187.202901 + Penalty 1759.860359 = -1687427.342542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2282.742906 sec): 3 clusters Score: Raw -1675584.624322 + Penalty 3519.720719 = -1672064.903603 nChanged 10250 SP:Iteration 1F (2282.943366 sec): 3 clusters Score: Raw -1681651.022987 + Penalty 3519.720719 = -1678131.302268 nChanged 1353 SP:Iteration 2F (2283.145428 sec): 3 clusters Score: Raw -1682446.960124 + Penalty 3519.720719 = -1678927.239405 nChanged 1562 SP:Iteration 3F (2283.305177 sec): 3 clusters Score: Raw -1683634.180085 + Penalty 3519.720719 = -1680114.459366 nChanged 1870 SP:Iteration 4F (2283.410919 sec): 3 clusters Score: Raw -1685429.175364 + Penalty 3519.720719 = -1681909.454645 nChanged 2106 SP:Iteration 5F (2283.528621 sec): 3 clusters Score: Raw -1687853.160404 + Penalty 3519.720719 = -1684333.439685 nChanged 2138 SP:Iteration 6F (2283.660004 sec): 3 clusters Score: Raw -1690506.576226 + Penalty 3519.720719 = -1686986.855507 nChanged 1870 SP:Iteration 7F (2283.777850 sec): 3 clusters Score: Raw -1693235.479906 + Penalty 3519.720719 = -1689715.759187 nChanged 1530 SP:Iteration 8F (2283.894207 sec): 3 clusters Score: Raw -1695817.035263 + Penalty 3519.720719 = -1692297.314544 nChanged 1132 SP:Iteration 9Q (2284.010342 sec): 3 clusters Score: Raw -1697573.740899 + Penalty 3519.720719 = -1694054.020180 nChanged 763 SP:Iteration 10Q (2284.125094 sec): 3 clusters Score: Raw -1698200.596176 + Penalty 3519.720719 = -1694680.875457 nChanged 451 SP:Iteration 11Q (2284.238901 sec): 3 clusters Score: Raw -1698488.171370 + Penalty 3519.720719 = -1694968.450651 nChanged 341 SP:Iteration 12Q (2284.352365 sec): 3 clusters Score: Raw -1698700.581806 + Penalty 3519.720719 = -1695180.861087 nChanged 300 SP:Iteration 13Q (2284.465759 sec): 3 clusters Score: Raw -1698890.012010 + Penalty 3519.720719 = -1695370.291291 nChanged 283 SP:Iteration 14Q (2284.575593 sec): 3 clusters Score: Raw -1699090.230130 + Penalty 3519.720719 = -1695570.509411 nChanged 277 SP:Iteration 15Q (2284.666271 sec): 3 clusters Score: Raw -1699342.403086 + Penalty 3519.720719 = -1695822.682367 nChanged 311 SP:Iteration 16Q (2284.780449 sec): 3 clusters Score: Raw -1699761.481618 + Penalty 3519.720719 = -1696241.760899 nChanged 320 SP:Iteration 17Q (2284.880908 sec): 3 clusters Score: Raw -1700377.688443 + Penalty 3519.720719 = -1696857.967724 nChanged 266 SP:Iteration 18Q (2284.974716 sec): 3 clusters Score: Raw -1700847.947749 + Penalty 3519.720719 = -1697328.227030 nChanged 149 SP:Iteration 19Q (2285.065556 sec): 3 clusters Score: Raw -1700965.528644 + Penalty 3519.720719 = -1697445.807925 nChanged 58 SP:Iteration 20F (2285.176882 sec): 3 clusters Score: Raw -1700980.815730 + Penalty 3519.720719 = -1697461.095011 nChanged 24 SP:Iteration 21Q (2285.268877 sec): 3 clusters Score: Raw -1700983.568313 + Penalty 3519.720719 = -1697463.847594 nChanged 8 SP:Iteration 22Q (2285.354457 sec): 3 clusters Score: Raw -1700984.559179 + Penalty 3519.720719 = -1697464.838461 nChanged 5 SP:Iteration 23Q (2285.436226 sec): 3 clusters Score: Raw -1700985.047794 + Penalty 3519.720719 = -1697465.327076 nChanged 2 SP:Iteration 24Q (2285.535216 sec): 3 clusters Score: Raw -1700985.138737 + Penalty 3519.720719 = -1697465.418018 nChanged 1 SP:Iteration 25Q (2285.627947 sec): 3 clusters Score: Raw -1700985.263982 + Penalty 3519.720719 = -1697465.543263 nChanged 0 SP:Iteration 26F (2285.731580 sec): 3 clusters Score: Raw -1700985.263982 + Penalty 3519.720719 = -1697465.543263 nChanged 0 Score: Raw -7035415.483240 + Penalty 26298.031386 = -7009117.451854 Splitting cluster 5 changes total score from -6987285.476405 to -7009117.451854 So it's getting split into cluster 13. Trying to split cluster 6 (12358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2287.240175 sec): 2 clusters Score: Raw -821785.981535 + Penalty 1653.571338 = -820132.410197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2287.404831 sec): 3 clusters Score: Raw -814779.225564 + Penalty 3307.142676 = -811472.082888 nChanged 5440 SP:Iteration 1F (2287.560652 sec): 3 clusters Score: Raw -819806.402342 + Penalty 3307.142676 = -816499.259666 nChanged 1576 SP:Iteration 2F (2287.695701 sec): 3 clusters Score: Raw -822719.411268 + Penalty 3307.142676 = -819412.268592 nChanged 1390 SP:Iteration 3F (2287.828420 sec): 3 clusters Score: Raw -824766.862413 + Penalty 3307.142676 = -821459.719737 nChanged 1004 SP:Iteration 4F (2287.946745 sec): 3 clusters Score: Raw -825947.391977 + Penalty 3307.142676 = -822640.249302 nChanged 633 SP:Iteration 5F (2288.012676 sec): 3 clusters Score: Raw -826606.790021 + Penalty 3307.142676 = -823299.647345 nChanged 469 SP:Iteration 6Q (2288.096228 sec): 3 clusters Score: Raw -827151.053769 + Penalty 3307.142676 = -823843.911094 nChanged 366 SP:Iteration 7Q (2288.169028 sec): 3 clusters Score: Raw -827553.277080 + Penalty 3307.142676 = -824246.134404 nChanged 314 SP:Iteration 8Q (2288.240081 sec): 3 clusters Score: Raw -827797.683557 + Penalty 3307.142676 = -824490.540881 nChanged 238 SP:Iteration 9Q (2288.307933 sec): 3 clusters Score: Raw -827952.004903 + Penalty 3307.142676 = -824644.862227 nChanged 190 SP:Iteration 10Q (2288.380221 sec): 3 clusters Score: Raw -828076.495141 + Penalty 3307.142676 = -824769.352465 nChanged 151 SP:Iteration 11Q (2288.457454 sec): 3 clusters Score: Raw -828177.682465 + Penalty 3307.142676 = -824870.539789 nChanged 135 SP:Iteration 12Q (2288.531608 sec): 3 clusters Score: Raw -828250.416849 + Penalty 3307.142676 = -824943.274173 nChanged 112 SP:Iteration 13Q (2288.602842 sec): 3 clusters Score: Raw -828308.147469 + Penalty 3307.142676 = -825001.004793 nChanged 92 SP:Iteration 14Q (2288.669736 sec): 3 clusters Score: Raw -828345.980113 + Penalty 3307.142676 = -825038.837438 nChanged 68 SP:Iteration 15Q (2288.739893 sec): 3 clusters Score: Raw -828371.663500 + Penalty 3307.142676 = -825064.520824 nChanged 59 SP:Iteration 16Q (2288.814997 sec): 3 clusters Score: Raw -828392.255559 + Penalty 3307.142676 = -825085.112884 nChanged 61 SP:Iteration 17Q (2288.889277 sec): 3 clusters Score: Raw -828407.733536 + Penalty 3307.142676 = -825100.590860 nChanged 41 SP:Iteration 18Q (2288.963116 sec): 3 clusters Score: Raw -828418.730484 + Penalty 3307.142676 = -825111.587808 nChanged 43 SP:Iteration 19Q (2289.035319 sec): 3 clusters Score: Raw -828438.344440 + Penalty 3307.142676 = -825131.201764 nChanged 54 SP:Iteration 20F (2289.110266 sec): 3 clusters Score: Raw -828470.991269 + Penalty 3307.142676 = -825163.848593 nChanged 58 SP:Iteration 21Q (2289.183964 sec): 3 clusters Score: Raw -828499.107211 + Penalty 3307.142676 = -825191.964536 nChanged 62 SP:Iteration 22Q (2289.257385 sec): 3 clusters Score: Raw -828531.317586 + Penalty 3307.142676 = -825224.174910 nChanged 51 SP:Iteration 23Q (2289.329650 sec): 3 clusters Score: Raw -828562.560727 + Penalty 3307.142676 = -825255.418051 nChanged 54 SP:Iteration 24Q (2289.402396 sec): 3 clusters Score: Raw -828576.388345 + Penalty 3307.142676 = -825269.245669 nChanged 46 SP:Iteration 25Q (2289.475627 sec): 3 clusters Score: Raw -828586.860364 + Penalty 3307.142676 = -825279.717688 nChanged 38 SP:Iteration 26Q (2289.549704 sec): 3 clusters Score: Raw -828595.284809 + Penalty 3307.142676 = -825288.142133 nChanged 32 SP:Iteration 27Q (2289.651124 sec): 3 clusters Score: Raw -828600.289293 + Penalty 3307.142676 = -825293.146617 nChanged 16 SP:Iteration 28Q (2289.758541 sec): 3 clusters Score: Raw -828603.011299 + Penalty 3307.142676 = -825295.868624 nChanged 18 SP:Iteration 29Q (2289.818811 sec): 3 clusters Score: Raw -828605.850772 + Penalty 3307.142676 = -825298.708096 nChanged 20 SP:Iteration 30Q (2289.885610 sec): 3 clusters Score: Raw -828608.032894 + Penalty 3307.142676 = -825300.890218 nChanged 13 SP:Iteration 31Q (2289.973547 sec): 3 clusters Score: Raw -828609.282179 + Penalty 3307.142676 = -825302.139503 nChanged 7 SP:Iteration 32Q (2290.119859 sec): 3 clusters Score: Raw -828610.011451 + Penalty 3307.142676 = -825302.868775 nChanged 3 SP:Iteration 33Q (2290.250641 sec): 3 clusters Score: Raw -828610.853391 + Penalty 3307.142676 = -825303.710715 nChanged 7 SP:Iteration 34Q (2290.376247 sec): 3 clusters Score: Raw -828612.149331 + Penalty 3307.142676 = -825305.006655 nChanged 7 SP:Iteration 35Q (2290.498650 sec): 3 clusters Score: Raw -828613.032113 + Penalty 3307.142676 = -825305.889437 nChanged 7 SP:Iteration 36Q (2290.628570 sec): 3 clusters Score: Raw -828613.755686 + Penalty 3307.142676 = -825306.613010 nChanged 5 SP:Iteration 37Q (2290.744523 sec): 3 clusters Score: Raw -828614.203863 + Penalty 3307.142676 = -825307.061187 nChanged 4 SP:Iteration 38Q (2290.883501 sec): 3 clusters Score: Raw -828614.810561 + Penalty 3307.142676 = -825307.667885 nChanged 5 SP:Iteration 39Q (2290.946644 sec): 3 clusters Score: Raw -828616.161461 + Penalty 3307.142676 = -825309.018785 nChanged 9 SP:Iteration 40F (2291.011796 sec): 3 clusters Score: Raw -828617.060954 + Penalty 3307.142676 = -825309.918279 nChanged 5 SP:Iteration 41Q (2291.078894 sec): 3 clusters Score: Raw -828617.530568 + Penalty 3307.142676 = -825310.387892 nChanged 4 SP:Iteration 42Q (2291.147396 sec): 3 clusters Score: Raw -828618.286886 + Penalty 3307.142676 = -825311.144210 nChanged 6 SP:Iteration 43Q (2291.214609 sec): 3 clusters Score: Raw -828618.907555 + Penalty 3307.142676 = -825311.764879 nChanged 7 SP:Iteration 44Q (2291.277615 sec): 3 clusters Score: Raw -828619.439002 + Penalty 3307.142676 = -825312.296326 nChanged 3 SP:Iteration 45Q (2291.346635 sec): 3 clusters Score: Raw -828619.668740 + Penalty 3307.142676 = -825312.526064 nChanged 3 SP:Iteration 46Q (2291.415913 sec): 3 clusters Score: Raw -828620.021810 + Penalty 3307.142676 = -825312.879134 nChanged 4 SP:Iteration 47Q (2291.573638 sec): 3 clusters Score: Raw -828620.279056 + Penalty 3307.142676 = -825313.136380 nChanged 1 SP:Iteration 48Q (2291.740331 sec): 3 clusters Score: Raw -828620.314955 + Penalty 3307.142676 = -825313.172279 nChanged 2 SP:Iteration 49Q (2291.907654 sec): 3 clusters Score: Raw -828620.527030 + Penalty 3307.142676 = -825313.384354 nChanged 1 SP:Iteration 50Q (2292.083920 sec): 3 clusters Score: Raw -828620.577872 + Penalty 3307.142676 = -825313.435196 nChanged 0 SP:Iteration 51F (2292.223572 sec): 3 clusters Score: Raw -828620.577872 + Penalty 3307.142676 = -825313.435196 nChanged 0 Score: Raw -7042250.079577 + Penalty 28320.956878 = -7013929.122700 Splitting cluster 6 changes total score from -6987285.476405 to -7013929.122700 So it's getting split into cluster 14. Trying to split cluster 7 (12924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2294.807657 sec): 2 clusters Score: Raw -989875.955229 + Penalty 1661.430653 = -988214.524576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2294.936770 sec): 3 clusters Score: Raw -982532.642122 + Penalty 3322.861306 = -979209.780816 nChanged 5679 SP:Iteration 1F (2295.118890 sec): 3 clusters Score: Raw -989314.423105 + Penalty 3322.861306 = -985991.561799 nChanged 2265 SP:Iteration 2F (2295.223482 sec): 3 clusters Score: Raw -994451.675162 + Penalty 3322.861306 = -991128.813856 nChanged 1757 SP:Iteration 3F (2295.330425 sec): 3 clusters Score: Raw -996523.344498 + Penalty 3322.861306 = -993200.483192 nChanged 706 SP:Iteration 4F (2295.407565 sec): 3 clusters Score: Raw -997014.979027 + Penalty 3322.861306 = -993692.117721 nChanged 322 SP:Iteration 5Q (2295.497730 sec): 3 clusters Score: Raw -997176.962611 + Penalty 3322.861306 = -993854.101305 nChanged 170 SP:Iteration 6Q (2295.576147 sec): 3 clusters Score: Raw -997249.930400 + Penalty 3322.861306 = -993927.069094 nChanged 122 SP:Iteration 7Q (2295.653047 sec): 3 clusters Score: Raw -997303.583022 + Penalty 3322.861306 = -993980.721717 nChanged 92 SP:Iteration 8Q (2295.729053 sec): 3 clusters Score: Raw -997339.211112 + Penalty 3322.861306 = -994016.349806 nChanged 79 SP:Iteration 9Q (2295.915696 sec): 3 clusters Score: Raw -997378.328982 + Penalty 3322.861306 = -994055.467676 nChanged 88 SP:Iteration 10Q (2296.087052 sec): 3 clusters Score: Raw -997425.764864 + Penalty 3322.861306 = -994102.903558 nChanged 78 SP:Iteration 11Q (2296.223685 sec): 3 clusters Score: Raw -997470.565560 + Penalty 3322.861306 = -994147.704254 nChanged 79 SP:Iteration 12Q (2296.369789 sec): 3 clusters Score: Raw -997519.986651 + Penalty 3322.861306 = -994197.125345 nChanged 67 SP:Iteration 13Q (2296.440590 sec): 3 clusters Score: Raw -997557.386369 + Penalty 3322.861306 = -994234.525063 nChanged 60 SP:Iteration 14Q (2296.533041 sec): 3 clusters Score: Raw -997592.639211 + Penalty 3322.861306 = -994269.777905 nChanged 60 SP:Iteration 15Q (2296.614177 sec): 3 clusters Score: Raw -997621.726736 + Penalty 3322.861306 = -994298.865431 nChanged 39 SP:Iteration 16Q (2296.689588 sec): 3 clusters Score: Raw -997634.848990 + Penalty 3322.861306 = -994311.987684 nChanged 26 SP:Iteration 17Q (2296.765755 sec): 3 clusters Score: Raw -997643.326113 + Penalty 3322.861306 = -994320.464807 nChanged 18 SP:Iteration 18Q (2296.846837 sec): 3 clusters Score: Raw -997648.712147 + Penalty 3322.861306 = -994325.850842 nChanged 14 SP:Iteration 19Q (2296.929106 sec): 3 clusters Score: Raw -997652.004422 + Penalty 3322.861306 = -994329.143116 nChanged 9 SP:Iteration 20F (2297.011234 sec): 3 clusters Score: Raw -997654.756959 + Penalty 3322.861306 = -994331.895653 nChanged 9 SP:Iteration 21Q (2297.091002 sec): 3 clusters Score: Raw -997657.295483 + Penalty 3322.861306 = -994334.434177 nChanged 9 SP:Iteration 22Q (2297.165339 sec): 3 clusters Score: Raw -997659.293464 + Penalty 3322.861306 = -994336.432159 nChanged 5 SP:Iteration 23Q (2297.239505 sec): 3 clusters Score: Raw -997660.210401 + Penalty 3322.861306 = -994337.349096 nChanged 6 SP:Iteration 24Q (2297.316026 sec): 3 clusters Score: Raw -997661.809423 + Penalty 3322.861306 = -994338.948117 nChanged 4 SP:Iteration 25Q (2297.397498 sec): 3 clusters Score: Raw -997662.951090 + Penalty 3322.861306 = -994340.089784 nChanged 5 SP:Iteration 26Q (2297.479599 sec): 3 clusters Score: Raw -997664.318391 + Penalty 3322.861306 = -994341.457086 nChanged 4 SP:Iteration 27Q (2297.558491 sec): 3 clusters Score: Raw -997665.345690 + Penalty 3322.861306 = -994342.484384 nChanged 5 SP:Iteration 28Q (2297.638909 sec): 3 clusters Score: Raw -997666.295205 + Penalty 3322.861306 = -994343.433899 nChanged 2 SP:Iteration 29Q (2297.715051 sec): 3 clusters Score: Raw -997666.740257 + Penalty 3322.861306 = -994343.878951 nChanged 4 SP:Iteration 30Q (2297.787012 sec): 3 clusters Score: Raw -997667.552451 + Penalty 3322.861306 = -994344.691145 nChanged 3 SP:Iteration 31Q (2297.869260 sec): 3 clusters Score: Raw -997668.312364 + Penalty 3322.861306 = -994345.451058 nChanged 2 SP:Iteration 32Q (2297.943912 sec): 3 clusters Score: Raw -997668.900750 + Penalty 3322.861306 = -994346.039444 nChanged 2 SP:Iteration 33Q (2298.016516 sec): 3 clusters Score: Raw -997669.293839 + Penalty 3322.861306 = -994346.432533 nChanged 1 SP:Iteration 34Q (2298.099347 sec): 3 clusters Score: Raw -997669.504834 + Penalty 3322.861306 = -994346.643528 nChanged 0 SP:Iteration 35F (2298.183437 sec): 3 clusters Score: Raw -997669.504834 + Penalty 3322.861306 = -994346.643528 nChanged 0 Score: Raw -7050043.629182 + Penalty 30343.882369 = -7019699.746814 Splitting cluster 7 changes total score from -6987285.476405 to -7019699.746814 So it's getting split into cluster 15. Trying to split cluster 8 (4676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2300.229716 sec): 2 clusters Score: Raw -264533.445216 + Penalty 1483.009806 = -263050.435411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2300.289501 sec): 3 clusters Score: Raw -262260.075493 + Penalty 2966.019611 = -259294.055882 nChanged 1919 SP:Iteration 1F (2300.458080 sec): 3 clusters Score: Raw -264481.255000 + Penalty 2966.019611 = -261515.235389 nChanged 601 SP:Iteration 2F (2300.555084 sec): 3 clusters Score: Raw -265377.186462 + Penalty 2966.019611 = -262411.166851 nChanged 440 SP:Iteration 3F (2300.672680 sec): 3 clusters Score: Raw -265915.130709 + Penalty 2966.019611 = -262949.111098 nChanged 300 SP:Iteration 4F (2300.794088 sec): 3 clusters Score: Raw -266264.777877 + Penalty 2966.019611 = -263298.758265 nChanged 234 SP:Iteration 5F (2300.919972 sec): 3 clusters Score: Raw -266588.159269 + Penalty 2966.019611 = -263622.139658 nChanged 229 SP:Iteration 6Q (2301.049116 sec): 3 clusters Score: Raw -267021.122424 + Penalty 2966.019611 = -264055.102813 nChanged 222 SP:Iteration 7Q (2301.167415 sec): 3 clusters Score: Raw -267415.409644 + Penalty 2966.019611 = -264449.390032 nChanged 202 SP:Iteration 8Q (2301.280942 sec): 3 clusters Score: Raw -267645.231126 + Penalty 2966.019611 = -264679.211515 nChanged 127 SP:Iteration 9Q (2301.398490 sec): 3 clusters Score: Raw -267786.880647 + Penalty 2966.019611 = -264820.861036 nChanged 100 SP:Iteration 10Q (2301.525984 sec): 3 clusters Score: Raw -267866.603933 + Penalty 2966.019611 = -264900.584322 nChanged 86 SP:Iteration 11Q (2301.588909 sec): 3 clusters Score: Raw -267920.490300 + Penalty 2966.019611 = -264954.470689 nChanged 69 SP:Iteration 12Q (2301.695315 sec): 3 clusters Score: Raw -267957.585054 + Penalty 2966.019611 = -264991.565443 nChanged 51 SP:Iteration 13Q (2301.812229 sec): 3 clusters Score: Raw -267979.222152 + Penalty 2966.019611 = -265013.202540 nChanged 43 SP:Iteration 14Q (2301.942586 sec): 3 clusters Score: Raw -267993.757217 + Penalty 2966.019611 = -265027.737606 nChanged 29 SP:Iteration 15Q (2302.115997 sec): 3 clusters Score: Raw -268002.271023 + Penalty 2966.019611 = -265036.251412 nChanged 17 SP:Iteration 16Q (2302.219124 sec): 3 clusters Score: Raw -268011.679051 + Penalty 2966.019611 = -265045.659439 nChanged 21 SP:Iteration 17Q (2302.267888 sec): 3 clusters Score: Raw -268019.129675 + Penalty 2966.019611 = -265053.110064 nChanged 16 SP:Iteration 18Q (2302.316503 sec): 3 clusters Score: Raw -268024.647366 + Penalty 2966.019611 = -265058.627754 nChanged 13 SP:Iteration 19Q (2302.417447 sec): 3 clusters Score: Raw -268027.342142 + Penalty 2966.019611 = -265061.322531 nChanged 6 SP:Iteration 20F (2302.467386 sec): 3 clusters Score: Raw -268031.674987 + Penalty 2966.019611 = -265065.655376 nChanged 7 SP:Iteration 21Q (2302.512960 sec): 3 clusters Score: Raw -268034.134325 + Penalty 2966.019611 = -265068.114714 nChanged 5 SP:Iteration 22Q (2302.557614 sec): 3 clusters Score: Raw -268035.032127 + Penalty 2966.019611 = -265069.012516 nChanged 2 SP:Iteration 23Q (2302.603556 sec): 3 clusters Score: Raw -268035.214354 + Penalty 2966.019611 = -265069.194743 nChanged 1 SP:Iteration 24Q (2302.646686 sec): 3 clusters Score: Raw -268035.786346 + Penalty 2966.019611 = -265069.766735 nChanged 3 SP:Iteration 25Q (2302.717938 sec): 3 clusters Score: Raw -268036.689312 + Penalty 2966.019611 = -265070.669701 nChanged 1 SP:Iteration 26Q (2302.764953 sec): 3 clusters Score: Raw -268036.966568 + Penalty 2966.019611 = -265070.946957 nChanged 1 SP:Iteration 27Q (2302.811995 sec): 3 clusters Score: Raw -268037.017087 + Penalty 2966.019611 = -265070.997475 nChanged 0 SP:Iteration 28F (2302.858120 sec): 3 clusters Score: Raw -268037.017087 + Penalty 2966.019611 = -265070.997475 nChanged 0 Score: Raw -7053547.201053 + Penalty 32366.807860 = -7021180.393193 Splitting cluster 8 changes total score from -6987285.476405 to -7021180.393193 So it's getting split into cluster 16. Iteration 59Q (2306.816588 sec): 17 clusters Score: Raw -7059900.428923 + Penalty 32366.807860 = -7027533.621063 nChanged 4967 Iteration 60F (2308.892097 sec): 17 clusters Score: Raw -7063784.266829 + Penalty 32366.807860 = -7031417.458969 nChanged 2478 Iteration 61Q (2310.152734 sec): 17 clusters Score: Raw -7065076.235534 + Penalty 32366.807860 = -7032709.427673 nChanged 1314 Iteration 62Q (2311.155229 sec): 17 clusters Score: Raw -7065771.866951 + Penalty 32366.807860 = -7033405.059091 nChanged 1062 Iteration 63Q (2312.124735 sec): 17 clusters Score: Raw -7066255.139589 + Penalty 32366.807860 = -7033888.331729 nChanged 833 Iteration 64Q (2313.112344 sec): 17 clusters Score: Raw -7066618.249353 + Penalty 32366.807860 = -7034251.441493 nChanged 791 Iteration 65Q (2314.043653 sec): 17 clusters Score: Raw -7066958.379257 + Penalty 32366.807860 = -7034591.571397 nChanged 753 Iteration 66Q (2315.117019 sec): 17 clusters Score: Raw -7067239.653440 + Penalty 32366.807860 = -7034872.845580 nChanged 677 Iteration 67Q (2316.065856 sec): 17 clusters Score: Raw -7067476.687805 + Penalty 32366.807860 = -7035109.879945 nChanged 633 Iteration 68Q (2316.980149 sec): 17 clusters Score: Raw -7067698.249480 + Penalty 32366.807860 = -7035331.441620 nChanged 592 Iteration 69Q (2318.025539 sec): 17 clusters Score: Raw -7067915.805545 + Penalty 32366.807860 = -7035548.997685 nChanged 583 Iteration 70Q (2318.970023 sec): 17 clusters Score: Raw -7068121.990621 + Penalty 32366.807860 = -7035755.182760 nChanged 500 Iteration 71Q (2319.896101 sec): 17 clusters Score: Raw -7068300.922786 + Penalty 32366.807860 = -7035934.114926 nChanged 435 Iteration 72Q (2320.893665 sec): 17 clusters Score: Raw -7068464.432972 + Penalty 32366.807860 = -7036097.625112 nChanged 401 Iteration 73Q (2321.852828 sec): 17 clusters Score: Raw -7068608.273940 + Penalty 32366.807860 = -7036241.466080 nChanged 412 Iteration 74Q (2322.838656 sec): 17 clusters Score: Raw -7068755.809787 + Penalty 32366.807860 = -7036389.001927 nChanged 374 Iteration 75Q (2323.812086 sec): 17 clusters Score: Raw -7068914.276329 + Penalty 32366.807860 = -7036547.468468 nChanged 367 Iteration 76Q (2324.724732 sec): 17 clusters Score: Raw -7069073.991997 + Penalty 32366.807860 = -7036707.184137 nChanged 357 Iteration 77Q (2325.720377 sec): 17 clusters Score: Raw -7069224.389461 + Penalty 32366.807860 = -7036857.581601 nChanged 344 Iteration 78Q (2326.782135 sec): 17 clusters Score: Raw -7069344.947018 + Penalty 32366.807860 = -7036978.139158 nChanged 343 Iteration 79Q (2327.706145 sec): 17 clusters Score: Raw -7069474.169771 + Penalty 32366.807860 = -7037107.361911 nChanged 340 Iteration 80F (2329.533430 sec): 17 clusters Score: Raw -7069677.271566 + Penalty 32366.807860 = -7037310.463706 nChanged 387 Iteration 81Q (2330.501882 sec): 17 clusters Score: Raw -7069844.401552 + Penalty 32366.807860 = -7037477.593691 nChanged 363 Iteration 82Q (2331.416315 sec): 17 clusters Score: Raw -7069990.119742 + Penalty 32366.807860 = -7037623.311882 nChanged 354 Iteration 83Q (2332.386576 sec): 17 clusters Score: Raw -7070158.944430 + Penalty 32366.807860 = -7037792.136570 nChanged 329 Iteration 84Q (2333.287816 sec): 17 clusters Score: Raw -7070313.782400 + Penalty 32366.807860 = -7037946.974540 nChanged 312 Iteration 85Q (2334.259405 sec): 17 clusters Score: Raw -7070427.647658 + Penalty 32366.807860 = -7038060.839798 nChanged 313 Iteration 86Q (2335.158575 sec): 17 clusters Score: Raw -7070547.587210 + Penalty 32366.807860 = -7038180.779350 nChanged 298 Iteration 87Q (2336.125621 sec): 17 clusters Score: Raw -7070665.187328 + Penalty 32366.807860 = -7038298.379468 nChanged 287 Iteration 88Q (2337.086676 sec): 17 clusters Score: Raw -7070750.974915 + Penalty 32366.807860 = -7038384.167054 nChanged 232 Iteration 89Q (2338.053771 sec): 17 clusters Score: Raw -7070823.389594 + Penalty 32366.807860 = -7038456.581734 nChanged 225 Iteration 90Q (2338.985729 sec): 17 clusters Score: Raw -7070891.656025 + Penalty 32366.807860 = -7038524.848165 nChanged 230 Iteration 91Q (2339.943054 sec): 17 clusters Score: Raw -7070959.782823 + Penalty 32366.807860 = -7038592.974962 nChanged 195 Iteration 92Q (2340.867882 sec): 17 clusters Score: Raw -7071012.612207 + Penalty 32366.807860 = -7038645.804347 nChanged 193 Iteration 93Q (2341.964179 sec): 17 clusters Score: Raw -7071058.639968 + Penalty 32366.807860 = -7038691.832108 nChanged 184 Iteration 94Q (2342.890427 sec): 17 clusters Score: Raw -7071104.037815 + Penalty 32366.807860 = -7038737.229955 nChanged 166 Iteration 95Q (2343.909998 sec): 17 clusters Score: Raw -7071149.510961 + Penalty 32366.807860 = -7038782.703101 nChanged 174 Iteration 96Q (2344.891795 sec): 17 clusters Score: Raw -7071198.378732 + Penalty 32366.807860 = -7038831.570871 nChanged 190 Iteration 97Q (2345.808670 sec): 17 clusters Score: Raw -7071246.423980 + Penalty 32366.807860 = -7038879.616120 nChanged 176 Iteration 98Q (2346.905016 sec): 17 clusters Score: Raw -7071286.959756 + Penalty 32366.807860 = -7038920.151896 nChanged 171 Writing temp clu file Because OldScore, -7038879.616120, is greater than current (better) Score,-7038920.151896 Compute initial score before splitting: Score: Raw -7071286.959756 + Penalty 32366.807860 = -7038920.151896 Trying to split cluster 1 (13753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2347.078129 sec): 2 clusters Score: Raw -1064210.539435 + Penalty 1672.341652 = -1062538.197783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2347.266091 sec): 3 clusters Score: Raw -1056253.979388 + Penalty 3344.683304 = -1052909.296084 nChanged 6003 SP:Iteration 1F (2347.394316 sec): 3 clusters Score: Raw -1059686.647499 + Penalty 3344.683304 = -1056341.964195 nChanged 923 SP:Iteration 2F (2347.469805 sec): 3 clusters Score: Raw -1060302.679603 + Penalty 3344.683304 = -1056957.996300 nChanged 942 SP:Iteration 3F (2347.559346 sec): 3 clusters Score: Raw -1060959.127456 + Penalty 3344.683304 = -1057614.444152 nChanged 932 SP:Iteration 4F (2347.646373 sec): 3 clusters Score: Raw -1061580.575152 + Penalty 3344.683304 = -1058235.891848 nChanged 841 SP:Iteration 5F (2347.738949 sec): 3 clusters Score: Raw -1062135.615000 + Penalty 3344.683304 = -1058790.931697 nChanged 751 SP:Iteration 6F (2347.813248 sec): 3 clusters Score: Raw -1062611.228368 + Penalty 3344.683304 = -1059266.545065 nChanged 701 SP:Iteration 7F (2347.945443 sec): 3 clusters Score: Raw -1063053.194323 + Penalty 3344.683304 = -1059708.511019 nChanged 571 SP:Iteration 8Q (2348.074952 sec): 3 clusters Score: Raw -1063395.916306 + Penalty 3344.683304 = -1060051.233002 nChanged 496 SP:Iteration 9Q (2348.148253 sec): 3 clusters Score: Raw -1063669.934827 + Penalty 3344.683304 = -1060325.251523 nChanged 397 SP:Iteration 10Q (2348.238652 sec): 3 clusters Score: Raw -1063897.473197 + Penalty 3344.683304 = -1060552.789894 nChanged 344 SP:Iteration 11Q (2348.309985 sec): 3 clusters Score: Raw -1064060.324791 + Penalty 3344.683304 = -1060715.641488 nChanged 296 SP:Iteration 12Q (2348.394214 sec): 3 clusters Score: Raw -1064188.278610 + Penalty 3344.683304 = -1060843.595306 nChanged 264 SP:Iteration 13Q (2348.464941 sec): 3 clusters Score: Raw -1064290.054166 + Penalty 3344.683304 = -1060945.370862 nChanged 218 SP:Iteration 14Q (2348.591617 sec): 3 clusters Score: Raw -1064375.674906 + Penalty 3344.683304 = -1061030.991602 nChanged 213 SP:Iteration 15Q (2348.664609 sec): 3 clusters Score: Raw -1064449.401567 + Penalty 3344.683304 = -1061104.718263 nChanged 202 SP:Iteration 16Q (2348.780197 sec): 3 clusters Score: Raw -1064508.951648 + Penalty 3344.683304 = -1061164.268345 nChanged 153 SP:Iteration 17Q (2348.923533 sec): 3 clusters Score: Raw -1064544.408183 + Penalty 3344.683304 = -1061199.724879 nChanged 127 SP:Iteration 18Q (2349.076526 sec): 3 clusters Score: Raw -1064571.715069 + Penalty 3344.683304 = -1061227.031765 nChanged 112 SP:Iteration 19Q (2349.153433 sec): 3 clusters Score: Raw -1064597.495694 + Penalty 3344.683304 = -1061252.812390 nChanged 97 SP:Iteration 20F (2349.227382 sec): 3 clusters Score: Raw -1064619.026810 + Penalty 3344.683304 = -1061274.343506 nChanged 107 SP:Iteration 21Q (2349.348411 sec): 3 clusters Score: Raw -1064640.767800 + Penalty 3344.683304 = -1061296.084496 nChanged 91 SP:Iteration 22Q (2349.530562 sec): 3 clusters Score: Raw -1064659.242234 + Penalty 3344.683304 = -1061314.558931 nChanged 83 SP:Iteration 23Q (2349.674597 sec): 3 clusters Score: Raw -1064676.343598 + Penalty 3344.683304 = -1061331.660295 nChanged 87 SP:Iteration 24Q (2349.812721 sec): 3 clusters Score: Raw -1064696.018924 + Penalty 3344.683304 = -1061351.335621 nChanged 90 SP:Iteration 25Q (2349.876612 sec): 3 clusters Score: Raw -1064715.092390 + Penalty 3344.683304 = -1061370.409086 nChanged 84 SP:Iteration 26Q (2349.952177 sec): 3 clusters Score: Raw -1064735.293292 + Penalty 3344.683304 = -1061390.609989 nChanged 81 SP:Iteration 27Q (2350.035179 sec): 3 clusters Score: Raw -1064755.194013 + Penalty 3344.683304 = -1061410.510709 nChanged 92 SP:Iteration 28Q (2350.152651 sec): 3 clusters Score: Raw -1064778.576904 + Penalty 3344.683304 = -1061433.893601 nChanged 104 SP:Iteration 29Q (2350.245560 sec): 3 clusters Score: Raw -1064807.214246 + Penalty 3344.683304 = -1061462.530942 nChanged 101 SP:Iteration 30Q (2350.313604 sec): 3 clusters Score: Raw -1064838.915174 + Penalty 3344.683304 = -1061494.231871 nChanged 117 SP:Iteration 31Q (2350.393441 sec): 3 clusters Score: Raw -1064876.011438 + Penalty 3344.683304 = -1061531.328134 nChanged 131 SP:Iteration 32Q (2350.478146 sec): 3 clusters Score: Raw -1064920.177562 + Penalty 3344.683304 = -1061575.494258 nChanged 132 SP:Iteration 33Q (2350.561607 sec): 3 clusters Score: Raw -1064964.109555 + Penalty 3344.683304 = -1061619.426251 nChanged 112 SP:Iteration 34Q (2350.648175 sec): 3 clusters Score: Raw -1065002.746053 + Penalty 3344.683304 = -1061658.062749 nChanged 124 SP:Iteration 35Q (2350.734940 sec): 3 clusters Score: Raw -1065044.450517 + Penalty 3344.683304 = -1061699.767213 nChanged 114 SP:Iteration 36Q (2350.813529 sec): 3 clusters Score: Raw -1065080.769764 + Penalty 3344.683304 = -1061736.086460 nChanged 103 SP:Iteration 37Q (2350.895374 sec): 3 clusters Score: Raw -1065110.583223 + Penalty 3344.683304 = -1061765.899919 nChanged 111 SP:Iteration 38Q (2350.981776 sec): 3 clusters Score: Raw -1065146.227940 + Penalty 3344.683304 = -1061801.544637 nChanged 107 SP:Iteration 39Q (2351.068019 sec): 3 clusters Score: Raw -1065177.715681 + Penalty 3344.683304 = -1061833.032377 nChanged 94 SP:Iteration 40F (2351.150872 sec): 3 clusters Score: Raw -1065205.364443 + Penalty 3344.683304 = -1061860.681139 nChanged 95 SP:Iteration 41Q (2351.224941 sec): 3 clusters Score: Raw -1065231.338500 + Penalty 3344.683304 = -1061886.655197 nChanged 96 SP:Iteration 42Q (2351.308985 sec): 3 clusters Score: Raw -1065266.918386 + Penalty 3344.683304 = -1061922.235082 nChanged 90 SP:Iteration 43Q (2351.394727 sec): 3 clusters Score: Raw -1065300.617650 + Penalty 3344.683304 = -1061955.934346 nChanged 79 SP:Iteration 44Q (2351.478930 sec): 3 clusters Score: Raw -1065330.350964 + Penalty 3344.683304 = -1061985.667660 nChanged 89 SP:Iteration 45Q (2351.559076 sec): 3 clusters Score: Raw -1065367.124048 + Penalty 3344.683304 = -1062022.440744 nChanged 82 SP:Iteration 46Q (2351.638089 sec): 3 clusters Score: Raw -1065394.784361 + Penalty 3344.683304 = -1062050.101058 nChanged 68 SP:Iteration 47Q (2351.722632 sec): 3 clusters Score: Raw -1065413.672415 + Penalty 3344.683304 = -1062068.989111 nChanged 57 SP:Iteration 48Q (2351.807268 sec): 3 clusters Score: Raw -1065429.821532 + Penalty 3344.683304 = -1062085.138228 nChanged 50 SP:Iteration 49Q (2351.886633 sec): 3 clusters Score: Raw -1065445.173668 + Penalty 3344.683304 = -1062100.490364 nChanged 40 SP:Iteration 50Q (2351.983823 sec): 3 clusters Score: Raw -1065455.389470 + Penalty 3344.683304 = -1062110.706166 nChanged 35 SP:Iteration 51Q (2352.063677 sec): 3 clusters Score: Raw -1065462.683439 + Penalty 3344.683304 = -1062118.000135 nChanged 27 SP:Iteration 52Q (2352.296790 sec): 3 clusters Score: Raw -1065467.952166 + Penalty 3344.683304 = -1062123.268862 nChanged 22 SP:Iteration 53Q (2352.430665 sec): 3 clusters Score: Raw -1065472.250990 + Penalty 3344.683304 = -1062127.567687 nChanged 23 SP:Iteration 54Q (2352.574163 sec): 3 clusters Score: Raw -1065476.361911 + Penalty 3344.683304 = -1062131.678607 nChanged 15 SP:Iteration 55Q (2352.669590 sec): 3 clusters Score: Raw -1065479.273609 + Penalty 3344.683304 = -1062134.590305 nChanged 16 SP:Iteration 56Q (2352.756786 sec): 3 clusters Score: Raw -1065482.637886 + Penalty 3344.683304 = -1062137.954583 nChanged 17 SP:Iteration 57Q (2352.835626 sec): 3 clusters Score: Raw -1065485.725523 + Penalty 3344.683304 = -1062141.042219 nChanged 14 SP:Iteration 58Q (2352.922433 sec): 3 clusters Score: Raw -1065488.261657 + Penalty 3344.683304 = -1062143.578354 nChanged 13 SP:Iteration 59Q (2353.063450 sec): 3 clusters Score: Raw -1065490.391954 + Penalty 3344.683304 = -1062145.708651 nChanged 8 SP:Iteration 60F (2353.147918 sec): 3 clusters Score: Raw -1065491.259721 + Penalty 3344.683304 = -1062146.576418 nChanged 5 SP:Iteration 61Q (2353.238183 sec): 3 clusters Score: Raw -1065491.817501 + Penalty 3344.683304 = -1062147.134198 nChanged 3 SP:Iteration 62Q (2353.322199 sec): 3 clusters Score: Raw -1065492.570460 + Penalty 3344.683304 = -1062147.887157 nChanged 4 SP:Iteration 63Q (2353.402240 sec): 3 clusters Score: Raw -1065492.949007 + Penalty 3344.683304 = -1062148.265703 nChanged 3 SP:Iteration 64Q (2353.481326 sec): 3 clusters Score: Raw -1065493.686237 + Penalty 3344.683304 = -1062149.002934 nChanged 4 SP:Iteration 65Q (2353.565500 sec): 3 clusters Score: Raw -1065494.357718 + Penalty 3344.683304 = -1062149.674415 nChanged 6 SP:Iteration 66Q (2353.649104 sec): 3 clusters Score: Raw -1065495.123188 + Penalty 3344.683304 = -1062150.439884 nChanged 6 SP:Iteration 67Q (2353.819744 sec): 3 clusters Score: Raw -1065495.793736 + Penalty 3344.683304 = -1062151.110433 nChanged 4 SP:Iteration 68Q (2353.918301 sec): 3 clusters Score: Raw -1065496.249075 + Penalty 3344.683304 = -1062151.565771 nChanged 3 SP:Iteration 69Q (2353.997767 sec): 3 clusters Score: Raw -1065496.504126 + Penalty 3344.683304 = -1062151.820823 nChanged 1 SP:Iteration 70Q (2354.073829 sec): 3 clusters Score: Raw -1065496.602867 + Penalty 3344.683304 = -1062151.919564 nChanged 0 SP:Iteration 71F (2354.148425 sec): 3 clusters Score: Raw -1065496.602867 + Penalty 3344.683304 = -1062151.919564 nChanged 0 Trying to split cluster 2 (5326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2354.213769 sec): 2 clusters Score: Raw -384561.504465 + Penalty 1505.852437 = -383055.652028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2354.279254 sec): 3 clusters Score: Raw -381815.959383 + Penalty 3011.704874 = -378804.254509 nChanged 2136 SP:Iteration 1F (2354.342658 sec): 3 clusters Score: Raw -383201.154393 + Penalty 3011.704874 = -380189.449519 nChanged 463 SP:Iteration 2F (2354.393786 sec): 3 clusters Score: Raw -383604.899101 + Penalty 3011.704874 = -380593.194227 nChanged 403 SP:Iteration 3F (2354.545875 sec): 3 clusters Score: Raw -384099.803458 + Penalty 3011.704874 = -381088.098584 nChanged 439 SP:Iteration 4F (2354.645791 sec): 3 clusters Score: Raw -384668.311131 + Penalty 3011.704874 = -381656.606257 nChanged 473 SP:Iteration 5F (2354.806891 sec): 3 clusters Score: Raw -385230.328634 + Penalty 3011.704874 = -382218.623760 nChanged 382 SP:Iteration 6F (2354.894971 sec): 3 clusters Score: Raw -385620.377145 + Penalty 3011.704874 = -382608.672271 nChanged 295 SP:Iteration 7F (2355.026028 sec): 3 clusters Score: Raw -385875.172246 + Penalty 3011.704874 = -382863.467372 nChanged 204 SP:Iteration 8Q (2355.073092 sec): 3 clusters Score: Raw -386032.908929 + Penalty 3011.704874 = -383021.204055 nChanged 154 SP:Iteration 9Q (2355.208549 sec): 3 clusters Score: Raw -386128.722161 + Penalty 3011.704874 = -383117.017287 nChanged 114 SP:Iteration 10Q (2355.375111 sec): 3 clusters Score: Raw -386196.527293 + Penalty 3011.704874 = -383184.822419 nChanged 80 SP:Iteration 11Q (2355.494773 sec): 3 clusters Score: Raw -386249.593315 + Penalty 3011.704874 = -383237.888441 nChanged 62 SP:Iteration 12Q (2355.592208 sec): 3 clusters Score: Raw -386281.537853 + Penalty 3011.704874 = -383269.832979 nChanged 46 SP:Iteration 13Q (2355.723475 sec): 3 clusters Score: Raw -386305.920364 + Penalty 3011.704874 = -383294.215490 nChanged 35 SP:Iteration 14Q (2355.780674 sec): 3 clusters Score: Raw -386321.695299 + Penalty 3011.704874 = -383309.990425 nChanged 30 SP:Iteration 15Q (2355.826019 sec): 3 clusters Score: Raw -386335.337917 + Penalty 3011.704874 = -383323.633044 nChanged 26 SP:Iteration 16Q (2355.890315 sec): 3 clusters Score: Raw -386344.669736 + Penalty 3011.704874 = -383332.964862 nChanged 24 SP:Iteration 17Q (2355.949862 sec): 3 clusters Score: Raw -386352.741137 + Penalty 3011.704874 = -383341.036263 nChanged 18 SP:Iteration 18Q (2356.000026 sec): 3 clusters Score: Raw -386358.157798 + Penalty 3011.704874 = -383346.452924 nChanged 11 SP:Iteration 19Q (2356.050072 sec): 3 clusters Score: Raw -386362.238127 + Penalty 3011.704874 = -383350.533253 nChanged 14 SP:Iteration 20F (2356.097532 sec): 3 clusters Score: Raw -386367.226927 + Penalty 3011.704874 = -383355.522053 nChanged 9 SP:Iteration 21Q (2356.142966 sec): 3 clusters Score: Raw -386370.175178 + Penalty 3011.704874 = -383358.470304 nChanged 6 SP:Iteration 22Q (2356.209820 sec): 3 clusters Score: Raw -386372.313727 + Penalty 3011.704874 = -383360.608853 nChanged 6 SP:Iteration 23Q (2356.273445 sec): 3 clusters Score: Raw -386373.803425 + Penalty 3011.704874 = -383362.098551 nChanged 5 SP:Iteration 24Q (2356.330006 sec): 3 clusters Score: Raw -386375.206851 + Penalty 3011.704874 = -383363.501977 nChanged 4 SP:Iteration 25Q (2356.374189 sec): 3 clusters Score: Raw -386375.812008 + Penalty 3011.704874 = -383364.107134 nChanged 5 SP:Iteration 26Q (2356.420136 sec): 3 clusters Score: Raw -386377.197027 + Penalty 3011.704874 = -383365.492153 nChanged 7 SP:Iteration 27Q (2356.466206 sec): 3 clusters Score: Raw -386379.376085 + Penalty 3011.704874 = -383367.671211 nChanged 8 SP:Iteration 28Q (2356.516883 sec): 3 clusters Score: Raw -386381.946974 + Penalty 3011.704874 = -383370.242100 nChanged 5 SP:Iteration 29Q (2356.566656 sec): 3 clusters Score: Raw -386383.276309 + Penalty 3011.704874 = -383371.571435 nChanged 3 SP:Iteration 30Q (2356.616408 sec): 3 clusters Score: Raw -386384.094639 + Penalty 3011.704874 = -383372.389765 nChanged 2 SP:Iteration 31Q (2356.666887 sec): 3 clusters Score: Raw -386385.517054 + Penalty 3011.704874 = -383373.812180 nChanged 3 SP:Iteration 32Q (2356.714716 sec): 3 clusters Score: Raw -386386.262789 + Penalty 3011.704874 = -383374.557915 nChanged 3 SP:Iteration 33Q (2356.762337 sec): 3 clusters Score: Raw -386387.020765 + Penalty 3011.704874 = -383375.315891 nChanged 0 SP:Iteration 34F (2356.810689 sec): 3 clusters Score: Raw -386387.020765 + Penalty 3011.704874 = -383375.315891 nChanged 0 Score: Raw -7073138.856579 + Penalty 34389.733351 = -7038749.123228 Splitting cluster 2 changes total score from -7038920.151896 to -7038749.123228 So it's not getting split. Trying to split cluster 3 (7145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2359.113414 sec): 2 clusters Score: Raw -465156.493467 + Penalty 1557.416500 = -463599.076967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2359.163704 sec): 3 clusters Score: Raw -461322.392132 + Penalty 3114.833000 = -458207.559133 nChanged 2981 SP:Iteration 1F (2359.300417 sec): 3 clusters Score: Raw -463649.538175 + Penalty 3114.833000 = -460534.705175 nChanged 748 SP:Iteration 2F (2359.476888 sec): 3 clusters Score: Raw -464458.576578 + Penalty 3114.833000 = -461343.743578 nChanged 609 SP:Iteration 3F (2359.582609 sec): 3 clusters Score: Raw -465110.509730 + Penalty 3114.833000 = -461995.676731 nChanged 505 SP:Iteration 4F (2359.727361 sec): 3 clusters Score: Raw -465572.738342 + Penalty 3114.833000 = -462457.905342 nChanged 411 SP:Iteration 5F (2359.844309 sec): 3 clusters Score: Raw -465856.081208 + Penalty 3114.833000 = -462741.248208 nChanged 300 SP:Iteration 6Q (2359.943631 sec): 3 clusters Score: Raw -466059.553409 + Penalty 3114.833000 = -462944.720409 nChanged 225 SP:Iteration 7Q (2360.004358 sec): 3 clusters Score: Raw -466175.710118 + Penalty 3114.833000 = -463060.877118 nChanged 162 SP:Iteration 8Q (2360.119874 sec): 3 clusters Score: Raw -466250.645370 + Penalty 3114.833000 = -463135.812370 nChanged 120 SP:Iteration 9Q (2360.222195 sec): 3 clusters Score: Raw -466291.373008 + Penalty 3114.833000 = -463176.540008 nChanged 81 SP:Iteration 10Q (2360.273346 sec): 3 clusters Score: Raw -466314.921749 + Penalty 3114.833000 = -463200.088750 nChanged 63 SP:Iteration 11Q (2360.325098 sec): 3 clusters Score: Raw -466334.576752 + Penalty 3114.833000 = -463219.743752 nChanged 52 SP:Iteration 12Q (2360.376692 sec): 3 clusters Score: Raw -466352.100283 + Penalty 3114.833000 = -463237.267283 nChanged 35 SP:Iteration 13Q (2360.436882 sec): 3 clusters Score: Raw -466361.415190 + Penalty 3114.833000 = -463246.582190 nChanged 30 SP:Iteration 14Q (2360.490984 sec): 3 clusters Score: Raw -466368.820679 + Penalty 3114.833000 = -463253.987679 nChanged 22 SP:Iteration 15Q (2360.570059 sec): 3 clusters Score: Raw -466372.810868 + Penalty 3114.833000 = -463257.977868 nChanged 11 SP:Iteration 16Q (2360.632615 sec): 3 clusters Score: Raw -466374.936639 + Penalty 3114.833000 = -463260.103639 nChanged 7 SP:Iteration 17Q (2360.692137 sec): 3 clusters Score: Raw -466376.796028 + Penalty 3114.833000 = -463261.963028 nChanged 16 SP:Iteration 18Q (2360.835004 sec): 3 clusters Score: Raw -466379.639443 + Penalty 3114.833000 = -463264.806444 nChanged 12 SP:Iteration 19Q (2360.959419 sec): 3 clusters Score: Raw -466381.746958 + Penalty 3114.833000 = -463266.913958 nChanged 11 SP:Iteration 20F (2361.010788 sec): 3 clusters Score: Raw -466383.708474 + Penalty 3114.833000 = -463268.875474 nChanged 7 SP:Iteration 21Q (2361.094740 sec): 3 clusters Score: Raw -466385.024584 + Penalty 3114.833000 = -463270.191585 nChanged 8 SP:Iteration 22Q (2361.151732 sec): 3 clusters Score: Raw -466386.639955 + Penalty 3114.833000 = -463271.806955 nChanged 4 SP:Iteration 23Q (2361.209190 sec): 3 clusters Score: Raw -466387.342161 + Penalty 3114.833000 = -463272.509161 nChanged 3 SP:Iteration 24Q (2361.350224 sec): 3 clusters Score: Raw -466388.025058 + Penalty 3114.833000 = -463273.192058 nChanged 3 SP:Iteration 25Q (2361.415144 sec): 3 clusters Score: Raw -466388.745870 + Penalty 3114.833000 = -463273.912870 nChanged 2 SP:Iteration 26Q (2361.500101 sec): 3 clusters Score: Raw -466388.997238 + Penalty 3114.833000 = -463274.164239 nChanged 2 SP:Iteration 27Q (2361.635175 sec): 3 clusters Score: Raw -466389.490856 + Penalty 3114.833000 = -463274.657857 nChanged 1 SP:Iteration 28Q (2361.732008 sec): 3 clusters Score: Raw -466389.587910 + Penalty 3114.833000 = -463274.754910 nChanged 1 SP:Iteration 29Q (2361.836387 sec): 3 clusters Score: Raw -466389.790570 + Penalty 3114.833000 = -463274.957571 nChanged 2 SP:Iteration 30Q (2361.888404 sec): 3 clusters Score: Raw -466389.972613 + Penalty 3114.833000 = -463275.139614 nChanged 0 SP:Iteration 31F (2361.955389 sec): 3 clusters Score: Raw -466389.972613 + Penalty 3114.833000 = -463275.139614 nChanged 0 Trying to split cluster 4 (2441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2361.995523 sec): 2 clusters Score: Raw -144318.245295 + Penalty 1368.928619 = -142949.316676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2362.152619 sec): 3 clusters Score: Raw -143259.049075 + Penalty 2737.857238 = -140521.191838 nChanged 929 SP:Iteration 1F (2362.279873 sec): 3 clusters Score: Raw -143998.858225 + Penalty 2737.857238 = -141261.000988 nChanged 259 SP:Iteration 2F (2362.394405 sec): 3 clusters Score: Raw -144258.554629 + Penalty 2737.857238 = -141520.697391 nChanged 170 SP:Iteration 3F (2362.501728 sec): 3 clusters Score: Raw -144463.840938 + Penalty 2737.857238 = -141725.983700 nChanged 155 SP:Iteration 4F (2362.617665 sec): 3 clusters Score: Raw -144661.115332 + Penalty 2737.857238 = -141923.258094 nChanged 132 SP:Iteration 5F (2362.728439 sec): 3 clusters Score: Raw -144826.358797 + Penalty 2737.857238 = -142088.501560 nChanged 107 SP:Iteration 6Q (2362.837023 sec): 3 clusters Score: Raw -144943.569402 + Penalty 2737.857238 = -142205.712165 nChanged 82 SP:Iteration 7Q (2362.944708 sec): 3 clusters Score: Raw -145034.819575 + Penalty 2737.857238 = -142296.962337 nChanged 87 SP:Iteration 8Q (2363.053420 sec): 3 clusters Score: Raw -145124.320545 + Penalty 2737.857238 = -142386.463307 nChanged 72 SP:Iteration 9Q (2363.162012 sec): 3 clusters Score: Raw -145196.978287 + Penalty 2737.857238 = -142459.121050 nChanged 54 SP:Iteration 10Q (2363.272034 sec): 3 clusters Score: Raw -145241.103300 + Penalty 2737.857238 = -142503.246062 nChanged 38 SP:Iteration 11Q (2363.328933 sec): 3 clusters Score: Raw -145261.809514 + Penalty 2737.857238 = -142523.952276 nChanged 18 SP:Iteration 12Q (2363.359984 sec): 3 clusters Score: Raw -145274.954900 + Penalty 2737.857238 = -142537.097662 nChanged 17 SP:Iteration 13Q (2363.390733 sec): 3 clusters Score: Raw -145289.021944 + Penalty 2737.857238 = -142551.164707 nChanged 17 SP:Iteration 14Q (2363.436582 sec): 3 clusters Score: Raw -145296.380318 + Penalty 2737.857238 = -142558.523081 nChanged 13 SP:Iteration 15Q (2363.467046 sec): 3 clusters Score: Raw -145307.202699 + Penalty 2737.857238 = -142569.345461 nChanged 18 SP:Iteration 16Q (2363.497825 sec): 3 clusters Score: Raw -145319.125798 + Penalty 2737.857238 = -142581.268560 nChanged 14 SP:Iteration 17Q (2363.528456 sec): 3 clusters Score: Raw -145327.965508 + Penalty 2737.857238 = -142590.108270 nChanged 10 SP:Iteration 18Q (2363.557729 sec): 3 clusters Score: Raw -145332.564512 + Penalty 2737.857238 = -142594.707274 nChanged 4 SP:Iteration 19Q (2363.588325 sec): 3 clusters Score: Raw -145334.487971 + Penalty 2737.857238 = -142596.630734 nChanged 3 SP:Iteration 20F (2363.618974 sec): 3 clusters Score: Raw -145337.136377 + Penalty 2737.857238 = -142599.279140 nChanged 3 SP:Iteration 21Q (2363.649547 sec): 3 clusters Score: Raw -145339.724477 + Penalty 2737.857238 = -142601.867239 nChanged 5 SP:Iteration 22Q (2363.682279 sec): 3 clusters Score: Raw -145341.489198 + Penalty 2737.857238 = -142603.631960 nChanged 2 SP:Iteration 23Q (2363.714027 sec): 3 clusters Score: Raw -145341.836634 + Penalty 2737.857238 = -142603.979396 nChanged 1 SP:Iteration 24Q (2363.744506 sec): 3 clusters Score: Raw -145342.020109 + Penalty 2737.857238 = -142604.162871 nChanged 0 SP:Iteration 25F (2363.774982 sec): 3 clusters Score: Raw -145342.020109 + Penalty 2737.857238 = -142604.162871 nChanged 0 Trying to split cluster 5 (6360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2363.839509 sec): 2 clusters Score: Raw -474544.245424 + Penalty 1536.991032 = -473007.254393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2363.920581 sec): 3 clusters Score: Raw -471201.524975 + Penalty 3073.982063 = -468127.542912 nChanged 2639 SP:Iteration 1F (2363.996068 sec): 3 clusters Score: Raw -472758.632862 + Penalty 3073.982063 = -469684.650799 nChanged 521 SP:Iteration 2F (2364.043579 sec): 3 clusters Score: Raw -473139.590127 + Penalty 3073.982063 = -470065.608063 nChanged 477 SP:Iteration 3F (2364.113564 sec): 3 clusters Score: Raw -473603.046214 + Penalty 3073.982063 = -470529.064151 nChanged 487 SP:Iteration 4F (2364.251272 sec): 3 clusters Score: Raw -474085.335063 + Penalty 3073.982063 = -471011.352999 nChanged 494 SP:Iteration 5F (2364.408094 sec): 3 clusters Score: Raw -474549.747168 + Penalty 3073.982063 = -471475.765105 nChanged 391 SP:Iteration 6F (2364.550135 sec): 3 clusters Score: Raw -474878.314815 + Penalty 3073.982063 = -471804.332752 nChanged 312 SP:Iteration 7Q (2364.683648 sec): 3 clusters Score: Raw -475151.023449 + Penalty 3073.982063 = -472077.041385 nChanged 251 SP:Iteration 8Q (2364.818690 sec): 3 clusters Score: Raw -475306.019036 + Penalty 3073.982063 = -472232.036973 nChanged 188 SP:Iteration 9Q (2364.890104 sec): 3 clusters Score: Raw -475408.738731 + Penalty 3073.982063 = -472334.756668 nChanged 115 SP:Iteration 10Q (2364.952264 sec): 3 clusters Score: Raw -475470.863417 + Penalty 3073.982063 = -472396.881354 nChanged 110 SP:Iteration 11Q (2365.004306 sec): 3 clusters Score: Raw -475530.921742 + Penalty 3073.982063 = -472456.939679 nChanged 91 SP:Iteration 12Q (2365.134971 sec): 3 clusters Score: Raw -475569.688712 + Penalty 3073.982063 = -472495.706648 nChanged 83 SP:Iteration 13Q (2365.193473 sec): 3 clusters Score: Raw -475606.329265 + Penalty 3073.982063 = -472532.347201 nChanged 64 SP:Iteration 14Q (2365.242005 sec): 3 clusters Score: Raw -475630.784965 + Penalty 3073.982063 = -472556.802902 nChanged 55 SP:Iteration 15Q (2365.370020 sec): 3 clusters Score: Raw -475648.701383 + Penalty 3073.982063 = -472574.719320 nChanged 47 SP:Iteration 16Q (2365.488020 sec): 3 clusters Score: Raw -475665.192337 + Penalty 3073.982063 = -472591.210274 nChanged 46 SP:Iteration 17Q (2365.614662 sec): 3 clusters Score: Raw -475682.204167 + Penalty 3073.982063 = -472608.222103 nChanged 43 SP:Iteration 18Q (2365.719040 sec): 3 clusters Score: Raw -475696.238087 + Penalty 3073.982063 = -472622.256024 nChanged 44 SP:Iteration 19Q (2365.770106 sec): 3 clusters Score: Raw -475709.014586 + Penalty 3073.982063 = -472635.032522 nChanged 41 SP:Iteration 20F (2365.823096 sec): 3 clusters Score: Raw -475719.193597 + Penalty 3073.982063 = -472645.211533 nChanged 37 SP:Iteration 21Q (2365.903709 sec): 3 clusters Score: Raw -475730.959748 + Penalty 3073.982063 = -472656.977685 nChanged 35 SP:Iteration 22Q (2365.957133 sec): 3 clusters Score: Raw -475742.069089 + Penalty 3073.982063 = -472668.087026 nChanged 30 SP:Iteration 23Q (2366.010175 sec): 3 clusters Score: Raw -475748.947500 + Penalty 3073.982063 = -472674.965437 nChanged 23 SP:Iteration 24Q (2366.141979 sec): 3 clusters Score: Raw -475754.745135 + Penalty 3073.982063 = -472680.763072 nChanged 22 SP:Iteration 25Q (2366.195576 sec): 3 clusters Score: Raw -475760.988712 + Penalty 3073.982063 = -472687.006649 nChanged 18 SP:Iteration 26Q (2366.248169 sec): 3 clusters Score: Raw -475765.685337 + Penalty 3073.982063 = -472691.703274 nChanged 26 SP:Iteration 27Q (2366.298874 sec): 3 clusters Score: Raw -475771.931148 + Penalty 3073.982063 = -472697.949085 nChanged 18 SP:Iteration 28Q (2366.349963 sec): 3 clusters Score: Raw -475776.898345 + Penalty 3073.982063 = -472702.916281 nChanged 20 SP:Iteration 29Q (2366.400560 sec): 3 clusters Score: Raw -475780.913816 + Penalty 3073.982063 = -472706.931752 nChanged 12 SP:Iteration 30Q (2366.453842 sec): 3 clusters Score: Raw -475784.090697 + Penalty 3073.982063 = -472710.108634 nChanged 11 SP:Iteration 31Q (2366.507196 sec): 3 clusters Score: Raw -475787.262880 + Penalty 3073.982063 = -472713.280817 nChanged 8 SP:Iteration 32Q (2366.560210 sec): 3 clusters Score: Raw -475790.547049 + Penalty 3073.982063 = -472716.564986 nChanged 13 SP:Iteration 33Q (2366.612681 sec): 3 clusters Score: Raw -475792.687137 + Penalty 3073.982063 = -472718.705073 nChanged 7 SP:Iteration 34Q (2366.664505 sec): 3 clusters Score: Raw -475794.142126 + Penalty 3073.982063 = -472720.160063 nChanged 8 SP:Iteration 35Q (2366.794162 sec): 3 clusters Score: Raw -475796.197670 + Penalty 3073.982063 = -472722.215607 nChanged 13 SP:Iteration 36Q (2366.966504 sec): 3 clusters Score: Raw -475799.697108 + Penalty 3073.982063 = -472725.715044 nChanged 13 SP:Iteration 37Q (2367.088421 sec): 3 clusters Score: Raw -475801.980809 + Penalty 3073.982063 = -472727.998745 nChanged 10 SP:Iteration 38Q (2367.219992 sec): 3 clusters Score: Raw -475804.332002 + Penalty 3073.982063 = -472730.349938 nChanged 7 SP:Iteration 39Q (2367.265134 sec): 3 clusters Score: Raw -475805.532941 + Penalty 3073.982063 = -472731.550878 nChanged 4 SP:Iteration 40F (2367.327236 sec): 3 clusters Score: Raw -475806.395456 + Penalty 3073.982063 = -472732.413393 nChanged 3 SP:Iteration 41Q (2367.376964 sec): 3 clusters Score: Raw -475807.092095 + Penalty 3073.982063 = -472733.110032 nChanged 6 SP:Iteration 42Q (2367.427651 sec): 3 clusters Score: Raw -475808.600144 + Penalty 3073.982063 = -472734.618080 nChanged 10 SP:Iteration 43Q (2367.478575 sec): 3 clusters Score: Raw -475811.164550 + Penalty 3073.982063 = -472737.182487 nChanged 5 SP:Iteration 44Q (2367.584348 sec): 3 clusters Score: Raw -475812.102950 + Penalty 3073.982063 = -472738.120887 nChanged 1 SP:Iteration 45Q (2367.657467 sec): 3 clusters Score: Raw -475812.208314 + Penalty 3073.982063 = -472738.226251 nChanged 2 SP:Iteration 46Q (2367.719673 sec): 3 clusters Score: Raw -475812.631769 + Penalty 3073.982063 = -472738.649706 nChanged 0 SP:Iteration 47F (2367.770037 sec): 3 clusters Score: Raw -475812.631769 + Penalty 3073.982063 = -472738.649706 nChanged 0 Trying to split cluster 6 (5593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2367.818565 sec): 2 clusters Score: Raw -401532.707156 + Penalty 1514.437077 = -400018.270079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2367.983760 sec): 3 clusters Score: Raw -398642.630870 + Penalty 3028.874154 = -395613.756716 nChanged 2289 SP:Iteration 1F (2368.047780 sec): 3 clusters Score: Raw -400389.433946 + Penalty 3028.874154 = -397360.559792 nChanged 601 SP:Iteration 2F (2368.115345 sec): 3 clusters Score: Raw -401520.783727 + Penalty 3028.874154 = -398491.909573 nChanged 641 SP:Iteration 3F (2368.166165 sec): 3 clusters Score: Raw -403276.925444 + Penalty 3028.874154 = -400248.051290 nChanged 715 SP:Iteration 4F (2368.215294 sec): 3 clusters Score: Raw -405132.528098 + Penalty 3028.874154 = -402103.653943 nChanged 484 SP:Iteration 5F (2368.264407 sec): 3 clusters Score: Raw -405836.263176 + Penalty 3028.874154 = -402807.389022 nChanged 216 SP:Iteration 6Q (2368.392485 sec): 3 clusters Score: Raw -406073.112552 + Penalty 3028.874154 = -403044.238397 nChanged 115 SP:Iteration 7Q (2368.520929 sec): 3 clusters Score: Raw -406210.280839 + Penalty 3028.874154 = -403181.406685 nChanged 66 SP:Iteration 8Q (2368.580650 sec): 3 clusters Score: Raw -406284.140090 + Penalty 3028.874154 = -403255.265936 nChanged 69 SP:Iteration 9Q (2368.643670 sec): 3 clusters Score: Raw -406349.210202 + Penalty 3028.874154 = -403320.336048 nChanged 52 SP:Iteration 10Q (2368.690583 sec): 3 clusters Score: Raw -406407.640937 + Penalty 3028.874154 = -403378.766783 nChanged 51 SP:Iteration 11Q (2368.754261 sec): 3 clusters Score: Raw -406468.241690 + Penalty 3028.874154 = -403439.367536 nChanged 60 SP:Iteration 12Q (2368.802138 sec): 3 clusters Score: Raw -406560.799965 + Penalty 3028.874154 = -403531.925810 nChanged 43 SP:Iteration 13Q (2368.873781 sec): 3 clusters Score: Raw -406636.551030 + Penalty 3028.874154 = -403607.676875 nChanged 37 SP:Iteration 14Q (2368.937276 sec): 3 clusters Score: Raw -406697.277068 + Penalty 3028.874154 = -403668.402914 nChanged 32 SP:Iteration 15Q (2368.981728 sec): 3 clusters Score: Raw -406733.163635 + Penalty 3028.874154 = -403704.289481 nChanged 15 SP:Iteration 16Q (2369.026033 sec): 3 clusters Score: Raw -406741.897194 + Penalty 3028.874154 = -403713.023039 nChanged 6 SP:Iteration 17Q (2369.148290 sec): 3 clusters Score: Raw -406745.560837 + Penalty 3028.874154 = -403716.686682 nChanged 2 SP:Iteration 18Q (2369.284072 sec): 3 clusters Score: Raw -406746.061431 + Penalty 3028.874154 = -403717.187277 nChanged 0 SP:Iteration 19F (2369.411617 sec): 3 clusters Score: Raw -406746.061431 + Penalty 3028.874154 = -403717.187277 nChanged 0 Score: Raw -7076526.694555 + Penalty 34389.733351 = -7042136.961203 Splitting cluster 6 changes total score from -7038920.151896 to -7042136.961203 So it's getting split into cluster 17. Trying to split cluster 7 (2164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2371.832338 sec): 2 clusters Score: Raw -154998.840804 + Penalty 1347.789744 = -153651.051060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2371.968049 sec): 3 clusters Score: Raw -154099.409368 + Penalty 2695.579488 = -151403.829880 nChanged 764 SP:Iteration 1F (2372.009456 sec): 3 clusters Score: Raw -154712.763970 + Penalty 2695.579488 = -152017.184483 nChanged 256 SP:Iteration 2F (2372.038291 sec): 3 clusters Score: Raw -155027.739845 + Penalty 2695.579488 = -152332.160357 nChanged 197 SP:Iteration 3F (2372.066751 sec): 3 clusters Score: Raw -155328.934454 + Penalty 2695.579488 = -152633.354966 nChanged 147 SP:Iteration 4F (2372.095281 sec): 3 clusters Score: Raw -155550.464994 + Penalty 2695.579488 = -152854.885507 nChanged 110 SP:Iteration 5F (2372.135836 sec): 3 clusters Score: Raw -155692.213898 + Penalty 2695.579488 = -152996.634410 nChanged 78 SP:Iteration 6Q (2372.164226 sec): 3 clusters Score: Raw -155787.696370 + Penalty 2695.579488 = -153092.116882 nChanged 56 SP:Iteration 7Q (2372.192260 sec): 3 clusters Score: Raw -155836.790162 + Penalty 2695.579488 = -153141.210674 nChanged 32 SP:Iteration 8Q (2372.220029 sec): 3 clusters Score: Raw -155860.229861 + Penalty 2695.579488 = -153164.650373 nChanged 19 SP:Iteration 9Q (2372.260371 sec): 3 clusters Score: Raw -155873.892269 + Penalty 2695.579488 = -153178.312781 nChanged 18 SP:Iteration 10Q (2372.288333 sec): 3 clusters Score: Raw -155887.034788 + Penalty 2695.579488 = -153191.455300 nChanged 13 SP:Iteration 11Q (2372.316064 sec): 3 clusters Score: Raw -155896.174190 + Penalty 2695.579488 = -153200.594702 nChanged 13 SP:Iteration 12Q (2372.343598 sec): 3 clusters Score: Raw -155907.492555 + Penalty 2695.579488 = -153211.913068 nChanged 12 SP:Iteration 13Q (2372.371425 sec): 3 clusters Score: Raw -155914.367868 + Penalty 2695.579488 = -153218.788380 nChanged 9 SP:Iteration 14Q (2372.399339 sec): 3 clusters Score: Raw -155917.712576 + Penalty 2695.579488 = -153222.133089 nChanged 3 SP:Iteration 15Q (2372.427131 sec): 3 clusters Score: Raw -155918.798140 + Penalty 2695.579488 = -153223.218653 nChanged 1 SP:Iteration 16Q (2372.454969 sec): 3 clusters Score: Raw -155919.455601 + Penalty 2695.579488 = -153223.876113 nChanged 0 SP:Iteration 17F (2372.483790 sec): 3 clusters Score: Raw -155919.455601 + Penalty 2695.579488 = -153223.876113 nChanged 0 Trying to split cluster 8 (3153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2372.521790 sec): 2 clusters Score: Raw -194700.838747 + Penalty 1413.847245 = -193286.991502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2372.560547 sec): 3 clusters Score: Raw -193193.456028 + Penalty 2827.694491 = -190365.761538 nChanged 1233 SP:Iteration 1F (2372.598634 sec): 3 clusters Score: Raw -194041.333886 + Penalty 2827.694491 = -191213.639396 nChanged 349 SP:Iteration 2F (2372.636693 sec): 3 clusters Score: Raw -194436.166634 + Penalty 2827.694491 = -191608.472144 nChanged 286 SP:Iteration 3F (2372.676529 sec): 3 clusters Score: Raw -194803.059786 + Penalty 2827.694491 = -191975.365295 nChanged 254 SP:Iteration 4F (2372.715192 sec): 3 clusters Score: Raw -195146.227919 + Penalty 2827.694491 = -192318.533428 nChanged 203 SP:Iteration 5F (2372.878683 sec): 3 clusters Score: Raw -195458.602719 + Penalty 2827.694491 = -192630.908228 nChanged 185 SP:Iteration 6F (2372.971339 sec): 3 clusters Score: Raw -195677.662173 + Penalty 2827.694491 = -192849.967683 nChanged 139 SP:Iteration 7Q (2373.099958 sec): 3 clusters Score: Raw -195850.323717 + Penalty 2827.694491 = -193022.629227 nChanged 116 SP:Iteration 8Q (2373.221019 sec): 3 clusters Score: Raw -196013.029050 + Penalty 2827.694491 = -193185.334559 nChanged 94 SP:Iteration 9Q (2373.319682 sec): 3 clusters Score: Raw -196120.811839 + Penalty 2827.694491 = -193293.117348 nChanged 90 SP:Iteration 10Q (2373.435212 sec): 3 clusters Score: Raw -196203.703281 + Penalty 2827.694491 = -193376.008791 nChanged 74 SP:Iteration 11Q (2373.545897 sec): 3 clusters Score: Raw -196268.114127 + Penalty 2827.694491 = -193440.419636 nChanged 68 SP:Iteration 12Q (2373.651037 sec): 3 clusters Score: Raw -196330.862465 + Penalty 2827.694491 = -193503.167975 nChanged 49 SP:Iteration 13Q (2373.760991 sec): 3 clusters Score: Raw -196365.240793 + Penalty 2827.694491 = -193537.546302 nChanged 36 SP:Iteration 14Q (2373.869407 sec): 3 clusters Score: Raw -196381.615022 + Penalty 2827.694491 = -193553.920531 nChanged 17 SP:Iteration 15Q (2373.984200 sec): 3 clusters Score: Raw -196388.670104 + Penalty 2827.694491 = -193560.975613 nChanged 11 SP:Iteration 16Q (2374.106908 sec): 3 clusters Score: Raw -196395.246375 + Penalty 2827.694491 = -193567.551885 nChanged 12 SP:Iteration 17Q (2374.232160 sec): 3 clusters Score: Raw -196400.746847 + Penalty 2827.694491 = -193573.052356 nChanged 18 SP:Iteration 18Q (2374.376604 sec): 3 clusters Score: Raw -196410.112857 + Penalty 2827.694491 = -193582.418367 nChanged 17 SP:Iteration 19Q (2374.408169 sec): 3 clusters Score: Raw -196418.925607 + Penalty 2827.694491 = -193591.231116 nChanged 11 SP:Iteration 20F (2374.445994 sec): 3 clusters Score: Raw -196423.529072 + Penalty 2827.694491 = -193595.834582 nChanged 13 SP:Iteration 21Q (2374.483813 sec): 3 clusters Score: Raw -196428.783588 + Penalty 2827.694491 = -193601.089098 nChanged 8 SP:Iteration 22Q (2374.521703 sec): 3 clusters Score: Raw -196432.166923 + Penalty 2827.694491 = -193604.472433 nChanged 5 SP:Iteration 23Q (2374.559371 sec): 3 clusters Score: Raw -196433.265140 + Penalty 2827.694491 = -193605.570649 nChanged 5 SP:Iteration 24Q (2374.597674 sec): 3 clusters Score: Raw -196434.820073 + Penalty 2827.694491 = -193607.125582 nChanged 6 SP:Iteration 25Q (2374.635732 sec): 3 clusters Score: Raw -196437.587542 + Penalty 2827.694491 = -193609.893052 nChanged 7 SP:Iteration 26Q (2374.671622 sec): 3 clusters Score: Raw -196440.238681 + Penalty 2827.694491 = -193612.544191 nChanged 5 SP:Iteration 27Q (2374.708946 sec): 3 clusters Score: Raw -196442.254183 + Penalty 2827.694491 = -193614.559692 nChanged 5 SP:Iteration 28Q (2374.746283 sec): 3 clusters Score: Raw -196444.098533 + Penalty 2827.694491 = -193616.404042 nChanged 4 SP:Iteration 29Q (2374.782798 sec): 3 clusters Score: Raw -196445.427169 + Penalty 2827.694491 = -193617.732678 nChanged 4 SP:Iteration 30Q (2374.819864 sec): 3 clusters Score: Raw -196447.296628 + Penalty 2827.694491 = -193619.602137 nChanged 5 SP:Iteration 31Q (2374.857294 sec): 3 clusters Score: Raw -196450.092943 + Penalty 2827.694491 = -193622.398452 nChanged 6 SP:Iteration 32Q (2374.917471 sec): 3 clusters Score: Raw -196451.539260 + Penalty 2827.694491 = -193623.844769 nChanged 1 SP:Iteration 33Q (2374.954744 sec): 3 clusters Score: Raw -196451.756009 + Penalty 2827.694491 = -193624.061519 nChanged 1 SP:Iteration 34Q (2374.992019 sec): 3 clusters Score: Raw -196452.064530 + Penalty 2827.694491 = -193624.370039 nChanged 0 SP:Iteration 35F (2375.033732 sec): 3 clusters Score: Raw -196452.064530 + Penalty 2827.694491 = -193624.370039 nChanged 0 Score: Raw -7078277.920338 + Penalty 36412.658843 = -7041865.261495 Splitting cluster 8 changes total score from -7038920.151896 to -7041865.261495 So it's getting split into cluster 18. Trying to split cluster 9 (7975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2377.528731 sec): 2 clusters Score: Raw -627211.718620 + Penalty 1576.703746 = -625635.014874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2377.710483 sec): 3 clusters Score: Raw -622823.312587 + Penalty 3153.407492 = -619669.905095 nChanged 3416 SP:Iteration 1F (2377.856363 sec): 3 clusters Score: Raw -624820.698290 + Penalty 3153.407492 = -621667.290798 nChanged 601 SP:Iteration 2F (2377.982121 sec): 3 clusters Score: Raw -625143.768088 + Penalty 3153.407492 = -621990.360596 nChanged 469 SP:Iteration 3F (2378.066107 sec): 3 clusters Score: Raw -625433.465727 + Penalty 3153.407492 = -622280.058236 nChanged 487 SP:Iteration 4F (2378.121408 sec): 3 clusters Score: Raw -625789.448639 + Penalty 3153.407492 = -622636.041147 nChanged 492 SP:Iteration 5F (2378.190744 sec): 3 clusters Score: Raw -626158.940600 + Penalty 3153.407492 = -623005.533108 nChanged 477 SP:Iteration 6F (2378.260154 sec): 3 clusters Score: Raw -626539.589120 + Penalty 3153.407492 = -623386.181628 nChanged 425 SP:Iteration 7F (2378.321629 sec): 3 clusters Score: Raw -626836.897490 + Penalty 3153.407492 = -623683.489999 nChanged 344 SP:Iteration 8Q (2378.412683 sec): 3 clusters Score: Raw -627030.403767 + Penalty 3153.407492 = -623876.996275 nChanged 241 SP:Iteration 9Q (2378.471388 sec): 3 clusters Score: Raw -627146.188598 + Penalty 3153.407492 = -623992.781106 nChanged 169 SP:Iteration 10Q (2378.532731 sec): 3 clusters Score: Raw -627214.288577 + Penalty 3153.407492 = -624060.881085 nChanged 123 SP:Iteration 11Q (2378.594040 sec): 3 clusters Score: Raw -627266.566418 + Penalty 3153.407492 = -624113.158927 nChanged 97 SP:Iteration 12Q (2378.654927 sec): 3 clusters Score: Raw -627296.397959 + Penalty 3153.407492 = -624142.990467 nChanged 70 SP:Iteration 13Q (2378.715925 sec): 3 clusters Score: Raw -627318.784188 + Penalty 3153.407492 = -624165.376696 nChanged 53 SP:Iteration 14Q (2378.776371 sec): 3 clusters Score: Raw -627338.972107 + Penalty 3153.407492 = -624185.564616 nChanged 59 SP:Iteration 15Q (2378.836733 sec): 3 clusters Score: Raw -627360.358891 + Penalty 3153.407492 = -624206.951399 nChanged 48 SP:Iteration 16Q (2378.897607 sec): 3 clusters Score: Raw -627376.884775 + Penalty 3153.407492 = -624223.477283 nChanged 39 SP:Iteration 17Q (2378.959154 sec): 3 clusters Score: Raw -627390.655519 + Penalty 3153.407492 = -624237.248028 nChanged 46 SP:Iteration 18Q (2379.020177 sec): 3 clusters Score: Raw -627414.382067 + Penalty 3153.407492 = -624260.974575 nChanged 54 SP:Iteration 19Q (2379.079363 sec): 3 clusters Score: Raw -627445.543478 + Penalty 3153.407492 = -624292.135987 nChanged 57 SP:Iteration 20F (2379.136827 sec): 3 clusters Score: Raw -627481.610072 + Penalty 3153.407492 = -624328.202580 nChanged 69 SP:Iteration 21Q (2379.195634 sec): 3 clusters Score: Raw -627525.143020 + Penalty 3153.407492 = -624371.735529 nChanged 89 SP:Iteration 22Q (2379.259409 sec): 3 clusters Score: Raw -627575.845113 + Penalty 3153.407492 = -624422.437621 nChanged 79 SP:Iteration 23Q (2379.322864 sec): 3 clusters Score: Raw -627616.302898 + Penalty 3153.407492 = -624462.895407 nChanged 59 SP:Iteration 24Q (2379.404267 sec): 3 clusters Score: Raw -627643.543465 + Penalty 3153.407492 = -624490.135973 nChanged 52 SP:Iteration 25Q (2379.459972 sec): 3 clusters Score: Raw -627663.736573 + Penalty 3153.407492 = -624510.329082 nChanged 32 SP:Iteration 26Q (2379.515258 sec): 3 clusters Score: Raw -627678.722725 + Penalty 3153.407492 = -624525.315233 nChanged 34 SP:Iteration 27Q (2379.581390 sec): 3 clusters Score: Raw -627692.896921 + Penalty 3153.407492 = -624539.489430 nChanged 34 SP:Iteration 28Q (2379.639961 sec): 3 clusters Score: Raw -627705.774336 + Penalty 3153.407492 = -624552.366844 nChanged 34 SP:Iteration 29Q (2379.791808 sec): 3 clusters Score: Raw -627717.798425 + Penalty 3153.407492 = -624564.390933 nChanged 28 SP:Iteration 30Q (2379.969727 sec): 3 clusters Score: Raw -627727.390869 + Penalty 3153.407492 = -624573.983378 nChanged 30 SP:Iteration 31Q (2380.108696 sec): 3 clusters Score: Raw -627736.620546 + Penalty 3153.407492 = -624583.213054 nChanged 20 SP:Iteration 32Q (2380.265484 sec): 3 clusters Score: Raw -627744.019730 + Penalty 3153.407492 = -624590.612238 nChanged 23 SP:Iteration 33Q (2380.379011 sec): 3 clusters Score: Raw -627750.212054 + Penalty 3153.407492 = -624596.804562 nChanged 17 SP:Iteration 34Q (2380.492782 sec): 3 clusters Score: Raw -627756.116747 + Penalty 3153.407492 = -624602.709255 nChanged 15 SP:Iteration 35Q (2380.560599 sec): 3 clusters Score: Raw -627760.498629 + Penalty 3153.407492 = -624607.091137 nChanged 14 SP:Iteration 36Q (2380.619251 sec): 3 clusters Score: Raw -627765.647948 + Penalty 3153.407492 = -624612.240456 nChanged 15 SP:Iteration 37Q (2380.672577 sec): 3 clusters Score: Raw -627771.164295 + Penalty 3153.407492 = -624617.756804 nChanged 12 SP:Iteration 38Q (2380.726338 sec): 3 clusters Score: Raw -627774.054520 + Penalty 3153.407492 = -624620.647028 nChanged 9 SP:Iteration 39Q (2380.785896 sec): 3 clusters Score: Raw -627776.088679 + Penalty 3153.407492 = -624622.681187 nChanged 8 SP:Iteration 40F (2380.849934 sec): 3 clusters Score: Raw -627777.789409 + Penalty 3153.407492 = -624624.381917 nChanged 5 SP:Iteration 41Q (2380.976253 sec): 3 clusters Score: Raw -627778.603169 + Penalty 3153.407492 = -624625.195677 nChanged 5 SP:Iteration 42Q (2381.032786 sec): 3 clusters Score: Raw -627780.438000 + Penalty 3153.407492 = -624627.030508 nChanged 4 SP:Iteration 43Q (2381.089702 sec): 3 clusters Score: Raw -627781.759374 + Penalty 3153.407492 = -624628.351883 nChanged 4 SP:Iteration 44Q (2381.145337 sec): 3 clusters Score: Raw -627782.558328 + Penalty 3153.407492 = -624629.150836 nChanged 1 SP:Iteration 45Q (2381.203009 sec): 3 clusters Score: Raw -627782.696895 + Penalty 3153.407492 = -624629.289404 nChanged 0 SP:Iteration 46F (2381.298476 sec): 3 clusters Score: Raw -627782.696895 + Penalty 3153.407492 = -624629.289404 nChanged 0 Trying to split cluster 10 (6231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2381.383196 sec): 2 clusters Score: Raw -464300.526012 + Penalty 1533.394766 = -462767.131246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2381.454288 sec): 3 clusters Score: Raw -461058.113620 + Penalty 3066.789532 = -457991.324089 nChanged 2601 SP:Iteration 1F (2381.523254 sec): 3 clusters Score: Raw -462725.080768 + Penalty 3066.789532 = -459658.291237 nChanged 578 SP:Iteration 2F (2381.591885 sec): 3 clusters Score: Raw -463196.475125 + Penalty 3066.789532 = -460129.685593 nChanged 477 SP:Iteration 3F (2381.649261 sec): 3 clusters Score: Raw -463583.736827 + Penalty 3066.789532 = -460516.947296 nChanged 448 SP:Iteration 4F (2381.695967 sec): 3 clusters Score: Raw -463972.463439 + Penalty 3066.789532 = -460905.673908 nChanged 399 SP:Iteration 5F (2381.742697 sec): 3 clusters Score: Raw -464354.735740 + Penalty 3066.789532 = -461287.946208 nChanged 386 SP:Iteration 6F (2381.792283 sec): 3 clusters Score: Raw -464666.172156 + Penalty 3066.789532 = -461599.382625 nChanged 286 SP:Iteration 7Q (2381.846046 sec): 3 clusters Score: Raw -464843.358552 + Penalty 3066.789532 = -461776.569020 nChanged 182 SP:Iteration 8Q (2381.899990 sec): 3 clusters Score: Raw -464935.996046 + Penalty 3066.789532 = -461869.206515 nChanged 119 SP:Iteration 9Q (2381.953603 sec): 3 clusters Score: Raw -464996.299923 + Penalty 3066.789532 = -461929.510392 nChanged 106 SP:Iteration 10Q (2382.007216 sec): 3 clusters Score: Raw -465045.450468 + Penalty 3066.789532 = -461978.660937 nChanged 73 SP:Iteration 11Q (2382.197716 sec): 3 clusters Score: Raw -465073.809570 + Penalty 3066.789532 = -462007.020038 nChanged 55 SP:Iteration 12Q (2382.342188 sec): 3 clusters Score: Raw -465092.120727 + Penalty 3066.789532 = -462025.331195 nChanged 40 SP:Iteration 13Q (2382.477404 sec): 3 clusters Score: Raw -465104.701870 + Penalty 3066.789532 = -462037.912339 nChanged 27 SP:Iteration 14Q (2382.610977 sec): 3 clusters Score: Raw -465114.836018 + Penalty 3066.789532 = -462048.046487 nChanged 22 SP:Iteration 15Q (2382.703204 sec): 3 clusters Score: Raw -465122.063877 + Penalty 3066.789532 = -462055.274346 nChanged 22 SP:Iteration 16Q (2382.759985 sec): 3 clusters Score: Raw -465127.790562 + Penalty 3066.789532 = -462061.001031 nChanged 11 SP:Iteration 17Q (2382.808747 sec): 3 clusters Score: Raw -465129.632077 + Penalty 3066.789532 = -462062.842546 nChanged 6 SP:Iteration 18Q (2382.867107 sec): 3 clusters Score: Raw -465132.065032 + Penalty 3066.789532 = -462065.275500 nChanged 10 SP:Iteration 19Q (2382.978283 sec): 3 clusters Score: Raw -465134.388505 + Penalty 3066.789532 = -462067.598974 nChanged 7 SP:Iteration 20F (2383.119855 sec): 3 clusters Score: Raw -465136.899809 + Penalty 3066.789532 = -462070.110278 nChanged 11 SP:Iteration 21Q (2383.284666 sec): 3 clusters Score: Raw -465140.136413 + Penalty 3066.789532 = -462073.346881 nChanged 12 SP:Iteration 22Q (2383.387699 sec): 3 clusters Score: Raw -465143.699069 + Penalty 3066.789532 = -462076.909537 nChanged 12 SP:Iteration 23Q (2383.523654 sec): 3 clusters Score: Raw -465147.002094 + Penalty 3066.789532 = -462080.212562 nChanged 12 SP:Iteration 24Q (2383.658608 sec): 3 clusters Score: Raw -465149.955254 + Penalty 3066.789532 = -462083.165722 nChanged 10 SP:Iteration 25Q (2383.791347 sec): 3 clusters Score: Raw -465153.394986 + Penalty 3066.789532 = -462086.605454 nChanged 10 SP:Iteration 26Q (2383.919301 sec): 3 clusters Score: Raw -465155.562720 + Penalty 3066.789532 = -462088.773188 nChanged 3 SP:Iteration 27Q (2384.026020 sec): 3 clusters Score: Raw -465156.176291 + Penalty 3066.789532 = -462089.386759 nChanged 2 SP:Iteration 28Q (2384.170997 sec): 3 clusters Score: Raw -465156.827599 + Penalty 3066.789532 = -462090.038067 nChanged 3 SP:Iteration 29Q (2384.313197 sec): 3 clusters Score: Raw -465157.335761 + Penalty 3066.789532 = -462090.546229 nChanged 2 SP:Iteration 30Q (2384.441177 sec): 3 clusters Score: Raw -465157.774338 + Penalty 3066.789532 = -462090.984806 nChanged 4 SP:Iteration 31Q (2384.573720 sec): 3 clusters Score: Raw -465158.731302 + Penalty 3066.789532 = -462091.941770 nChanged 4 SP:Iteration 32Q (2384.697288 sec): 3 clusters Score: Raw -465159.543810 + Penalty 3066.789532 = -462092.754278 nChanged 4 SP:Iteration 33Q (2384.818712 sec): 3 clusters Score: Raw -465160.294797 + Penalty 3066.789532 = -462093.505266 nChanged 7 SP:Iteration 34Q (2384.940212 sec): 3 clusters Score: Raw -465161.392984 + Penalty 3066.789532 = -462094.603453 nChanged 5 SP:Iteration 35Q (2385.067606 sec): 3 clusters Score: Raw -465162.619044 + Penalty 3066.789532 = -462095.829512 nChanged 5 SP:Iteration 36Q (2385.200022 sec): 3 clusters Score: Raw -465163.315075 + Penalty 3066.789532 = -462096.525544 nChanged 3 SP:Iteration 37Q (2385.330348 sec): 3 clusters Score: Raw -465164.171249 + Penalty 3066.789532 = -462097.381718 nChanged 3 SP:Iteration 38Q (2385.461399 sec): 3 clusters Score: Raw -465164.966997 + Penalty 3066.789532 = -462098.177465 nChanged 2 SP:Iteration 39Q (2385.588283 sec): 3 clusters Score: Raw -465165.725784 + Penalty 3066.789532 = -462098.936253 nChanged 4 SP:Iteration 40F (2385.718970 sec): 3 clusters Score: Raw -465166.437396 + Penalty 3066.789532 = -462099.647864 nChanged 4 SP:Iteration 41Q (2385.850947 sec): 3 clusters Score: Raw -465167.111051 + Penalty 3066.789532 = -462100.321520 nChanged 4 SP:Iteration 42Q (2385.971926 sec): 3 clusters Score: Raw -465167.951000 + Penalty 3066.789532 = -462101.161469 nChanged 5 SP:Iteration 43Q (2386.099124 sec): 3 clusters Score: Raw -465169.119588 + Penalty 3066.789532 = -462102.330056 nChanged 5 SP:Iteration 44Q (2386.222635 sec): 3 clusters Score: Raw -465170.279035 + Penalty 3066.789532 = -462103.489503 nChanged 5 SP:Iteration 45Q (2386.366420 sec): 3 clusters Score: Raw -465171.423864 + Penalty 3066.789532 = -462104.634332 nChanged 5 SP:Iteration 46Q (2386.501671 sec): 3 clusters Score: Raw -465172.881535 + Penalty 3066.789532 = -462106.092003 nChanged 6 SP:Iteration 47Q (2386.634430 sec): 3 clusters Score: Raw -465174.243295 + Penalty 3066.789532 = -462107.453763 nChanged 3 SP:Iteration 48Q (2386.679900 sec): 3 clusters Score: Raw -465175.389819 + Penalty 3066.789532 = -462108.600287 nChanged 5 SP:Iteration 49Q (2386.732172 sec): 3 clusters Score: Raw -465176.635098 + Penalty 3066.789532 = -462109.845566 nChanged 4 SP:Iteration 50Q (2386.786040 sec): 3 clusters Score: Raw -465177.623511 + Penalty 3066.789532 = -462110.833979 nChanged 3 SP:Iteration 51Q (2386.839563 sec): 3 clusters Score: Raw -465178.002703 + Penalty 3066.789532 = -462111.213172 nChanged 1 SP:Iteration 52Q (2386.892870 sec): 3 clusters Score: Raw -465178.157254 + Penalty 3066.789532 = -462111.367723 nChanged 1 SP:Iteration 53Q (2386.945350 sec): 3 clusters Score: Raw -465178.735971 + Penalty 3066.789532 = -462111.946440 nChanged 2 SP:Iteration 54Q (2386.997861 sec): 3 clusters Score: Raw -465179.343587 + Penalty 3066.789532 = -462112.554055 nChanged 2 SP:Iteration 55Q (2387.050419 sec): 3 clusters Score: Raw -465179.711768 + Penalty 3066.789532 = -462112.922236 nChanged 1 SP:Iteration 56Q (2387.102479 sec): 3 clusters Score: Raw -465179.968649 + Penalty 3066.789532 = -462113.179117 nChanged 4 SP:Iteration 57Q (2387.154588 sec): 3 clusters Score: Raw -465180.848864 + Penalty 3066.789532 = -462114.059332 nChanged 2 SP:Iteration 58Q (2387.206714 sec): 3 clusters Score: Raw -465181.053351 + Penalty 3066.789532 = -462114.263820 nChanged 2 SP:Iteration 59Q (2387.259876 sec): 3 clusters Score: Raw -465181.362709 + Penalty 3066.789532 = -462114.573177 nChanged 4 SP:Iteration 60F (2387.312453 sec): 3 clusters Score: Raw -465182.700969 + Penalty 3066.789532 = -462115.911438 nChanged 4 SP:Iteration 61Q (2387.389477 sec): 3 clusters Score: Raw -465183.569690 + Penalty 3066.789532 = -462116.780158 nChanged 1 SP:Iteration 62Q (2387.442285 sec): 3 clusters Score: Raw -465183.746572 + Penalty 3066.789532 = -462116.957041 nChanged 0 SP:Iteration 63F (2387.496701 sec): 3 clusters Score: Raw -465183.746572 + Penalty 3066.789532 = -462116.957041 nChanged 0 Trying to split cluster 11 (2746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2387.539092 sec): 2 clusters Score: Raw -172446.567207 + Penalty 1389.591553 = -171056.975654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2387.575041 sec): 3 clusters Score: Raw -171230.166393 + Penalty 2779.183106 = -168450.983287 nChanged 1045 SP:Iteration 1F (2387.609498 sec): 3 clusters Score: Raw -172064.111303 + Penalty 2779.183106 = -169284.928197 nChanged 263 SP:Iteration 2F (2387.645984 sec): 3 clusters Score: Raw -172355.785348 + Penalty 2779.183106 = -169576.602242 nChanged 192 SP:Iteration 3F (2387.682438 sec): 3 clusters Score: Raw -172562.136574 + Penalty 2779.183106 = -169782.953468 nChanged 139 SP:Iteration 4F (2387.718851 sec): 3 clusters Score: Raw -172674.417518 + Penalty 2779.183106 = -169895.234412 nChanged 100 SP:Iteration 5Q (2387.755689 sec): 3 clusters Score: Raw -172774.311918 + Penalty 2779.183106 = -169995.128812 nChanged 92 SP:Iteration 6Q (2387.792159 sec): 3 clusters Score: Raw -172868.577674 + Penalty 2779.183106 = -170089.394568 nChanged 94 SP:Iteration 7Q (2387.826484 sec): 3 clusters Score: Raw -173001.547695 + Penalty 2779.183106 = -170222.364590 nChanged 109 SP:Iteration 8Q (2387.860705 sec): 3 clusters Score: Raw -173165.128466 + Penalty 2779.183106 = -170385.945361 nChanged 86 SP:Iteration 9Q (2387.976479 sec): 3 clusters Score: Raw -173270.523319 + Penalty 2779.183106 = -170491.340214 nChanged 77 SP:Iteration 10Q (2388.092731 sec): 3 clusters Score: Raw -173329.340988 + Penalty 2779.183106 = -170550.157883 nChanged 49 SP:Iteration 11Q (2388.207827 sec): 3 clusters Score: Raw -173367.914272 + Penalty 2779.183106 = -170588.731166 nChanged 40 SP:Iteration 12Q (2388.326286 sec): 3 clusters Score: Raw -173401.316263 + Penalty 2779.183106 = -170622.133157 nChanged 40 SP:Iteration 13Q (2388.444450 sec): 3 clusters Score: Raw -173430.987496 + Penalty 2779.183106 = -170651.804390 nChanged 33 SP:Iteration 14Q (2388.563251 sec): 3 clusters Score: Raw -173458.349653 + Penalty 2779.183106 = -170679.166547 nChanged 35 SP:Iteration 15Q (2388.680801 sec): 3 clusters Score: Raw -173482.732884 + Penalty 2779.183106 = -170703.549778 nChanged 35 SP:Iteration 16Q (2388.798757 sec): 3 clusters Score: Raw -173507.247444 + Penalty 2779.183106 = -170728.064338 nChanged 34 SP:Iteration 17Q (2388.916319 sec): 3 clusters Score: Raw -173530.514169 + Penalty 2779.183106 = -170751.331063 nChanged 30 SP:Iteration 18Q (2388.957613 sec): 3 clusters Score: Raw -173552.322008 + Penalty 2779.183106 = -170773.138902 nChanged 33 SP:Iteration 19Q (2388.991279 sec): 3 clusters Score: Raw -173574.503450 + Penalty 2779.183106 = -170795.320345 nChanged 30 SP:Iteration 20F (2389.025415 sec): 3 clusters Score: Raw -173592.144044 + Penalty 2779.183106 = -170812.960938 nChanged 27 SP:Iteration 21Q (2389.058930 sec): 3 clusters Score: Raw -173609.135653 + Penalty 2779.183106 = -170829.952547 nChanged 29 SP:Iteration 22Q (2389.092818 sec): 3 clusters Score: Raw -173629.686155 + Penalty 2779.183106 = -170850.503049 nChanged 32 SP:Iteration 23Q (2389.126397 sec): 3 clusters Score: Raw -173653.921933 + Penalty 2779.183106 = -170874.738827 nChanged 35 SP:Iteration 24Q (2389.241820 sec): 3 clusters Score: Raw -173685.044248 + Penalty 2779.183106 = -170905.861142 nChanged 37 SP:Iteration 25Q (2389.322229 sec): 3 clusters Score: Raw -173723.632903 + Penalty 2779.183106 = -170944.449797 nChanged 37 SP:Iteration 26Q (2389.355712 sec): 3 clusters Score: Raw -173759.208884 + Penalty 2779.183106 = -170980.025778 nChanged 37 SP:Iteration 27Q (2389.389102 sec): 3 clusters Score: Raw -173801.917755 + Penalty 2779.183106 = -171022.734649 nChanged 42 SP:Iteration 28Q (2389.422309 sec): 3 clusters Score: Raw -173840.987512 + Penalty 2779.183106 = -171061.804406 nChanged 27 SP:Iteration 29Q (2389.455556 sec): 3 clusters Score: Raw -173859.676130 + Penalty 2779.183106 = -171080.493024 nChanged 22 SP:Iteration 30Q (2389.488721 sec): 3 clusters Score: Raw -173875.991481 + Penalty 2779.183106 = -171096.808376 nChanged 21 SP:Iteration 31Q (2389.521896 sec): 3 clusters Score: Raw -173902.451042 + Penalty 2779.183106 = -171123.267937 nChanged 27 SP:Iteration 32Q (2389.565280 sec): 3 clusters Score: Raw -173924.855234 + Penalty 2779.183106 = -171145.672128 nChanged 24 SP:Iteration 33Q (2389.598382 sec): 3 clusters Score: Raw -173940.472031 + Penalty 2779.183106 = -171161.288925 nChanged 15 SP:Iteration 34Q (2389.631298 sec): 3 clusters Score: Raw -173949.665352 + Penalty 2779.183106 = -171170.482247 nChanged 17 SP:Iteration 35Q (2389.664265 sec): 3 clusters Score: Raw -173959.934598 + Penalty 2779.183106 = -171180.751492 nChanged 10 SP:Iteration 36Q (2389.697200 sec): 3 clusters Score: Raw -173967.344270 + Penalty 2779.183106 = -171188.161164 nChanged 9 SP:Iteration 37Q (2389.730047 sec): 3 clusters Score: Raw -173972.873760 + Penalty 2779.183106 = -171193.690654 nChanged 10 SP:Iteration 38Q (2389.762882 sec): 3 clusters Score: Raw -173978.238504 + Penalty 2779.183106 = -171199.055398 nChanged 4 SP:Iteration 39Q (2389.795659 sec): 3 clusters Score: Raw -173979.496673 + Penalty 2779.183106 = -171200.313567 nChanged 4 SP:Iteration 40F (2389.911654 sec): 3 clusters Score: Raw -173980.583391 + Penalty 2779.183106 = -171201.400285 nChanged 5 SP:Iteration 41Q (2390.029735 sec): 3 clusters Score: Raw -173984.116056 + Penalty 2779.183106 = -171204.932951 nChanged 4 SP:Iteration 42Q (2390.148012 sec): 3 clusters Score: Raw -173986.931283 + Penalty 2779.183106 = -171207.748177 nChanged 7 SP:Iteration 43Q (2390.266042 sec): 3 clusters Score: Raw -173993.234072 + Penalty 2779.183106 = -171214.050966 nChanged 7 SP:Iteration 44Q (2390.379756 sec): 3 clusters Score: Raw -173999.227983 + Penalty 2779.183106 = -171220.044877 nChanged 11 SP:Iteration 45Q (2390.489602 sec): 3 clusters Score: Raw -174005.929394 + Penalty 2779.183106 = -171226.746288 nChanged 10 SP:Iteration 46Q (2390.603858 sec): 3 clusters Score: Raw -174016.809105 + Penalty 2779.183106 = -171237.625999 nChanged 16 SP:Iteration 47Q (2390.732018 sec): 3 clusters Score: Raw -174034.587618 + Penalty 2779.183106 = -171255.404513 nChanged 22 SP:Iteration 48Q (2390.762965 sec): 3 clusters Score: Raw -174059.902134 + Penalty 2779.183106 = -171280.719028 nChanged 22 SP:Iteration 49Q (2390.795945 sec): 3 clusters Score: Raw -174085.357473 + Penalty 2779.183106 = -171306.174367 nChanged 18 SP:Iteration 50Q (2390.828460 sec): 3 clusters Score: Raw -174109.640838 + Penalty 2779.183106 = -171330.457732 nChanged 23 SP:Iteration 51Q (2390.861111 sec): 3 clusters Score: Raw -174146.235623 + Penalty 2779.183106 = -171367.052517 nChanged 16 SP:Iteration 52Q (2390.893611 sec): 3 clusters Score: Raw -174172.182873 + Penalty 2779.183106 = -171392.999767 nChanged 15 SP:Iteration 53Q (2390.926283 sec): 3 clusters Score: Raw -174192.028067 + Penalty 2779.183106 = -171412.844961 nChanged 17 SP:Iteration 54Q (2390.958630 sec): 3 clusters Score: Raw -174217.064935 + Penalty 2779.183106 = -171437.881829 nChanged 17 SP:Iteration 55Q (2390.991120 sec): 3 clusters Score: Raw -174238.144825 + Penalty 2779.183106 = -171458.961719 nChanged 10 SP:Iteration 56Q (2391.023223 sec): 3 clusters Score: Raw -174248.312802 + Penalty 2779.183106 = -171469.129697 nChanged 4 SP:Iteration 57Q (2391.055658 sec): 3 clusters Score: Raw -174250.417931 + Penalty 2779.183106 = -171471.234825 nChanged 1 SP:Iteration 58Q (2391.087815 sec): 3 clusters Score: Raw -174251.787599 + Penalty 2779.183106 = -171472.604494 nChanged 0 SP:Iteration 59F (2391.121772 sec): 3 clusters Score: Raw -174251.787599 + Penalty 2779.183106 = -171472.604494 nChanged 0 Score: Raw -7080083.140730 + Penalty 38435.584334 = -7041647.556396 Splitting cluster 11 changes total score from -7038920.151896 to -7041647.556396 So it's getting split into cluster 19. Trying to split cluster 12 (2445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2393.626657 sec): 2 clusters Score: Raw -116757.809333 + Penalty 1369.215971 = -115388.593362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2393.659448 sec): 3 clusters Score: Raw -115717.488457 + Penalty 2738.431941 = -112979.056516 nChanged 920 SP:Iteration 1F (2393.690415 sec): 3 clusters Score: Raw -116639.605676 + Penalty 2738.431941 = -113901.173735 nChanged 302 SP:Iteration 2F (2393.722063 sec): 3 clusters Score: Raw -117208.991678 + Penalty 2738.431941 = -114470.559737 nChanged 216 SP:Iteration 3F (2393.753386 sec): 3 clusters Score: Raw -117605.186911 + Penalty 2738.431941 = -114866.754970 nChanged 148 SP:Iteration 4F (2393.783970 sec): 3 clusters Score: Raw -117787.512094 + Penalty 2738.431941 = -115049.080153 nChanged 98 SP:Iteration 5Q (2393.814856 sec): 3 clusters Score: Raw -117923.025049 + Penalty 2738.431941 = -115184.593108 nChanged 81 SP:Iteration 6Q (2393.844631 sec): 3 clusters Score: Raw -118030.964986 + Penalty 2738.431941 = -115292.533045 nChanged 79 SP:Iteration 7Q (2393.875343 sec): 3 clusters Score: Raw -118110.952986 + Penalty 2738.431941 = -115372.521045 nChanged 69 SP:Iteration 8Q (2393.970835 sec): 3 clusters Score: Raw -118183.654752 + Penalty 2738.431941 = -115445.222811 nChanged 56 SP:Iteration 9Q (2394.089779 sec): 3 clusters Score: Raw -118233.338985 + Penalty 2738.431941 = -115494.907044 nChanged 35 SP:Iteration 10Q (2394.207142 sec): 3 clusters Score: Raw -118262.094893 + Penalty 2738.431941 = -115523.662952 nChanged 36 SP:Iteration 11Q (2394.323990 sec): 3 clusters Score: Raw -118292.070972 + Penalty 2738.431941 = -115553.639031 nChanged 31 SP:Iteration 12Q (2394.436082 sec): 3 clusters Score: Raw -118319.976324 + Penalty 2738.431941 = -115581.544383 nChanged 29 SP:Iteration 13Q (2394.553456 sec): 3 clusters Score: Raw -118340.667664 + Penalty 2738.431941 = -115602.235723 nChanged 27 SP:Iteration 14Q (2394.696752 sec): 3 clusters Score: Raw -118356.948280 + Penalty 2738.431941 = -115618.516339 nChanged 18 SP:Iteration 15Q (2394.706014 sec): 3 clusters Score: Raw -118373.656876 + Penalty 2738.431941 = -115635.224935 nChanged 22 SP:Iteration 16Q (2394.742764 sec): 3 clusters Score: Raw -118387.811065 + Penalty 2738.431941 = -115649.379124 nChanged 17 SP:Iteration 17Q (2394.778574 sec): 3 clusters Score: Raw -118396.469957 + Penalty 2738.431941 = -115658.038016 nChanged 10 SP:Iteration 18Q (2394.814388 sec): 3 clusters Score: Raw -118400.557057 + Penalty 2738.431941 = -115662.125116 nChanged 5 SP:Iteration 19Q (2394.850338 sec): 3 clusters Score: Raw -118401.240042 + Penalty 2738.431941 = -115662.808101 nChanged 1 SP:Iteration 20F (2394.886852 sec): 3 clusters Score: Raw -118401.623047 + Penalty 2738.431941 = -115663.191106 nChanged 1 SP:Iteration 21Q (2394.922827 sec): 3 clusters Score: Raw -118402.160559 + Penalty 2738.431941 = -115663.728618 nChanged 0 SP:Iteration 22F (2394.955292 sec): 3 clusters Score: Raw -118402.160559 + Penalty 2738.431941 = -115663.728618 nChanged 0 Score: Raw -7081727.491956 + Penalty 40458.509825 = -7041268.982131 Splitting cluster 12 changes total score from -7038920.151896 to -7041268.982131 So it's getting split into cluster 20. Trying to split cluster 13 (15298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2397.706375 sec): 2 clusters Score: Raw -1170508.382833 + Penalty 1691.026280 = -1168817.356553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2397.811167 sec): 3 clusters Score: Raw -1161373.774402 + Penalty 3382.052560 = -1157991.721842 nChanged 6908 SP:Iteration 1F (2397.919682 sec): 3 clusters Score: Raw -1165497.932482 + Penalty 3382.052560 = -1162115.879922 nChanged 1168 SP:Iteration 2F (2398.021615 sec): 3 clusters Score: Raw -1166306.221634 + Penalty 3382.052560 = -1162924.169073 nChanged 1294 SP:Iteration 3F (2398.105818 sec): 3 clusters Score: Raw -1167340.261155 + Penalty 3382.052560 = -1163958.208595 nChanged 1237 SP:Iteration 4F (2398.209256 sec): 3 clusters Score: Raw -1168350.650664 + Penalty 3382.052560 = -1164968.598103 nChanged 1086 SP:Iteration 5F (2398.298245 sec): 3 clusters Score: Raw -1169128.195532 + Penalty 3382.052560 = -1165746.142972 nChanged 819 SP:Iteration 6F (2398.463213 sec): 3 clusters Score: Raw -1169640.369471 + Penalty 3382.052560 = -1166258.316911 nChanged 586 SP:Iteration 7Q (2398.613020 sec): 3 clusters Score: Raw -1169964.132156 + Penalty 3382.052560 = -1166582.079596 nChanged 445 SP:Iteration 8Q (2398.701919 sec): 3 clusters Score: Raw -1170178.087082 + Penalty 3382.052560 = -1166796.034521 nChanged 329 SP:Iteration 9Q (2398.793272 sec): 3 clusters Score: Raw -1170328.252227 + Penalty 3382.052560 = -1166946.199667 nChanged 273 SP:Iteration 10Q (2398.889251 sec): 3 clusters Score: Raw -1170445.279234 + Penalty 3382.052560 = -1167063.226674 nChanged 217 SP:Iteration 11Q (2398.995500 sec): 3 clusters Score: Raw -1170519.213666 + Penalty 3382.052560 = -1167137.161106 nChanged 185 SP:Iteration 12Q (2399.123722 sec): 3 clusters Score: Raw -1170585.922211 + Penalty 3382.052560 = -1167203.869651 nChanged 162 SP:Iteration 13Q (2399.288443 sec): 3 clusters Score: Raw -1170641.997207 + Penalty 3382.052560 = -1167259.944647 nChanged 155 SP:Iteration 14Q (2399.471747 sec): 3 clusters Score: Raw -1170698.197527 + Penalty 3382.052560 = -1167316.144966 nChanged 155 SP:Iteration 15Q (2399.630233 sec): 3 clusters Score: Raw -1170768.188712 + Penalty 3382.052560 = -1167386.136152 nChanged 161 SP:Iteration 16Q (2399.779787 sec): 3 clusters Score: Raw -1170842.534143 + Penalty 3382.052560 = -1167460.481583 nChanged 156 SP:Iteration 17Q (2399.904448 sec): 3 clusters Score: Raw -1170922.069616 + Penalty 3382.052560 = -1167540.017055 nChanged 162 SP:Iteration 18Q (2400.008054 sec): 3 clusters Score: Raw -1171004.655155 + Penalty 3382.052560 = -1167622.602594 nChanged 173 SP:Iteration 19Q (2400.088972 sec): 3 clusters Score: Raw -1171094.378350 + Penalty 3382.052560 = -1167712.325790 nChanged 174 SP:Iteration 20F (2400.181392 sec): 3 clusters Score: Raw -1171197.508174 + Penalty 3382.052560 = -1167815.455614 nChanged 163 SP:Iteration 21Q (2400.283238 sec): 3 clusters Score: Raw -1171288.288065 + Penalty 3382.052560 = -1167906.235505 nChanged 152 SP:Iteration 22Q (2400.369002 sec): 3 clusters Score: Raw -1171384.042625 + Penalty 3382.052560 = -1168001.990065 nChanged 128 SP:Iteration 23Q (2400.454307 sec): 3 clusters Score: Raw -1171449.855434 + Penalty 3382.052560 = -1168067.802874 nChanged 107 SP:Iteration 24Q (2400.559803 sec): 3 clusters Score: Raw -1171499.463722 + Penalty 3382.052560 = -1168117.411161 nChanged 94 SP:Iteration 25Q (2400.648125 sec): 3 clusters Score: Raw -1171535.865759 + Penalty 3382.052560 = -1168153.813198 nChanged 83 SP:Iteration 26Q (2400.726918 sec): 3 clusters Score: Raw -1171561.224084 + Penalty 3382.052560 = -1168179.171524 nChanged 64 SP:Iteration 27Q (2400.827728 sec): 3 clusters Score: Raw -1171579.799784 + Penalty 3382.052560 = -1168197.747224 nChanged 62 SP:Iteration 28Q (2400.916231 sec): 3 clusters Score: Raw -1171595.990729 + Penalty 3382.052560 = -1168213.938168 nChanged 47 SP:Iteration 29Q (2401.039633 sec): 3 clusters Score: Raw -1171606.948961 + Penalty 3382.052560 = -1168224.896400 nChanged 48 SP:Iteration 30Q (2401.145299 sec): 3 clusters Score: Raw -1171617.169069 + Penalty 3382.052560 = -1168235.116508 nChanged 34 SP:Iteration 31Q (2401.220295 sec): 3 clusters Score: Raw -1171624.851392 + Penalty 3382.052560 = -1168242.798831 nChanged 37 SP:Iteration 32Q (2401.313876 sec): 3 clusters Score: Raw -1171634.177939 + Penalty 3382.052560 = -1168252.125379 nChanged 31 SP:Iteration 33Q (2401.405786 sec): 3 clusters Score: Raw -1171641.788082 + Penalty 3382.052560 = -1168259.735522 nChanged 29 SP:Iteration 34Q (2401.488228 sec): 3 clusters Score: Raw -1171646.504459 + Penalty 3382.052560 = -1168264.451898 nChanged 26 SP:Iteration 35Q (2401.568811 sec): 3 clusters Score: Raw -1171651.617415 + Penalty 3382.052560 = -1168269.564854 nChanged 24 SP:Iteration 36Q (2401.651734 sec): 3 clusters Score: Raw -1171656.639865 + Penalty 3382.052560 = -1168274.587305 nChanged 25 SP:Iteration 37Q (2401.756705 sec): 3 clusters Score: Raw -1171661.853041 + Penalty 3382.052560 = -1168279.800481 nChanged 21 SP:Iteration 38Q (2401.874853 sec): 3 clusters Score: Raw -1171664.925666 + Penalty 3382.052560 = -1168282.873106 nChanged 17 SP:Iteration 39Q (2401.950396 sec): 3 clusters Score: Raw -1171667.614992 + Penalty 3382.052560 = -1168285.562432 nChanged 18 SP:Iteration 40F (2402.038241 sec): 3 clusters Score: Raw -1171670.884121 + Penalty 3382.052560 = -1168288.831561 nChanged 16 SP:Iteration 41Q (2402.127950 sec): 3 clusters Score: Raw -1171673.429826 + Penalty 3382.052560 = -1168291.377265 nChanged 7 SP:Iteration 42Q (2402.217509 sec): 3 clusters Score: Raw -1171674.797663 + Penalty 3382.052560 = -1168292.745102 nChanged 12 SP:Iteration 43Q (2402.304033 sec): 3 clusters Score: Raw -1171676.910824 + Penalty 3382.052560 = -1168294.858263 nChanged 10 SP:Iteration 44Q (2402.485275 sec): 3 clusters Score: Raw -1171678.835701 + Penalty 3382.052560 = -1168296.783140 nChanged 12 SP:Iteration 45Q (2402.676679 sec): 3 clusters Score: Raw -1171681.452850 + Penalty 3382.052560 = -1168299.400289 nChanged 10 SP:Iteration 46Q (2402.804173 sec): 3 clusters Score: Raw -1171683.402551 + Penalty 3382.052560 = -1168301.349991 nChanged 9 SP:Iteration 47Q (2402.890695 sec): 3 clusters Score: Raw -1171684.698294 + Penalty 3382.052560 = -1168302.645734 nChanged 6 SP:Iteration 48Q (2402.975909 sec): 3 clusters Score: Raw -1171686.200693 + Penalty 3382.052560 = -1168304.148133 nChanged 8 SP:Iteration 49Q (2403.061333 sec): 3 clusters Score: Raw -1171687.915469 + Penalty 3382.052560 = -1168305.862909 nChanged 10 SP:Iteration 50Q (2403.147766 sec): 3 clusters Score: Raw -1171689.151997 + Penalty 3382.052560 = -1168307.099437 nChanged 8 SP:Iteration 51Q (2403.234023 sec): 3 clusters Score: Raw -1171690.279202 + Penalty 3382.052560 = -1168308.226642 nChanged 5 SP:Iteration 52Q (2403.319904 sec): 3 clusters Score: Raw -1171691.023261 + Penalty 3382.052560 = -1168308.970701 nChanged 8 SP:Iteration 53Q (2403.444600 sec): 3 clusters Score: Raw -1171692.562816 + Penalty 3382.052560 = -1168310.510255 nChanged 5 SP:Iteration 54Q (2403.550502 sec): 3 clusters Score: Raw -1171693.230981 + Penalty 3382.052560 = -1168311.178421 nChanged 1 SP:Iteration 55Q (2403.627628 sec): 3 clusters Score: Raw -1171693.292787 + Penalty 3382.052560 = -1168311.240226 nChanged 1 SP:Iteration 56Q (2403.710202 sec): 3 clusters Score: Raw -1171693.336253 + Penalty 3382.052560 = -1168311.283693 nChanged 1 SP:Iteration 57Q (2403.820528 sec): 3 clusters Score: Raw -1171693.395949 + Penalty 3382.052560 = -1168311.343388 nChanged 1 SP:Iteration 58Q (2403.907012 sec): 3 clusters Score: Raw -1171693.437005 + Penalty 3382.052560 = -1168311.384445 nChanged 1 SP:Iteration 59Q (2403.996387 sec): 3 clusters Score: Raw -1171693.545336 + Penalty 3382.052560 = -1168311.492775 nChanged 1 SP:Iteration 60F (2404.213573 sec): 3 clusters Score: Raw -1171693.585859 + Penalty 3382.052560 = -1168311.533298 nChanged 1 SP:Iteration 61Q (2404.272468 sec): 3 clusters Score: Raw -1171693.670842 + Penalty 3382.052560 = -1168311.618282 nChanged 1 SP:Iteration 62Q (2404.362163 sec): 3 clusters Score: Raw -1171693.702127 + Penalty 3382.052560 = -1168311.649567 nChanged 1 SP:Iteration 63Q (2404.488390 sec): 3 clusters Score: Raw -1171693.800372 + Penalty 3382.052560 = -1168311.747812 nChanged 0 SP:Iteration 64F (2404.567699 sec): 3 clusters Score: Raw -1171693.800372 + Penalty 3382.052560 = -1168311.747812 nChanged 0 Trying to split cluster 14 (5142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2404.622646 sec): 2 clusters Score: Raw -350555.264690 + Penalty 1499.682142 = -349055.582548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2404.686686 sec): 3 clusters Score: Raw -347961.795733 + Penalty 2999.364283 = -344962.431450 nChanged 2067 SP:Iteration 1F (2404.821790 sec): 3 clusters Score: Raw -349407.516996 + Penalty 2999.364283 = -346408.152713 nChanged 529 SP:Iteration 2F (2404.886428 sec): 3 clusters Score: Raw -350196.798457 + Penalty 2999.364283 = -347197.434174 nChanged 571 SP:Iteration 3F (2404.929736 sec): 3 clusters Score: Raw -351271.829462 + Penalty 2999.364283 = -348272.465179 nChanged 554 SP:Iteration 4F (2404.976271 sec): 3 clusters Score: Raw -352373.101940 + Penalty 2999.364283 = -349373.737657 nChanged 400 SP:Iteration 5F (2405.042237 sec): 3 clusters Score: Raw -353024.545771 + Penalty 2999.364283 = -350025.181488 nChanged 218 SP:Iteration 6Q (2405.088058 sec): 3 clusters Score: Raw -353332.457325 + Penalty 2999.364283 = -350333.093042 nChanged 110 SP:Iteration 7Q (2405.133851 sec): 3 clusters Score: Raw -353532.139263 + Penalty 2999.364283 = -350532.774980 nChanged 81 SP:Iteration 8Q (2405.208657 sec): 3 clusters Score: Raw -353679.348293 + Penalty 2999.364283 = -350679.984010 nChanged 47 SP:Iteration 9Q (2405.322559 sec): 3 clusters Score: Raw -353723.651125 + Penalty 2999.364283 = -350724.286842 nChanged 24 SP:Iteration 10Q (2405.452424 sec): 3 clusters Score: Raw -353733.732923 + Penalty 2999.364283 = -350734.368640 nChanged 14 SP:Iteration 11Q (2405.609821 sec): 3 clusters Score: Raw -353738.687784 + Penalty 2999.364283 = -350739.323500 nChanged 7 SP:Iteration 12Q (2405.665950 sec): 3 clusters Score: Raw -353740.603662 + Penalty 2999.364283 = -350741.239379 nChanged 3 SP:Iteration 13Q (2405.711614 sec): 3 clusters Score: Raw -353741.591930 + Penalty 2999.364283 = -350742.227647 nChanged 2 SP:Iteration 14Q (2405.756025 sec): 3 clusters Score: Raw -353741.923378 + Penalty 2999.364283 = -350742.559094 nChanged 1 SP:Iteration 15Q (2405.805758 sec): 3 clusters Score: Raw -353742.155809 + Penalty 2999.364283 = -350742.791526 nChanged 1 SP:Iteration 16Q (2405.860144 sec): 3 clusters Score: Raw -353742.371511 + Penalty 2999.364283 = -350743.007228 nChanged 0 SP:Iteration 17F (2405.917408 sec): 3 clusters Score: Raw -353742.371511 + Penalty 2999.364283 = -350743.007228 nChanged 0 Score: Raw -7084914.598778 + Penalty 42481.435317 = -7042433.163461 Splitting cluster 14 changes total score from -7038920.151896 to -7042433.163461 So it's getting split into cluster 21. Trying to split cluster 15 (11807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2408.702173 sec): 2 clusters Score: Raw -922194.365613 + Penalty 1645.566599 = -920548.799015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2408.809191 sec): 3 clusters Score: Raw -915512.978420 + Penalty 3291.133197 = -912221.845223 nChanged 5029 SP:Iteration 1F (2408.920135 sec): 3 clusters Score: Raw -918460.586638 + Penalty 3291.133197 = -915169.453440 nChanged 853 SP:Iteration 2F (2409.002369 sec): 3 clusters Score: Raw -918982.113958 + Penalty 3291.133197 = -915690.980761 nChanged 832 SP:Iteration 3F (2409.067838 sec): 3 clusters Score: Raw -919655.623318 + Penalty 3291.133197 = -916364.490120 nChanged 904 SP:Iteration 4F (2409.166836 sec): 3 clusters Score: Raw -920537.925027 + Penalty 3291.133197 = -917246.791830 nChanged 923 SP:Iteration 5F (2409.263777 sec): 3 clusters Score: Raw -921458.297819 + Penalty 3291.133197 = -918167.164622 nChanged 806 SP:Iteration 6F (2409.334519 sec): 3 clusters Score: Raw -922144.694654 + Penalty 3291.133197 = -918853.561457 nChanged 620 SP:Iteration 7F (2409.408095 sec): 3 clusters Score: Raw -922559.858527 + Penalty 3291.133197 = -919268.725330 nChanged 446 SP:Iteration 8Q (2409.480473 sec): 3 clusters Score: Raw -922815.828241 + Penalty 3291.133197 = -919524.695044 nChanged 352 SP:Iteration 9Q (2409.559005 sec): 3 clusters Score: Raw -922983.746561 + Penalty 3291.133197 = -919692.613364 nChanged 246 SP:Iteration 10Q (2409.648151 sec): 3 clusters Score: Raw -923080.306714 + Penalty 3291.133197 = -919789.173517 nChanged 201 SP:Iteration 11Q (2409.725436 sec): 3 clusters Score: Raw -923149.406689 + Penalty 3291.133197 = -919858.273492 nChanged 172 SP:Iteration 12Q (2409.798025 sec): 3 clusters Score: Raw -923218.221995 + Penalty 3291.133197 = -919927.088797 nChanged 174 SP:Iteration 13Q (2409.869252 sec): 3 clusters Score: Raw -923287.139904 + Penalty 3291.133197 = -919996.006706 nChanged 190 SP:Iteration 14Q (2409.940364 sec): 3 clusters Score: Raw -923370.251578 + Penalty 3291.133197 = -920079.118380 nChanged 174 SP:Iteration 15Q (2410.020785 sec): 3 clusters Score: Raw -923431.873892 + Penalty 3291.133197 = -920140.740695 nChanged 145 SP:Iteration 16Q (2410.093474 sec): 3 clusters Score: Raw -923483.630286 + Penalty 3291.133197 = -920192.497088 nChanged 133 SP:Iteration 17Q (2410.164442 sec): 3 clusters Score: Raw -923526.679763 + Penalty 3291.133197 = -920235.546566 nChanged 122 SP:Iteration 18Q (2410.245024 sec): 3 clusters Score: Raw -923571.939964 + Penalty 3291.133197 = -920280.806766 nChanged 112 SP:Iteration 19Q (2410.423834 sec): 3 clusters Score: Raw -923606.493922 + Penalty 3291.133197 = -920315.360724 nChanged 103 SP:Iteration 20F (2410.536355 sec): 3 clusters Score: Raw -923649.955418 + Penalty 3291.133197 = -920358.822221 nChanged 100 SP:Iteration 21Q (2410.735290 sec): 3 clusters Score: Raw -923693.005529 + Penalty 3291.133197 = -920401.872332 nChanged 108 SP:Iteration 22Q (2410.916949 sec): 3 clusters Score: Raw -923726.140645 + Penalty 3291.133197 = -920435.007448 nChanged 87 SP:Iteration 23Q (2410.980407 sec): 3 clusters Score: Raw -923755.163466 + Penalty 3291.133197 = -920464.030269 nChanged 95 SP:Iteration 24Q (2411.042857 sec): 3 clusters Score: Raw -923791.314190 + Penalty 3291.133197 = -920500.180993 nChanged 111 SP:Iteration 25Q (2411.116933 sec): 3 clusters Score: Raw -923840.887236 + Penalty 3291.133197 = -920549.754039 nChanged 118 SP:Iteration 26Q (2411.200341 sec): 3 clusters Score: Raw -923890.701379 + Penalty 3291.133197 = -920599.568182 nChanged 101 SP:Iteration 27Q (2411.275197 sec): 3 clusters Score: Raw -923935.997924 + Penalty 3291.133197 = -920644.864727 nChanged 123 SP:Iteration 28Q (2411.349840 sec): 3 clusters Score: Raw -924000.212308 + Penalty 3291.133197 = -920709.079111 nChanged 144 SP:Iteration 29Q (2411.424299 sec): 3 clusters Score: Raw -924100.684327 + Penalty 3291.133197 = -920809.551130 nChanged 166 SP:Iteration 30Q (2411.499344 sec): 3 clusters Score: Raw -924225.019939 + Penalty 3291.133197 = -920933.886742 nChanged 164 SP:Iteration 31Q (2411.572649 sec): 3 clusters Score: Raw -924350.725977 + Penalty 3291.133197 = -921059.592780 nChanged 167 SP:Iteration 32Q (2411.643374 sec): 3 clusters Score: Raw -924505.765269 + Penalty 3291.133197 = -921214.632072 nChanged 193 SP:Iteration 33Q (2411.714707 sec): 3 clusters Score: Raw -924742.001893 + Penalty 3291.133197 = -921450.868696 nChanged 211 SP:Iteration 34Q (2411.786865 sec): 3 clusters Score: Raw -925034.214565 + Penalty 3291.133197 = -921743.081368 nChanged 185 SP:Iteration 35Q (2411.860087 sec): 3 clusters Score: Raw -925282.867395 + Penalty 3291.133197 = -921991.734198 nChanged 157 SP:Iteration 36Q (2411.930968 sec): 3 clusters Score: Raw -925449.554164 + Penalty 3291.133197 = -922158.420967 nChanged 129 SP:Iteration 37Q (2412.105383 sec): 3 clusters Score: Raw -925544.818721 + Penalty 3291.133197 = -922253.685524 nChanged 104 SP:Iteration 38Q (2412.173831 sec): 3 clusters Score: Raw -925619.473993 + Penalty 3291.133197 = -922328.340796 nChanged 94 SP:Iteration 39Q (2412.243134 sec): 3 clusters Score: Raw -925667.390590 + Penalty 3291.133197 = -922376.257393 nChanged 58 SP:Iteration 40F (2412.319633 sec): 3 clusters Score: Raw -925706.479450 + Penalty 3291.133197 = -922415.346253 nChanged 58 SP:Iteration 41Q (2412.392556 sec): 3 clusters Score: Raw -925735.778507 + Penalty 3291.133197 = -922444.645310 nChanged 61 SP:Iteration 42Q (2412.465937 sec): 3 clusters Score: Raw -925761.419151 + Penalty 3291.133197 = -922470.285954 nChanged 54 SP:Iteration 43Q (2412.536171 sec): 3 clusters Score: Raw -925779.229188 + Penalty 3291.133197 = -922488.095991 nChanged 42 SP:Iteration 44Q (2412.601144 sec): 3 clusters Score: Raw -925790.926666 + Penalty 3291.133197 = -922499.793469 nChanged 33 SP:Iteration 45Q (2412.669886 sec): 3 clusters Score: Raw -925797.910777 + Penalty 3291.133197 = -922506.777580 nChanged 29 SP:Iteration 46Q (2412.742470 sec): 3 clusters Score: Raw -925804.141537 + Penalty 3291.133197 = -922513.008340 nChanged 15 SP:Iteration 47Q (2412.814874 sec): 3 clusters Score: Raw -925806.087570 + Penalty 3291.133197 = -922514.954373 nChanged 13 SP:Iteration 48Q (2412.887512 sec): 3 clusters Score: Raw -925808.932864 + Penalty 3291.133197 = -922517.799667 nChanged 15 SP:Iteration 49Q (2412.957762 sec): 3 clusters Score: Raw -925811.692909 + Penalty 3291.133197 = -922520.559712 nChanged 15 SP:Iteration 50Q (2413.104871 sec): 3 clusters Score: Raw -925813.695110 + Penalty 3291.133197 = -922522.561913 nChanged 6 SP:Iteration 51Q (2413.217588 sec): 3 clusters Score: Raw -925814.551685 + Penalty 3291.133197 = -922523.418488 nChanged 5 SP:Iteration 52Q (2413.407977 sec): 3 clusters Score: Raw -925815.388431 + Penalty 3291.133197 = -922524.255233 nChanged 7 SP:Iteration 53Q (2413.584059 sec): 3 clusters Score: Raw -925816.144623 + Penalty 3291.133197 = -922525.011426 nChanged 6 SP:Iteration 54Q (2413.647141 sec): 3 clusters Score: Raw -925816.997477 + Penalty 3291.133197 = -922525.864280 nChanged 5 SP:Iteration 55Q (2413.827863 sec): 3 clusters Score: Raw -925817.488300 + Penalty 3291.133197 = -922526.355103 nChanged 0 SP:Iteration 56F (2413.883182 sec): 3 clusters Score: Raw -925817.488300 + Penalty 3291.133197 = -922526.355103 nChanged 0 Score: Raw -7088537.721464 + Penalty 44504.360808 = -7044033.360657 Splitting cluster 15 changes total score from -7038920.151896 to -7044033.360657 So it's getting split into cluster 22. Trying to split cluster 16 (3750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2416.780470 sec): 2 clusters Score: Raw -226676.503360 + Penalty 1444.279201 = -225232.224158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2416.821777 sec): 3 clusters Score: Raw -224842.254453 + Penalty 2888.558403 = -221953.696050 nChanged 1477 SP:Iteration 1F (2416.869107 sec): 3 clusters Score: Raw -226076.343728 + Penalty 2888.558403 = -223187.785326 nChanged 435 SP:Iteration 2F (2416.955345 sec): 3 clusters Score: Raw -226856.459209 + Penalty 2888.558403 = -223967.900807 nChanged 373 SP:Iteration 3F (2417.023311 sec): 3 clusters Score: Raw -227425.723202 + Penalty 2888.558403 = -224537.164799 nChanged 269 SP:Iteration 4F (2417.063453 sec): 3 clusters Score: Raw -227721.320877 + Penalty 2888.558403 = -224832.762475 nChanged 183 SP:Iteration 5Q (2417.103870 sec): 3 clusters Score: Raw -227874.087209 + Penalty 2888.558403 = -224985.528806 nChanged 107 SP:Iteration 6Q (2417.216273 sec): 3 clusters Score: Raw -227957.861888 + Penalty 2888.558403 = -225069.303485 nChanged 85 SP:Iteration 7Q (2417.335834 sec): 3 clusters Score: Raw -228023.916400 + Penalty 2888.558403 = -225135.357997 nChanged 64 SP:Iteration 8Q (2417.374341 sec): 3 clusters Score: Raw -228073.249160 + Penalty 2888.558403 = -225184.690757 nChanged 53 SP:Iteration 9Q (2417.414610 sec): 3 clusters Score: Raw -228125.726749 + Penalty 2888.558403 = -225237.168346 nChanged 55 SP:Iteration 10Q (2417.460284 sec): 3 clusters Score: Raw -228186.837935 + Penalty 2888.558403 = -225298.279532 nChanged 53 SP:Iteration 11Q (2417.499766 sec): 3 clusters Score: Raw -228234.708763 + Penalty 2888.558403 = -225346.150361 nChanged 47 SP:Iteration 12Q (2417.539994 sec): 3 clusters Score: Raw -228266.850522 + Penalty 2888.558403 = -225378.292119 nChanged 38 SP:Iteration 13Q (2417.595885 sec): 3 clusters Score: Raw -228288.259214 + Penalty 2888.558403 = -225399.700811 nChanged 28 SP:Iteration 14Q (2417.636356 sec): 3 clusters Score: Raw -228303.330688 + Penalty 2888.558403 = -225414.772285 nChanged 33 SP:Iteration 15Q (2417.677011 sec): 3 clusters Score: Raw -228320.195415 + Penalty 2888.558403 = -225431.637012 nChanged 33 SP:Iteration 16Q (2417.716864 sec): 3 clusters Score: Raw -228335.443973 + Penalty 2888.558403 = -225446.885570 nChanged 26 SP:Iteration 17Q (2417.757363 sec): 3 clusters Score: Raw -228344.796479 + Penalty 2888.558403 = -225456.238076 nChanged 20 SP:Iteration 18Q (2417.797649 sec): 3 clusters Score: Raw -228355.084599 + Penalty 2888.558403 = -225466.526196 nChanged 22 SP:Iteration 19Q (2417.837006 sec): 3 clusters Score: Raw -228365.005057 + Penalty 2888.558403 = -225476.446654 nChanged 21 SP:Iteration 20F (2417.878066 sec): 3 clusters Score: Raw -228372.867813 + Penalty 2888.558403 = -225484.309410 nChanged 20 SP:Iteration 21Q (2418.022256 sec): 3 clusters Score: Raw -228383.163857 + Penalty 2888.558403 = -225494.605454 nChanged 31 SP:Iteration 22Q (2418.160299 sec): 3 clusters Score: Raw -228402.806366 + Penalty 2888.558403 = -225514.247963 nChanged 29 SP:Iteration 23Q (2418.312549 sec): 3 clusters Score: Raw -228420.329996 + Penalty 2888.558403 = -225531.771593 nChanged 30 SP:Iteration 24Q (2418.380093 sec): 3 clusters Score: Raw -228432.611525 + Penalty 2888.558403 = -225544.053122 nChanged 19 SP:Iteration 25Q (2418.422979 sec): 3 clusters Score: Raw -228441.169962 + Penalty 2888.558403 = -225552.611559 nChanged 15 SP:Iteration 26Q (2418.463662 sec): 3 clusters Score: Raw -228447.473888 + Penalty 2888.558403 = -225558.915485 nChanged 13 SP:Iteration 27Q (2418.505070 sec): 3 clusters Score: Raw -228453.464333 + Penalty 2888.558403 = -225564.905930 nChanged 9 SP:Iteration 28Q (2418.548800 sec): 3 clusters Score: Raw -228457.220760 + Penalty 2888.558403 = -225568.662357 nChanged 9 SP:Iteration 29Q (2418.604228 sec): 3 clusters Score: Raw -228459.517389 + Penalty 2888.558403 = -225570.958986 nChanged 3 SP:Iteration 30Q (2418.643978 sec): 3 clusters Score: Raw -228460.044258 + Penalty 2888.558403 = -225571.485855 nChanged 3 SP:Iteration 31Q (2418.683740 sec): 3 clusters Score: Raw -228461.544317 + Penalty 2888.558403 = -225572.985914 nChanged 5 SP:Iteration 32Q (2418.806413 sec): 3 clusters Score: Raw -228467.874149 + Penalty 2888.558403 = -225579.315746 nChanged 12 SP:Iteration 33Q (2418.889685 sec): 3 clusters Score: Raw -228477.745947 + Penalty 2888.558403 = -225589.187544 nChanged 7 SP:Iteration 34Q (2418.930593 sec): 3 clusters Score: Raw -228480.230062 + Penalty 2888.558403 = -225591.671659 nChanged 5 SP:Iteration 35Q (2418.970038 sec): 3 clusters Score: Raw -228481.812669 + Penalty 2888.558403 = -225593.254266 nChanged 5 SP:Iteration 36Q (2419.010379 sec): 3 clusters Score: Raw -228483.106236 + Penalty 2888.558403 = -225594.547833 nChanged 3 SP:Iteration 37Q (2419.050817 sec): 3 clusters Score: Raw -228484.126238 + Penalty 2888.558403 = -225595.567836 nChanged 2 SP:Iteration 38Q (2419.090107 sec): 3 clusters Score: Raw -228484.986129 + Penalty 2888.558403 = -225596.427727 nChanged 1 SP:Iteration 39Q (2419.130261 sec): 3 clusters Score: Raw -228485.174603 + Penalty 2888.558403 = -225596.616200 nChanged 0 SP:Iteration 40F (2419.187942 sec): 3 clusters Score: Raw -228485.174603 + Penalty 2888.558403 = -225596.616200 nChanged 0 Score: Raw -7090346.392707 + Penalty 46527.286299 = -7043819.106408 Splitting cluster 16 changes total score from -7038920.151896 to -7043819.106408 So it's getting split into cluster 23. Iteration 99Q (2423.862541 sec): 24 clusters Score: Raw -7092425.396051 + Penalty 46527.286299 = -7045898.109752 nChanged 2225 Iteration 100F (2426.464480 sec): 24 clusters Score: Raw -7095507.828933 + Penalty 46527.286299 = -7048980.542634 nChanged 2502 Iteration 101Q (2427.778181 sec): 24 clusters Score: Raw -7097375.268492 + Penalty 46527.286299 = -7050847.982193 nChanged 1546 Iteration 102Q (2429.077823 sec): 24 clusters Score: Raw -7098241.182830 + Penalty 46527.286299 = -7051713.896531 nChanged 1182 Iteration 103Q (2430.326505 sec): 24 clusters Score: Raw -7098817.881012 + Penalty 46527.286299 = -7052290.594713 nChanged 979 Iteration 104Q (2431.680380 sec): 24 clusters Score: Raw -7099274.692111 + Penalty 46527.286299 = -7052747.405812 nChanged 810 Iteration 105Q (2432.956972 sec): 24 clusters Score: Raw -7099622.209641 + Penalty 46527.286299 = -7053094.923342 nChanged 656 Iteration 106Q (2434.150993 sec): 24 clusters Score: Raw -7099872.703187 + Penalty 46527.286299 = -7053345.416888 nChanged 542 Iteration 107Q (2435.351006 sec): 24 clusters Score: Raw -7100069.611107 + Penalty 46527.286299 = -7053542.324808 nChanged 442 Iteration 108Q (2436.691638 sec): 24 clusters Score: Raw -7100213.109207 + Penalty 46527.286299 = -7053685.822908 nChanged 397 Iteration 109Q (2437.840505 sec): 24 clusters Score: Raw -7100331.667415 + Penalty 46527.286299 = -7053804.381116 nChanged 338 Iteration 110Q (2439.006279 sec): 24 clusters Score: Raw -7100430.581089 + Penalty 46527.286299 = -7053903.294790 nChanged 306 Iteration 111Q (2440.112640 sec): 24 clusters Score: Raw -7100516.598051 + Penalty 46527.286299 = -7053989.311752 nChanged 246 Iteration 112Q (2441.189317 sec): 24 clusters Score: Raw -7100577.908227 + Penalty 46527.286299 = -7054050.621928 nChanged 193 Iteration 113Q (2442.222577 sec): 24 clusters Score: Raw -7100629.948974 + Penalty 46527.286299 = -7054102.662675 nChanged 155 Iteration 114Q (2443.330651 sec): 24 clusters Score: Raw -7100674.601309 + Penalty 46527.286299 = -7054147.315010 nChanged 152 Iteration 115Q (2444.366223 sec): 24 clusters Score: Raw -7100715.536694 + Penalty 46527.286299 = -7054188.250395 nChanged 149 Iteration 116Q (2445.403462 sec): 24 clusters Score: Raw -7100755.994611 + Penalty 46527.286299 = -7054228.708312 nChanged 133 Iteration 117Q (2446.526126 sec): 24 clusters Score: Raw -7100788.555518 + Penalty 46527.286299 = -7054261.269219 nChanged 125 Iteration 118Q (2447.598120 sec): 24 clusters Score: Raw -7100814.986492 + Penalty 46527.286299 = -7054287.700193 nChanged 110 Iteration 119Q (2448.730696 sec): 24 clusters Score: Raw -7100839.588477 + Penalty 46527.286299 = -7054312.302178 nChanged 89 Iteration 120F (2451.052089 sec): 24 clusters Score: Raw -7100998.990792 + Penalty 46527.286299 = -7054471.704493 nChanged 209 Iteration 121Q (2452.168242 sec): 24 clusters Score: Raw -7101175.655541 + Penalty 46527.286299 = -7054648.369242 nChanged 253 Iteration 122Q (2453.261588 sec): 24 clusters Score: Raw -7101351.532601 + Penalty 46527.286299 = -7054824.246301 nChanged 276 Iteration 123Q (2454.380030 sec): 24 clusters Score: Raw -7101476.201852 + Penalty 46527.286299 = -7054948.915553 nChanged 216 Iteration 124Q (2455.435323 sec): 24 clusters Score: Raw -7101541.020332 + Penalty 46527.286299 = -7055013.734033 nChanged 176 Iteration 125Q (2456.485476 sec): 24 clusters Score: Raw -7101579.696603 + Penalty 46527.286299 = -7055052.410304 nChanged 138 Iteration 126Q (2457.612067 sec): 24 clusters Score: Raw -7101608.869984 + Penalty 46527.286299 = -7055081.583685 nChanged 115 Iteration 127Q (2458.663474 sec): 24 clusters Score: Raw -7101630.709722 + Penalty 46527.286299 = -7055103.423423 nChanged 96 Iteration 128Q (2459.780672 sec): 24 clusters Score: Raw -7101651.236114 + Penalty 46527.286299 = -7055123.949815 nChanged 87 Iteration 129Q (2460.826392 sec): 24 clusters Score: Raw -7101675.856068 + Penalty 46527.286299 = -7055148.569769 nChanged 96 Iteration 130Q (2462.062128 sec): 24 clusters Score: Raw -7101708.165958 + Penalty 46527.286299 = -7055180.879659 nChanged 100 Iteration 131Q (2463.159175 sec): 24 clusters Score: Raw -7101744.217068 + Penalty 46527.286299 = -7055216.930769 nChanged 92 Iteration 132Q (2464.206495 sec): 24 clusters Score: Raw -7101771.807337 + Penalty 46527.286299 = -7055244.521038 nChanged 77 Iteration 133Q (2465.322616 sec): 24 clusters Score: Raw -7101792.344825 + Penalty 46527.286299 = -7055265.058526 nChanged 60 Iteration 134Q (2466.378087 sec): 24 clusters Score: Raw -7101808.921047 + Penalty 46527.286299 = -7055281.634748 nChanged 54 Iteration 135Q (2467.588115 sec): 24 clusters Score: Raw -7101824.129859 + Penalty 46527.286299 = -7055296.843560 nChanged 42 Iteration 136Q (2468.783004 sec): 24 clusters Score: Raw -7101834.553873 + Penalty 46527.286299 = -7055307.267574 nChanged 35 Iteration 137Q (2469.887962 sec): 24 clusters Score: Raw -7101845.024267 + Penalty 46527.286299 = -7055317.737968 nChanged 44 Iteration 138Q (2470.947167 sec): 24 clusters Score: Raw -7101860.546549 + Penalty 46527.286299 = -7055333.260249 nChanged 55 Writing temp clu file Because OldScore, -7055317.737968, is greater than current (better) Score,-7055333.260249 Compute initial score before splitting: Score: Raw -7101860.546549 + Penalty 46527.286299 = -7055333.260249 Trying to split cluster 1 (11140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2471.082815 sec): 2 clusters Score: Raw -865384.050512 + Penalty 1635.361214 = -863748.689299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2471.214842 sec): 3 clusters Score: Raw -859101.998303 + Penalty 3270.722427 = -855831.275876 nChanged 4779 SP:Iteration 1F (2471.350028 sec): 3 clusters Score: Raw -861746.378789 + Penalty 3270.722427 = -858475.656362 nChanged 817 SP:Iteration 2F (2471.471610 sec): 3 clusters Score: Raw -862282.108104 + Penalty 3270.722427 = -859011.385677 nChanged 830 SP:Iteration 3F (2471.593515 sec): 3 clusters Score: Raw -862858.614447 + Penalty 3270.722427 = -859587.892020 nChanged 796 SP:Iteration 4F (2471.730324 sec): 3 clusters Score: Raw -863428.792058 + Penalty 3270.722427 = -860158.069631 nChanged 749 SP:Iteration 5F (2471.773428 sec): 3 clusters Score: Raw -863943.216913 + Penalty 3270.722427 = -860672.494486 nChanged 642 SP:Iteration 6F (2471.827597 sec): 3 clusters Score: Raw -864330.767582 + Penalty 3270.722427 = -861060.045155 nChanged 465 SP:Iteration 7Q (2471.882521 sec): 3 clusters Score: Raw -864587.228114 + Penalty 3270.722427 = -861316.505686 nChanged 342 SP:Iteration 8Q (2471.937646 sec): 3 clusters Score: Raw -864760.804157 + Penalty 3270.722427 = -861490.081729 nChanged 261 SP:Iteration 9Q (2471.998589 sec): 3 clusters Score: Raw -864895.840620 + Penalty 3270.722427 = -861625.118193 nChanged 218 SP:Iteration 10Q (2472.072259 sec): 3 clusters Score: Raw -864994.907464 + Penalty 3270.722427 = -861724.185037 nChanged 177 SP:Iteration 11Q (2472.146200 sec): 3 clusters Score: Raw -865075.569645 + Penalty 3270.722427 = -861804.847217 nChanged 145 SP:Iteration 12Q (2472.212179 sec): 3 clusters Score: Raw -865142.142805 + Penalty 3270.722427 = -861871.420378 nChanged 115 SP:Iteration 13Q (2472.266801 sec): 3 clusters Score: Raw -865201.273790 + Penalty 3270.722427 = -861930.551363 nChanged 125 SP:Iteration 14Q (2472.321092 sec): 3 clusters Score: Raw -865277.967576 + Penalty 3270.722427 = -862007.245149 nChanged 120 SP:Iteration 15Q (2472.385229 sec): 3 clusters Score: Raw -865372.720753 + Penalty 3270.722427 = -862101.998326 nChanged 119 SP:Iteration 16Q (2472.450287 sec): 3 clusters Score: Raw -865502.300988 + Penalty 3270.722427 = -862231.578561 nChanged 116 SP:Iteration 17Q (2472.514103 sec): 3 clusters Score: Raw -865661.789926 + Penalty 3270.722427 = -862391.067499 nChanged 134 SP:Iteration 18Q (2472.589331 sec): 3 clusters Score: Raw -865840.445372 + Penalty 3270.722427 = -862569.722945 nChanged 151 SP:Iteration 19Q (2472.649760 sec): 3 clusters Score: Raw -865989.334378 + Penalty 3270.722427 = -862718.611951 nChanged 175 SP:Iteration 20F (2472.717802 sec): 3 clusters Score: Raw -866160.253795 + Penalty 3270.722427 = -862889.531368 nChanged 213 SP:Iteration 21Q (2472.793128 sec): 3 clusters Score: Raw -866346.912775 + Penalty 3270.722427 = -863076.190348 nChanged 298 SP:Iteration 22Q (2472.860862 sec): 3 clusters Score: Raw -866624.837312 + Penalty 3270.722427 = -863354.114884 nChanged 358 SP:Iteration 23Q (2472.918654 sec): 3 clusters Score: Raw -866962.730849 + Penalty 3270.722427 = -863692.008422 nChanged 420 SP:Iteration 24Q (2472.976127 sec): 3 clusters Score: Raw -867309.305428 + Penalty 3270.722427 = -864038.583000 nChanged 375 SP:Iteration 25Q (2473.034283 sec): 3 clusters Score: Raw -867553.259616 + Penalty 3270.722427 = -864282.537189 nChanged 291 SP:Iteration 26Q (2473.093799 sec): 3 clusters Score: Raw -867705.819791 + Penalty 3270.722427 = -864435.097364 nChanged 206 SP:Iteration 27Q (2473.154673 sec): 3 clusters Score: Raw -867796.128495 + Penalty 3270.722427 = -864525.406068 nChanged 137 SP:Iteration 28Q (2473.216454 sec): 3 clusters Score: Raw -867849.320760 + Penalty 3270.722427 = -864578.598333 nChanged 95 SP:Iteration 29Q (2473.358014 sec): 3 clusters Score: Raw -867883.882004 + Penalty 3270.722427 = -864613.159577 nChanged 83 SP:Iteration 30Q (2473.472959 sec): 3 clusters Score: Raw -867923.553340 + Penalty 3270.722427 = -864652.830913 nChanged 88 SP:Iteration 31Q (2473.615588 sec): 3 clusters Score: Raw -867959.041676 + Penalty 3270.722427 = -864688.319248 nChanged 68 SP:Iteration 32Q (2473.728018 sec): 3 clusters Score: Raw -867982.155864 + Penalty 3270.722427 = -864711.433437 nChanged 59 SP:Iteration 33Q (2473.794844 sec): 3 clusters Score: Raw -867997.828256 + Penalty 3270.722427 = -864727.105829 nChanged 50 SP:Iteration 34Q (2473.854654 sec): 3 clusters Score: Raw -868013.118145 + Penalty 3270.722427 = -864742.395718 nChanged 38 SP:Iteration 35Q (2473.905803 sec): 3 clusters Score: Raw -868024.904172 + Penalty 3270.722427 = -864754.181745 nChanged 39 SP:Iteration 36Q (2473.962034 sec): 3 clusters Score: Raw -868037.056988 + Penalty 3270.722427 = -864766.334561 nChanged 40 SP:Iteration 37Q (2474.024063 sec): 3 clusters Score: Raw -868047.829801 + Penalty 3270.722427 = -864777.107373 nChanged 35 SP:Iteration 38Q (2474.086143 sec): 3 clusters Score: Raw -868058.351921 + Penalty 3270.722427 = -864787.629493 nChanged 32 SP:Iteration 39Q (2474.146859 sec): 3 clusters Score: Raw -868068.569442 + Penalty 3270.722427 = -864797.847015 nChanged 36 SP:Iteration 40F (2474.210874 sec): 3 clusters Score: Raw -868077.880450 + Penalty 3270.722427 = -864807.158023 nChanged 32 SP:Iteration 41Q (2474.269887 sec): 3 clusters Score: Raw -868084.430704 + Penalty 3270.722427 = -864813.708276 nChanged 24 SP:Iteration 42Q (2474.327730 sec): 3 clusters Score: Raw -868090.384407 + Penalty 3270.722427 = -864819.661980 nChanged 20 SP:Iteration 43Q (2474.385255 sec): 3 clusters Score: Raw -868097.076541 + Penalty 3270.722427 = -864826.354114 nChanged 28 SP:Iteration 44Q (2474.446337 sec): 3 clusters Score: Raw -868108.569264 + Penalty 3270.722427 = -864837.846837 nChanged 29 SP:Iteration 45Q (2474.507175 sec): 3 clusters Score: Raw -868117.476061 + Penalty 3270.722427 = -864846.753634 nChanged 31 SP:Iteration 46Q (2474.568228 sec): 3 clusters Score: Raw -868127.101411 + Penalty 3270.722427 = -864856.378984 nChanged 26 SP:Iteration 47Q (2474.627773 sec): 3 clusters Score: Raw -868133.479803 + Penalty 3270.722427 = -864862.757376 nChanged 25 SP:Iteration 48Q (2474.685473 sec): 3 clusters Score: Raw -868138.983751 + Penalty 3270.722427 = -864868.261324 nChanged 20 SP:Iteration 49Q (2474.745398 sec): 3 clusters Score: Raw -868143.026737 + Penalty 3270.722427 = -864872.304309 nChanged 17 SP:Iteration 50Q (2474.805834 sec): 3 clusters Score: Raw -868146.410275 + Penalty 3270.722427 = -864875.687848 nChanged 16 SP:Iteration 51Q (2474.866645 sec): 3 clusters Score: Raw -868149.719686 + Penalty 3270.722427 = -864878.997259 nChanged 15 SP:Iteration 52Q (2474.926605 sec): 3 clusters Score: Raw -868153.200896 + Penalty 3270.722427 = -864882.478469 nChanged 13 SP:Iteration 53Q (2475.065977 sec): 3 clusters Score: Raw -868155.365175 + Penalty 3270.722427 = -864884.642748 nChanged 8 SP:Iteration 54Q (2475.148609 sec): 3 clusters Score: Raw -868156.578570 + Penalty 3270.722427 = -864885.856142 nChanged 5 SP:Iteration 55Q (2475.206647 sec): 3 clusters Score: Raw -868157.410885 + Penalty 3270.722427 = -864886.688458 nChanged 2 SP:Iteration 56Q (2475.264707 sec): 3 clusters Score: Raw -868157.683440 + Penalty 3270.722427 = -864886.961012 nChanged 1 SP:Iteration 57Q (2475.323937 sec): 3 clusters Score: Raw -868157.787098 + Penalty 3270.722427 = -864887.064671 nChanged 0 SP:Iteration 58F (2475.391456 sec): 3 clusters Score: Raw -868157.787098 + Penalty 3270.722427 = -864887.064671 nChanged 0 Score: Raw -7104652.889389 + Penalty 48550.211790 = -7056102.677598 Splitting cluster 1 changes total score from -7055333.260249 to -7056102.677598 So it's getting split into cluster 24. Trying to split cluster 2 (4891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2478.089115 sec): 2 clusters Score: Raw -355447.203408 + Penalty 1490.899187 = -353956.304222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2478.237592 sec): 3 clusters Score: Raw -353018.642554 + Penalty 2981.798373 = -350036.844180 nChanged 1931 SP:Iteration 1F (2478.345380 sec): 3 clusters Score: Raw -354249.698868 + Penalty 2981.798373 = -351267.900495 nChanged 410 SP:Iteration 2F (2478.447778 sec): 3 clusters Score: Raw -354595.218281 + Penalty 2981.798373 = -351613.419907 nChanged 363 SP:Iteration 3F (2478.552213 sec): 3 clusters Score: Raw -354895.483450 + Penalty 2981.798373 = -351913.685077 nChanged 309 SP:Iteration 4F (2478.659259 sec): 3 clusters Score: Raw -355168.517344 + Penalty 2981.798373 = -352186.718971 nChanged 267 SP:Iteration 5F (2478.766286 sec): 3 clusters Score: Raw -355400.165725 + Penalty 2981.798373 = -352418.367352 nChanged 217 SP:Iteration 6Q (2478.882154 sec): 3 clusters Score: Raw -355600.459465 + Penalty 2981.798373 = -352618.661092 nChanged 192 SP:Iteration 7Q (2478.981469 sec): 3 clusters Score: Raw -355744.605249 + Penalty 2981.798373 = -352762.806876 nChanged 135 SP:Iteration 8Q (2479.043864 sec): 3 clusters Score: Raw -355845.485488 + Penalty 2981.798373 = -352863.687114 nChanged 124 SP:Iteration 9Q (2479.084406 sec): 3 clusters Score: Raw -355935.814825 + Penalty 2981.798373 = -352954.016452 nChanged 110 SP:Iteration 10Q (2479.124130 sec): 3 clusters Score: Raw -356014.411016 + Penalty 2981.798373 = -353032.612643 nChanged 99 SP:Iteration 11Q (2479.164738 sec): 3 clusters Score: Raw -356101.371098 + Penalty 2981.798373 = -353119.572725 nChanged 89 SP:Iteration 12Q (2479.205601 sec): 3 clusters Score: Raw -356161.801646 + Penalty 2981.798373 = -353180.003272 nChanged 81 SP:Iteration 13Q (2479.246071 sec): 3 clusters Score: Raw -356213.172375 + Penalty 2981.798373 = -353231.374001 nChanged 83 SP:Iteration 14Q (2479.290024 sec): 3 clusters Score: Raw -356252.554983 + Penalty 2981.798373 = -353270.756610 nChanged 64 SP:Iteration 15Q (2479.329922 sec): 3 clusters Score: Raw -356284.222854 + Penalty 2981.798373 = -353302.424481 nChanged 63 SP:Iteration 16Q (2479.369873 sec): 3 clusters Score: Raw -356314.779889 + Penalty 2981.798373 = -353332.981516 nChanged 69 SP:Iteration 17Q (2479.414434 sec): 3 clusters Score: Raw -356345.930540 + Penalty 2981.798373 = -353364.132167 nChanged 70 SP:Iteration 18Q (2479.454425 sec): 3 clusters Score: Raw -356378.412849 + Penalty 2981.798373 = -353396.614476 nChanged 68 SP:Iteration 19Q (2479.496937 sec): 3 clusters Score: Raw -356413.539133 + Penalty 2981.798373 = -353431.740760 nChanged 71 SP:Iteration 20F (2479.536971 sec): 3 clusters Score: Raw -356454.866640 + Penalty 2981.798373 = -353473.068266 nChanged 84 SP:Iteration 21Q (2479.576738 sec): 3 clusters Score: Raw -356513.979117 + Penalty 2981.798373 = -353532.180744 nChanged 100 SP:Iteration 22Q (2479.616961 sec): 3 clusters Score: Raw -356601.905561 + Penalty 2981.798373 = -353620.107188 nChanged 131 SP:Iteration 23Q (2479.656993 sec): 3 clusters Score: Raw -356790.955606 + Penalty 2981.798373 = -353809.157233 nChanged 172 SP:Iteration 24Q (2479.696884 sec): 3 clusters Score: Raw -357179.842114 + Penalty 2981.798373 = -354198.043741 nChanged 189 SP:Iteration 25Q (2479.736250 sec): 3 clusters Score: Raw -357699.031506 + Penalty 2981.798373 = -354717.233133 nChanged 128 SP:Iteration 26Q (2479.775096 sec): 3 clusters Score: Raw -357880.688221 + Penalty 2981.798373 = -354898.889848 nChanged 74 SP:Iteration 27Q (2479.813163 sec): 3 clusters Score: Raw -357955.840659 + Penalty 2981.798373 = -354974.042286 nChanged 45 SP:Iteration 28Q (2479.851129 sec): 3 clusters Score: Raw -357988.372092 + Penalty 2981.798373 = -355006.573719 nChanged 23 SP:Iteration 29Q (2479.890389 sec): 3 clusters Score: Raw -358000.067870 + Penalty 2981.798373 = -355018.269497 nChanged 13 SP:Iteration 30Q (2479.980114 sec): 3 clusters Score: Raw -358005.855801 + Penalty 2981.798373 = -355024.057428 nChanged 10 SP:Iteration 31Q (2480.127447 sec): 3 clusters Score: Raw -358009.946031 + Penalty 2981.798373 = -355028.147658 nChanged 3 SP:Iteration 32Q (2480.224900 sec): 3 clusters Score: Raw -358011.053102 + Penalty 2981.798373 = -355029.254729 nChanged 5 SP:Iteration 33Q (2480.385188 sec): 3 clusters Score: Raw -358013.673967 + Penalty 2981.798373 = -355031.875594 nChanged 7 SP:Iteration 34Q (2480.484906 sec): 3 clusters Score: Raw -358016.626447 + Penalty 2981.798373 = -355034.828074 nChanged 7 SP:Iteration 35Q (2480.533590 sec): 3 clusters Score: Raw -358019.058138 + Penalty 2981.798373 = -355037.259764 nChanged 3 SP:Iteration 36Q (2480.582045 sec): 3 clusters Score: Raw -358019.539603 + Penalty 2981.798373 = -355037.741230 nChanged 4 SP:Iteration 37Q (2480.629738 sec): 3 clusters Score: Raw -358020.804424 + Penalty 2981.798373 = -355039.006051 nChanged 2 SP:Iteration 38Q (2480.677064 sec): 3 clusters Score: Raw -358021.939540 + Penalty 2981.798373 = -355040.141167 nChanged 2 SP:Iteration 39Q (2480.723064 sec): 3 clusters Score: Raw -358022.324653 + Penalty 2981.798373 = -355040.526279 nChanged 3 SP:Iteration 40F (2480.765493 sec): 3 clusters Score: Raw -358022.873475 + Penalty 2981.798373 = -355041.075102 nChanged 1 SP:Iteration 41Q (2480.805103 sec): 3 clusters Score: Raw -358022.985701 + Penalty 2981.798373 = -355041.187328 nChanged 0 SP:Iteration 42F (2480.847526 sec): 3 clusters Score: Raw -358022.985701 + Penalty 2981.798373 = -355041.187328 nChanged 0 Score: Raw -7107228.671681 + Penalty 50573.137282 = -7056655.534400 Splitting cluster 2 changes total score from -7055333.260249 to -7056655.534400 So it's getting split into cluster 25. Trying to split cluster 3 (6816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2484.117538 sec): 2 clusters Score: Raw -446671.430101 + Penalty 1549.143426 = -445122.286675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2484.168117 sec): 3 clusters Score: Raw -443092.208618 + Penalty 3098.286852 = -439993.921766 nChanged 2790 SP:Iteration 1F (2484.218068 sec): 3 clusters Score: Raw -444929.610649 + Penalty 3098.286852 = -441831.323797 nChanged 656 SP:Iteration 2F (2484.266393 sec): 3 clusters Score: Raw -445553.263510 + Penalty 3098.286852 = -442454.976658 nChanged 577 SP:Iteration 3F (2484.316311 sec): 3 clusters Score: Raw -446138.624961 + Penalty 3098.286852 = -443040.338108 nChanged 527 SP:Iteration 4F (2484.365752 sec): 3 clusters Score: Raw -446679.766843 + Penalty 3098.286852 = -443581.479991 nChanged 476 SP:Iteration 5F (2484.419664 sec): 3 clusters Score: Raw -447111.660949 + Penalty 3098.286852 = -444013.374097 nChanged 344 SP:Iteration 6F (2484.488052 sec): 3 clusters Score: Raw -447360.931428 + Penalty 3098.286852 = -444262.644576 nChanged 269 SP:Iteration 7Q (2484.557434 sec): 3 clusters Score: Raw -447508.203038 + Penalty 3098.286852 = -444409.916186 nChanged 192 SP:Iteration 8Q (2484.612319 sec): 3 clusters Score: Raw -447593.451909 + Penalty 3098.286852 = -444495.165057 nChanged 137 SP:Iteration 9Q (2484.663213 sec): 3 clusters Score: Raw -447648.887518 + Penalty 3098.286852 = -444550.600665 nChanged 94 SP:Iteration 10Q (2484.713744 sec): 3 clusters Score: Raw -447678.725909 + Penalty 3098.286852 = -444580.439057 nChanged 69 SP:Iteration 11Q (2484.769258 sec): 3 clusters Score: Raw -447698.967175 + Penalty 3098.286852 = -444600.680323 nChanged 62 SP:Iteration 12Q (2484.827970 sec): 3 clusters Score: Raw -447716.666492 + Penalty 3098.286852 = -444618.379640 nChanged 54 SP:Iteration 13Q (2484.884564 sec): 3 clusters Score: Raw -447728.645679 + Penalty 3098.286852 = -444630.358827 nChanged 31 SP:Iteration 14Q (2484.944036 sec): 3 clusters Score: Raw -447734.985644 + Penalty 3098.286852 = -444636.698791 nChanged 21 SP:Iteration 15Q (2485.151591 sec): 3 clusters Score: Raw -447739.256918 + Penalty 3098.286852 = -444640.970066 nChanged 13 SP:Iteration 16Q (2485.273414 sec): 3 clusters Score: Raw -447741.083154 + Penalty 3098.286852 = -444642.796302 nChanged 9 SP:Iteration 17Q (2485.438106 sec): 3 clusters Score: Raw -447742.104096 + Penalty 3098.286852 = -444643.817244 nChanged 1 SP:Iteration 18Q (2485.571780 sec): 3 clusters Score: Raw -447742.297930 + Penalty 3098.286852 = -444644.011078 nChanged 1 SP:Iteration 19Q (2485.686290 sec): 3 clusters Score: Raw -447742.379600 + Penalty 3098.286852 = -444644.092748 nChanged 1 SP:Iteration 20F (2485.782149 sec): 3 clusters Score: Raw -447742.458336 + Penalty 3098.286852 = -444644.171484 nChanged 0 Trying to split cluster 4 (2204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2485.818852 sec): 2 clusters Score: Raw -130773.088972 + Penalty 1351.004119 = -129422.084852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2485.848364 sec): 3 clusters Score: Raw -129857.837993 + Penalty 2702.008239 = -127155.829754 nChanged 781 SP:Iteration 1F (2485.876735 sec): 3 clusters Score: Raw -130408.988618 + Penalty 2702.008239 = -127706.980379 nChanged 182 SP:Iteration 2F (2485.906331 sec): 3 clusters Score: Raw -130569.242749 + Penalty 2702.008239 = -127867.234511 nChanged 141 SP:Iteration 3F (2485.937073 sec): 3 clusters Score: Raw -130708.616084 + Penalty 2702.008239 = -128006.607846 nChanged 123 SP:Iteration 4F (2485.966509 sec): 3 clusters Score: Raw -130858.357434 + Penalty 2702.008239 = -128156.349196 nChanged 118 SP:Iteration 5F (2485.996121 sec): 3 clusters Score: Raw -131025.379683 + Penalty 2702.008239 = -128323.371444 nChanged 113 SP:Iteration 6F (2486.024239 sec): 3 clusters Score: Raw -131170.136718 + Penalty 2702.008239 = -128468.128479 nChanged 80 SP:Iteration 7Q (2486.052801 sec): 3 clusters Score: Raw -131264.478386 + Penalty 2702.008239 = -128562.470147 nChanged 81 SP:Iteration 8Q (2486.081321 sec): 3 clusters Score: Raw -131345.224438 + Penalty 2702.008239 = -128643.216200 nChanged 58 SP:Iteration 9Q (2486.109719 sec): 3 clusters Score: Raw -131401.617508 + Penalty 2702.008239 = -128699.609269 nChanged 56 SP:Iteration 10Q (2486.138089 sec): 3 clusters Score: Raw -131451.799661 + Penalty 2702.008239 = -128749.791422 nChanged 36 SP:Iteration 11Q (2486.166420 sec): 3 clusters Score: Raw -131486.996667 + Penalty 2702.008239 = -128784.988428 nChanged 26 SP:Iteration 12Q (2486.194518 sec): 3 clusters Score: Raw -131504.253807 + Penalty 2702.008239 = -128802.245568 nChanged 21 SP:Iteration 13Q (2486.222703 sec): 3 clusters Score: Raw -131522.297903 + Penalty 2702.008239 = -128820.289664 nChanged 24 SP:Iteration 14Q (2486.250884 sec): 3 clusters Score: Raw -131537.628487 + Penalty 2702.008239 = -128835.620248 nChanged 20 SP:Iteration 15Q (2486.279029 sec): 3 clusters Score: Raw -131548.888794 + Penalty 2702.008239 = -128846.880555 nChanged 18 SP:Iteration 16Q (2486.307019 sec): 3 clusters Score: Raw -131561.588153 + Penalty 2702.008239 = -128859.579914 nChanged 23 SP:Iteration 17Q (2486.335324 sec): 3 clusters Score: Raw -131577.689128 + Penalty 2702.008239 = -128875.680889 nChanged 21 SP:Iteration 18Q (2486.363426 sec): 3 clusters Score: Raw -131595.292150 + Penalty 2702.008239 = -128893.283911 nChanged 23 SP:Iteration 19Q (2486.391681 sec): 3 clusters Score: Raw -131622.438451 + Penalty 2702.008239 = -128920.430212 nChanged 28 SP:Iteration 20F (2486.419838 sec): 3 clusters Score: Raw -131663.009909 + Penalty 2702.008239 = -128961.001671 nChanged 36 SP:Iteration 21Q (2486.447830 sec): 3 clusters Score: Raw -131712.377809 + Penalty 2702.008239 = -129010.369571 nChanged 24 SP:Iteration 22Q (2486.475916 sec): 3 clusters Score: Raw -131740.674671 + Penalty 2702.008239 = -129038.666432 nChanged 25 SP:Iteration 23Q (2486.504053 sec): 3 clusters Score: Raw -131760.477133 + Penalty 2702.008239 = -129058.468894 nChanged 16 SP:Iteration 24Q (2486.600926 sec): 3 clusters Score: Raw -131776.400683 + Penalty 2702.008239 = -129074.392444 nChanged 16 SP:Iteration 25Q (2486.726339 sec): 3 clusters Score: Raw -131788.953490 + Penalty 2702.008239 = -129086.945251 nChanged 13 SP:Iteration 26Q (2486.843643 sec): 3 clusters Score: Raw -131803.543185 + Penalty 2702.008239 = -129101.534946 nChanged 8 SP:Iteration 27Q (2486.964859 sec): 3 clusters Score: Raw -131807.035726 + Penalty 2702.008239 = -129105.027487 nChanged 4 SP:Iteration 28Q (2487.076373 sec): 3 clusters Score: Raw -131808.576689 + Penalty 2702.008239 = -129106.568451 nChanged 3 SP:Iteration 29Q (2487.194121 sec): 3 clusters Score: Raw -131811.081750 + Penalty 2702.008239 = -129109.073511 nChanged 7 SP:Iteration 30Q (2487.311099 sec): 3 clusters Score: Raw -131816.076631 + Penalty 2702.008239 = -129114.068393 nChanged 1 SP:Iteration 31Q (2487.401205 sec): 3 clusters Score: Raw -131816.588040 + Penalty 2702.008239 = -129114.579802 nChanged 1 SP:Iteration 32Q (2487.492849 sec): 3 clusters Score: Raw -131817.289083 + Penalty 2702.008239 = -129115.280844 nChanged 1 SP:Iteration 33Q (2487.521241 sec): 3 clusters Score: Raw -131817.483248 + Penalty 2702.008239 = -129115.475009 nChanged 0 SP:Iteration 34F (2487.549535 sec): 3 clusters Score: Raw -131817.483248 + Penalty 2702.008239 = -129115.475009 nChanged 0 Trying to split cluster 5 (5835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2487.623735 sec): 2 clusters Score: Raw -438042.167692 + Penalty 1521.870985 = -436520.296707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2487.752324 sec): 3 clusters Score: Raw -435039.975902 + Penalty 3043.741970 = -431996.233932 nChanged 2367 SP:Iteration 1F (2487.812227 sec): 3 clusters Score: Raw -436517.642835 + Penalty 3043.741970 = -433473.900865 nChanged 560 SP:Iteration 2F (2487.861512 sec): 3 clusters Score: Raw -437064.243248 + Penalty 3043.741970 = -434020.501278 nChanged 530 SP:Iteration 3F (2487.908868 sec): 3 clusters Score: Raw -437611.598196 + Penalty 3043.741970 = -434567.856225 nChanged 465 SP:Iteration 4F (2487.956210 sec): 3 clusters Score: Raw -438056.203028 + Penalty 3043.741970 = -435012.461058 nChanged 364 SP:Iteration 5F (2488.004616 sec): 3 clusters Score: Raw -438408.682553 + Penalty 3043.741970 = -435364.940582 nChanged 287 SP:Iteration 6Q (2488.058198 sec): 3 clusters Score: Raw -438727.028202 + Penalty 3043.741970 = -435683.286232 nChanged 243 SP:Iteration 7Q (2488.109953 sec): 3 clusters Score: Raw -438950.134843 + Penalty 3043.741970 = -435906.392873 nChanged 181 SP:Iteration 8Q (2488.160967 sec): 3 clusters Score: Raw -439097.215206 + Penalty 3043.741970 = -436053.473236 nChanged 130 SP:Iteration 9Q (2488.268755 sec): 3 clusters Score: Raw -439172.456236 + Penalty 3043.741970 = -436128.714266 nChanged 90 SP:Iteration 10Q (2488.318645 sec): 3 clusters Score: Raw -439216.916716 + Penalty 3043.741970 = -436173.174746 nChanged 68 SP:Iteration 11Q (2488.368408 sec): 3 clusters Score: Raw -439251.309176 + Penalty 3043.741970 = -436207.567206 nChanged 53 SP:Iteration 12Q (2488.418338 sec): 3 clusters Score: Raw -439269.282170 + Penalty 3043.741970 = -436225.540200 nChanged 32 SP:Iteration 13Q (2488.468839 sec): 3 clusters Score: Raw -439283.023211 + Penalty 3043.741970 = -436239.281241 nChanged 31 SP:Iteration 14Q (2488.518024 sec): 3 clusters Score: Raw -439297.625909 + Penalty 3043.741970 = -436253.883939 nChanged 34 SP:Iteration 15Q (2488.566952 sec): 3 clusters Score: Raw -439314.388279 + Penalty 3043.741970 = -436270.646309 nChanged 37 SP:Iteration 16Q (2488.615711 sec): 3 clusters Score: Raw -439333.053897 + Penalty 3043.741970 = -436289.311926 nChanged 37 SP:Iteration 17Q (2488.665284 sec): 3 clusters Score: Raw -439356.944558 + Penalty 3043.741970 = -436313.202588 nChanged 34 SP:Iteration 18Q (2488.831885 sec): 3 clusters Score: Raw -439379.385071 + Penalty 3043.741970 = -436335.643100 nChanged 38 SP:Iteration 19Q (2488.975511 sec): 3 clusters Score: Raw -439399.974384 + Penalty 3043.741970 = -436356.232414 nChanged 30 SP:Iteration 20F (2489.074557 sec): 3 clusters Score: Raw -439419.976532 + Penalty 3043.741970 = -436376.234562 nChanged 29 SP:Iteration 21Q (2489.212112 sec): 3 clusters Score: Raw -439433.550911 + Penalty 3043.741970 = -436389.808941 nChanged 32 SP:Iteration 22Q (2489.342781 sec): 3 clusters Score: Raw -439445.672792 + Penalty 3043.741970 = -436401.930822 nChanged 26 SP:Iteration 23Q (2489.467065 sec): 3 clusters Score: Raw -439454.967752 + Penalty 3043.741970 = -436411.225782 nChanged 22 SP:Iteration 24Q (2489.558422 sec): 3 clusters Score: Raw -439465.441282 + Penalty 3043.741970 = -436421.699312 nChanged 20 SP:Iteration 25Q (2489.603044 sec): 3 clusters Score: Raw -439473.754483 + Penalty 3043.741970 = -436430.012513 nChanged 27 SP:Iteration 26Q (2489.647970 sec): 3 clusters Score: Raw -439481.789580 + Penalty 3043.741970 = -436438.047610 nChanged 16 SP:Iteration 27Q (2489.692033 sec): 3 clusters Score: Raw -439488.484261 + Penalty 3043.741970 = -436444.742291 nChanged 16 SP:Iteration 28Q (2489.737617 sec): 3 clusters Score: Raw -439495.139830 + Penalty 3043.741970 = -436451.397860 nChanged 9 SP:Iteration 29Q (2489.790395 sec): 3 clusters Score: Raw -439497.740909 + Penalty 3043.741970 = -436453.998938 nChanged 11 SP:Iteration 30Q (2489.841557 sec): 3 clusters Score: Raw -439501.392077 + Penalty 3043.741970 = -436457.650106 nChanged 6 SP:Iteration 31Q (2489.887058 sec): 3 clusters Score: Raw -439503.349653 + Penalty 3043.741970 = -436459.607683 nChanged 10 SP:Iteration 32Q (2489.932808 sec): 3 clusters Score: Raw -439507.552029 + Penalty 3043.741970 = -436463.810058 nChanged 13 SP:Iteration 33Q (2489.982363 sec): 3 clusters Score: Raw -439513.227848 + Penalty 3043.741970 = -436469.485878 nChanged 17 SP:Iteration 34Q (2490.033248 sec): 3 clusters Score: Raw -439520.071688 + Penalty 3043.741970 = -436476.329718 nChanged 16 SP:Iteration 35Q (2490.101822 sec): 3 clusters Score: Raw -439527.825694 + Penalty 3043.741970 = -436484.083723 nChanged 15 SP:Iteration 36Q (2490.164728 sec): 3 clusters Score: Raw -439534.218426 + Penalty 3043.741970 = -436490.476456 nChanged 16 SP:Iteration 37Q (2490.226303 sec): 3 clusters Score: Raw -439539.368708 + Penalty 3043.741970 = -436495.626737 nChanged 10 SP:Iteration 38Q (2490.287594 sec): 3 clusters Score: Raw -439542.157737 + Penalty 3043.741970 = -436498.415767 nChanged 10 SP:Iteration 39Q (2490.426104 sec): 3 clusters Score: Raw -439545.406238 + Penalty 3043.741970 = -436501.664268 nChanged 15 SP:Iteration 40F (2490.465516 sec): 3 clusters Score: Raw -439548.217205 + Penalty 3043.741970 = -436504.475234 nChanged 13 SP:Iteration 41Q (2490.517265 sec): 3 clusters Score: Raw -439555.688643 + Penalty 3043.741970 = -436511.946672 nChanged 18 SP:Iteration 42Q (2490.568394 sec): 3 clusters Score: Raw -439567.372373 + Penalty 3043.741970 = -436523.630403 nChanged 23 SP:Iteration 43Q (2490.619124 sec): 3 clusters Score: Raw -439578.525844 + Penalty 3043.741970 = -436534.783874 nChanged 24 SP:Iteration 44Q (2490.667507 sec): 3 clusters Score: Raw -439587.319986 + Penalty 3043.741970 = -436543.578015 nChanged 18 SP:Iteration 45Q (2490.714338 sec): 3 clusters Score: Raw -439593.666374 + Penalty 3043.741970 = -436549.924403 nChanged 18 SP:Iteration 46Q (2490.760847 sec): 3 clusters Score: Raw -439599.757285 + Penalty 3043.741970 = -436556.015315 nChanged 21 SP:Iteration 47Q (2490.927089 sec): 3 clusters Score: Raw -439608.240644 + Penalty 3043.741970 = -436564.498673 nChanged 16 SP:Iteration 48Q (2491.039371 sec): 3 clusters Score: Raw -439614.658962 + Penalty 3043.741970 = -436570.916992 nChanged 14 SP:Iteration 49Q (2491.090430 sec): 3 clusters Score: Raw -439620.862335 + Penalty 3043.741970 = -436577.120365 nChanged 7 SP:Iteration 50Q (2491.222026 sec): 3 clusters Score: Raw -439623.477303 + Penalty 3043.741970 = -436579.735332 nChanged 5 SP:Iteration 51Q (2491.357891 sec): 3 clusters Score: Raw -439626.092934 + Penalty 3043.741970 = -436582.350964 nChanged 6 SP:Iteration 52Q (2491.488657 sec): 3 clusters Score: Raw -439628.571038 + Penalty 3043.741970 = -436584.829068 nChanged 4 SP:Iteration 53Q (2491.616644 sec): 3 clusters Score: Raw -439630.507864 + Penalty 3043.741970 = -436586.765893 nChanged 6 SP:Iteration 54Q (2491.755273 sec): 3 clusters Score: Raw -439632.282844 + Penalty 3043.741970 = -436588.540874 nChanged 6 SP:Iteration 55Q (2491.879462 sec): 3 clusters Score: Raw -439633.601153 + Penalty 3043.741970 = -436589.859183 nChanged 6 SP:Iteration 56Q (2491.926261 sec): 3 clusters Score: Raw -439634.620371 + Penalty 3043.741970 = -436590.878401 nChanged 2 SP:Iteration 57Q (2491.977730 sec): 3 clusters Score: Raw -439635.108850 + Penalty 3043.741970 = -436591.366880 nChanged 3 SP:Iteration 58Q (2492.030879 sec): 3 clusters Score: Raw -439636.233109 + Penalty 3043.741970 = -436592.491139 nChanged 5 SP:Iteration 59Q (2492.082665 sec): 3 clusters Score: Raw -439637.595106 + Penalty 3043.741970 = -436593.853135 nChanged 3 SP:Iteration 60F (2492.132104 sec): 3 clusters Score: Raw -439638.347639 + Penalty 3043.741970 = -436594.605669 nChanged 1 SP:Iteration 61Q (2492.178793 sec): 3 clusters Score: Raw -439638.535057 + Penalty 3043.741970 = -436594.793087 nChanged 3 SP:Iteration 62Q (2492.226282 sec): 3 clusters Score: Raw -439639.022468 + Penalty 3043.741970 = -436595.280498 nChanged 1 SP:Iteration 63Q (2492.277607 sec): 3 clusters Score: Raw -439639.239364 + Penalty 3043.741970 = -436595.497394 nChanged 1 SP:Iteration 64Q (2492.328794 sec): 3 clusters Score: Raw -439639.605473 + Penalty 3043.741970 = -436595.863503 nChanged 3 SP:Iteration 65Q (2492.380641 sec): 3 clusters Score: Raw -439640.539739 + Penalty 3043.741970 = -436596.797769 nChanged 1 SP:Iteration 66Q (2492.427654 sec): 3 clusters Score: Raw -439640.604251 + Penalty 3043.741970 = -436596.862281 nChanged 0 SP:Iteration 67F (2492.474837 sec): 3 clusters Score: Raw -439640.604251 + Penalty 3043.741970 = -436596.862281 nChanged 0 Score: Raw -7108827.108241 + Penalty 52596.062773 = -7056231.045468 Splitting cluster 5 changes total score from -7055333.260249 to -7056231.045468 So it's getting split into cluster 26. Trying to split cluster 6 (1622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2495.850911 sec): 2 clusters Score: Raw -119579.402622 + Penalty 1297.193374 = -118282.209249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2495.874229 sec): 3 clusters Score: Raw -119039.341374 + Penalty 2594.386747 = -116444.954627 nChanged 537 SP:Iteration 1F (2495.897377 sec): 3 clusters Score: Raw -119667.225118 + Penalty 2594.386747 = -117072.838370 nChanged 193 SP:Iteration 2F (2495.920609 sec): 3 clusters Score: Raw -120000.984612 + Penalty 2594.386747 = -117406.597865 nChanged 108 SP:Iteration 3F (2495.947703 sec): 3 clusters Score: Raw -120127.833831 + Penalty 2594.386747 = -117533.447084 nChanged 57 SP:Iteration 4Q (2495.970941 sec): 3 clusters Score: Raw -120194.103862 + Penalty 2594.386747 = -117599.717115 nChanged 31 SP:Iteration 5Q (2495.994210 sec): 3 clusters Score: Raw -120228.668980 + Penalty 2594.386747 = -117634.282232 nChanged 23 SP:Iteration 6Q (2496.017233 sec): 3 clusters Score: Raw -120250.849360 + Penalty 2594.386747 = -117656.462613 nChanged 11 SP:Iteration 7Q (2496.039610 sec): 3 clusters Score: Raw -120262.000422 + Penalty 2594.386747 = -117667.613675 nChanged 13 SP:Iteration 8Q (2496.061954 sec): 3 clusters Score: Raw -120276.401084 + Penalty 2594.386747 = -117682.014337 nChanged 11 SP:Iteration 9Q (2496.084377 sec): 3 clusters Score: Raw -120287.233389 + Penalty 2594.386747 = -117692.846641 nChanged 12 SP:Iteration 10Q (2496.194071 sec): 3 clusters Score: Raw -120298.593667 + Penalty 2594.386747 = -117704.206920 nChanged 11 SP:Iteration 11Q (2496.314716 sec): 3 clusters Score: Raw -120307.106045 + Penalty 2594.386747 = -117712.719298 nChanged 5 SP:Iteration 12Q (2496.431626 sec): 3 clusters Score: Raw -120311.677776 + Penalty 2594.386747 = -117717.291028 nChanged 5 SP:Iteration 13Q (2496.545406 sec): 3 clusters Score: Raw -120315.932093 + Penalty 2594.386747 = -117721.545345 nChanged 3 SP:Iteration 14Q (2496.660533 sec): 3 clusters Score: Raw -120318.825557 + Penalty 2594.386747 = -117724.438809 nChanged 2 SP:Iteration 15Q (2496.776538 sec): 3 clusters Score: Raw -120319.993647 + Penalty 2594.386747 = -117725.606900 nChanged 1 SP:Iteration 16Q (2496.868986 sec): 3 clusters Score: Raw -120320.880571 + Penalty 2594.386747 = -117726.493824 nChanged 4 SP:Iteration 17Q (2496.930515 sec): 3 clusters Score: Raw -120323.614134 + Penalty 2594.386747 = -117729.227386 nChanged 1 SP:Iteration 18Q (2496.953033 sec): 3 clusters Score: Raw -120323.899254 + Penalty 2594.386747 = -117729.512507 nChanged 0 SP:Iteration 19F (2496.975177 sec): 3 clusters Score: Raw -120323.899254 + Penalty 2594.386747 = -117729.512507 nChanged 0 Trying to split cluster 7 (2061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2497.009593 sec): 2 clusters Score: Raw -148528.867055 + Penalty 1339.231125 = -147189.635930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2497.037899 sec): 3 clusters Score: Raw -147705.063333 + Penalty 2678.462250 = -145026.601084 nChanged 696 SP:Iteration 1F (2497.065483 sec): 3 clusters Score: Raw -148143.305498 + Penalty 2678.462250 = -145464.843248 nChanged 165 SP:Iteration 2F (2497.092493 sec): 3 clusters Score: Raw -148303.578460 + Penalty 2678.462250 = -145625.116210 nChanged 129 SP:Iteration 3F (2497.119367 sec): 3 clusters Score: Raw -148450.936500 + Penalty 2678.462250 = -145772.474251 nChanged 134 SP:Iteration 4F (2497.147555 sec): 3 clusters Score: Raw -148605.699534 + Penalty 2678.462250 = -145927.237284 nChanged 103 SP:Iteration 5Q (2497.174922 sec): 3 clusters Score: Raw -148731.322477 + Penalty 2678.462250 = -146052.860227 nChanged 110 SP:Iteration 6F (2497.201896 sec): 3 clusters Score: Raw -148873.351979 + Penalty 2678.462250 = -146194.889730 nChanged 82 SP:Iteration 7Q (2497.229056 sec): 3 clusters Score: Raw -148986.414372 + Penalty 2678.462250 = -146307.952123 nChanged 60 SP:Iteration 8Q (2497.255997 sec): 3 clusters Score: Raw -149058.278867 + Penalty 2678.462250 = -146379.816617 nChanged 52 SP:Iteration 9Q (2497.282802 sec): 3 clusters Score: Raw -149105.009786 + Penalty 2678.462250 = -146426.547536 nChanged 39 SP:Iteration 10Q (2497.309622 sec): 3 clusters Score: Raw -149138.917190 + Penalty 2678.462250 = -146460.454940 nChanged 39 SP:Iteration 11Q (2497.336389 sec): 3 clusters Score: Raw -149173.996680 + Penalty 2678.462250 = -146495.534430 nChanged 34 SP:Iteration 12Q (2497.363303 sec): 3 clusters Score: Raw -149215.009468 + Penalty 2678.462250 = -146536.547218 nChanged 34 SP:Iteration 13Q (2497.390477 sec): 3 clusters Score: Raw -149250.584125 + Penalty 2678.462250 = -146572.121875 nChanged 26 SP:Iteration 14Q (2497.417195 sec): 3 clusters Score: Raw -149279.307228 + Penalty 2678.462250 = -146600.844978 nChanged 20 SP:Iteration 15Q (2497.443916 sec): 3 clusters Score: Raw -149300.747547 + Penalty 2678.462250 = -146622.285297 nChanged 22 SP:Iteration 16Q (2497.471766 sec): 3 clusters Score: Raw -149316.281044 + Penalty 2678.462250 = -146637.818794 nChanged 19 SP:Iteration 17Q (2497.498636 sec): 3 clusters Score: Raw -149327.930125 + Penalty 2678.462250 = -146649.467875 nChanged 15 SP:Iteration 18Q (2497.525357 sec): 3 clusters Score: Raw -149339.090879 + Penalty 2678.462250 = -146660.628629 nChanged 11 SP:Iteration 19Q (2497.551996 sec): 3 clusters Score: Raw -149347.552939 + Penalty 2678.462250 = -146669.090689 nChanged 14 SP:Iteration 20F (2497.672942 sec): 3 clusters Score: Raw -149357.223024 + Penalty 2678.462250 = -146678.760775 nChanged 16 SP:Iteration 21Q (2497.799209 sec): 3 clusters Score: Raw -149368.249206 + Penalty 2678.462250 = -146689.786956 nChanged 9 SP:Iteration 22Q (2497.912426 sec): 3 clusters Score: Raw -149374.638258 + Penalty 2678.462250 = -146696.176008 nChanged 9 SP:Iteration 23Q (2498.020966 sec): 3 clusters Score: Raw -149380.610677 + Penalty 2678.462250 = -146702.148427 nChanged 8 SP:Iteration 24Q (2498.128112 sec): 3 clusters Score: Raw -149386.567292 + Penalty 2678.462250 = -146708.105042 nChanged 8 SP:Iteration 25Q (2498.244461 sec): 3 clusters Score: Raw -149392.840298 + Penalty 2678.462250 = -146714.378048 nChanged 10 SP:Iteration 26Q (2498.360464 sec): 3 clusters Score: Raw -149402.257276 + Penalty 2678.462250 = -146723.795027 nChanged 11 SP:Iteration 27Q (2498.420834 sec): 3 clusters Score: Raw -149409.503838 + Penalty 2678.462250 = -146731.041588 nChanged 12 SP:Iteration 28Q (2498.447772 sec): 3 clusters Score: Raw -149419.064848 + Penalty 2678.462250 = -146740.602598 nChanged 10 SP:Iteration 29Q (2498.474684 sec): 3 clusters Score: Raw -149426.584029 + Penalty 2678.462250 = -146748.121779 nChanged 8 SP:Iteration 30Q (2498.501265 sec): 3 clusters Score: Raw -149431.396201 + Penalty 2678.462250 = -146752.933951 nChanged 4 SP:Iteration 31Q (2498.527908 sec): 3 clusters Score: Raw -149432.772935 + Penalty 2678.462250 = -146754.310685 nChanged 3 SP:Iteration 32Q (2498.554385 sec): 3 clusters Score: Raw -149435.347404 + Penalty 2678.462250 = -146756.885154 nChanged 3 SP:Iteration 33Q (2498.580834 sec): 3 clusters Score: Raw -149437.605123 + Penalty 2678.462250 = -146759.142873 nChanged 3 SP:Iteration 34Q (2498.607442 sec): 3 clusters Score: Raw -149439.976032 + Penalty 2678.462250 = -146761.513782 nChanged 6 SP:Iteration 35Q (2498.633932 sec): 3 clusters Score: Raw -149442.949539 + Penalty 2678.462250 = -146764.487290 nChanged 4 SP:Iteration 36Q (2498.674948 sec): 3 clusters Score: Raw -149446.118389 + Penalty 2678.462250 = -146767.656139 nChanged 3 SP:Iteration 37Q (2498.701543 sec): 3 clusters Score: Raw -149448.679232 + Penalty 2678.462250 = -146770.216982 nChanged 1 SP:Iteration 38Q (2498.728268 sec): 3 clusters Score: Raw -149449.679779 + Penalty 2678.462250 = -146771.217529 nChanged 0 SP:Iteration 39F (2498.754761 sec): 3 clusters Score: Raw -149449.679779 + Penalty 2678.462250 = -146771.217529 nChanged 0 Trying to split cluster 8 (1948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2498.788588 sec): 2 clusters Score: Raw -122543.761952 + Penalty 1329.335014 = -121214.426938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2498.815155 sec): 3 clusters Score: Raw -121762.394108 + Penalty 2658.670028 = -119103.724080 nChanged 701 SP:Iteration 1F (2498.841092 sec): 3 clusters Score: Raw -122332.376071 + Penalty 2658.670028 = -119673.706043 nChanged 184 SP:Iteration 2F (2498.866983 sec): 3 clusters Score: Raw -122520.958956 + Penalty 2658.670028 = -119862.288928 nChanged 117 SP:Iteration 3F (2498.892707 sec): 3 clusters Score: Raw -122639.833199 + Penalty 2658.670028 = -119981.163171 nChanged 94 SP:Iteration 4Q (2498.918657 sec): 3 clusters Score: Raw -122726.844215 + Penalty 2658.670028 = -120068.174187 nChanged 70 SP:Iteration 5Q (2498.944801 sec): 3 clusters Score: Raw -122785.719124 + Penalty 2658.670028 = -120127.049096 nChanged 41 SP:Iteration 6Q (2498.970798 sec): 3 clusters Score: Raw -122819.710086 + Penalty 2658.670028 = -120161.040058 nChanged 30 SP:Iteration 7Q (2498.996852 sec): 3 clusters Score: Raw -122848.305523 + Penalty 2658.670028 = -120189.635495 nChanged 27 SP:Iteration 8Q (2499.022643 sec): 3 clusters Score: Raw -122873.745678 + Penalty 2658.670028 = -120215.075650 nChanged 20 SP:Iteration 9Q (2499.136922 sec): 3 clusters Score: Raw -122890.225055 + Penalty 2658.670028 = -120231.555027 nChanged 25 SP:Iteration 10Q (2499.246414 sec): 3 clusters Score: Raw -122910.430269 + Penalty 2658.670028 = -120251.760241 nChanged 27 SP:Iteration 11Q (2499.365407 sec): 3 clusters Score: Raw -122932.190645 + Penalty 2658.670028 = -120273.520617 nChanged 22 SP:Iteration 12Q (2499.480525 sec): 3 clusters Score: Raw -122951.878907 + Penalty 2658.670028 = -120293.208879 nChanged 27 SP:Iteration 13Q (2499.583520 sec): 3 clusters Score: Raw -122966.228720 + Penalty 2658.670028 = -120307.558692 nChanged 15 SP:Iteration 14Q (2499.684837 sec): 3 clusters Score: Raw -122974.946364 + Penalty 2658.670028 = -120316.276336 nChanged 8 SP:Iteration 15Q (2499.828144 sec): 3 clusters Score: Raw -122978.657871 + Penalty 2658.670028 = -120319.987843 nChanged 8 SP:Iteration 16Q (2499.843854 sec): 3 clusters Score: Raw -122982.380856 + Penalty 2658.670028 = -120323.710828 nChanged 5 SP:Iteration 17Q (2499.869748 sec): 3 clusters Score: Raw -122986.306084 + Penalty 2658.670028 = -120327.636056 nChanged 5 SP:Iteration 18Q (2499.912092 sec): 3 clusters Score: Raw -122990.120144 + Penalty 2658.670028 = -120331.450116 nChanged 5 SP:Iteration 19Q (2499.937870 sec): 3 clusters Score: Raw -122992.383699 + Penalty 2658.670028 = -120333.713671 nChanged 4 SP:Iteration 20F (2499.963303 sec): 3 clusters Score: Raw -122994.490523 + Penalty 2658.670028 = -120335.820495 nChanged 3 SP:Iteration 21Q (2499.989140 sec): 3 clusters Score: Raw -122997.465398 + Penalty 2658.670028 = -120338.795370 nChanged 2 SP:Iteration 22Q (2500.014938 sec): 3 clusters Score: Raw -122998.572650 + Penalty 2658.670028 = -120339.902622 nChanged 1 SP:Iteration 23Q (2500.046949 sec): 3 clusters Score: Raw -122998.881927 + Penalty 2658.670028 = -120340.211899 nChanged 0 SP:Iteration 24F (2500.072509 sec): 3 clusters Score: Raw -122998.881927 + Penalty 2658.670028 = -120340.211899 nChanged 0 Trying to split cluster 9 (8081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2500.127354 sec): 2 clusters Score: Raw -636603.878704 + Penalty 1579.021044 = -635024.857660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2500.217235 sec): 3 clusters Score: Raw -632232.201769 + Penalty 3158.042088 = -629074.159681 nChanged 3392 SP:Iteration 1F (2500.279832 sec): 3 clusters Score: Raw -634310.081746 + Penalty 3158.042088 = -631152.039658 nChanged 641 SP:Iteration 2F (2500.364853 sec): 3 clusters Score: Raw -634723.907809 + Penalty 3158.042088 = -631565.865721 nChanged 556 SP:Iteration 3F (2500.445515 sec): 3 clusters Score: Raw -635071.736685 + Penalty 3158.042088 = -631913.694597 nChanged 455 SP:Iteration 4F (2500.502275 sec): 3 clusters Score: Raw -635342.997687 + Penalty 3158.042088 = -632184.955599 nChanged 398 SP:Iteration 5Q (2500.562133 sec): 3 clusters Score: Raw -635575.328272 + Penalty 3158.042088 = -632417.286184 nChanged 336 SP:Iteration 6Q (2500.621423 sec): 3 clusters Score: Raw -635744.482419 + Penalty 3158.042088 = -632586.440331 nChanged 275 SP:Iteration 7Q (2500.681293 sec): 3 clusters Score: Raw -635869.017197 + Penalty 3158.042088 = -632710.975109 nChanged 228 SP:Iteration 8Q (2500.741152 sec): 3 clusters Score: Raw -635969.674857 + Penalty 3158.042088 = -632811.632769 nChanged 197 SP:Iteration 9Q (2500.800677 sec): 3 clusters Score: Raw -636050.021592 + Penalty 3158.042088 = -632891.979503 nChanged 164 SP:Iteration 10Q (2500.864632 sec): 3 clusters Score: Raw -636124.712415 + Penalty 3158.042088 = -632966.670327 nChanged 153 SP:Iteration 11Q (2500.929903 sec): 3 clusters Score: Raw -636193.309420 + Penalty 3158.042088 = -633035.267332 nChanged 122 SP:Iteration 12Q (2500.995057 sec): 3 clusters Score: Raw -636243.805904 + Penalty 3158.042088 = -633085.763816 nChanged 116 SP:Iteration 13Q (2501.058024 sec): 3 clusters Score: Raw -636292.117310 + Penalty 3158.042088 = -633134.075222 nChanged 101 SP:Iteration 14Q (2501.192765 sec): 3 clusters Score: Raw -636337.966405 + Penalty 3158.042088 = -633179.924317 nChanged 117 SP:Iteration 15Q (2501.329229 sec): 3 clusters Score: Raw -636398.388809 + Penalty 3158.042088 = -633240.346721 nChanged 109 SP:Iteration 16Q (2501.469317 sec): 3 clusters Score: Raw -636446.402605 + Penalty 3158.042088 = -633288.360517 nChanged 95 SP:Iteration 17Q (2501.625694 sec): 3 clusters Score: Raw -636491.958924 + Penalty 3158.042088 = -633333.916836 nChanged 110 SP:Iteration 18Q (2501.719074 sec): 3 clusters Score: Raw -636541.179794 + Penalty 3158.042088 = -633383.137706 nChanged 97 SP:Iteration 19Q (2501.789538 sec): 3 clusters Score: Raw -636593.892233 + Penalty 3158.042088 = -633435.850145 nChanged 107 SP:Iteration 20F (2501.868665 sec): 3 clusters Score: Raw -636657.019690 + Penalty 3158.042088 = -633498.977602 nChanged 119 SP:Iteration 21Q (2501.926633 sec): 3 clusters Score: Raw -636729.465046 + Penalty 3158.042088 = -633571.422958 nChanged 128 SP:Iteration 22Q (2501.984119 sec): 3 clusters Score: Raw -636833.362859 + Penalty 3158.042088 = -633675.320771 nChanged 157 SP:Iteration 23Q (2502.042657 sec): 3 clusters Score: Raw -636977.588561 + Penalty 3158.042088 = -633819.546473 nChanged 184 SP:Iteration 24Q (2502.100803 sec): 3 clusters Score: Raw -637139.556624 + Penalty 3158.042088 = -633981.514536 nChanged 203 SP:Iteration 25Q (2502.158473 sec): 3 clusters Score: Raw -637336.621224 + Penalty 3158.042088 = -634178.579136 nChanged 207 SP:Iteration 26Q (2502.215560 sec): 3 clusters Score: Raw -637570.245145 + Penalty 3158.042088 = -634412.203057 nChanged 209 SP:Iteration 27Q (2502.272982 sec): 3 clusters Score: Raw -637838.204872 + Penalty 3158.042088 = -634680.162784 nChanged 196 SP:Iteration 28Q (2502.332301 sec): 3 clusters Score: Raw -638127.727875 + Penalty 3158.042088 = -634969.685787 nChanged 157 SP:Iteration 29Q (2502.390299 sec): 3 clusters Score: Raw -638340.321854 + Penalty 3158.042088 = -635182.279766 nChanged 108 SP:Iteration 30Q (2502.447171 sec): 3 clusters Score: Raw -638421.980865 + Penalty 3158.042088 = -635263.938777 nChanged 71 SP:Iteration 31Q (2502.503765 sec): 3 clusters Score: Raw -638460.562936 + Penalty 3158.042088 = -635302.520848 nChanged 46 SP:Iteration 32Q (2502.559390 sec): 3 clusters Score: Raw -638481.722677 + Penalty 3158.042088 = -635323.680589 nChanged 33 SP:Iteration 33Q (2502.614950 sec): 3 clusters Score: Raw -638496.774412 + Penalty 3158.042088 = -635338.732324 nChanged 33 SP:Iteration 34Q (2502.670393 sec): 3 clusters Score: Raw -638508.667898 + Penalty 3158.042088 = -635350.625810 nChanged 27 SP:Iteration 35Q (2502.725569 sec): 3 clusters Score: Raw -638519.458801 + Penalty 3158.042088 = -635361.416713 nChanged 28 SP:Iteration 36Q (2502.780278 sec): 3 clusters Score: Raw -638532.314189 + Penalty 3158.042088 = -635374.272101 nChanged 30 SP:Iteration 37Q (2502.836177 sec): 3 clusters Score: Raw -638543.941488 + Penalty 3158.042088 = -635385.899399 nChanged 22 SP:Iteration 38Q (2502.923322 sec): 3 clusters Score: Raw -638550.576739 + Penalty 3158.042088 = -635392.534651 nChanged 23 SP:Iteration 39Q (2503.083519 sec): 3 clusters Score: Raw -638557.886804 + Penalty 3158.042088 = -635399.844716 nChanged 22 SP:Iteration 40F (2503.139858 sec): 3 clusters Score: Raw -638571.061149 + Penalty 3158.042088 = -635413.019061 nChanged 23 SP:Iteration 41Q (2503.190103 sec): 3 clusters Score: Raw -638581.001586 + Penalty 3158.042088 = -635422.959498 nChanged 22 SP:Iteration 42Q (2503.239944 sec): 3 clusters Score: Raw -638589.810999 + Penalty 3158.042088 = -635431.768911 nChanged 22 SP:Iteration 43Q (2503.290209 sec): 3 clusters Score: Raw -638597.146136 + Penalty 3158.042088 = -635439.104048 nChanged 22 SP:Iteration 44Q (2503.346455 sec): 3 clusters Score: Raw -638602.772705 + Penalty 3158.042088 = -635444.730617 nChanged 15 SP:Iteration 45Q (2503.478864 sec): 3 clusters Score: Raw -638605.459167 + Penalty 3158.042088 = -635447.417079 nChanged 7 SP:Iteration 46Q (2503.627987 sec): 3 clusters Score: Raw -638606.443712 + Penalty 3158.042088 = -635448.401624 nChanged 0 SP:Iteration 47F (2503.751627 sec): 3 clusters Score: Raw -638606.443712 + Penalty 3158.042088 = -635448.401624 nChanged 0 Score: Raw -7110829.673249 + Penalty 54618.988264 = -7056210.684985 Splitting cluster 9 changes total score from -7055333.260249 to -7056210.684985 So it's getting split into cluster 27. Trying to split cluster 10 (5733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2507.326732 sec): 2 clusters Score: Raw -429687.200653 + Penalty 1518.775988 = -428168.424665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2507.390708 sec): 3 clusters Score: Raw -426661.934221 + Penalty 3037.551976 = -423624.382245 nChanged 2337 SP:Iteration 1F (2507.454785 sec): 3 clusters Score: Raw -428044.107361 + Penalty 3037.551976 = -425006.555385 nChanged 462 SP:Iteration 2F (2507.518234 sec): 3 clusters Score: Raw -428312.653694 + Penalty 3037.551976 = -425275.101718 nChanged 349 SP:Iteration 3F (2507.568286 sec): 3 clusters Score: Raw -428514.947301 + Penalty 3037.551976 = -425477.395325 nChanged 296 SP:Iteration 4F (2507.613958 sec): 3 clusters Score: Raw -428670.020782 + Penalty 3037.551976 = -425632.468806 nChanged 239 SP:Iteration 5Q (2507.660358 sec): 3 clusters Score: Raw -428806.410068 + Penalty 3037.551976 = -425768.858093 nChanged 241 SP:Iteration 6Q (2507.707606 sec): 3 clusters Score: Raw -428951.725475 + Penalty 3037.551976 = -425914.173500 nChanged 236 SP:Iteration 7Q (2507.760939 sec): 3 clusters Score: Raw -429097.349695 + Penalty 3037.551976 = -426059.797719 nChanged 248 SP:Iteration 8Q (2507.813353 sec): 3 clusters Score: Raw -429261.443207 + Penalty 3037.551976 = -426223.891231 nChanged 259 SP:Iteration 9Q (2507.920491 sec): 3 clusters Score: Raw -429457.216485 + Penalty 3037.551976 = -426419.664509 nChanged 255 SP:Iteration 10Q (2507.971445 sec): 3 clusters Score: Raw -429617.681110 + Penalty 3037.551976 = -426580.129134 nChanged 191 SP:Iteration 11Q (2508.022371 sec): 3 clusters Score: Raw -429747.922927 + Penalty 3037.551976 = -426710.370951 nChanged 169 SP:Iteration 12Q (2508.072557 sec): 3 clusters Score: Raw -429831.155788 + Penalty 3037.551976 = -426793.603813 nChanged 123 SP:Iteration 13Q (2508.123094 sec): 3 clusters Score: Raw -429885.613388 + Penalty 3037.551976 = -426848.061412 nChanged 87 SP:Iteration 14Q (2508.176099 sec): 3 clusters Score: Raw -429925.312538 + Penalty 3037.551976 = -426887.760562 nChanged 92 SP:Iteration 15Q (2508.225401 sec): 3 clusters Score: Raw -429967.155508 + Penalty 3037.551976 = -426929.603532 nChanged 77 SP:Iteration 16Q (2508.274647 sec): 3 clusters Score: Raw -429997.842681 + Penalty 3037.551976 = -426960.290706 nChanged 56 SP:Iteration 17Q (2508.323921 sec): 3 clusters Score: Raw -430018.998095 + Penalty 3037.551976 = -426981.446119 nChanged 46 SP:Iteration 18Q (2508.374744 sec): 3 clusters Score: Raw -430035.593759 + Penalty 3037.551976 = -426998.041783 nChanged 45 SP:Iteration 19Q (2508.426046 sec): 3 clusters Score: Raw -430055.496599 + Penalty 3037.551976 = -427017.944623 nChanged 36 SP:Iteration 20F (2508.476887 sec): 3 clusters Score: Raw -430103.316822 + Penalty 3037.551976 = -427065.764847 nChanged 48 SP:Iteration 21Q (2508.527670 sec): 3 clusters Score: Raw -430142.094156 + Penalty 3037.551976 = -427104.542180 nChanged 68 SP:Iteration 22Q (2508.578571 sec): 3 clusters Score: Raw -430174.185800 + Penalty 3037.551976 = -427136.633824 nChanged 45 SP:Iteration 23Q (2508.629263 sec): 3 clusters Score: Raw -430196.549806 + Penalty 3037.551976 = -427158.997830 nChanged 39 SP:Iteration 24Q (2508.680085 sec): 3 clusters Score: Raw -430211.812075 + Penalty 3037.551976 = -427174.260099 nChanged 34 SP:Iteration 25Q (2508.815839 sec): 3 clusters Score: Raw -430223.251911 + Penalty 3037.551976 = -427185.699935 nChanged 35 SP:Iteration 26Q (2508.982551 sec): 3 clusters Score: Raw -430235.073472 + Penalty 3037.551976 = -427197.521496 nChanged 25 SP:Iteration 27Q (2509.087348 sec): 3 clusters Score: Raw -430243.324282 + Penalty 3037.551976 = -427205.772307 nChanged 15 SP:Iteration 28Q (2509.244509 sec): 3 clusters Score: Raw -430246.803663 + Penalty 3037.551976 = -427209.251687 nChanged 14 SP:Iteration 29Q (2509.395945 sec): 3 clusters Score: Raw -430251.390905 + Penalty 3037.551976 = -427213.838929 nChanged 16 SP:Iteration 30Q (2509.446384 sec): 3 clusters Score: Raw -430254.934877 + Penalty 3037.551976 = -427217.382901 nChanged 13 SP:Iteration 31Q (2509.493337 sec): 3 clusters Score: Raw -430257.747760 + Penalty 3037.551976 = -427220.195785 nChanged 12 SP:Iteration 32Q (2509.543152 sec): 3 clusters Score: Raw -430261.108027 + Penalty 3037.551976 = -427223.556052 nChanged 9 SP:Iteration 33Q (2509.603280 sec): 3 clusters Score: Raw -430262.965008 + Penalty 3037.551976 = -427225.413032 nChanged 5 SP:Iteration 34Q (2509.663647 sec): 3 clusters Score: Raw -430263.924767 + Penalty 3037.551976 = -427226.372791 nChanged 5 SP:Iteration 35Q (2509.723144 sec): 3 clusters Score: Raw -430264.793867 + Penalty 3037.551976 = -427227.241891 nChanged 3 SP:Iteration 36Q (2509.770506 sec): 3 clusters Score: Raw -430265.829380 + Penalty 3037.551976 = -427228.277404 nChanged 3 SP:Iteration 37Q (2509.817969 sec): 3 clusters Score: Raw -430266.689402 + Penalty 3037.551976 = -427229.137427 nChanged 6 SP:Iteration 38Q (2509.865217 sec): 3 clusters Score: Raw -430267.777755 + Penalty 3037.551976 = -427230.225780 nChanged 3 SP:Iteration 39Q (2509.916689 sec): 3 clusters Score: Raw -430268.732035 + Penalty 3037.551976 = -427231.180060 nChanged 8 SP:Iteration 40F (2509.968947 sec): 3 clusters Score: Raw -430271.300173 + Penalty 3037.551976 = -427233.748197 nChanged 13 SP:Iteration 41Q (2510.021545 sec): 3 clusters Score: Raw -430275.057628 + Penalty 3037.551976 = -427237.505652 nChanged 14 SP:Iteration 42Q (2510.080464 sec): 3 clusters Score: Raw -430279.302375 + Penalty 3037.551976 = -427241.750399 nChanged 8 SP:Iteration 43Q (2510.130005 sec): 3 clusters Score: Raw -430281.415122 + Penalty 3037.551976 = -427243.863146 nChanged 6 SP:Iteration 44Q (2510.179348 sec): 3 clusters Score: Raw -430282.694443 + Penalty 3037.551976 = -427245.142467 nChanged 8 SP:Iteration 45Q (2510.252511 sec): 3 clusters Score: Raw -430284.544736 + Penalty 3037.551976 = -427246.992761 nChanged 5 SP:Iteration 46Q (2510.303226 sec): 3 clusters Score: Raw -430285.661909 + Penalty 3037.551976 = -427248.109933 nChanged 4 SP:Iteration 47Q (2510.354048 sec): 3 clusters Score: Raw -430286.696656 + Penalty 3037.551976 = -427249.144681 nChanged 5 SP:Iteration 48Q (2510.404926 sec): 3 clusters Score: Raw -430288.105506 + Penalty 3037.551976 = -427250.553530 nChanged 7 SP:Iteration 49Q (2510.470595 sec): 3 clusters Score: Raw -430289.900121 + Penalty 3037.551976 = -427252.348145 nChanged 5 SP:Iteration 50Q (2510.521286 sec): 3 clusters Score: Raw -430291.256034 + Penalty 3037.551976 = -427253.704058 nChanged 9 SP:Iteration 51Q (2510.654196 sec): 3 clusters Score: Raw -430294.100511 + Penalty 3037.551976 = -427256.548535 nChanged 6 SP:Iteration 52Q (2510.779201 sec): 3 clusters Score: Raw -430295.809724 + Penalty 3037.551976 = -427258.257748 nChanged 8 SP:Iteration 53Q (2510.908560 sec): 3 clusters Score: Raw -430297.741182 + Penalty 3037.551976 = -427260.189207 nChanged 8 SP:Iteration 54Q (2511.039212 sec): 3 clusters Score: Raw -430299.851711 + Penalty 3037.551976 = -427262.299735 nChanged 6 SP:Iteration 55Q (2511.177786 sec): 3 clusters Score: Raw -430301.260809 + Penalty 3037.551976 = -427263.708834 nChanged 6 SP:Iteration 56Q (2511.240980 sec): 3 clusters Score: Raw -430302.282928 + Penalty 3037.551976 = -427264.730952 nChanged 6 SP:Iteration 57Q (2511.377948 sec): 3 clusters Score: Raw -430303.464774 + Penalty 3037.551976 = -427265.912798 nChanged 7 SP:Iteration 58Q (2511.533149 sec): 3 clusters Score: Raw -430305.484752 + Penalty 3037.551976 = -427267.932776 nChanged 6 SP:Iteration 59Q (2511.661833 sec): 3 clusters Score: Raw -430306.662290 + Penalty 3037.551976 = -427269.110314 nChanged 4 SP:Iteration 60F (2511.787410 sec): 3 clusters Score: Raw -430307.988396 + Penalty 3037.551976 = -427270.436420 nChanged 3 SP:Iteration 61Q (2511.918760 sec): 3 clusters Score: Raw -430308.586281 + Penalty 3037.551976 = -427271.034306 nChanged 2 SP:Iteration 62Q (2512.049267 sec): 3 clusters Score: Raw -430309.029604 + Penalty 3037.551976 = -427271.477628 nChanged 1 SP:Iteration 63Q (2512.097354 sec): 3 clusters Score: Raw -430309.323203 + Penalty 3037.551976 = -427271.771227 nChanged 1 SP:Iteration 64Q (2512.146182 sec): 3 clusters Score: Raw -430309.573863 + Penalty 3037.551976 = -427272.021887 nChanged 2 SP:Iteration 65Q (2512.194262 sec): 3 clusters Score: Raw -430309.854931 + Penalty 3037.551976 = -427272.302955 nChanged 3 SP:Iteration 66Q (2512.242646 sec): 3 clusters Score: Raw -430310.471350 + Penalty 3037.551976 = -427272.919374 nChanged 2 SP:Iteration 67Q (2512.292153 sec): 3 clusters Score: Raw -430310.856783 + Penalty 3037.551976 = -427273.304807 nChanged 1 SP:Iteration 68Q (2512.399427 sec): 3 clusters Score: Raw -430311.007103 + Penalty 3037.551976 = -427273.455127 nChanged 0 SP:Iteration 69F (2512.451378 sec): 3 clusters Score: Raw -430311.007103 + Penalty 3037.551976 = -427273.455127 nChanged 0 Trying to split cluster 11 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2512.485859 sec): 2 clusters Score: Raw -30215.885643 + Penalty 1065.008691 = -29150.876952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2512.496237 sec): 3 clusters Score: Raw -30216.225701 + Penalty 2130.017381 = -28086.208320 nChanged 86 SP:Iteration 1F (2512.527524 sec): 3 clusters Score: Raw -30341.513221 + Penalty 2130.017381 = -28211.495840 nChanged 26 SP:Iteration 2F (2512.537270 sec): 3 clusters Score: Raw -30398.891970 + Penalty 2130.017381 = -28268.874589 nChanged 12 SP:Iteration 3Q (2512.546918 sec): 3 clusters Score: Raw -30417.536222 + Penalty 2130.017381 = -28287.518841 nChanged 5 SP:Iteration 4Q (2512.556564 sec): 3 clusters Score: Raw -30426.009655 + Penalty 2130.017381 = -28295.992273 nChanged 1 SP:Iteration 5Q (2512.566164 sec): 3 clusters Score: Raw -30426.882155 + Penalty 2130.017381 = -28296.864774 nChanged 0 SP:Iteration 6F (2512.575760 sec): 3 clusters Score: Raw -30426.882155 + Penalty 2130.017381 = -28296.864774 nChanged 0 Trying to split cluster 12 (1812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2512.623516 sec): 2 clusters Score: Raw -92143.870434 + Penalty 1316.633728 = -90827.236706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2512.649781 sec): 3 clusters Score: Raw -91464.969593 + Penalty 2633.267457 = -88831.702136 nChanged 629 SP:Iteration 1F (2512.678278 sec): 3 clusters Score: Raw -92105.783402 + Penalty 2633.267457 = -89472.515945 nChanged 182 SP:Iteration 2F (2512.703470 sec): 3 clusters Score: Raw -92336.208730 + Penalty 2633.267457 = -89702.941274 nChanged 113 SP:Iteration 3F (2512.745183 sec): 3 clusters Score: Raw -92475.837406 + Penalty 2633.267457 = -89842.569949 nChanged 74 SP:Iteration 4Q (2512.769653 sec): 3 clusters Score: Raw -92552.625977 + Penalty 2633.267457 = -89919.358520 nChanged 54 SP:Iteration 5Q (2512.794027 sec): 3 clusters Score: Raw -92599.370726 + Penalty 2633.267457 = -89966.103270 nChanged 47 SP:Iteration 6Q (2512.819360 sec): 3 clusters Score: Raw -92649.999282 + Penalty 2633.267457 = -90016.731826 nChanged 42 SP:Iteration 7Q (2512.855327 sec): 3 clusters Score: Raw -92688.385009 + Penalty 2633.267457 = -90055.117552 nChanged 26 SP:Iteration 8Q (2513.004190 sec): 3 clusters Score: Raw -92705.489120 + Penalty 2633.267457 = -90072.221663 nChanged 17 SP:Iteration 9Q (2513.125864 sec): 3 clusters Score: Raw -92715.800710 + Penalty 2633.267457 = -90082.533254 nChanged 19 SP:Iteration 10Q (2513.209855 sec): 3 clusters Score: Raw -92728.340527 + Penalty 2633.267457 = -90095.073070 nChanged 18 SP:Iteration 11Q (2513.328770 sec): 3 clusters Score: Raw -92738.681517 + Penalty 2633.267457 = -90105.414060 nChanged 15 SP:Iteration 12Q (2513.442486 sec): 3 clusters Score: Raw -92748.028735 + Penalty 2633.267457 = -90114.761278 nChanged 8 SP:Iteration 13Q (2513.557446 sec): 3 clusters Score: Raw -92755.714952 + Penalty 2633.267457 = -90122.447495 nChanged 6 SP:Iteration 14Q (2513.653573 sec): 3 clusters Score: Raw -92760.314537 + Penalty 2633.267457 = -90127.047080 nChanged 8 SP:Iteration 15Q (2513.767144 sec): 3 clusters Score: Raw -92764.643040 + Penalty 2633.267457 = -90131.375584 nChanged 6 SP:Iteration 16Q (2513.880099 sec): 3 clusters Score: Raw -92767.833956 + Penalty 2633.267457 = -90134.566499 nChanged 8 SP:Iteration 17Q (2514.013869 sec): 3 clusters Score: Raw -92771.894707 + Penalty 2633.267457 = -90138.627250 nChanged 9 SP:Iteration 18Q (2514.047284 sec): 3 clusters Score: Raw -92776.309881 + Penalty 2633.267457 = -90143.042424 nChanged 9 SP:Iteration 19Q (2514.071383 sec): 3 clusters Score: Raw -92781.215308 + Penalty 2633.267457 = -90147.947851 nChanged 9 SP:Iteration 20F (2514.095444 sec): 3 clusters Score: Raw -92786.685867 + Penalty 2633.267457 = -90153.418410 nChanged 4 SP:Iteration 21Q (2514.119537 sec): 3 clusters Score: Raw -92792.207099 + Penalty 2633.267457 = -90158.939642 nChanged 8 SP:Iteration 22Q (2514.143594 sec): 3 clusters Score: Raw -92799.141887 + Penalty 2633.267457 = -90165.874431 nChanged 6 SP:Iteration 23Q (2514.175445 sec): 3 clusters Score: Raw -92801.138838 + Penalty 2633.267457 = -90167.871381 nChanged 6 SP:Iteration 24Q (2514.199456 sec): 3 clusters Score: Raw -92803.971431 + Penalty 2633.267457 = -90170.703974 nChanged 3 SP:Iteration 25Q (2514.223265 sec): 3 clusters Score: Raw -92805.257992 + Penalty 2633.267457 = -90171.990535 nChanged 2 SP:Iteration 26Q (2514.247197 sec): 3 clusters Score: Raw -92806.148198 + Penalty 2633.267457 = -90172.880742 nChanged 0 SP:Iteration 27F (2514.271245 sec): 3 clusters Score: Raw -92806.148198 + Penalty 2633.267457 = -90172.880742 nChanged 0 Trying to split cluster 13 (14639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2514.356839 sec): 2 clusters Score: Raw -1122902.904249 + Penalty 1683.298506 = -1121219.605742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2514.488265 sec): 3 clusters Score: Raw -1114480.465174 + Penalty 3366.597012 = -1111113.868162 nChanged 6426 SP:Iteration 1F (2514.568571 sec): 3 clusters Score: Raw -1118315.745668 + Penalty 3366.597012 = -1114949.148656 nChanged 1140 SP:Iteration 2F (2514.654502 sec): 3 clusters Score: Raw -1119043.245670 + Penalty 3366.597012 = -1115676.648658 nChanged 1048 SP:Iteration 3F (2514.740378 sec): 3 clusters Score: Raw -1119875.483770 + Penalty 3366.597012 = -1116508.886757 nChanged 1051 SP:Iteration 4F (2514.854872 sec): 3 clusters Score: Raw -1120869.053901 + Penalty 3366.597012 = -1117502.456889 nChanged 1024 SP:Iteration 5F (2514.941590 sec): 3 clusters Score: Raw -1121901.720221 + Penalty 3366.597012 = -1118535.123209 nChanged 928 SP:Iteration 6F (2515.027334 sec): 3 clusters Score: Raw -1122743.456939 + Penalty 3366.597012 = -1119376.859927 nChanged 778 SP:Iteration 7F (2515.203375 sec): 3 clusters Score: Raw -1123414.459286 + Penalty 3366.597012 = -1120047.862274 nChanged 657 SP:Iteration 8Q (2515.346499 sec): 3 clusters Score: Raw -1123995.363069 + Penalty 3366.597012 = -1120628.766057 nChanged 594 SP:Iteration 9Q (2515.561686 sec): 3 clusters Score: Raw -1124496.589001 + Penalty 3366.597012 = -1121129.991988 nChanged 476 SP:Iteration 10Q (2515.755299 sec): 3 clusters Score: Raw -1124840.754221 + Penalty 3366.597012 = -1121474.157209 nChanged 374 SP:Iteration 11Q (2515.885967 sec): 3 clusters Score: Raw -1125080.741472 + Penalty 3366.597012 = -1121714.144460 nChanged 308 SP:Iteration 12Q (2516.060422 sec): 3 clusters Score: Raw -1125270.965216 + Penalty 3366.597012 = -1121904.368203 nChanged 258 SP:Iteration 13Q (2516.204879 sec): 3 clusters Score: Raw -1125430.000682 + Penalty 3366.597012 = -1122063.403669 nChanged 221 SP:Iteration 14Q (2516.279825 sec): 3 clusters Score: Raw -1125563.340336 + Penalty 3366.597012 = -1122196.743324 nChanged 202 SP:Iteration 15Q (2516.361393 sec): 3 clusters Score: Raw -1125662.980295 + Penalty 3366.597012 = -1122296.383283 nChanged 163 SP:Iteration 16Q (2516.463959 sec): 3 clusters Score: Raw -1125727.057411 + Penalty 3366.597012 = -1122360.460399 nChanged 126 SP:Iteration 17Q (2516.567954 sec): 3 clusters Score: Raw -1125770.153140 + Penalty 3366.597012 = -1122403.556128 nChanged 101 SP:Iteration 18Q (2516.680593 sec): 3 clusters Score: Raw -1125801.167457 + Penalty 3366.597012 = -1122434.570445 nChanged 89 SP:Iteration 19Q (2516.756219 sec): 3 clusters Score: Raw -1125827.108199 + Penalty 3366.597012 = -1122460.511187 nChanged 89 SP:Iteration 20F (2516.835072 sec): 3 clusters Score: Raw -1125855.038651 + Penalty 3366.597012 = -1122488.441639 nChanged 95 SP:Iteration 21Q (2516.915329 sec): 3 clusters Score: Raw -1125891.837693 + Penalty 3366.597012 = -1122525.240681 nChanged 97 SP:Iteration 22Q (2517.012406 sec): 3 clusters Score: Raw -1125937.475700 + Penalty 3366.597012 = -1122570.878688 nChanged 117 SP:Iteration 23Q (2517.097041 sec): 3 clusters Score: Raw -1126011.757391 + Penalty 3366.597012 = -1122645.160379 nChanged 128 SP:Iteration 24Q (2517.187517 sec): 3 clusters Score: Raw -1126088.232812 + Penalty 3366.597012 = -1122721.635800 nChanged 154 SP:Iteration 25Q (2517.269759 sec): 3 clusters Score: Raw -1126226.754505 + Penalty 3366.597012 = -1122860.157493 nChanged 243 SP:Iteration 26Q (2517.346751 sec): 3 clusters Score: Raw -1126633.970649 + Penalty 3366.597012 = -1123267.373636 nChanged 327 SP:Iteration 27Q (2517.441781 sec): 3 clusters Score: Raw -1127555.322178 + Penalty 3366.597012 = -1124188.725166 nChanged 316 SP:Iteration 28Q (2517.526447 sec): 3 clusters Score: Raw -1128261.267095 + Penalty 3366.597012 = -1124894.670083 nChanged 146 SP:Iteration 29Q (2517.708147 sec): 3 clusters Score: Raw -1128359.505285 + Penalty 3366.597012 = -1124992.908273 nChanged 47 SP:Iteration 30Q (2517.827695 sec): 3 clusters Score: Raw -1128367.835463 + Penalty 3366.597012 = -1125001.238451 nChanged 11 SP:Iteration 31Q (2517.901330 sec): 3 clusters Score: Raw -1128369.177929 + Penalty 3366.597012 = -1125002.580916 nChanged 3 SP:Iteration 32Q (2517.975393 sec): 3 clusters Score: Raw -1128369.316518 + Penalty 3366.597012 = -1125002.719505 nChanged 1 SP:Iteration 33Q (2518.052499 sec): 3 clusters Score: Raw -1128369.344955 + Penalty 3366.597012 = -1125002.747942 nChanged 0 SP:Iteration 34F (2518.142769 sec): 3 clusters Score: Raw -1128369.658308 + Penalty 3366.597012 = -1125003.061295 nChanged 1 SP:Iteration 35Q (2518.233157 sec): 3 clusters Score: Raw -1128369.768492 + Penalty 3366.597012 = -1125003.171480 nChanged 0 SP:Iteration 36F (2518.396090 sec): 3 clusters Score: Raw -1128369.768492 + Penalty 3366.597012 = -1125003.171480 nChanged 0 Score: Raw -7116296.537492 + Penalty 56641.913755 = -7059654.623737 Splitting cluster 13 changes total score from -7055333.260249 to -7059654.623737 So it's getting split into cluster 28. Trying to split cluster 14 (3269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2522.103106 sec): 2 clusters Score: Raw -229919.954513 + Penalty 1420.188016 = -228499.766497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2522.225896 sec): 3 clusters Score: Raw -228377.435906 + Penalty 2840.376032 = -225537.059874 nChanged 1231 SP:Iteration 1F (2522.350490 sec): 3 clusters Score: Raw -229208.773071 + Penalty 2840.376032 = -226368.397039 nChanged 266 SP:Iteration 2F (2522.469805 sec): 3 clusters Score: Raw -229406.286733 + Penalty 2840.376032 = -226565.910701 nChanged 178 SP:Iteration 3F (2522.581852 sec): 3 clusters Score: Raw -229549.151108 + Penalty 2840.376032 = -226708.775076 nChanged 150 SP:Iteration 4Q (2522.714789 sec): 3 clusters Score: Raw -229661.642402 + Penalty 2840.376032 = -226821.266370 nChanged 128 SP:Iteration 5Q (2522.805185 sec): 3 clusters Score: Raw -229751.313522 + Penalty 2840.376032 = -226910.937490 nChanged 101 SP:Iteration 6Q (2522.922694 sec): 3 clusters Score: Raw -229818.384213 + Penalty 2840.376032 = -226978.008181 nChanged 107 SP:Iteration 7Q (2523.029629 sec): 3 clusters Score: Raw -229895.600512 + Penalty 2840.376032 = -227055.224480 nChanged 84 SP:Iteration 8Q (2523.088097 sec): 3 clusters Score: Raw -229967.360130 + Penalty 2840.376032 = -227126.984098 nChanged 88 SP:Iteration 9Q (2523.127970 sec): 3 clusters Score: Raw -230046.695941 + Penalty 2840.376032 = -227206.319909 nChanged 91 SP:Iteration 10Q (2523.167599 sec): 3 clusters Score: Raw -230123.378652 + Penalty 2840.376032 = -227283.002620 nChanged 71 SP:Iteration 11Q (2523.207317 sec): 3 clusters Score: Raw -230180.952313 + Penalty 2840.376032 = -227340.576281 nChanged 79 SP:Iteration 12Q (2523.246844 sec): 3 clusters Score: Raw -230252.360470 + Penalty 2840.376032 = -227411.984439 nChanged 85 SP:Iteration 13Q (2523.286232 sec): 3 clusters Score: Raw -230309.677431 + Penalty 2840.376032 = -227469.301399 nChanged 69 SP:Iteration 14Q (2523.325675 sec): 3 clusters Score: Raw -230348.690118 + Penalty 2840.376032 = -227508.314086 nChanged 54 SP:Iteration 15Q (2523.364577 sec): 3 clusters Score: Raw -230378.770495 + Penalty 2840.376032 = -227538.394463 nChanged 50 SP:Iteration 16Q (2523.484236 sec): 3 clusters Score: Raw -230406.819248 + Penalty 2840.376032 = -227566.443216 nChanged 41 SP:Iteration 17Q (2523.514499 sec): 3 clusters Score: Raw -230428.731454 + Penalty 2840.376032 = -227588.355423 nChanged 37 SP:Iteration 18Q (2523.552990 sec): 3 clusters Score: Raw -230450.511404 + Penalty 2840.376032 = -227610.135373 nChanged 26 SP:Iteration 19Q (2523.591668 sec): 3 clusters Score: Raw -230462.912040 + Penalty 2840.376032 = -227622.536008 nChanged 22 SP:Iteration 20F (2523.630472 sec): 3 clusters Score: Raw -230472.844085 + Penalty 2840.376032 = -227632.468053 nChanged 22 SP:Iteration 21Q (2523.668424 sec): 3 clusters Score: Raw -230483.527162 + Penalty 2840.376032 = -227643.151130 nChanged 23 SP:Iteration 22Q (2523.707693 sec): 3 clusters Score: Raw -230495.765299 + Penalty 2840.376032 = -227655.389268 nChanged 19 SP:Iteration 23Q (2523.807124 sec): 3 clusters Score: Raw -230503.216020 + Penalty 2840.376032 = -227662.839989 nChanged 16 SP:Iteration 24Q (2523.846465 sec): 3 clusters Score: Raw -230510.040578 + Penalty 2840.376032 = -227669.664546 nChanged 20 SP:Iteration 25Q (2523.885929 sec): 3 clusters Score: Raw -230517.388971 + Penalty 2840.376032 = -227677.012939 nChanged 13 SP:Iteration 26Q (2523.924094 sec): 3 clusters Score: Raw -230521.927978 + Penalty 2840.376032 = -227681.551946 nChanged 10 SP:Iteration 27Q (2523.965813 sec): 3 clusters Score: Raw -230526.669251 + Penalty 2840.376032 = -227686.293220 nChanged 11 SP:Iteration 28Q (2524.004347 sec): 3 clusters Score: Raw -230530.961994 + Penalty 2840.376032 = -227690.585962 nChanged 6 SP:Iteration 29Q (2524.043050 sec): 3 clusters Score: Raw -230532.777538 + Penalty 2840.376032 = -227692.401506 nChanged 3 SP:Iteration 30Q (2524.081969 sec): 3 clusters Score: Raw -230533.571117 + Penalty 2840.376032 = -227693.195085 nChanged 4 SP:Iteration 31Q (2524.120289 sec): 3 clusters Score: Raw -230534.722136 + Penalty 2840.376032 = -227694.346104 nChanged 3 SP:Iteration 32Q (2524.239290 sec): 3 clusters Score: Raw -230535.381090 + Penalty 2840.376032 = -227695.005058 nChanged 3 SP:Iteration 33Q (2524.359561 sec): 3 clusters Score: Raw -230536.027967 + Penalty 2840.376032 = -227695.651935 nChanged 1 SP:Iteration 34Q (2524.476446 sec): 3 clusters Score: Raw -230536.312061 + Penalty 2840.376032 = -227695.936030 nChanged 1 SP:Iteration 35Q (2524.596557 sec): 3 clusters Score: Raw -230536.611292 + Penalty 2840.376032 = -227696.235260 nChanged 1 SP:Iteration 36Q (2524.716425 sec): 3 clusters Score: Raw -230536.759766 + Penalty 2840.376032 = -227696.383734 nChanged 0 SP:Iteration 37F (2524.830554 sec): 3 clusters Score: Raw -230536.759766 + Penalty 2840.376032 = -227696.383734 nChanged 0 Trying to split cluster 15 (8992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2524.908187 sec): 2 clusters Score: Raw -704261.244256 + Penalty 1597.767895 = -702663.476360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2524.980344 sec): 3 clusters Score: Raw -699373.700410 + Penalty 3195.535791 = -696178.164619 nChanged 3762 SP:Iteration 1F (2525.073722 sec): 3 clusters Score: Raw -701543.268730 + Penalty 3195.535791 = -698347.732940 nChanged 721 SP:Iteration 2F (2525.143551 sec): 3 clusters Score: Raw -702066.464186 + Penalty 3195.535791 = -698870.928396 nChanged 707 SP:Iteration 3F (2525.203067 sec): 3 clusters Score: Raw -702629.036854 + Penalty 3195.535791 = -699433.501063 nChanged 688 SP:Iteration 4F (2525.262128 sec): 3 clusters Score: Raw -703201.339261 + Penalty 3195.535791 = -700005.803470 nChanged 590 SP:Iteration 5F (2525.322977 sec): 3 clusters Score: Raw -703671.175380 + Penalty 3195.535791 = -700475.639589 nChanged 471 SP:Iteration 6F (2525.386353 sec): 3 clusters Score: Raw -703997.279714 + Penalty 3195.535791 = -700801.743924 nChanged 372 SP:Iteration 7Q (2525.460203 sec): 3 clusters Score: Raw -704230.504256 + Penalty 3195.535791 = -701034.968465 nChanged 282 SP:Iteration 8Q (2525.534005 sec): 3 clusters Score: Raw -704394.248146 + Penalty 3195.535791 = -701198.712355 nChanged 242 SP:Iteration 9Q (2525.622915 sec): 3 clusters Score: Raw -704520.679738 + Penalty 3195.535791 = -701325.143947 nChanged 175 SP:Iteration 10Q (2525.683276 sec): 3 clusters Score: Raw -704604.682038 + Penalty 3195.535791 = -701409.146247 nChanged 147 SP:Iteration 11Q (2525.770940 sec): 3 clusters Score: Raw -704672.172690 + Penalty 3195.535791 = -701476.636900 nChanged 127 SP:Iteration 12Q (2525.842453 sec): 3 clusters Score: Raw -704718.258839 + Penalty 3195.535791 = -701522.723048 nChanged 99 SP:Iteration 13Q (2525.905294 sec): 3 clusters Score: Raw -704757.810604 + Penalty 3195.535791 = -701562.274813 nChanged 89 SP:Iteration 14Q (2525.967122 sec): 3 clusters Score: Raw -704793.466103 + Penalty 3195.535791 = -701597.930312 nChanged 75 SP:Iteration 15Q (2526.029880 sec): 3 clusters Score: Raw -704820.746206 + Penalty 3195.535791 = -701625.210415 nChanged 68 SP:Iteration 16Q (2526.094007 sec): 3 clusters Score: Raw -704839.225921 + Penalty 3195.535791 = -701643.690130 nChanged 61 SP:Iteration 17Q (2526.157785 sec): 3 clusters Score: Raw -704858.751336 + Penalty 3195.535791 = -701663.215545 nChanged 56 SP:Iteration 18Q (2526.221891 sec): 3 clusters Score: Raw -704880.789778 + Penalty 3195.535791 = -701685.253987 nChanged 66 SP:Iteration 19Q (2526.286810 sec): 3 clusters Score: Raw -704903.136150 + Penalty 3195.535791 = -701707.600359 nChanged 67 SP:Iteration 20F (2526.356646 sec): 3 clusters Score: Raw -704921.853140 + Penalty 3195.535791 = -701726.317349 nChanged 44 SP:Iteration 21Q (2526.427244 sec): 3 clusters Score: Raw -704936.028696 + Penalty 3195.535791 = -701740.492905 nChanged 37 SP:Iteration 22Q (2526.490274 sec): 3 clusters Score: Raw -704944.170631 + Penalty 3195.535791 = -701748.634840 nChanged 28 SP:Iteration 23Q (2526.551455 sec): 3 clusters Score: Raw -704949.618388 + Penalty 3195.535791 = -701754.082597 nChanged 24 SP:Iteration 24Q (2526.705471 sec): 3 clusters Score: Raw -704954.812443 + Penalty 3195.535791 = -701759.276653 nChanged 15 SP:Iteration 25Q (2526.855944 sec): 3 clusters Score: Raw -704957.050563 + Penalty 3195.535791 = -701761.514772 nChanged 15 SP:Iteration 26Q (2527.001252 sec): 3 clusters Score: Raw -704959.845440 + Penalty 3195.535791 = -701764.309649 nChanged 9 SP:Iteration 27Q (2527.147482 sec): 3 clusters Score: Raw -704961.046621 + Penalty 3195.535791 = -701765.510830 nChanged 5 SP:Iteration 28Q (2527.265928 sec): 3 clusters Score: Raw -704961.687760 + Penalty 3195.535791 = -701766.151969 nChanged 4 SP:Iteration 29Q (2527.328206 sec): 3 clusters Score: Raw -704962.086500 + Penalty 3195.535791 = -701766.550709 nChanged 2 SP:Iteration 30Q (2527.390918 sec): 3 clusters Score: Raw -704962.528388 + Penalty 3195.535791 = -701766.992597 nChanged 5 SP:Iteration 31Q (2527.455129 sec): 3 clusters Score: Raw -704963.560319 + Penalty 3195.535791 = -701768.024528 nChanged 3 SP:Iteration 32Q (2527.526092 sec): 3 clusters Score: Raw -704963.852686 + Penalty 3195.535791 = -701768.316895 nChanged 3 SP:Iteration 33Q (2527.596782 sec): 3 clusters Score: Raw -704964.103513 + Penalty 3195.535791 = -701768.567722 nChanged 4 SP:Iteration 34Q (2527.660687 sec): 3 clusters Score: Raw -704964.790580 + Penalty 3195.535791 = -701769.254789 nChanged 1 SP:Iteration 35Q (2527.722189 sec): 3 clusters Score: Raw -704964.967478 + Penalty 3195.535791 = -701769.431687 nChanged 0 SP:Iteration 36F (2527.783675 sec): 3 clusters Score: Raw -704964.967478 + Penalty 3195.535791 = -701769.431687 nChanged 0 Trying to split cluster 16 (2636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2527.828765 sec): 2 clusters Score: Raw -167770.438614 + Penalty 1382.416641 = -166388.021973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2527.864156 sec): 3 clusters Score: Raw -166598.308437 + Penalty 2764.833281 = -163833.475156 nChanged 932 SP:Iteration 1F (2527.900360 sec): 3 clusters Score: Raw -167345.738095 + Penalty 2764.833281 = -164580.904814 nChanged 255 SP:Iteration 2F (2527.936670 sec): 3 clusters Score: Raw -167591.067522 + Penalty 2764.833281 = -164826.234241 nChanged 164 SP:Iteration 3F (2527.973170 sec): 3 clusters Score: Raw -167724.389415 + Penalty 2764.833281 = -164959.556133 nChanged 115 SP:Iteration 4Q (2528.009929 sec): 3 clusters Score: Raw -167810.873436 + Penalty 2764.833281 = -165046.040154 nChanged 86 SP:Iteration 5Q (2528.043110 sec): 3 clusters Score: Raw -167885.626093 + Penalty 2764.833281 = -165120.792812 nChanged 81 SP:Iteration 6Q (2528.076328 sec): 3 clusters Score: Raw -167950.716563 + Penalty 2764.833281 = -165185.883282 nChanged 69 SP:Iteration 7Q (2528.109480 sec): 3 clusters Score: Raw -168004.434049 + Penalty 2764.833281 = -165239.600767 nChanged 60 SP:Iteration 8Q (2528.142513 sec): 3 clusters Score: Raw -168055.576376 + Penalty 2764.833281 = -165290.743094 nChanged 40 SP:Iteration 9Q (2528.175583 sec): 3 clusters Score: Raw -168085.727455 + Penalty 2764.833281 = -165320.894173 nChanged 44 SP:Iteration 10Q (2528.208673 sec): 3 clusters Score: Raw -168108.150959 + Penalty 2764.833281 = -165343.317678 nChanged 37 SP:Iteration 11Q (2528.241788 sec): 3 clusters Score: Raw -168125.308493 + Penalty 2764.833281 = -165360.475212 nChanged 25 SP:Iteration 12Q (2528.274837 sec): 3 clusters Score: Raw -168139.120048 + Penalty 2764.833281 = -165374.286767 nChanged 27 SP:Iteration 13Q (2528.307727 sec): 3 clusters Score: Raw -168155.834885 + Penalty 2764.833281 = -165391.001604 nChanged 27 SP:Iteration 14Q (2528.340838 sec): 3 clusters Score: Raw -168175.283744 + Penalty 2764.833281 = -165410.450463 nChanged 27 SP:Iteration 15Q (2528.373848 sec): 3 clusters Score: Raw -168191.841602 + Penalty 2764.833281 = -165427.008321 nChanged 26 SP:Iteration 16Q (2528.480050 sec): 3 clusters Score: Raw -168210.399111 + Penalty 2764.833281 = -165445.565829 nChanged 20 SP:Iteration 17Q (2528.585263 sec): 3 clusters Score: Raw -168226.509179 + Penalty 2764.833281 = -165461.675897 nChanged 27 SP:Iteration 18Q (2528.703348 sec): 3 clusters Score: Raw -168244.702004 + Penalty 2764.833281 = -165479.868723 nChanged 25 SP:Iteration 19Q (2528.821415 sec): 3 clusters Score: Raw -168259.794906 + Penalty 2764.833281 = -165494.961624 nChanged 25 SP:Iteration 20F (2528.939599 sec): 3 clusters Score: Raw -168274.448669 + Penalty 2764.833281 = -165509.615387 nChanged 14 SP:Iteration 21Q (2529.056857 sec): 3 clusters Score: Raw -168282.370288 + Penalty 2764.833281 = -165517.537007 nChanged 11 SP:Iteration 22Q (2529.174486 sec): 3 clusters Score: Raw -168287.084579 + Penalty 2764.833281 = -165522.251298 nChanged 6 SP:Iteration 23Q (2529.292519 sec): 3 clusters Score: Raw -168288.976840 + Penalty 2764.833281 = -165524.143559 nChanged 3 SP:Iteration 24Q (2529.410097 sec): 3 clusters Score: Raw -168289.987980 + Penalty 2764.833281 = -165525.154699 nChanged 3 SP:Iteration 25Q (2529.526882 sec): 3 clusters Score: Raw -168290.936518 + Penalty 2764.833281 = -165526.103236 nChanged 4 SP:Iteration 26Q (2529.646467 sec): 3 clusters Score: Raw -168292.654894 + Penalty 2764.833281 = -165527.821613 nChanged 3 SP:Iteration 27Q (2529.680971 sec): 3 clusters Score: Raw -168293.024841 + Penalty 2764.833281 = -165528.191560 nChanged 0 SP:Iteration 28F (2529.713803 sec): 3 clusters Score: Raw -168293.024841 + Penalty 2764.833281 = -165528.191560 nChanged 0 Trying to split cluster 17 (5287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2529.759747 sec): 2 clusters Score: Raw -389055.572696 + Penalty 1504.562598 = -387551.010098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2529.839573 sec): 3 clusters Score: Raw -386354.357811 + Penalty 3009.125196 = -383345.232615 nChanged 2127 SP:Iteration 1F (2529.904212 sec): 3 clusters Score: Raw -387761.692460 + Penalty 3009.125196 = -384752.567264 nChanged 488 SP:Iteration 2F (2529.967108 sec): 3 clusters Score: Raw -388255.147997 + Penalty 3009.125196 = -385246.022801 nChanged 468 SP:Iteration 3F (2530.027861 sec): 3 clusters Score: Raw -388782.057654 + Penalty 3009.125196 = -385772.932458 nChanged 488 SP:Iteration 4F (2530.074932 sec): 3 clusters Score: Raw -389277.295722 + Penalty 3009.125196 = -386268.170526 nChanged 348 SP:Iteration 5F (2530.123771 sec): 3 clusters Score: Raw -389580.693633 + Penalty 3009.125196 = -386571.568437 nChanged 252 SP:Iteration 6Q (2530.174030 sec): 3 clusters Score: Raw -389789.495052 + Penalty 3009.125196 = -386780.369856 nChanged 191 SP:Iteration 7Q (2530.225696 sec): 3 clusters Score: Raw -389909.918572 + Penalty 3009.125196 = -386900.793376 nChanged 114 SP:Iteration 8Q (2530.277025 sec): 3 clusters Score: Raw -389968.726945 + Penalty 3009.125196 = -386959.601749 nChanged 70 SP:Iteration 9Q (2530.327679 sec): 3 clusters Score: Raw -390004.942150 + Penalty 3009.125196 = -386995.816954 nChanged 59 SP:Iteration 10Q (2530.376083 sec): 3 clusters Score: Raw -390034.491171 + Penalty 3009.125196 = -387025.365975 nChanged 44 SP:Iteration 11Q (2530.423942 sec): 3 clusters Score: Raw -390054.060535 + Penalty 3009.125196 = -387044.935339 nChanged 34 SP:Iteration 12Q (2530.471887 sec): 3 clusters Score: Raw -390065.911070 + Penalty 3009.125196 = -387056.785874 nChanged 28 SP:Iteration 13Q (2530.522303 sec): 3 clusters Score: Raw -390076.361282 + Penalty 3009.125196 = -387067.236086 nChanged 26 SP:Iteration 14Q (2530.589924 sec): 3 clusters Score: Raw -390087.274448 + Penalty 3009.125196 = -387078.149252 nChanged 26 SP:Iteration 15Q (2530.640104 sec): 3 clusters Score: Raw -390098.250780 + Penalty 3009.125196 = -387089.125584 nChanged 25 SP:Iteration 16Q (2530.687195 sec): 3 clusters Score: Raw -390108.340852 + Penalty 3009.125196 = -387099.215656 nChanged 19 SP:Iteration 17Q (2530.820127 sec): 3 clusters Score: Raw -390114.661509 + Penalty 3009.125196 = -387105.536313 nChanged 11 SP:Iteration 18Q (2530.959478 sec): 3 clusters Score: Raw -390118.598289 + Penalty 3009.125196 = -387109.473093 nChanged 18 SP:Iteration 19Q (2531.085513 sec): 3 clusters Score: Raw -390124.209513 + Penalty 3009.125196 = -387115.084317 nChanged 12 SP:Iteration 20F (2531.239256 sec): 3 clusters Score: Raw -390129.915773 + Penalty 3009.125196 = -387120.790577 nChanged 9 SP:Iteration 21Q (2531.330747 sec): 3 clusters Score: Raw -390133.452325 + Penalty 3009.125196 = -387124.327129 nChanged 9 SP:Iteration 22Q (2531.444304 sec): 3 clusters Score: Raw -390136.836993 + Penalty 3009.125196 = -387127.711798 nChanged 9 SP:Iteration 23Q (2531.488266 sec): 3 clusters Score: Raw -390139.942902 + Penalty 3009.125196 = -387130.817706 nChanged 9 SP:Iteration 24Q (2531.581767 sec): 3 clusters Score: Raw -390143.244806 + Penalty 3009.125196 = -387134.119610 nChanged 10 SP:Iteration 25Q (2531.629052 sec): 3 clusters Score: Raw -390146.763266 + Penalty 3009.125196 = -387137.638070 nChanged 13 SP:Iteration 26Q (2531.680026 sec): 3 clusters Score: Raw -390151.016348 + Penalty 3009.125196 = -387141.891152 nChanged 9 SP:Iteration 27Q (2531.725857 sec): 3 clusters Score: Raw -390152.593582 + Penalty 3009.125196 = -387143.468386 nChanged 5 SP:Iteration 28Q (2531.776506 sec): 3 clusters Score: Raw -390153.605305 + Penalty 3009.125196 = -387144.480109 nChanged 1 SP:Iteration 29Q (2531.827990 sec): 3 clusters Score: Raw -390153.630939 + Penalty 3009.125196 = -387144.505743 nChanged 0 SP:Iteration 30F (2531.879858 sec): 3 clusters Score: Raw -390153.630939 + Penalty 3009.125196 = -387144.505743 nChanged 0 Trying to split cluster 18 (1534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2531.919854 sec): 2 clusters Score: Raw -99102.004134 + Penalty 1287.403764 = -97814.600370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2531.942208 sec): 3 clusters Score: Raw -98510.200171 + Penalty 2574.807528 = -95935.392643 nChanged 479 SP:Iteration 1F (2531.963627 sec): 3 clusters Score: Raw -98879.099177 + Penalty 2574.807528 = -96304.291649 nChanged 146 SP:Iteration 2F (2531.985172 sec): 3 clusters Score: Raw -99112.761954 + Penalty 2574.807528 = -96537.954426 nChanged 127 SP:Iteration 3F (2532.006579 sec): 3 clusters Score: Raw -99298.077226 + Penalty 2574.807528 = -96723.269698 nChanged 109 SP:Iteration 4F (2532.027891 sec): 3 clusters Score: Raw -99463.073281 + Penalty 2574.807528 = -96888.265754 nChanged 95 SP:Iteration 5F (2532.049995 sec): 3 clusters Score: Raw -99618.888565 + Penalty 2574.807528 = -97044.081038 nChanged 74 SP:Iteration 6Q (2532.072089 sec): 3 clusters Score: Raw -99708.006057 + Penalty 2574.807528 = -97133.198529 nChanged 55 SP:Iteration 7Q (2532.094048 sec): 3 clusters Score: Raw -99772.822946 + Penalty 2574.807528 = -97198.015418 nChanged 45 SP:Iteration 8Q (2532.116064 sec): 3 clusters Score: Raw -99819.294299 + Penalty 2574.807528 = -97244.486771 nChanged 28 SP:Iteration 9Q (2532.140723 sec): 3 clusters Score: Raw -99844.594732 + Penalty 2574.807528 = -97269.787205 nChanged 15 SP:Iteration 10Q (2532.162618 sec): 3 clusters Score: Raw -99856.567656 + Penalty 2574.807528 = -97281.760129 nChanged 10 SP:Iteration 11Q (2532.184520 sec): 3 clusters Score: Raw -99863.193807 + Penalty 2574.807528 = -97288.386279 nChanged 9 SP:Iteration 12Q (2532.206365 sec): 3 clusters Score: Raw -99870.402171 + Penalty 2574.807528 = -97295.594643 nChanged 5 SP:Iteration 13Q (2532.310514 sec): 3 clusters Score: Raw -99874.448508 + Penalty 2574.807528 = -97299.640981 nChanged 7 SP:Iteration 14Q (2532.424989 sec): 3 clusters Score: Raw -99882.447566 + Penalty 2574.807528 = -97307.640038 nChanged 7 SP:Iteration 15Q (2532.531120 sec): 3 clusters Score: Raw -99887.444960 + Penalty 2574.807528 = -97312.637433 nChanged 4 SP:Iteration 16Q (2532.643132 sec): 3 clusters Score: Raw -99891.075701 + Penalty 2574.807528 = -97316.268174 nChanged 1 SP:Iteration 17Q (2532.752140 sec): 3 clusters Score: Raw -99891.212119 + Penalty 2574.807528 = -97316.404592 nChanged 0 SP:Iteration 18F (2532.857864 sec): 3 clusters Score: Raw -99891.212119 + Penalty 2574.807528 = -97316.404592 nChanged 0 Trying to split cluster 19 (2021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2532.945266 sec): 2 clusters Score: Raw -127010.430466 + Penalty 1335.791524 = -125674.638942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2533.009827 sec): 3 clusters Score: Raw -126203.328239 + Penalty 2671.583049 = -123531.745190 nChanged 680 SP:Iteration 1F (2533.122010 sec): 3 clusters Score: Raw -126743.515028 + Penalty 2671.583049 = -124071.931980 nChanged 183 SP:Iteration 2F (2533.233719 sec): 3 clusters Score: Raw -126916.310694 + Penalty 2671.583049 = -124244.727645 nChanged 123 SP:Iteration 3F (2533.341399 sec): 3 clusters Score: Raw -127039.007776 + Penalty 2671.583049 = -124367.424727 nChanged 90 SP:Iteration 4Q (2533.440978 sec): 3 clusters Score: Raw -127126.968860 + Penalty 2671.583049 = -124455.385811 nChanged 70 SP:Iteration 5Q (2533.545430 sec): 3 clusters Score: Raw -127210.012946 + Penalty 2671.583049 = -124538.429897 nChanged 81 SP:Iteration 6Q (2533.578119 sec): 3 clusters Score: Raw -127309.292867 + Penalty 2671.583049 = -124637.709818 nChanged 67 SP:Iteration 7Q (2533.622057 sec): 3 clusters Score: Raw -127398.390594 + Penalty 2671.583049 = -124726.807545 nChanged 47 SP:Iteration 8Q (2533.648991 sec): 3 clusters Score: Raw -127454.509333 + Penalty 2671.583049 = -124782.926284 nChanged 53 SP:Iteration 9Q (2533.675488 sec): 3 clusters Score: Raw -127505.914774 + Penalty 2671.583049 = -124834.331726 nChanged 29 SP:Iteration 10Q (2533.702006 sec): 3 clusters Score: Raw -127527.328960 + Penalty 2671.583049 = -124855.745912 nChanged 25 SP:Iteration 11Q (2533.728337 sec): 3 clusters Score: Raw -127538.095811 + Penalty 2671.583049 = -124866.512763 nChanged 14 SP:Iteration 12Q (2533.754619 sec): 3 clusters Score: Raw -127545.568751 + Penalty 2671.583049 = -124873.985702 nChanged 12 SP:Iteration 13Q (2533.780916 sec): 3 clusters Score: Raw -127553.295973 + Penalty 2671.583049 = -124881.712924 nChanged 13 SP:Iteration 14Q (2533.807624 sec): 3 clusters Score: Raw -127561.221251 + Penalty 2671.583049 = -124889.638202 nChanged 9 SP:Iteration 15Q (2533.834168 sec): 3 clusters Score: Raw -127568.091122 + Penalty 2671.583049 = -124896.508073 nChanged 6 SP:Iteration 16Q (2533.860435 sec): 3 clusters Score: Raw -127572.249540 + Penalty 2671.583049 = -124900.666491 nChanged 6 SP:Iteration 17Q (2533.886864 sec): 3 clusters Score: Raw -127574.793490 + Penalty 2671.583049 = -124903.210441 nChanged 2 SP:Iteration 18Q (2533.913160 sec): 3 clusters Score: Raw -127576.818262 + Penalty 2671.583049 = -124905.235213 nChanged 4 SP:Iteration 19Q (2533.939380 sec): 3 clusters Score: Raw -127580.310810 + Penalty 2671.583049 = -124908.727761 nChanged 2 SP:Iteration 20F (2533.993396 sec): 3 clusters Score: Raw -127581.776379 + Penalty 2671.583049 = -124910.193330 nChanged 3 SP:Iteration 21Q (2534.092733 sec): 3 clusters Score: Raw -127583.292418 + Penalty 2671.583049 = -124911.709369 nChanged 3 SP:Iteration 22Q (2534.207883 sec): 3 clusters Score: Raw -127585.993599 + Penalty 2671.583049 = -124914.410550 nChanged 5 SP:Iteration 23Q (2534.240598 sec): 3 clusters Score: Raw -127590.769128 + Penalty 2671.583049 = -124919.186079 nChanged 3 SP:Iteration 24Q (2534.266992 sec): 3 clusters Score: Raw -127592.177250 + Penalty 2671.583049 = -124920.594202 nChanged 4 SP:Iteration 25Q (2534.293277 sec): 3 clusters Score: Raw -127594.187818 + Penalty 2671.583049 = -124922.604769 nChanged 4 SP:Iteration 26Q (2534.319849 sec): 3 clusters Score: Raw -127596.438198 + Penalty 2671.583049 = -124924.855149 nChanged 1 SP:Iteration 27Q (2534.441849 sec): 3 clusters Score: Raw -127597.285530 + Penalty 2671.583049 = -124925.702481 nChanged 2 SP:Iteration 28Q (2534.563115 sec): 3 clusters Score: Raw -127599.140363 + Penalty 2671.583049 = -124927.557314 nChanged 2 SP:Iteration 29Q (2534.677693 sec): 3 clusters Score: Raw -127599.972929 + Penalty 2671.583049 = -124928.389881 nChanged 0 SP:Iteration 30F (2534.795669 sec): 3 clusters Score: Raw -127599.972929 + Penalty 2671.583049 = -124928.389881 nChanged 0 Trying to split cluster 20 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2534.855378 sec): 2 clusters Score: Raw -55535.412625 + Penalty 1236.839272 = -54298.573353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2535.000057 sec): 3 clusters Score: Raw -55230.196061 + Penalty 2473.678545 = -52756.517516 nChanged 360 SP:Iteration 1F (2535.069944 sec): 3 clusters Score: Raw -55778.598794 + Penalty 2473.678545 = -53304.920250 nChanged 116 SP:Iteration 2F (2535.184344 sec): 3 clusters Score: Raw -56032.309353 + Penalty 2473.678545 = -53558.630808 nChanged 82 SP:Iteration 3F (2535.296473 sec): 3 clusters Score: Raw -56175.791839 + Penalty 2473.678545 = -53702.113294 nChanged 50 SP:Iteration 4Q (2535.409523 sec): 3 clusters Score: Raw -56259.456397 + Penalty 2473.678545 = -53785.777852 nChanged 31 SP:Iteration 5Q (2535.513437 sec): 3 clusters Score: Raw -56303.441622 + Penalty 2473.678545 = -53829.763077 nChanged 20 SP:Iteration 6Q (2535.530606 sec): 3 clusters Score: Raw -56322.919993 + Penalty 2473.678545 = -53849.241448 nChanged 16 SP:Iteration 7Q (2535.547684 sec): 3 clusters Score: Raw -56354.142617 + Penalty 2473.678545 = -53880.464073 nChanged 17 SP:Iteration 8Q (2535.564695 sec): 3 clusters Score: Raw -56386.759868 + Penalty 2473.678545 = -53913.081323 nChanged 17 SP:Iteration 9Q (2535.581899 sec): 3 clusters Score: Raw -56406.776215 + Penalty 2473.678545 = -53933.097671 nChanged 9 SP:Iteration 10Q (2535.600260 sec): 3 clusters Score: Raw -56421.472827 + Penalty 2473.678545 = -53947.794282 nChanged 7 SP:Iteration 11Q (2535.618567 sec): 3 clusters Score: Raw -56435.453081 + Penalty 2473.678545 = -53961.774537 nChanged 8 SP:Iteration 12Q (2535.636712 sec): 3 clusters Score: Raw -56455.073813 + Penalty 2473.678545 = -53981.395268 nChanged 10 SP:Iteration 13Q (2535.655035 sec): 3 clusters Score: Raw -56483.704851 + Penalty 2473.678545 = -54010.026306 nChanged 6 SP:Iteration 14Q (2535.673252 sec): 3 clusters Score: Raw -56489.560197 + Penalty 2473.678545 = -54015.881653 nChanged 4 SP:Iteration 15Q (2535.691455 sec): 3 clusters Score: Raw -56492.540153 + Penalty 2473.678545 = -54018.861608 nChanged 1 SP:Iteration 16Q (2535.709690 sec): 3 clusters Score: Raw -56492.731685 + Penalty 2473.678545 = -54019.053140 nChanged 0 SP:Iteration 17F (2535.728383 sec): 3 clusters Score: Raw -56492.731685 + Penalty 2473.678545 = -54019.053140 nChanged 0 Trying to split cluster 21 (2732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2535.765962 sec): 2 clusters Score: Raw -195278.089016 + Penalty 1388.694508 = -193889.394508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2535.801820 sec): 3 clusters Score: Raw -194057.682344 + Penalty 2777.389016 = -191280.293328 nChanged 1033 SP:Iteration 1F (2535.836423 sec): 3 clusters Score: Raw -194841.657329 + Penalty 2777.389016 = -192064.268313 nChanged 250 SP:Iteration 2F (2535.870955 sec): 3 clusters Score: Raw -195062.814700 + Penalty 2777.389016 = -192285.425684 nChanged 169 SP:Iteration 3F (2535.905711 sec): 3 clusters Score: Raw -195192.766876 + Penalty 2777.389016 = -192415.377860 nChanged 119 SP:Iteration 4Q (2535.939987 sec): 3 clusters Score: Raw -195273.321992 + Penalty 2777.389016 = -192495.932976 nChanged 75 SP:Iteration 5Q (2535.974405 sec): 3 clusters Score: Raw -195331.030692 + Penalty 2777.389016 = -192553.641675 nChanged 75 SP:Iteration 6Q (2536.087886 sec): 3 clusters Score: Raw -195390.154627 + Penalty 2777.389016 = -192612.765611 nChanged 66 SP:Iteration 7Q (2536.229911 sec): 3 clusters Score: Raw -195445.172792 + Penalty 2777.389016 = -192667.783776 nChanged 59 SP:Iteration 8Q (2536.299212 sec): 3 clusters Score: Raw -195491.868211 + Penalty 2777.389016 = -192714.479195 nChanged 51 SP:Iteration 9Q (2536.417261 sec): 3 clusters Score: Raw -195522.263300 + Penalty 2777.389016 = -192744.874283 nChanged 38 SP:Iteration 10Q (2536.520752 sec): 3 clusters Score: Raw -195551.536914 + Penalty 2777.389016 = -192774.147898 nChanged 37 SP:Iteration 11Q (2536.618749 sec): 3 clusters Score: Raw -195571.711525 + Penalty 2777.389016 = -192794.322509 nChanged 32 SP:Iteration 12Q (2536.731360 sec): 3 clusters Score: Raw -195593.548679 + Penalty 2777.389016 = -192816.159662 nChanged 32 SP:Iteration 13Q (2536.849225 sec): 3 clusters Score: Raw -195615.628298 + Penalty 2777.389016 = -192838.239282 nChanged 29 SP:Iteration 14Q (2536.897082 sec): 3 clusters Score: Raw -195633.047550 + Penalty 2777.389016 = -192855.658534 nChanged 25 SP:Iteration 15Q (2536.930874 sec): 3 clusters Score: Raw -195665.194114 + Penalty 2777.389016 = -192887.805098 nChanged 38 SP:Iteration 16Q (2536.964856 sec): 3 clusters Score: Raw -195713.974852 + Penalty 2777.389016 = -192936.585835 nChanged 55 SP:Iteration 17Q (2536.998464 sec): 3 clusters Score: Raw -195808.539468 + Penalty 2777.389016 = -193031.150452 nChanged 66 SP:Iteration 18Q (2537.031946 sec): 3 clusters Score: Raw -195951.333661 + Penalty 2777.389016 = -193173.944645 nChanged 68 SP:Iteration 19Q (2537.065470 sec): 3 clusters Score: Raw -196043.602998 + Penalty 2777.389016 = -193266.213982 nChanged 65 SP:Iteration 20F (2537.099260 sec): 3 clusters Score: Raw -196119.461722 + Penalty 2777.389016 = -193342.072706 nChanged 56 SP:Iteration 21Q (2537.132331 sec): 3 clusters Score: Raw -196185.834313 + Penalty 2777.389016 = -193408.445297 nChanged 56 SP:Iteration 22Q (2537.165585 sec): 3 clusters Score: Raw -196253.436198 + Penalty 2777.389016 = -193476.047182 nChanged 41 SP:Iteration 23Q (2537.198603 sec): 3 clusters Score: Raw -196292.737900 + Penalty 2777.389016 = -193515.348883 nChanged 37 SP:Iteration 24Q (2537.231651 sec): 3 clusters Score: Raw -196334.412100 + Penalty 2777.389016 = -193557.023084 nChanged 38 SP:Iteration 25Q (2537.264526 sec): 3 clusters Score: Raw -196384.992335 + Penalty 2777.389016 = -193607.603319 nChanged 26 SP:Iteration 26Q (2537.297445 sec): 3 clusters Score: Raw -196413.388220 + Penalty 2777.389016 = -193635.999204 nChanged 27 SP:Iteration 27Q (2537.330368 sec): 3 clusters Score: Raw -196453.875429 + Penalty 2777.389016 = -193676.486412 nChanged 27 SP:Iteration 28Q (2537.363468 sec): 3 clusters Score: Raw -196493.100387 + Penalty 2777.389016 = -193715.711371 nChanged 30 SP:Iteration 29Q (2537.396317 sec): 3 clusters Score: Raw -196529.120140 + Penalty 2777.389016 = -193751.731123 nChanged 19 SP:Iteration 30Q (2537.429194 sec): 3 clusters Score: Raw -196552.677401 + Penalty 2777.389016 = -193775.288384 nChanged 20 SP:Iteration 31Q (2537.462332 sec): 3 clusters Score: Raw -196572.126627 + Penalty 2777.389016 = -193794.737610 nChanged 21 SP:Iteration 32Q (2537.496023 sec): 3 clusters Score: Raw -196593.913825 + Penalty 2777.389016 = -193816.524809 nChanged 16 SP:Iteration 33Q (2537.528689 sec): 3 clusters Score: Raw -196617.038112 + Penalty 2777.389016 = -193839.649095 nChanged 20 SP:Iteration 34Q (2537.561511 sec): 3 clusters Score: Raw -196634.182415 + Penalty 2777.389016 = -193856.793399 nChanged 20 SP:Iteration 35Q (2537.594130 sec): 3 clusters Score: Raw -196651.219057 + Penalty 2777.389016 = -193873.830040 nChanged 19 SP:Iteration 36Q (2537.626589 sec): 3 clusters Score: Raw -196664.881260 + Penalty 2777.389016 = -193887.492244 nChanged 15 SP:Iteration 37Q (2537.731135 sec): 3 clusters Score: Raw -196675.205592 + Penalty 2777.389016 = -193897.816575 nChanged 13 SP:Iteration 38Q (2537.852866 sec): 3 clusters Score: Raw -196685.369386 + Penalty 2777.389016 = -193907.980369 nChanged 9 SP:Iteration 39Q (2537.972228 sec): 3 clusters Score: Raw -196690.759504 + Penalty 2777.389016 = -193913.370488 nChanged 11 SP:Iteration 40F (2538.084150 sec): 3 clusters Score: Raw -196700.971988 + Penalty 2777.389016 = -193923.582971 nChanged 17 SP:Iteration 41Q (2538.201980 sec): 3 clusters Score: Raw -196716.205974 + Penalty 2777.389016 = -193938.816957 nChanged 10 SP:Iteration 42Q (2538.314796 sec): 3 clusters Score: Raw -196729.808486 + Penalty 2777.389016 = -193952.419470 nChanged 19 SP:Iteration 43Q (2538.423937 sec): 3 clusters Score: Raw -196763.976655 + Penalty 2777.389016 = -193986.587639 nChanged 24 SP:Iteration 44Q (2538.534445 sec): 3 clusters Score: Raw -196806.909026 + Penalty 2777.389016 = -194029.520010 nChanged 18 SP:Iteration 45Q (2538.649196 sec): 3 clusters Score: Raw -196833.359030 + Penalty 2777.389016 = -194055.970014 nChanged 17 SP:Iteration 46Q (2538.738629 sec): 3 clusters Score: Raw -196857.529392 + Penalty 2777.389016 = -194080.140376 nChanged 16 SP:Iteration 47Q (2538.854277 sec): 3 clusters Score: Raw -196882.613239 + Penalty 2777.389016 = -194105.224222 nChanged 15 SP:Iteration 48Q (2538.862568 sec): 3 clusters Score: Raw -196907.195245 + Penalty 2777.389016 = -194129.806228 nChanged 16 SP:Iteration 49Q (2538.897128 sec): 3 clusters Score: Raw -196929.132001 + Penalty 2777.389016 = -194151.742984 nChanged 9 SP:Iteration 50Q (2538.929820 sec): 3 clusters Score: Raw -196941.278758 + Penalty 2777.389016 = -194163.889742 nChanged 4 SP:Iteration 51Q (2538.961723 sec): 3 clusters Score: Raw -196946.764066 + Penalty 2777.389016 = -194169.375049 nChanged 1 SP:Iteration 52Q (2538.993524 sec): 3 clusters Score: Raw -196953.799610 + Penalty 2777.389016 = -194176.410593 nChanged 1 SP:Iteration 53Q (2539.025360 sec): 3 clusters Score: Raw -196955.028737 + Penalty 2777.389016 = -194177.639720 nChanged 0 SP:Iteration 54F (2539.061022 sec): 3 clusters Score: Raw -196955.028737 + Penalty 2777.389016 = -194177.639720 nChanged 0 Score: Raw -7117973.477213 + Penalty 58664.839247 = -7059308.637966 Splitting cluster 21 changes total score from -7055333.260249 to -7059308.637966 So it's getting split into cluster 29. Trying to split cluster 22 (4571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2542.829144 sec): 2 clusters Score: Raw -366642.192908 + Penalty 1479.024017 = -365163.168891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2542.875380 sec): 3 clusters Score: Raw -364336.614421 + Penalty 2958.048035 = -361378.566387 nChanged 1790 SP:Iteration 1F (2542.926103 sec): 3 clusters Score: Raw -365373.297275 + Penalty 2958.048035 = -362415.249240 nChanged 337 SP:Iteration 2F (2542.972995 sec): 3 clusters Score: Raw -365567.881872 + Penalty 2958.048035 = -362609.833838 nChanged 241 SP:Iteration 3F (2543.019574 sec): 3 clusters Score: Raw -365707.833487 + Penalty 2958.048035 = -362749.785452 nChanged 201 SP:Iteration 4Q (2543.067039 sec): 3 clusters Score: Raw -365816.783035 + Penalty 2958.048035 = -362858.735000 nChanged 153 SP:Iteration 5Q (2543.113990 sec): 3 clusters Score: Raw -365897.792158 + Penalty 2958.048035 = -362939.744123 nChanged 146 SP:Iteration 6Q (2543.157850 sec): 3 clusters Score: Raw -365979.470405 + Penalty 2958.048035 = -363021.422371 nChanged 146 SP:Iteration 7Q (2543.201726 sec): 3 clusters Score: Raw -366059.249224 + Penalty 2958.048035 = -363101.201189 nChanged 129 SP:Iteration 8Q (2543.245534 sec): 3 clusters Score: Raw -366130.736537 + Penalty 2958.048035 = -363172.688503 nChanged 130 SP:Iteration 9Q (2543.291354 sec): 3 clusters Score: Raw -366198.667015 + Penalty 2958.048035 = -363240.618980 nChanged 129 SP:Iteration 10Q (2543.454203 sec): 3 clusters Score: Raw -366273.306205 + Penalty 2958.048035 = -363315.258170 nChanged 115 SP:Iteration 11Q (2543.591765 sec): 3 clusters Score: Raw -366328.974495 + Penalty 2958.048035 = -363370.926460 nChanged 104 SP:Iteration 12Q (2543.725697 sec): 3 clusters Score: Raw -366374.650010 + Penalty 2958.048035 = -363416.601975 nChanged 78 SP:Iteration 13Q (2543.840924 sec): 3 clusters Score: Raw -366410.263742 + Penalty 2958.048035 = -363452.215707 nChanged 61 SP:Iteration 14Q (2543.985405 sec): 3 clusters Score: Raw -366434.030797 + Penalty 2958.048035 = -363475.982762 nChanged 58 SP:Iteration 15Q (2544.116433 sec): 3 clusters Score: Raw -366459.934444 + Penalty 2958.048035 = -363501.886410 nChanged 54 SP:Iteration 16Q (2544.238082 sec): 3 clusters Score: Raw -366480.672626 + Penalty 2958.048035 = -363522.624591 nChanged 46 SP:Iteration 17Q (2544.303020 sec): 3 clusters Score: Raw -366494.529206 + Penalty 2958.048035 = -363536.481171 nChanged 30 SP:Iteration 18Q (2544.347149 sec): 3 clusters Score: Raw -366503.092833 + Penalty 2958.048035 = -363545.044798 nChanged 26 SP:Iteration 19Q (2544.391077 sec): 3 clusters Score: Raw -366510.211766 + Penalty 2958.048035 = -363552.163731 nChanged 24 SP:Iteration 20F (2544.434437 sec): 3 clusters Score: Raw -366515.765551 + Penalty 2958.048035 = -363557.717516 nChanged 15 SP:Iteration 21Q (2544.478426 sec): 3 clusters Score: Raw -366519.522601 + Penalty 2958.048035 = -363561.474566 nChanged 17 SP:Iteration 22Q (2544.523105 sec): 3 clusters Score: Raw -366524.539809 + Penalty 2958.048035 = -363566.491774 nChanged 18 SP:Iteration 23Q (2544.571642 sec): 3 clusters Score: Raw -366529.020385 + Penalty 2958.048035 = -363570.972350 nChanged 18 SP:Iteration 24Q (2544.620169 sec): 3 clusters Score: Raw -366532.881542 + Penalty 2958.048035 = -363574.833507 nChanged 14 SP:Iteration 25Q (2544.668723 sec): 3 clusters Score: Raw -366536.342673 + Penalty 2958.048035 = -363578.294638 nChanged 14 SP:Iteration 26Q (2544.716732 sec): 3 clusters Score: Raw -366539.710895 + Penalty 2958.048035 = -363581.662860 nChanged 9 SP:Iteration 27Q (2544.760204 sec): 3 clusters Score: Raw -366541.570400 + Penalty 2958.048035 = -363583.522365 nChanged 6 SP:Iteration 28Q (2544.803783 sec): 3 clusters Score: Raw -366543.359988 + Penalty 2958.048035 = -363585.311953 nChanged 8 SP:Iteration 29Q (2544.847382 sec): 3 clusters Score: Raw -366545.346655 + Penalty 2958.048035 = -363587.298620 nChanged 7 SP:Iteration 30Q (2544.891736 sec): 3 clusters Score: Raw -366546.874389 + Penalty 2958.048035 = -363588.826355 nChanged 3 SP:Iteration 31Q (2544.940643 sec): 3 clusters Score: Raw -366547.498321 + Penalty 2958.048035 = -363589.450286 nChanged 1 SP:Iteration 32Q (2544.987508 sec): 3 clusters Score: Raw -366547.713117 + Penalty 2958.048035 = -363589.665082 nChanged 1 SP:Iteration 33Q (2545.034142 sec): 3 clusters Score: Raw -366548.005955 + Penalty 2958.048035 = -363589.957920 nChanged 0 SP:Iteration 34F (2545.079475 sec): 3 clusters Score: Raw -366548.005955 + Penalty 2958.048035 = -363589.957920 nChanged 0 Trying to split cluster 23 (1924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2545.116531 sec): 2 clusters Score: Raw -118800.211078 + Penalty 1327.159366 = -117473.051712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2545.143254 sec): 3 clusters Score: Raw -118017.064079 + Penalty 2654.318733 = -115362.745347 nChanged 686 SP:Iteration 1F (2545.168754 sec): 3 clusters Score: Raw -118548.036807 + Penalty 2654.318733 = -115893.718075 nChanged 143 SP:Iteration 2F (2545.195130 sec): 3 clusters Score: Raw -118674.064287 + Penalty 2654.318733 = -116019.745555 nChanged 97 SP:Iteration 3F (2545.221545 sec): 3 clusters Score: Raw -118766.460768 + Penalty 2654.318733 = -116112.142036 nChanged 71 SP:Iteration 4Q (2545.247959 sec): 3 clusters Score: Raw -118825.941244 + Penalty 2654.318733 = -116171.622512 nChanged 51 SP:Iteration 5Q (2545.381439 sec): 3 clusters Score: Raw -118867.439879 + Penalty 2654.318733 = -116213.121147 nChanged 40 SP:Iteration 6Q (2545.499926 sec): 3 clusters Score: Raw -118905.297823 + Penalty 2654.318733 = -116250.979090 nChanged 40 SP:Iteration 7Q (2545.617731 sec): 3 clusters Score: Raw -118934.908246 + Penalty 2654.318733 = -116280.589514 nChanged 30 SP:Iteration 8Q (2545.717943 sec): 3 clusters Score: Raw -118961.679529 + Penalty 2654.318733 = -116307.360796 nChanged 33 SP:Iteration 9Q (2545.861123 sec): 3 clusters Score: Raw -118988.937768 + Penalty 2654.318733 = -116334.619036 nChanged 25 SP:Iteration 10Q (2545.868842 sec): 3 clusters Score: Raw -119012.939560 + Penalty 2654.318733 = -116358.620828 nChanged 30 SP:Iteration 11Q (2545.919375 sec): 3 clusters Score: Raw -119030.634576 + Penalty 2654.318733 = -116376.315843 nChanged 19 SP:Iteration 12Q (2545.948630 sec): 3 clusters Score: Raw -119043.957441 + Penalty 2654.318733 = -116389.638709 nChanged 25 SP:Iteration 13Q (2545.977743 sec): 3 clusters Score: Raw -119062.167105 + Penalty 2654.318733 = -116407.848373 nChanged 19 SP:Iteration 14Q (2546.006635 sec): 3 clusters Score: Raw -119075.762691 + Penalty 2654.318733 = -116421.443959 nChanged 15 SP:Iteration 15Q (2546.050679 sec): 3 clusters Score: Raw -119083.099950 + Penalty 2654.318733 = -116428.781217 nChanged 8 SP:Iteration 16Q (2546.079660 sec): 3 clusters Score: Raw -119086.552288 + Penalty 2654.318733 = -116432.233555 nChanged 3 SP:Iteration 17Q (2546.108931 sec): 3 clusters Score: Raw -119087.538767 + Penalty 2654.318733 = -116433.220035 nChanged 2 SP:Iteration 18Q (2546.137989 sec): 3 clusters Score: Raw -119088.329188 + Penalty 2654.318733 = -116434.010456 nChanged 2 SP:Iteration 19Q (2546.164153 sec): 3 clusters Score: Raw -119089.091534 + Penalty 2654.318733 = -116434.772802 nChanged 2 SP:Iteration 20F (2546.190043 sec): 3 clusters Score: Raw -119089.777049 + Penalty 2654.318733 = -116435.458317 nChanged 2 SP:Iteration 21Q (2546.216292 sec): 3 clusters Score: Raw -119090.322808 + Penalty 2654.318733 = -116436.004075 nChanged 0 SP:Iteration 22F (2546.242172 sec): 3 clusters Score: Raw -119090.322808 + Penalty 2654.318733 = -116436.004075 nChanged 0 Iteration 139Q (2548.648560 sec): 30 clusters Score: Raw -7119507.976171 + Penalty 58664.839247 = -7060843.136925 nChanged 1640 Iteration 140F (2552.344347 sec): 30 clusters Score: Raw -7120971.381935 + Penalty 58664.839247 = -7062306.542688 nChanged 1470 Iteration 141Q (2554.052435 sec): 30 clusters Score: Raw -7121834.391417 + Penalty 58664.839247 = -7063169.552171 nChanged 972 Iteration 142Q (2555.488227 sec): 30 clusters Score: Raw -7122859.569868 + Penalty 58664.839247 = -7064194.730622 nChanged 882 Iteration 143Q (2556.996382 sec): 30 clusters Score: Raw -7123927.823708 + Penalty 58664.839247 = -7065262.984461 nChanged 719 Iteration 144Q (2558.559105 sec): 30 clusters Score: Raw -7124298.534032 + Penalty 58664.839247 = -7065633.694786 nChanged 475 Iteration 145Q (2559.950529 sec): 30 clusters Score: Raw -7124463.320310 + Penalty 58664.839247 = -7065798.481064 nChanged 390 Iteration 146Q (2561.344856 sec): 30 clusters Score: Raw -7124583.069145 + Penalty 58664.839247 = -7065918.229898 nChanged 301 Iteration 147Q (2562.732020 sec): 30 clusters Score: Raw -7124672.083561 + Penalty 58664.839247 = -7066007.244315 nChanged 293 Iteration 148Q (2564.147171 sec): 30 clusters Score: Raw -7124751.589711 + Penalty 58664.839247 = -7066086.750464 nChanged 233 Iteration 149Q (2565.456452 sec): 30 clusters Score: Raw -7124813.231885 + Penalty 58664.839247 = -7066148.392638 nChanged 214 Iteration 150Q (2566.734548 sec): 30 clusters Score: Raw -7124873.163181 + Penalty 58664.839247 = -7066208.323934 nChanged 203 Iteration 151Q (2568.027860 sec): 30 clusters Score: Raw -7124930.251683 + Penalty 58664.839247 = -7066265.412436 nChanged 164 Iteration 152Q (2569.458787 sec): 30 clusters Score: Raw -7124973.530833 + Penalty 58664.839247 = -7066308.691586 nChanged 133 Iteration 153Q (2570.759883 sec): 30 clusters Score: Raw -7125005.898794 + Penalty 58664.839247 = -7066341.059548 nChanged 125 Iteration 154Q (2572.014245 sec): 30 clusters Score: Raw -7125038.982932 + Penalty 58664.839247 = -7066374.143686 nChanged 121 Iteration 155Q (2573.311147 sec): 30 clusters Score: Raw -7125070.029482 + Penalty 58664.839247 = -7066405.190235 nChanged 112 Iteration 156Q (2574.634439 sec): 30 clusters Score: Raw -7125094.503957 + Penalty 58664.839247 = -7066429.664711 nChanged 81 Iteration 157Q (2575.900329 sec): 30 clusters Score: Raw -7125108.718657 + Penalty 58664.839247 = -7066443.879410 nChanged 58 Iteration 158Q (2577.224510 sec): 30 clusters Score: Raw -7125120.154574 + Penalty 58664.839247 = -7066455.315328 nChanged 36 Iteration 159Q (2578.559513 sec): 30 clusters Score: Raw -7125128.086332 + Penalty 58664.839247 = -7066463.247086 nChanged 31 Iteration 160F (2581.315629 sec): 30 clusters Score: Raw -7125150.893501 + Penalty 58664.839247 = -7066486.054255 nChanged 66 Iteration 161Q (2582.675710 sec): 30 clusters Score: Raw -7125171.869577 + Penalty 58664.839247 = -7066507.030331 nChanged 67 Iteration 162Q (2584.029528 sec): 30 clusters Score: Raw -7125189.138064 + Penalty 58664.839247 = -7066524.298818 nChanged 72 Iteration 163Q (2585.303564 sec): 30 clusters Score: Raw -7125205.402499 + Penalty 58664.839247 = -7066540.563252 nChanged 63 Iteration 164Q (2586.607900 sec): 30 clusters Score: Raw -7125218.094705 + Penalty 58664.839247 = -7066553.255459 nChanged 53 Iteration 165Q (2587.950581 sec): 30 clusters Score: Raw -7125226.769020 + Penalty 58664.839247 = -7066561.929774 nChanged 34 Iteration 166Q (2589.341957 sec): 30 clusters Score: Raw -7125231.288463 + Penalty 58664.839247 = -7066566.449216 nChanged 29 Iteration 167Q (2590.631942 sec): 30 clusters Score: Raw -7125236.510477 + Penalty 58664.839247 = -7066571.671231 nChanged 36 Iteration 168Q (2591.962149 sec): 30 clusters Score: Raw -7125241.817098 + Penalty 58664.839247 = -7066576.977851 nChanged 32 Iteration 169Q (2593.424039 sec): 30 clusters Score: Raw -7125246.497778 + Penalty 58664.839247 = -7066581.658531 nChanged 30 Iteration 170Q (2594.687388 sec): 30 clusters Score: Raw -7125251.608033 + Penalty 58664.839247 = -7066586.768786 nChanged 22 Iteration 171Q (2596.008157 sec): 30 clusters Score: Raw -7125254.259218 + Penalty 58664.839247 = -7066589.419972 nChanged 14 Iteration 172Q (2597.357133 sec): 30 clusters Score: Raw -7125256.449497 + Penalty 58664.839247 = -7066591.610250 nChanged 19 Iteration 173Q (2598.724918 sec): 30 clusters Score: Raw -7125259.658779 + Penalty 58664.839247 = -7066594.819533 nChanged 19 Iteration 174Q (2600.075893 sec): 30 clusters Score: Raw -7125261.959152 + Penalty 58664.839247 = -7066597.119905 nChanged 16 Iteration 175Q (2601.380749 sec): 30 clusters Score: Raw -7125264.315531 + Penalty 58664.839247 = -7066599.476284 nChanged 12 Iteration 176Q (2602.771333 sec): 30 clusters Score: Raw -7125265.868857 + Penalty 58664.839247 = -7066601.029611 nChanged 10 Iteration 177Q (2604.166602 sec): 30 clusters Score: Raw -7125266.871774 + Penalty 58664.839247 = -7066602.032528 nChanged 8 Iteration 178Q (2605.479939 sec): 30 clusters Score: Raw -7125268.238958 + Penalty 58664.839247 = -7066603.399712 nChanged 9 Writing temp clu file Because OldScore, -7066602.032528, is greater than current (better) Score,-7066603.399712 Compute initial score before splitting: Score: Raw -7125268.238958 + Penalty 58664.839247 = -7066603.399712 Trying to split cluster 1 (3689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2605.580531 sec): 2 clusters Score: Raw -289909.287122 + Penalty 1441.400927 = -288467.886195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2605.612535 sec): 3 clusters Score: Raw -288126.956032 + Penalty 2882.801855 = -285244.154177 nChanged 1434 SP:Iteration 1F (2605.759143 sec): 3 clusters Score: Raw -288955.033846 + Penalty 2882.801855 = -286072.231991 nChanged 291 SP:Iteration 2F (2605.858733 sec): 3 clusters Score: Raw -289140.638871 + Penalty 2882.801855 = -286257.837016 nChanged 189 SP:Iteration 3F (2605.954576 sec): 3 clusters Score: Raw -289263.291638 + Penalty 2882.801855 = -286380.489783 nChanged 171 SP:Iteration 4Q (2606.028611 sec): 3 clusters Score: Raw -289377.558847 + Penalty 2882.801855 = -286494.756993 nChanged 153 SP:Iteration 5Q (2606.124278 sec): 3 clusters Score: Raw -289477.256831 + Penalty 2882.801855 = -286594.454977 nChanged 133 SP:Iteration 6Q (2606.210103 sec): 3 clusters Score: Raw -289561.011324 + Penalty 2882.801855 = -286678.209470 nChanged 106 SP:Iteration 7Q (2606.243287 sec): 3 clusters Score: Raw -289632.972358 + Penalty 2882.801855 = -286750.170503 nChanged 103 SP:Iteration 8Q (2606.274854 sec): 3 clusters Score: Raw -289704.586426 + Penalty 2882.801855 = -286821.784571 nChanged 95 SP:Iteration 9Q (2606.306657 sec): 3 clusters Score: Raw -289754.562590 + Penalty 2882.801855 = -286871.760735 nChanged 75 SP:Iteration 10Q (2606.383635 sec): 3 clusters Score: Raw -289790.582528 + Penalty 2882.801855 = -286907.780674 nChanged 64 SP:Iteration 11Q (2606.491854 sec): 3 clusters Score: Raw -289818.102985 + Penalty 2882.801855 = -286935.301130 nChanged 49 SP:Iteration 12Q (2606.595834 sec): 3 clusters Score: Raw -289838.857230 + Penalty 2882.801855 = -286956.055375 nChanged 60 SP:Iteration 13Q (2606.698749 sec): 3 clusters Score: Raw -289863.845190 + Penalty 2882.801855 = -286981.043335 nChanged 44 SP:Iteration 14Q (2606.815287 sec): 3 clusters Score: Raw -289882.837664 + Penalty 2882.801855 = -287000.035809 nChanged 41 SP:Iteration 15Q (2606.916758 sec): 3 clusters Score: Raw -289899.589693 + Penalty 2882.801855 = -287016.787838 nChanged 36 SP:Iteration 16Q (2607.022045 sec): 3 clusters Score: Raw -289919.819004 + Penalty 2882.801855 = -287037.017149 nChanged 31 SP:Iteration 17Q (2607.142728 sec): 3 clusters Score: Raw -289930.684994 + Penalty 2882.801855 = -287047.883139 nChanged 27 SP:Iteration 18Q (2607.234846 sec): 3 clusters Score: Raw -289939.591561 + Penalty 2882.801855 = -287056.789706 nChanged 23 SP:Iteration 19Q (2607.287839 sec): 3 clusters Score: Raw -289946.080504 + Penalty 2882.801855 = -287063.278649 nChanged 13 SP:Iteration 20F (2607.405366 sec): 3 clusters Score: Raw -289950.426498 + Penalty 2882.801855 = -287067.624643 nChanged 8 SP:Iteration 21Q (2607.439547 sec): 3 clusters Score: Raw -289952.801272 + Penalty 2882.801855 = -287069.999417 nChanged 12 SP:Iteration 22Q (2607.473914 sec): 3 clusters Score: Raw -289958.310081 + Penalty 2882.801855 = -287075.508226 nChanged 16 SP:Iteration 23Q (2607.510007 sec): 3 clusters Score: Raw -289962.943401 + Penalty 2882.801855 = -287080.141546 nChanged 11 SP:Iteration 24Q (2607.546014 sec): 3 clusters Score: Raw -289965.306656 + Penalty 2882.801855 = -287082.504802 nChanged 7 SP:Iteration 25Q (2607.581861 sec): 3 clusters Score: Raw -289968.027845 + Penalty 2882.801855 = -287085.225990 nChanged 8 SP:Iteration 26Q (2607.617719 sec): 3 clusters Score: Raw -289970.503561 + Penalty 2882.801855 = -287087.701706 nChanged 7 SP:Iteration 27Q (2607.655631 sec): 3 clusters Score: Raw -289972.207575 + Penalty 2882.801855 = -287089.405720 nChanged 5 SP:Iteration 28Q (2607.690994 sec): 3 clusters Score: Raw -289973.527395 + Penalty 2882.801855 = -287090.725540 nChanged 8 SP:Iteration 29Q (2607.726460 sec): 3 clusters Score: Raw -289975.723392 + Penalty 2882.801855 = -287092.921537 nChanged 7 SP:Iteration 30Q (2607.761866 sec): 3 clusters Score: Raw -289978.237077 + Penalty 2882.801855 = -287095.435222 nChanged 4 SP:Iteration 31Q (2607.797148 sec): 3 clusters Score: Raw -289979.501827 + Penalty 2882.801855 = -287096.699972 nChanged 3 SP:Iteration 32Q (2607.828952 sec): 3 clusters Score: Raw -289979.951332 + Penalty 2882.801855 = -287097.149477 nChanged 0 SP:Iteration 33F (2607.922568 sec): 3 clusters Score: Raw -289979.951332 + Penalty 2882.801855 = -287097.149477 nChanged 0 Trying to split cluster 2 (2529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2607.971384 sec): 2 clusters Score: Raw -184209.582757 + Penalty 1375.144158 = -182834.438600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2608.089332 sec): 3 clusters Score: Raw -183077.683453 + Penalty 2750.288316 = -180327.395137 nChanged 938 SP:Iteration 1F (2608.182410 sec): 3 clusters Score: Raw -183692.074287 + Penalty 2750.288316 = -180941.785971 nChanged 233 SP:Iteration 2F (2608.253374 sec): 3 clusters Score: Raw -183907.117087 + Penalty 2750.288316 = -181156.828772 nChanged 160 SP:Iteration 3F (2608.343216 sec): 3 clusters Score: Raw -184040.071975 + Penalty 2750.288316 = -181289.783659 nChanged 129 SP:Iteration 4F (2608.432877 sec): 3 clusters Score: Raw -184150.520358 + Penalty 2750.288316 = -181400.232042 nChanged 95 SP:Iteration 5Q (2608.457356 sec): 3 clusters Score: Raw -184226.283564 + Penalty 2750.288316 = -181475.995248 nChanged 96 SP:Iteration 6Q (2608.481981 sec): 3 clusters Score: Raw -184292.933810 + Penalty 2750.288316 = -181542.645494 nChanged 75 SP:Iteration 7Q (2608.506306 sec): 3 clusters Score: Raw -184349.293693 + Penalty 2750.288316 = -181599.005378 nChanged 69 SP:Iteration 8Q (2608.530678 sec): 3 clusters Score: Raw -184413.766699 + Penalty 2750.288316 = -181663.478384 nChanged 78 SP:Iteration 9Q (2608.554894 sec): 3 clusters Score: Raw -184489.165303 + Penalty 2750.288316 = -181738.876987 nChanged 78 SP:Iteration 10Q (2608.579236 sec): 3 clusters Score: Raw -184553.518414 + Penalty 2750.288316 = -181803.230099 nChanged 83 SP:Iteration 11Q (2608.603415 sec): 3 clusters Score: Raw -184639.118955 + Penalty 2750.288316 = -181888.830640 nChanged 66 SP:Iteration 12Q (2608.627663 sec): 3 clusters Score: Raw -184706.309808 + Penalty 2750.288316 = -181956.021493 nChanged 70 SP:Iteration 13Q (2608.651864 sec): 3 clusters Score: Raw -184789.983626 + Penalty 2750.288316 = -182039.695310 nChanged 89 SP:Iteration 14Q (2608.675938 sec): 3 clusters Score: Raw -184957.626471 + Penalty 2750.288316 = -182207.338155 nChanged 110 SP:Iteration 15Q (2608.699865 sec): 3 clusters Score: Raw -185335.770644 + Penalty 2750.288316 = -182585.482328 nChanged 157 SP:Iteration 16F (2608.723811 sec): 3 clusters Score: Raw -185797.250525 + Penalty 2750.288316 = -183046.962210 nChanged 172 SP:Iteration 17F (2608.747761 sec): 3 clusters Score: Raw -186027.883139 + Penalty 2750.288316 = -183277.594823 nChanged 94 SP:Iteration 18Q (2608.771571 sec): 3 clusters Score: Raw -186137.786963 + Penalty 2750.288316 = -183387.498648 nChanged 64 SP:Iteration 19Q (2608.795352 sec): 3 clusters Score: Raw -186203.724830 + Penalty 2750.288316 = -183453.436515 nChanged 38 SP:Iteration 20F (2608.818382 sec): 3 clusters Score: Raw -186234.402549 + Penalty 2750.288316 = -183484.114234 nChanged 22 SP:Iteration 21Q (2608.842097 sec): 3 clusters Score: Raw -186250.553686 + Penalty 2750.288316 = -183500.265370 nChanged 8 SP:Iteration 22Q (2608.865642 sec): 3 clusters Score: Raw -186256.336358 + Penalty 2750.288316 = -183506.048042 nChanged 8 SP:Iteration 23Q (2608.892087 sec): 3 clusters Score: Raw -186262.274881 + Penalty 2750.288316 = -183511.986566 nChanged 6 SP:Iteration 24Q (2608.915541 sec): 3 clusters Score: Raw -186267.035368 + Penalty 2750.288316 = -183516.747052 nChanged 5 SP:Iteration 25Q (2608.938952 sec): 3 clusters Score: Raw -186272.984765 + Penalty 2750.288316 = -183522.696449 nChanged 5 SP:Iteration 26Q (2608.962518 sec): 3 clusters Score: Raw -186276.701286 + Penalty 2750.288316 = -183526.412971 nChanged 5 SP:Iteration 27Q (2608.985732 sec): 3 clusters Score: Raw -186280.440169 + Penalty 2750.288316 = -183530.151853 nChanged 7 SP:Iteration 28Q (2609.082001 sec): 3 clusters Score: Raw -186286.353721 + Penalty 2750.288316 = -183536.065405 nChanged 7 SP:Iteration 29Q (2609.187790 sec): 3 clusters Score: Raw -186294.592509 + Penalty 2750.288316 = -183544.304193 nChanged 9 SP:Iteration 30Q (2609.274039 sec): 3 clusters Score: Raw -186306.313324 + Penalty 2750.288316 = -183556.025008 nChanged 10 SP:Iteration 31Q (2609.394843 sec): 3 clusters Score: Raw -186322.418975 + Penalty 2750.288316 = -183572.130659 nChanged 10 SP:Iteration 32Q (2609.491830 sec): 3 clusters Score: Raw -186331.120865 + Penalty 2750.288316 = -183580.832549 nChanged 4 SP:Iteration 33Q (2609.578420 sec): 3 clusters Score: Raw -186335.624031 + Penalty 2750.288316 = -183585.335716 nChanged 3 SP:Iteration 34Q (2609.690653 sec): 3 clusters Score: Raw -186338.241017 + Penalty 2750.288316 = -183587.952701 nChanged 2 SP:Iteration 35Q (2609.710961 sec): 3 clusters Score: Raw -186339.945327 + Penalty 2750.288316 = -183589.657011 nChanged 0 SP:Iteration 36F (2609.771782 sec): 3 clusters Score: Raw -186339.945327 + Penalty 2750.288316 = -183589.657011 nChanged 0 Score: Raw -7127399.963464 + Penalty 60687.764738 = -7066712.198726 Splitting cluster 2 changes total score from -7066603.399712 to -7066712.198726 So it's getting split into cluster 30. Trying to split cluster 3 (6065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2612.732815 sec): 2 clusters Score: Raw -394777.905216 + Penalty 1528.655864 = -393249.249352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2612.768740 sec): 3 clusters Score: Raw -391607.344885 + Penalty 3057.311727 = -388550.033157 nChanged 2448 SP:Iteration 1F (2612.890840 sec): 3 clusters Score: Raw -393205.192077 + Penalty 3057.311727 = -390147.880350 nChanged 553 SP:Iteration 2F (2612.940078 sec): 3 clusters Score: Raw -393642.686077 + Penalty 3057.311727 = -390585.374350 nChanged 407 SP:Iteration 3F (2612.994917 sec): 3 clusters Score: Raw -393944.849847 + Penalty 3057.311727 = -390887.538120 nChanged 336 SP:Iteration 4F (2613.031308 sec): 3 clusters Score: Raw -394185.240636 + Penalty 3057.311727 = -391127.928908 nChanged 320 SP:Iteration 5F (2613.080032 sec): 3 clusters Score: Raw -394419.087893 + Penalty 3057.311727 = -391361.776165 nChanged 300 SP:Iteration 6Q (2613.158937 sec): 3 clusters Score: Raw -394646.219344 + Penalty 3057.311727 = -391588.907616 nChanged 276 SP:Iteration 7Q (2613.220472 sec): 3 clusters Score: Raw -394850.603481 + Penalty 3057.311727 = -391793.291753 nChanged 258 SP:Iteration 8Q (2613.274789 sec): 3 clusters Score: Raw -395037.378968 + Penalty 3057.311727 = -391980.067240 nChanged 226 SP:Iteration 9Q (2613.323173 sec): 3 clusters Score: Raw -395221.642367 + Penalty 3057.311727 = -392164.330639 nChanged 196 SP:Iteration 10Q (2613.360076 sec): 3 clusters Score: Raw -395354.663898 + Penalty 3057.311727 = -392297.352171 nChanged 169 SP:Iteration 11Q (2613.416177 sec): 3 clusters Score: Raw -395439.152141 + Penalty 3057.311727 = -392381.840414 nChanged 110 SP:Iteration 12Q (2613.466266 sec): 3 clusters Score: Raw -395479.370470 + Penalty 3057.311727 = -392422.058742 nChanged 76 SP:Iteration 13Q (2613.513814 sec): 3 clusters Score: Raw -395511.049603 + Penalty 3057.311727 = -392453.737876 nChanged 67 SP:Iteration 14Q (2613.560105 sec): 3 clusters Score: Raw -395531.238242 + Penalty 3057.311727 = -392473.926515 nChanged 48 SP:Iteration 15Q (2613.596783 sec): 3 clusters Score: Raw -395546.998921 + Penalty 3057.311727 = -392489.687193 nChanged 47 SP:Iteration 16Q (2613.640458 sec): 3 clusters Score: Raw -395562.812634 + Penalty 3057.311727 = -392505.500907 nChanged 49 SP:Iteration 17Q (2613.716923 sec): 3 clusters Score: Raw -395577.996222 + Penalty 3057.311727 = -392520.684495 nChanged 43 SP:Iteration 18Q (2613.765992 sec): 3 clusters Score: Raw -395593.113267 + Penalty 3057.311727 = -392535.801540 nChanged 49 SP:Iteration 19Q (2613.894792 sec): 3 clusters Score: Raw -395605.298042 + Penalty 3057.311727 = -392547.986315 nChanged 38 SP:Iteration 20F (2613.998748 sec): 3 clusters Score: Raw -395613.855447 + Penalty 3057.311727 = -392556.543720 nChanged 23 SP:Iteration 21Q (2614.118183 sec): 3 clusters Score: Raw -395619.162756 + Penalty 3057.311727 = -392561.851029 nChanged 19 SP:Iteration 22Q (2614.226905 sec): 3 clusters Score: Raw -395622.756113 + Penalty 3057.311727 = -392565.444386 nChanged 7 SP:Iteration 23Q (2614.356860 sec): 3 clusters Score: Raw -395624.130905 + Penalty 3057.311727 = -392566.819178 nChanged 7 SP:Iteration 24Q (2614.391170 sec): 3 clusters Score: Raw -395625.437033 + Penalty 3057.311727 = -392568.125306 nChanged 10 SP:Iteration 25Q (2614.437351 sec): 3 clusters Score: Raw -395627.570928 + Penalty 3057.311727 = -392570.259201 nChanged 6 SP:Iteration 26Q (2614.485389 sec): 3 clusters Score: Raw -395629.490170 + Penalty 3057.311727 = -392572.178443 nChanged 8 SP:Iteration 27Q (2614.577192 sec): 3 clusters Score: Raw -395630.860975 + Penalty 3057.311727 = -392573.549247 nChanged 7 SP:Iteration 28Q (2614.642867 sec): 3 clusters Score: Raw -395632.117666 + Penalty 3057.311727 = -392574.805939 nChanged 7 SP:Iteration 29Q (2614.697957 sec): 3 clusters Score: Raw -395633.181281 + Penalty 3057.311727 = -392575.869554 nChanged 3 SP:Iteration 30Q (2614.736113 sec): 3 clusters Score: Raw -395633.847129 + Penalty 3057.311727 = -392576.535401 nChanged 3 SP:Iteration 31Q (2614.834310 sec): 3 clusters Score: Raw -395634.234554 + Penalty 3057.311727 = -392576.922827 nChanged 3 SP:Iteration 32Q (2614.881651 sec): 3 clusters Score: Raw -395634.556004 + Penalty 3057.311727 = -392577.244276 nChanged 2 SP:Iteration 33Q (2614.931652 sec): 3 clusters Score: Raw -395634.896471 + Penalty 3057.311727 = -392577.584744 nChanged 3 SP:Iteration 34Q (2614.974398 sec): 3 clusters Score: Raw -395635.355948 + Penalty 3057.311727 = -392578.044221 nChanged 3 SP:Iteration 35Q (2615.012497 sec): 3 clusters Score: Raw -395636.004423 + Penalty 3057.311727 = -392578.692696 nChanged 2 SP:Iteration 36Q (2615.093033 sec): 3 clusters Score: Raw -395637.038777 + Penalty 3057.311727 = -392579.727050 nChanged 2 SP:Iteration 37Q (2615.157988 sec): 3 clusters Score: Raw -395637.404888 + Penalty 3057.311727 = -392580.093160 nChanged 1 SP:Iteration 38Q (2615.207010 sec): 3 clusters Score: Raw -395637.673400 + Penalty 3057.311727 = -392580.361673 nChanged 0 SP:Iteration 39F (2615.255783 sec): 3 clusters Score: Raw -395637.673400 + Penalty 3057.311727 = -392580.361673 nChanged 0 Trying to split cluster 4 (2142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2615.306987 sec): 2 clusters Score: Raw -127127.873909 + Penalty 1345.996417 = -125781.877492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2615.329154 sec): 3 clusters Score: Raw -126263.250300 + Penalty 2691.992833 = -123571.257467 nChanged 789 SP:Iteration 1F (2615.350296 sec): 3 clusters Score: Raw -126906.877765 + Penalty 2691.992833 = -124214.884932 nChanged 191 SP:Iteration 2F (2615.371378 sec): 3 clusters Score: Raw -127082.606793 + Penalty 2691.992833 = -124390.613960 nChanged 105 SP:Iteration 3Q (2615.392600 sec): 3 clusters Score: Raw -127168.336805 + Penalty 2691.992833 = -124476.343972 nChanged 65 SP:Iteration 4Q (2615.415543 sec): 3 clusters Score: Raw -127218.740384 + Penalty 2691.992833 = -124526.747551 nChanged 52 SP:Iteration 5Q (2615.441625 sec): 3 clusters Score: Raw -127255.582275 + Penalty 2691.992833 = -124563.589442 nChanged 42 SP:Iteration 6Q (2615.464556 sec): 3 clusters Score: Raw -127296.360862 + Penalty 2691.992833 = -124604.368029 nChanged 44 SP:Iteration 7Q (2615.487445 sec): 3 clusters Score: Raw -127338.308531 + Penalty 2691.992833 = -124646.315698 nChanged 50 SP:Iteration 8Q (2615.510200 sec): 3 clusters Score: Raw -127383.236209 + Penalty 2691.992833 = -124691.243375 nChanged 40 SP:Iteration 9Q (2615.638683 sec): 3 clusters Score: Raw -127436.573837 + Penalty 2691.992833 = -124744.581004 nChanged 42 SP:Iteration 10Q (2615.709807 sec): 3 clusters Score: Raw -127475.533930 + Penalty 2691.992833 = -124783.541097 nChanged 42 SP:Iteration 11Q (2615.808631 sec): 3 clusters Score: Raw -127508.016729 + Penalty 2691.992833 = -124816.023896 nChanged 30 SP:Iteration 12Q (2615.926001 sec): 3 clusters Score: Raw -127534.870362 + Penalty 2691.992833 = -124842.877529 nChanged 30 SP:Iteration 13Q (2616.008346 sec): 3 clusters Score: Raw -127557.034107 + Penalty 2691.992833 = -124865.041274 nChanged 32 SP:Iteration 14Q (2616.098182 sec): 3 clusters Score: Raw -127578.773706 + Penalty 2691.992833 = -124886.780873 nChanged 28 SP:Iteration 15Q (2616.182843 sec): 3 clusters Score: Raw -127599.887686 + Penalty 2691.992833 = -124907.894853 nChanged 41 SP:Iteration 16Q (2616.224238 sec): 3 clusters Score: Raw -127632.033687 + Penalty 2691.992833 = -124940.040854 nChanged 40 SP:Iteration 17Q (2616.245359 sec): 3 clusters Score: Raw -127663.734168 + Penalty 2691.992833 = -124971.741335 nChanged 43 SP:Iteration 18Q (2616.266538 sec): 3 clusters Score: Raw -127697.760382 + Penalty 2691.992833 = -125005.767549 nChanged 36 SP:Iteration 19Q (2616.287681 sec): 3 clusters Score: Raw -127724.853897 + Penalty 2691.992833 = -125032.861064 nChanged 31 SP:Iteration 20F (2616.308718 sec): 3 clusters Score: Raw -127753.799543 + Penalty 2691.992833 = -125061.806710 nChanged 38 SP:Iteration 21Q (2616.329801 sec): 3 clusters Score: Raw -127783.863762 + Penalty 2691.992833 = -125091.870929 nChanged 26 SP:Iteration 22Q (2616.351230 sec): 3 clusters Score: Raw -127802.070555 + Penalty 2691.992833 = -125110.077722 nChanged 21 SP:Iteration 23Q (2616.372556 sec): 3 clusters Score: Raw -127811.942415 + Penalty 2691.992833 = -125119.949582 nChanged 14 SP:Iteration 24Q (2616.393616 sec): 3 clusters Score: Raw -127822.481772 + Penalty 2691.992833 = -125130.488939 nChanged 15 SP:Iteration 25Q (2616.414694 sec): 3 clusters Score: Raw -127830.656990 + Penalty 2691.992833 = -125138.664157 nChanged 10 SP:Iteration 26Q (2616.435635 sec): 3 clusters Score: Raw -127834.349796 + Penalty 2691.992833 = -125142.356963 nChanged 8 SP:Iteration 27Q (2616.456598 sec): 3 clusters Score: Raw -127837.390477 + Penalty 2691.992833 = -125145.397644 nChanged 5 SP:Iteration 28Q (2616.477654 sec): 3 clusters Score: Raw -127840.618814 + Penalty 2691.992833 = -125148.625981 nChanged 5 SP:Iteration 29Q (2616.498698 sec): 3 clusters Score: Raw -127843.667319 + Penalty 2691.992833 = -125151.674486 nChanged 3 SP:Iteration 30Q (2616.520057 sec): 3 clusters Score: Raw -127846.771939 + Penalty 2691.992833 = -125154.779106 nChanged 4 SP:Iteration 31Q (2616.541375 sec): 3 clusters Score: Raw -127849.496647 + Penalty 2691.992833 = -125157.503814 nChanged 6 SP:Iteration 32Q (2616.562394 sec): 3 clusters Score: Raw -127851.521838 + Penalty 2691.992833 = -125159.529004 nChanged 2 SP:Iteration 33Q (2616.583321 sec): 3 clusters Score: Raw -127852.875568 + Penalty 2691.992833 = -125160.882735 nChanged 4 SP:Iteration 34Q (2616.604325 sec): 3 clusters Score: Raw -127858.571665 + Penalty 2691.992833 = -125166.578831 nChanged 6 SP:Iteration 35Q (2616.625262 sec): 3 clusters Score: Raw -127861.731369 + Penalty 2691.992833 = -125169.738536 nChanged 3 SP:Iteration 36Q (2616.646264 sec): 3 clusters Score: Raw -127864.504560 + Penalty 2691.992833 = -125172.511727 nChanged 9 SP:Iteration 37Q (2616.667174 sec): 3 clusters Score: Raw -127870.666710 + Penalty 2691.992833 = -125178.673877 nChanged 5 SP:Iteration 38Q (2616.688646 sec): 3 clusters Score: Raw -127873.199981 + Penalty 2691.992833 = -125181.207148 nChanged 3 SP:Iteration 39Q (2616.709798 sec): 3 clusters Score: Raw -127875.691132 + Penalty 2691.992833 = -125183.698299 nChanged 8 SP:Iteration 40F (2616.730819 sec): 3 clusters Score: Raw -127881.374748 + Penalty 2691.992833 = -125189.381915 nChanged 5 SP:Iteration 41Q (2616.838414 sec): 3 clusters Score: Raw -127883.814871 + Penalty 2691.992833 = -125191.822037 nChanged 4 SP:Iteration 42Q (2616.950210 sec): 3 clusters Score: Raw -127885.286751 + Penalty 2691.992833 = -125193.293918 nChanged 4 SP:Iteration 43Q (2617.045521 sec): 3 clusters Score: Raw -127887.155625 + Penalty 2691.992833 = -125195.162792 nChanged 4 SP:Iteration 44Q (2617.135336 sec): 3 clusters Score: Raw -127891.323277 + Penalty 2691.992833 = -125199.330444 nChanged 3 SP:Iteration 45Q (2617.222574 sec): 3 clusters Score: Raw -127892.434882 + Penalty 2691.992833 = -125200.442049 nChanged 2 SP:Iteration 46Q (2617.312463 sec): 3 clusters Score: Raw -127892.781677 + Penalty 2691.992833 = -125200.788844 nChanged 0 SP:Iteration 47F (2617.396720 sec): 3 clusters Score: Raw -127892.781677 + Penalty 2691.992833 = -125200.788844 nChanged 0 Trying to split cluster 5 (4120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2617.429505 sec): 2 clusters Score: Raw -313847.187097 + Penalty 1460.793282 = -312386.393816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2617.480559 sec): 3 clusters Score: Raw -311857.120445 + Penalty 2921.586563 = -308935.533881 nChanged 1632 SP:Iteration 1F (2617.519818 sec): 3 clusters Score: Raw -312879.933781 + Penalty 2921.586563 = -309958.347217 nChanged 325 SP:Iteration 2F (2617.558653 sec): 3 clusters Score: Raw -313099.910164 + Penalty 2921.586563 = -310178.323601 nChanged 244 SP:Iteration 3F (2617.597582 sec): 3 clusters Score: Raw -313280.315648 + Penalty 2921.586563 = -310358.729084 nChanged 221 SP:Iteration 4F (2617.636581 sec): 3 clusters Score: Raw -313475.203188 + Penalty 2921.586563 = -310553.616625 nChanged 212 SP:Iteration 5F (2617.669392 sec): 3 clusters Score: Raw -313646.354804 + Penalty 2921.586563 = -310724.768241 nChanged 190 SP:Iteration 6Q (2617.701873 sec): 3 clusters Score: Raw -313766.287713 + Penalty 2921.586563 = -310844.701150 nChanged 136 SP:Iteration 7Q (2617.734423 sec): 3 clusters Score: Raw -313844.232385 + Penalty 2921.586563 = -310922.645821 nChanged 115 SP:Iteration 8Q (2617.767017 sec): 3 clusters Score: Raw -313903.050623 + Penalty 2921.586563 = -310981.464060 nChanged 79 SP:Iteration 9Q (2617.799669 sec): 3 clusters Score: Raw -313946.251189 + Penalty 2921.586563 = -311024.664625 nChanged 69 SP:Iteration 10Q (2617.836942 sec): 3 clusters Score: Raw -313980.127248 + Penalty 2921.586563 = -311058.540685 nChanged 51 SP:Iteration 11Q (2617.874372 sec): 3 clusters Score: Raw -313997.940810 + Penalty 2921.586563 = -311076.354247 nChanged 39 SP:Iteration 12Q (2617.911397 sec): 3 clusters Score: Raw -314011.308914 + Penalty 2921.586563 = -311089.722351 nChanged 31 SP:Iteration 13Q (2617.995907 sec): 3 clusters Score: Raw -314023.944843 + Penalty 2921.586563 = -311102.358280 nChanged 36 SP:Iteration 14Q (2618.085532 sec): 3 clusters Score: Raw -314035.637690 + Penalty 2921.586563 = -311114.051127 nChanged 24 SP:Iteration 15Q (2618.117950 sec): 3 clusters Score: Raw -314044.567025 + Penalty 2921.586563 = -311122.980462 nChanged 25 SP:Iteration 16Q (2618.149928 sec): 3 clusters Score: Raw -314051.929420 + Penalty 2921.586563 = -311130.342856 nChanged 15 SP:Iteration 17Q (2618.183884 sec): 3 clusters Score: Raw -314056.377830 + Penalty 2921.586563 = -311134.791266 nChanged 11 SP:Iteration 18Q (2618.234243 sec): 3 clusters Score: Raw -314059.810288 + Penalty 2921.586563 = -311138.223724 nChanged 14 SP:Iteration 19Q (2618.348179 sec): 3 clusters Score: Raw -314066.005970 + Penalty 2921.586563 = -311144.419407 nChanged 18 SP:Iteration 20F (2618.462248 sec): 3 clusters Score: Raw -314072.977303 + Penalty 2921.586563 = -311151.390740 nChanged 17 SP:Iteration 21Q (2618.495562 sec): 3 clusters Score: Raw -314078.614211 + Penalty 2921.586563 = -311157.027648 nChanged 15 SP:Iteration 22Q (2618.605991 sec): 3 clusters Score: Raw -314083.095194 + Penalty 2921.586563 = -311161.508630 nChanged 13 SP:Iteration 23Q (2618.745518 sec): 3 clusters Score: Raw -314087.268556 + Penalty 2921.586563 = -311165.681993 nChanged 15 SP:Iteration 24Q (2618.824163 sec): 3 clusters Score: Raw -314091.484861 + Penalty 2921.586563 = -311169.898298 nChanged 14 SP:Iteration 25Q (2618.914983 sec): 3 clusters Score: Raw -314096.636424 + Penalty 2921.586563 = -311175.049861 nChanged 18 SP:Iteration 26Q (2619.032427 sec): 3 clusters Score: Raw -314107.207510 + Penalty 2921.586563 = -311185.620947 nChanged 23 SP:Iteration 27Q (2619.134629 sec): 3 clusters Score: Raw -314119.382579 + Penalty 2921.586563 = -311197.796016 nChanged 27 SP:Iteration 28Q (2619.181496 sec): 3 clusters Score: Raw -314128.890872 + Penalty 2921.586563 = -311207.304309 nChanged 31 SP:Iteration 29Q (2619.213920 sec): 3 clusters Score: Raw -314139.175118 + Penalty 2921.586563 = -311217.588554 nChanged 27 SP:Iteration 30Q (2619.246399 sec): 3 clusters Score: Raw -314148.477852 + Penalty 2921.586563 = -311226.891289 nChanged 25 SP:Iteration 31Q (2619.278864 sec): 3 clusters Score: Raw -314158.100620 + Penalty 2921.586563 = -311236.514057 nChanged 22 SP:Iteration 32Q (2619.311232 sec): 3 clusters Score: Raw -314166.969788 + Penalty 2921.586563 = -311245.383224 nChanged 15 SP:Iteration 33Q (2619.343602 sec): 3 clusters Score: Raw -314171.777299 + Penalty 2921.586563 = -311250.190735 nChanged 12 SP:Iteration 34Q (2619.379824 sec): 3 clusters Score: Raw -314176.182011 + Penalty 2921.586563 = -311254.595447 nChanged 12 SP:Iteration 35Q (2619.413289 sec): 3 clusters Score: Raw -314179.803812 + Penalty 2921.586563 = -311258.217248 nChanged 10 SP:Iteration 36Q (2619.449489 sec): 3 clusters Score: Raw -314183.020901 + Penalty 2921.586563 = -311261.434338 nChanged 14 SP:Iteration 37Q (2619.486768 sec): 3 clusters Score: Raw -314187.647305 + Penalty 2921.586563 = -311266.060742 nChanged 12 SP:Iteration 38Q (2619.523545 sec): 3 clusters Score: Raw -314190.715518 + Penalty 2921.586563 = -311269.128954 nChanged 13 SP:Iteration 39Q (2619.631779 sec): 3 clusters Score: Raw -314194.614379 + Penalty 2921.586563 = -311273.027816 nChanged 14 SP:Iteration 40F (2619.724838 sec): 3 clusters Score: Raw -314199.151052 + Penalty 2921.586563 = -311277.564489 nChanged 16 SP:Iteration 41Q (2619.737412 sec): 3 clusters Score: Raw -314203.587102 + Penalty 2921.586563 = -311282.000538 nChanged 20 SP:Iteration 42Q (2619.774445 sec): 3 clusters Score: Raw -314210.262551 + Penalty 2921.586563 = -311288.675988 nChanged 23 SP:Iteration 43Q (2619.812012 sec): 3 clusters Score: Raw -314220.875341 + Penalty 2921.586563 = -311299.288777 nChanged 22 SP:Iteration 44Q (2619.850169 sec): 3 clusters Score: Raw -314230.766773 + Penalty 2921.586563 = -311309.180210 nChanged 27 SP:Iteration 45Q (2619.888037 sec): 3 clusters Score: Raw -314243.293275 + Penalty 2921.586563 = -311321.706712 nChanged 29 SP:Iteration 46Q (2619.926025 sec): 3 clusters Score: Raw -314259.124129 + Penalty 2921.586563 = -311337.537565 nChanged 42 SP:Iteration 47Q (2619.958774 sec): 3 clusters Score: Raw -314287.526710 + Penalty 2921.586563 = -311365.940147 nChanged 56 SP:Iteration 48Q (2619.991009 sec): 3 clusters Score: Raw -314329.314891 + Penalty 2921.586563 = -311407.728328 nChanged 62 SP:Iteration 49Q (2620.023188 sec): 3 clusters Score: Raw -314390.419841 + Penalty 2921.586563 = -311468.833277 nChanged 91 SP:Iteration 50Q (2620.055243 sec): 3 clusters Score: Raw -314519.563780 + Penalty 2921.586563 = -311597.977217 nChanged 115 SP:Iteration 51Q (2620.087244 sec): 3 clusters Score: Raw -314723.588502 + Penalty 2921.586563 = -311802.001939 nChanged 128 SP:Iteration 52Q (2620.123333 sec): 3 clusters Score: Raw -315041.685142 + Penalty 2921.586563 = -312120.098578 nChanged 136 SP:Iteration 53Q (2620.159923 sec): 3 clusters Score: Raw -315359.719122 + Penalty 2921.586563 = -312438.132559 nChanged 128 SP:Iteration 54Q (2620.289054 sec): 3 clusters Score: Raw -315522.331355 + Penalty 2921.586563 = -312600.744792 nChanged 101 SP:Iteration 55Q (2620.399605 sec): 3 clusters Score: Raw -315611.765066 + Penalty 2921.586563 = -312690.178502 nChanged 73 SP:Iteration 56Q (2620.514776 sec): 3 clusters Score: Raw -315658.433669 + Penalty 2921.586563 = -312736.847106 nChanged 54 SP:Iteration 57Q (2620.584289 sec): 3 clusters Score: Raw -315685.538883 + Penalty 2921.586563 = -312763.952320 nChanged 33 SP:Iteration 58Q (2620.694803 sec): 3 clusters Score: Raw -315700.793305 + Penalty 2921.586563 = -312779.206742 nChanged 36 SP:Iteration 59Q (2620.732770 sec): 3 clusters Score: Raw -315714.623826 + Penalty 2921.586563 = -312793.037263 nChanged 25 SP:Iteration 60F (2620.767938 sec): 3 clusters Score: Raw -315723.362445 + Penalty 2921.586563 = -312801.775882 nChanged 21 SP:Iteration 61Q (2620.802135 sec): 3 clusters Score: Raw -315733.494559 + Penalty 2921.586563 = -312811.907995 nChanged 21 SP:Iteration 62Q (2620.837079 sec): 3 clusters Score: Raw -315740.218311 + Penalty 2921.586563 = -312818.631747 nChanged 22 SP:Iteration 63Q (2620.871835 sec): 3 clusters Score: Raw -315746.686322 + Penalty 2921.586563 = -312825.099758 nChanged 11 SP:Iteration 64Q (2620.911202 sec): 3 clusters Score: Raw -315749.812370 + Penalty 2921.586563 = -312828.225807 nChanged 16 SP:Iteration 65Q (2620.954201 sec): 3 clusters Score: Raw -315754.535846 + Penalty 2921.586563 = -312832.949283 nChanged 14 SP:Iteration 66Q (2621.000414 sec): 3 clusters Score: Raw -315758.585131 + Penalty 2921.586563 = -312836.998567 nChanged 14 SP:Iteration 67Q (2621.043023 sec): 3 clusters Score: Raw -315763.012805 + Penalty 2921.586563 = -312841.426242 nChanged 11 SP:Iteration 68Q (2621.084994 sec): 3 clusters Score: Raw -315766.477096 + Penalty 2921.586563 = -312844.890532 nChanged 13 SP:Iteration 69Q (2621.120235 sec): 3 clusters Score: Raw -315770.149051 + Penalty 2921.586563 = -312848.562488 nChanged 9 SP:Iteration 70Q (2621.155402 sec): 3 clusters Score: Raw -315773.486598 + Penalty 2921.586563 = -312851.900035 nChanged 4 SP:Iteration 71Q (2621.190570 sec): 3 clusters Score: Raw -315774.301450 + Penalty 2921.586563 = -312852.714886 nChanged 3 SP:Iteration 72Q (2621.254986 sec): 3 clusters Score: Raw -315774.922027 + Penalty 2921.586563 = -312853.335464 nChanged 5 SP:Iteration 73Q (2621.297578 sec): 3 clusters Score: Raw -315775.936005 + Penalty 2921.586563 = -312854.349441 nChanged 6 SP:Iteration 74Q (2621.340232 sec): 3 clusters Score: Raw -315776.964518 + Penalty 2921.586563 = -312855.377955 nChanged 5 SP:Iteration 75Q (2621.382803 sec): 3 clusters Score: Raw -315777.969234 + Penalty 2921.586563 = -312856.382671 nChanged 11 SP:Iteration 76Q (2621.424107 sec): 3 clusters Score: Raw -315781.381663 + Penalty 2921.586563 = -312859.795100 nChanged 9 SP:Iteration 77Q (2621.460259 sec): 3 clusters Score: Raw -315783.432966 + Penalty 2921.586563 = -312861.846402 nChanged 8 SP:Iteration 78Q (2621.496659 sec): 3 clusters Score: Raw -315784.975887 + Penalty 2921.586563 = -312863.389323 nChanged 9 SP:Iteration 79Q (2621.532947 sec): 3 clusters Score: Raw -315787.497143 + Penalty 2921.586563 = -312865.910580 nChanged 10 SP:Iteration 80F (2621.570693 sec): 3 clusters Score: Raw -315790.988527 + Penalty 2921.586563 = -312869.401963 nChanged 14 SP:Iteration 81Q (2621.611713 sec): 3 clusters Score: Raw -315796.694699 + Penalty 2921.586563 = -312875.108136 nChanged 11 SP:Iteration 82Q (2621.654150 sec): 3 clusters Score: Raw -315799.837110 + Penalty 2921.586563 = -312878.250547 nChanged 16 SP:Iteration 83Q (2621.696444 sec): 3 clusters Score: Raw -315805.659944 + Penalty 2921.586563 = -312884.073381 nChanged 18 SP:Iteration 84Q (2621.738650 sec): 3 clusters Score: Raw -315811.818463 + Penalty 2921.586563 = -312890.231900 nChanged 12 SP:Iteration 85Q (2621.866987 sec): 3 clusters Score: Raw -315816.253039 + Penalty 2921.586563 = -312894.666476 nChanged 16 SP:Iteration 86Q (2621.989440 sec): 3 clusters Score: Raw -315822.892435 + Penalty 2921.586563 = -312901.305872 nChanged 28 SP:Iteration 87Q (2622.080155 sec): 3 clusters Score: Raw -315841.523326 + Penalty 2921.586563 = -312919.936763 nChanged 32 SP:Iteration 88Q (2622.194637 sec): 3 clusters Score: Raw -315875.202027 + Penalty 2921.586563 = -312953.615464 nChanged 43 SP:Iteration 89Q (2622.313750 sec): 3 clusters Score: Raw -315923.303356 + Penalty 2921.586563 = -313001.716793 nChanged 50 SP:Iteration 90Q (2622.435028 sec): 3 clusters Score: Raw -315979.158382 + Penalty 2921.586563 = -313057.571819 nChanged 56 SP:Iteration 91Q (2622.530650 sec): 3 clusters Score: Raw -316051.240484 + Penalty 2921.586563 = -313129.653920 nChanged 66 SP:Iteration 92Q (2622.569069 sec): 3 clusters Score: Raw -316143.146342 + Penalty 2921.586563 = -313221.559779 nChanged 69 SP:Iteration 93Q (2622.672144 sec): 3 clusters Score: Raw -316271.076870 + Penalty 2921.586563 = -313349.490306 nChanged 68 SP:Iteration 94Q (2622.787213 sec): 3 clusters Score: Raw -316407.933567 + Penalty 2921.586563 = -313486.347004 nChanged 40 SP:Iteration 95Q (2622.847495 sec): 3 clusters Score: Raw -316463.972226 + Penalty 2921.586563 = -313542.385663 nChanged 21 SP:Iteration 96Q (2622.885388 sec): 3 clusters Score: Raw -316485.231859 + Penalty 2921.586563 = -313563.645296 nChanged 10 SP:Iteration 97Q (2622.923556 sec): 3 clusters Score: Raw -316490.326140 + Penalty 2921.586563 = -313568.739577 nChanged 3 SP:Iteration 98Q (2622.962255 sec): 3 clusters Score: Raw -316493.474861 + Penalty 2921.586563 = -313571.888298 nChanged 4 SP:Iteration 99Q (2623.000640 sec): 3 clusters Score: Raw -316495.216458 + Penalty 2921.586563 = -313573.629894 nChanged 1 SP:Iteration 100F (2623.042159 sec): 3 clusters Score: Raw -316495.698265 + Penalty 2921.586563 = -313574.111702 nChanged 1 SP:Iteration 101Q (2623.080788 sec): 3 clusters Score: Raw -316496.071168 + Penalty 2921.586563 = -313574.484605 nChanged 0 SP:Iteration 102F (2623.122656 sec): 3 clusters Score: Raw -316496.071168 + Penalty 2921.586563 = -313574.484605 nChanged 0 Score: Raw -7130048.847535 + Penalty 62710.690229 = -7067338.157306 Splitting cluster 5 changes total score from -7066603.399712 to -7067338.157306 So it's getting split into cluster 31. Trying to split cluster 6 (1638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2627.089432 sec): 2 clusters Score: Raw -120586.969742 + Penalty 1298.916087 = -119288.053655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2627.112793 sec): 3 clusters Score: Raw -119970.152898 + Penalty 2597.832174 = -117372.320724 nChanged 539 SP:Iteration 1F (2627.135079 sec): 3 clusters Score: Raw -120390.435039 + Penalty 2597.832174 = -117792.602865 nChanged 149 SP:Iteration 2F (2627.157958 sec): 3 clusters Score: Raw -120627.155214 + Penalty 2597.832174 = -118029.323040 nChanged 127 SP:Iteration 3F (2627.180876 sec): 3 clusters Score: Raw -120891.338603 + Penalty 2597.832174 = -118293.506429 nChanged 135 SP:Iteration 4F (2627.203838 sec): 3 clusters Score: Raw -121071.355677 + Penalty 2597.832174 = -118473.523504 nChanged 87 SP:Iteration 5F (2627.226813 sec): 3 clusters Score: Raw -121166.432209 + Penalty 2597.832174 = -118568.600035 nChanged 46 SP:Iteration 6Q (2627.249777 sec): 3 clusters Score: Raw -121214.824644 + Penalty 2597.832174 = -118616.992470 nChanged 35 SP:Iteration 7Q (2627.272635 sec): 3 clusters Score: Raw -121248.905998 + Penalty 2597.832174 = -118651.073824 nChanged 19 SP:Iteration 8Q (2627.294910 sec): 3 clusters Score: Raw -121276.765893 + Penalty 2597.832174 = -118678.933719 nChanged 25 SP:Iteration 9Q (2627.317043 sec): 3 clusters Score: Raw -121307.245114 + Penalty 2597.832174 = -118709.412940 nChanged 19 SP:Iteration 10Q (2627.339454 sec): 3 clusters Score: Raw -121332.325250 + Penalty 2597.832174 = -118734.493077 nChanged 15 SP:Iteration 11Q (2627.451552 sec): 3 clusters Score: Raw -121349.290567 + Penalty 2597.832174 = -118751.458393 nChanged 13 SP:Iteration 12Q (2627.570953 sec): 3 clusters Score: Raw -121371.807541 + Penalty 2597.832174 = -118773.975367 nChanged 14 SP:Iteration 13Q (2627.687658 sec): 3 clusters Score: Raw -121387.449802 + Penalty 2597.832174 = -118789.617628 nChanged 4 SP:Iteration 14Q (2627.802518 sec): 3 clusters Score: Raw -121390.015947 + Penalty 2597.832174 = -118792.183773 nChanged 3 SP:Iteration 15Q (2627.944561 sec): 3 clusters Score: Raw -121392.344945 + Penalty 2597.832174 = -118794.512771 nChanged 1 SP:Iteration 16Q (2628.027387 sec): 3 clusters Score: Raw -121393.732915 + Penalty 2597.832174 = -118795.900741 nChanged 5 SP:Iteration 17Q (2628.143175 sec): 3 clusters Score: Raw -121397.244831 + Penalty 2597.832174 = -118799.412658 nChanged 3 SP:Iteration 18Q (2628.258377 sec): 3 clusters Score: Raw -121400.056536 + Penalty 2597.832174 = -118802.224363 nChanged 2 SP:Iteration 19Q (2628.373678 sec): 3 clusters Score: Raw -121401.010447 + Penalty 2597.832174 = -118803.178273 nChanged 3 SP:Iteration 20F (2628.484775 sec): 3 clusters Score: Raw -121403.435255 + Penalty 2597.832174 = -118805.603081 nChanged 3 SP:Iteration 21Q (2628.507157 sec): 3 clusters Score: Raw -121405.395630 + Penalty 2597.832174 = -118807.563456 nChanged 0 SP:Iteration 22F (2628.529487 sec): 3 clusters Score: Raw -121405.395630 + Penalty 2597.832174 = -118807.563456 nChanged 0 Trying to split cluster 7 (2066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2628.564850 sec): 2 clusters Score: Raw -148874.888385 + Penalty 1339.656374 = -147535.232012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2628.592976 sec): 3 clusters Score: Raw -148013.681483 + Penalty 2679.312747 = -145334.368735 nChanged 739 SP:Iteration 1F (2628.619775 sec): 3 clusters Score: Raw -148624.995887 + Penalty 2679.312747 = -145945.683140 nChanged 200 SP:Iteration 2F (2628.646972 sec): 3 clusters Score: Raw -148884.549713 + Penalty 2679.312747 = -146205.236966 nChanged 174 SP:Iteration 3F (2628.674040 sec): 3 clusters Score: Raw -149117.484069 + Penalty 2679.312747 = -146438.171322 nChanged 140 SP:Iteration 4F (2628.701133 sec): 3 clusters Score: Raw -149324.306336 + Penalty 2679.312747 = -146644.993589 nChanged 108 SP:Iteration 5F (2628.728130 sec): 3 clusters Score: Raw -149448.496004 + Penalty 2679.312747 = -146769.183257 nChanged 69 SP:Iteration 6Q (2628.755483 sec): 3 clusters Score: Raw -149527.600439 + Penalty 2679.312747 = -146848.287692 nChanged 62 SP:Iteration 7Q (2628.782757 sec): 3 clusters Score: Raw -149592.659937 + Penalty 2679.312747 = -146913.347190 nChanged 46 SP:Iteration 8Q (2628.810046 sec): 3 clusters Score: Raw -149621.889436 + Penalty 2679.312747 = -146942.576689 nChanged 25 SP:Iteration 9Q (2628.836977 sec): 3 clusters Score: Raw -149646.401435 + Penalty 2679.312747 = -146967.088688 nChanged 20 SP:Iteration 10Q (2628.863916 sec): 3 clusters Score: Raw -149661.818530 + Penalty 2679.312747 = -146982.505783 nChanged 11 SP:Iteration 11Q (2628.890862 sec): 3 clusters Score: Raw -149671.067765 + Penalty 2679.312747 = -146991.755018 nChanged 13 SP:Iteration 12Q (2628.917700 sec): 3 clusters Score: Raw -149680.180408 + Penalty 2679.312747 = -147000.867661 nChanged 10 SP:Iteration 13Q (2628.943352 sec): 3 clusters Score: Raw -149684.898841 + Penalty 2679.312747 = -147005.586094 nChanged 9 SP:Iteration 14Q (2628.970276 sec): 3 clusters Score: Raw -149690.087505 + Penalty 2679.312747 = -147010.774758 nChanged 9 SP:Iteration 15Q (2628.997045 sec): 3 clusters Score: Raw -149697.913674 + Penalty 2679.312747 = -147018.600927 nChanged 14 SP:Iteration 16Q (2629.023971 sec): 3 clusters Score: Raw -149708.505436 + Penalty 2679.312747 = -147029.192689 nChanged 14 SP:Iteration 17Q (2629.142346 sec): 3 clusters Score: Raw -149720.181189 + Penalty 2679.312747 = -147040.868442 nChanged 15 SP:Iteration 18Q (2629.294797 sec): 3 clusters Score: Raw -149735.432772 + Penalty 2679.312747 = -147056.120025 nChanged 13 SP:Iteration 19Q (2629.375842 sec): 3 clusters Score: Raw -149746.070538 + Penalty 2679.312747 = -147066.757791 nChanged 11 SP:Iteration 20F (2629.498782 sec): 3 clusters Score: Raw -149753.093022 + Penalty 2679.312747 = -147073.780275 nChanged 9 SP:Iteration 21Q (2629.617309 sec): 3 clusters Score: Raw -149758.283807 + Penalty 2679.312747 = -147078.971060 nChanged 9 SP:Iteration 22Q (2629.744642 sec): 3 clusters Score: Raw -149762.804731 + Penalty 2679.312747 = -147083.491984 nChanged 9 SP:Iteration 23Q (2629.836074 sec): 3 clusters Score: Raw -149771.593276 + Penalty 2679.312747 = -147092.280529 nChanged 6 SP:Iteration 24Q (2629.877089 sec): 3 clusters Score: Raw -149775.083520 + Penalty 2679.312747 = -147095.770773 nChanged 5 SP:Iteration 25Q (2629.903601 sec): 3 clusters Score: Raw -149778.569214 + Penalty 2679.312747 = -147099.256467 nChanged 5 SP:Iteration 26Q (2629.930604 sec): 3 clusters Score: Raw -149780.601198 + Penalty 2679.312747 = -147101.288451 nChanged 1 SP:Iteration 27Q (2629.957615 sec): 3 clusters Score: Raw -149781.153752 + Penalty 2679.312747 = -147101.841005 nChanged 1 SP:Iteration 28Q (2629.984500 sec): 3 clusters Score: Raw -149781.536529 + Penalty 2679.312747 = -147102.223782 nChanged 1 SP:Iteration 29Q (2630.011443 sec): 3 clusters Score: Raw -149782.067739 + Penalty 2679.312747 = -147102.754992 nChanged 3 SP:Iteration 30Q (2630.038277 sec): 3 clusters Score: Raw -149783.105724 + Penalty 2679.312747 = -147103.792977 nChanged 1 SP:Iteration 31Q (2630.064972 sec): 3 clusters Score: Raw -149783.439389 + Penalty 2679.312747 = -147104.126642 nChanged 0 SP:Iteration 32F (2630.091787 sec): 3 clusters Score: Raw -149783.439389 + Penalty 2679.312747 = -147104.126642 nChanged 0 Trying to split cluster 8 (1993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2630.125976 sec): 2 clusters Score: Raw -125523.093928 + Penalty 1333.343054 = -124189.750874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2630.152662 sec): 3 clusters Score: Raw -124680.696648 + Penalty 2666.686108 = -122014.010540 nChanged 699 SP:Iteration 1F (2630.179206 sec): 3 clusters Score: Raw -125254.211255 + Penalty 2666.686108 = -122587.525147 nChanged 208 SP:Iteration 2F (2630.205650 sec): 3 clusters Score: Raw -125491.517462 + Penalty 2666.686108 = -122824.831354 nChanged 152 SP:Iteration 3F (2630.232253 sec): 3 clusters Score: Raw -125672.646704 + Penalty 2666.686108 = -123005.960595 nChanged 119 SP:Iteration 4F (2630.258791 sec): 3 clusters Score: Raw -125817.535158 + Penalty 2666.686108 = -123150.849050 nChanged 79 SP:Iteration 5Q (2630.285497 sec): 3 clusters Score: Raw -125897.136050 + Penalty 2666.686108 = -123230.449941 nChanged 63 SP:Iteration 6Q (2630.312203 sec): 3 clusters Score: Raw -125982.146726 + Penalty 2666.686108 = -123315.460618 nChanged 65 SP:Iteration 7Q (2630.338880 sec): 3 clusters Score: Raw -126060.402972 + Penalty 2666.686108 = -123393.716863 nChanged 51 SP:Iteration 8Q (2630.365377 sec): 3 clusters Score: Raw -126109.959219 + Penalty 2666.686108 = -123443.273110 nChanged 37 SP:Iteration 9Q (2630.393023 sec): 3 clusters Score: Raw -126143.095825 + Penalty 2666.686108 = -123476.409717 nChanged 27 SP:Iteration 10Q (2630.419596 sec): 3 clusters Score: Raw -126165.201578 + Penalty 2666.686108 = -123498.515469 nChanged 19 SP:Iteration 11Q (2630.445871 sec): 3 clusters Score: Raw -126179.233950 + Penalty 2666.686108 = -123512.547842 nChanged 19 SP:Iteration 12Q (2630.472131 sec): 3 clusters Score: Raw -126193.324159 + Penalty 2666.686108 = -123526.638050 nChanged 9 SP:Iteration 13Q (2630.498354 sec): 3 clusters Score: Raw -126198.258394 + Penalty 2666.686108 = -123531.572286 nChanged 5 SP:Iteration 14Q (2630.607354 sec): 3 clusters Score: Raw -126201.685058 + Penalty 2666.686108 = -123534.998950 nChanged 5 SP:Iteration 15Q (2630.728845 sec): 3 clusters Score: Raw -126205.590670 + Penalty 2666.686108 = -123538.904561 nChanged 4 SP:Iteration 16Q (2630.844030 sec): 3 clusters Score: Raw -126207.703235 + Penalty 2666.686108 = -123541.017127 nChanged 1 SP:Iteration 17Q (2630.955250 sec): 3 clusters Score: Raw -126209.099963 + Penalty 2666.686108 = -123542.413855 nChanged 2 SP:Iteration 18Q (2631.044496 sec): 3 clusters Score: Raw -126209.749520 + Penalty 2666.686108 = -123543.063411 nChanged 3 SP:Iteration 19Q (2631.163391 sec): 3 clusters Score: Raw -126211.336202 + Penalty 2666.686108 = -123544.650094 nChanged 3 SP:Iteration 20F (2631.281698 sec): 3 clusters Score: Raw -126212.781549 + Penalty 2666.686108 = -123546.095441 nChanged 4 SP:Iteration 21Q (2631.392692 sec): 3 clusters Score: Raw -126214.830106 + Penalty 2666.686108 = -123548.143998 nChanged 4 SP:Iteration 22Q (2631.419196 sec): 3 clusters Score: Raw -126216.336838 + Penalty 2666.686108 = -123549.650729 nChanged 1 SP:Iteration 23Q (2631.445442 sec): 3 clusters Score: Raw -126216.672697 + Penalty 2666.686108 = -123549.986589 nChanged 1 SP:Iteration 24Q (2631.480758 sec): 3 clusters Score: Raw -126217.234417 + Penalty 2666.686108 = -123550.548309 nChanged 2 SP:Iteration 25Q (2631.522320 sec): 3 clusters Score: Raw -126218.430100 + Penalty 2666.686108 = -123551.743991 nChanged 2 SP:Iteration 26Q (2631.550930 sec): 3 clusters Score: Raw -126219.761854 + Penalty 2666.686108 = -123553.075746 nChanged 1 SP:Iteration 27Q (2631.581966 sec): 3 clusters Score: Raw -126220.673851 + Penalty 2666.686108 = -123553.987743 nChanged 2 SP:Iteration 28Q (2631.612870 sec): 3 clusters Score: Raw -126222.468069 + Penalty 2666.686108 = -123555.781960 nChanged 2 SP:Iteration 29Q (2631.641324 sec): 3 clusters Score: Raw -126223.739079 + Penalty 2666.686108 = -123557.052971 nChanged 2 SP:Iteration 30Q (2631.669677 sec): 3 clusters Score: Raw -126224.585640 + Penalty 2666.686108 = -123557.899532 nChanged 1 SP:Iteration 31Q (2631.698114 sec): 3 clusters Score: Raw -126225.339906 + Penalty 2666.686108 = -123558.653797 nChanged 0 SP:Iteration 32F (2631.735175 sec): 3 clusters Score: Raw -126225.339906 + Penalty 2666.686108 = -123558.653797 nChanged 0 Trying to split cluster 9 (3825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2631.776595 sec): 2 clusters Score: Raw -304207.420882 + Penalty 1447.754562 = -302759.666320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2631.824125 sec): 3 clusters Score: Raw -302320.113161 + Penalty 2895.509125 = -299424.604036 nChanged 1492 SP:Iteration 1F (2631.871506 sec): 3 clusters Score: Raw -303215.972305 + Penalty 2895.509125 = -300320.463180 nChanged 300 SP:Iteration 2F (2631.918800 sec): 3 clusters Score: Raw -303401.494302 + Penalty 2895.509125 = -300505.985177 nChanged 201 SP:Iteration 3F (2631.961212 sec): 3 clusters Score: Raw -303529.319509 + Penalty 2895.509125 = -300633.810384 nChanged 163 SP:Iteration 4Q (2632.003440 sec): 3 clusters Score: Raw -303634.691708 + Penalty 2895.509125 = -300739.182583 nChanged 153 SP:Iteration 5Q (2632.045295 sec): 3 clusters Score: Raw -303722.279320 + Penalty 2895.509125 = -300826.770195 nChanged 128 SP:Iteration 6Q (2632.086762 sec): 3 clusters Score: Raw -303801.305974 + Penalty 2895.509125 = -300905.796849 nChanged 114 SP:Iteration 7Q (2632.212600 sec): 3 clusters Score: Raw -303872.824354 + Penalty 2895.509125 = -300977.315229 nChanged 98 SP:Iteration 8Q (2632.254641 sec): 3 clusters Score: Raw -303925.087833 + Penalty 2895.509125 = -301029.578708 nChanged 92 SP:Iteration 9Q (2632.296949 sec): 3 clusters Score: Raw -303969.113264 + Penalty 2895.509125 = -301073.604139 nChanged 81 SP:Iteration 10Q (2632.339142 sec): 3 clusters Score: Raw -304008.215610 + Penalty 2895.509125 = -301112.706485 nChanged 63 SP:Iteration 11Q (2632.459567 sec): 3 clusters Score: Raw -304032.530035 + Penalty 2895.509125 = -301137.020910 nChanged 51 SP:Iteration 12Q (2632.595415 sec): 3 clusters Score: Raw -304051.598509 + Penalty 2895.509125 = -301156.089384 nChanged 45 SP:Iteration 13Q (2632.721785 sec): 3 clusters Score: Raw -304071.549943 + Penalty 2895.509125 = -301176.040818 nChanged 46 SP:Iteration 14Q (2632.845924 sec): 3 clusters Score: Raw -304095.156486 + Penalty 2895.509125 = -301199.647361 nChanged 43 SP:Iteration 15Q (2632.969890 sec): 3 clusters Score: Raw -304114.485698 + Penalty 2895.509125 = -301218.976573 nChanged 39 SP:Iteration 16Q (2633.093782 sec): 3 clusters Score: Raw -304131.532832 + Penalty 2895.509125 = -301236.023707 nChanged 48 SP:Iteration 17Q (2633.217433 sec): 3 clusters Score: Raw -304149.649040 + Penalty 2895.509125 = -301254.139915 nChanged 37 SP:Iteration 18Q (2633.254452 sec): 3 clusters Score: Raw -304169.548852 + Penalty 2895.509125 = -301274.039727 nChanged 40 SP:Iteration 19Q (2633.297143 sec): 3 clusters Score: Raw -304185.763798 + Penalty 2895.509125 = -301290.254673 nChanged 37 SP:Iteration 20F (2633.338328 sec): 3 clusters Score: Raw -304200.395825 + Penalty 2895.509125 = -301304.886700 nChanged 38 SP:Iteration 21Q (2633.380071 sec): 3 clusters Score: Raw -304216.800105 + Penalty 2895.509125 = -301321.290980 nChanged 36 SP:Iteration 22Q (2633.421682 sec): 3 clusters Score: Raw -304230.461242 + Penalty 2895.509125 = -301334.952117 nChanged 34 SP:Iteration 23Q (2633.463718 sec): 3 clusters Score: Raw -304244.075892 + Penalty 2895.509125 = -301348.566767 nChanged 28 SP:Iteration 24Q (2633.509236 sec): 3 clusters Score: Raw -304256.014753 + Penalty 2895.509125 = -301360.505628 nChanged 25 SP:Iteration 25Q (2633.551244 sec): 3 clusters Score: Raw -304266.862236 + Penalty 2895.509125 = -301371.353111 nChanged 25 SP:Iteration 26Q (2633.593183 sec): 3 clusters Score: Raw -304279.173868 + Penalty 2895.509125 = -301383.664743 nChanged 29 SP:Iteration 27Q (2633.634977 sec): 3 clusters Score: Raw -304292.786827 + Penalty 2895.509125 = -301397.277702 nChanged 35 SP:Iteration 28Q (2633.676527 sec): 3 clusters Score: Raw -304308.638903 + Penalty 2895.509125 = -301413.129778 nChanged 38 SP:Iteration 29Q (2633.718268 sec): 3 clusters Score: Raw -304325.098083 + Penalty 2895.509125 = -301429.588958 nChanged 39 SP:Iteration 30Q (2633.759842 sec): 3 clusters Score: Raw -304340.012884 + Penalty 2895.509125 = -301444.503759 nChanged 26 SP:Iteration 31Q (2633.801482 sec): 3 clusters Score: Raw -304347.514226 + Penalty 2895.509125 = -301452.005101 nChanged 16 SP:Iteration 32Q (2633.843130 sec): 3 clusters Score: Raw -304353.422442 + Penalty 2895.509125 = -301457.913317 nChanged 21 SP:Iteration 33Q (2633.884750 sec): 3 clusters Score: Raw -304361.410470 + Penalty 2895.509125 = -301465.901345 nChanged 19 SP:Iteration 34Q (2633.926385 sec): 3 clusters Score: Raw -304367.126698 + Penalty 2895.509125 = -301471.617573 nChanged 13 SP:Iteration 35Q (2633.968299 sec): 3 clusters Score: Raw -304371.316677 + Penalty 2895.509125 = -301475.807552 nChanged 8 SP:Iteration 36Q (2634.009929 sec): 3 clusters Score: Raw -304373.883273 + Penalty 2895.509125 = -301478.374148 nChanged 10 SP:Iteration 37Q (2634.158420 sec): 3 clusters Score: Raw -304376.808895 + Penalty 2895.509125 = -301481.299770 nChanged 12 SP:Iteration 38Q (2634.255769 sec): 3 clusters Score: Raw -304380.271762 + Penalty 2895.509125 = -301484.762637 nChanged 12 SP:Iteration 39Q (2634.350279 sec): 3 clusters Score: Raw -304383.714106 + Penalty 2895.509125 = -301488.204981 nChanged 13 SP:Iteration 40F (2634.394693 sec): 3 clusters Score: Raw -304387.432409 + Penalty 2895.509125 = -301491.923284 nChanged 12 SP:Iteration 41Q (2634.441411 sec): 3 clusters Score: Raw -304390.625423 + Penalty 2895.509125 = -301495.116298 nChanged 12 SP:Iteration 42Q (2634.599401 sec): 3 clusters Score: Raw -304394.761385 + Penalty 2895.509125 = -301499.252260 nChanged 12 SP:Iteration 43Q (2634.773391 sec): 3 clusters Score: Raw -304398.769036 + Penalty 2895.509125 = -301503.259911 nChanged 5 SP:Iteration 44Q (2634.871653 sec): 3 clusters Score: Raw -304399.563932 + Penalty 2895.509125 = -301504.054807 nChanged 2 SP:Iteration 45Q (2635.032673 sec): 3 clusters Score: Raw -304399.991236 + Penalty 2895.509125 = -301504.482111 nChanged 6 SP:Iteration 46Q (2635.134081 sec): 3 clusters Score: Raw -304401.367062 + Penalty 2895.509125 = -301505.857937 nChanged 10 SP:Iteration 47Q (2635.246530 sec): 3 clusters Score: Raw -304403.851724 + Penalty 2895.509125 = -301508.342599 nChanged 9 SP:Iteration 48Q (2635.377991 sec): 3 clusters Score: Raw -304406.045592 + Penalty 2895.509125 = -301510.536467 nChanged 5 SP:Iteration 49Q (2635.498118 sec): 3 clusters Score: Raw -304406.851330 + Penalty 2895.509125 = -301511.342205 nChanged 4 SP:Iteration 50Q (2635.578861 sec): 3 clusters Score: Raw -304407.884732 + Penalty 2895.509125 = -301512.375607 nChanged 3 SP:Iteration 51Q (2635.704002 sec): 3 clusters Score: Raw -304408.575363 + Penalty 2895.509125 = -301513.066238 nChanged 1 SP:Iteration 52Q (2635.792716 sec): 3 clusters Score: Raw -304408.783063 + Penalty 2895.509125 = -301513.273938 nChanged 0 SP:Iteration 53F (2635.833489 sec): 3 clusters Score: Raw -304408.783063 + Penalty 2895.509125 = -301513.273938 nChanged 0 Trying to split cluster 10 (5327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2635.877531 sec): 2 clusters Score: Raw -399891.879395 + Penalty 1505.885385 = -398385.994010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2635.988032 sec): 3 clusters Score: Raw -397110.552461 + Penalty 3011.770771 = -394098.781690 nChanged 2206 SP:Iteration 1F (2636.099628 sec): 3 clusters Score: Raw -398445.181206 + Penalty 3011.770771 = -395433.410435 nChanged 407 SP:Iteration 2F (2636.144812 sec): 3 clusters Score: Raw -398689.897264 + Penalty 3011.770771 = -395678.126493 nChanged 286 SP:Iteration 3F (2636.189543 sec): 3 clusters Score: Raw -398844.835268 + Penalty 3011.770771 = -395833.064497 nChanged 236 SP:Iteration 4Q (2636.291433 sec): 3 clusters Score: Raw -398958.613682 + Penalty 3011.770771 = -395946.842911 nChanged 194 SP:Iteration 5Q (2636.445724 sec): 3 clusters Score: Raw -399046.979865 + Penalty 3011.770771 = -396035.209094 nChanged 156 SP:Iteration 6Q (2636.539456 sec): 3 clusters Score: Raw -399132.881670 + Penalty 3011.770771 = -396121.110899 nChanged 164 SP:Iteration 7Q (2636.666472 sec): 3 clusters Score: Raw -399220.121743 + Penalty 3011.770771 = -396208.350972 nChanged 158 SP:Iteration 8Q (2636.734205 sec): 3 clusters Score: Raw -399311.375952 + Penalty 3011.770771 = -396299.605181 nChanged 149 SP:Iteration 9Q (2636.780055 sec): 3 clusters Score: Raw -399393.935849 + Penalty 3011.770771 = -396382.165078 nChanged 134 SP:Iteration 10Q (2636.826524 sec): 3 clusters Score: Raw -399477.085450 + Penalty 3011.770771 = -396465.314679 nChanged 142 SP:Iteration 11Q (2636.876294 sec): 3 clusters Score: Raw -399572.092968 + Penalty 3011.770771 = -396560.322197 nChanged 152 SP:Iteration 12Q (2636.926902 sec): 3 clusters Score: Raw -399673.464480 + Penalty 3011.770771 = -396661.693709 nChanged 134 SP:Iteration 13Q (2637.001865 sec): 3 clusters Score: Raw -399751.992159 + Penalty 3011.770771 = -396740.221388 nChanged 140 SP:Iteration 14Q (2637.065343 sec): 3 clusters Score: Raw -399831.552451 + Penalty 3011.770771 = -396819.781681 nChanged 141 SP:Iteration 15Q (2637.111780 sec): 3 clusters Score: Raw -399915.755068 + Penalty 3011.770771 = -396903.984297 nChanged 140 SP:Iteration 16Q (2637.174690 sec): 3 clusters Score: Raw -400014.997996 + Penalty 3011.770771 = -397003.227225 nChanged 144 SP:Iteration 17Q (2637.223938 sec): 3 clusters Score: Raw -400097.505993 + Penalty 3011.770771 = -397085.735222 nChanged 125 SP:Iteration 18Q (2637.356588 sec): 3 clusters Score: Raw -400166.037906 + Penalty 3011.770771 = -397154.267135 nChanged 109 SP:Iteration 19Q (2637.504634 sec): 3 clusters Score: Raw -400226.173589 + Penalty 3011.770771 = -397214.402818 nChanged 98 SP:Iteration 20F (2637.618516 sec): 3 clusters Score: Raw -400279.795979 + Penalty 3011.770771 = -397268.025208 nChanged 93 SP:Iteration 21Q (2637.744752 sec): 3 clusters Score: Raw -400335.497027 + Penalty 3011.770771 = -397323.726256 nChanged 98 SP:Iteration 22Q (2637.875555 sec): 3 clusters Score: Raw -400400.430892 + Penalty 3011.770771 = -397388.660121 nChanged 116 SP:Iteration 23Q (2637.996922 sec): 3 clusters Score: Raw -400516.589935 + Penalty 3011.770771 = -397504.819164 nChanged 142 SP:Iteration 24Q (2638.063870 sec): 3 clusters Score: Raw -400708.723691 + Penalty 3011.770771 = -397696.952920 nChanged 161 SP:Iteration 25Q (2638.109597 sec): 3 clusters Score: Raw -401016.124729 + Penalty 3011.770771 = -398004.353958 nChanged 150 SP:Iteration 26Q (2638.159008 sec): 3 clusters Score: Raw -401272.518987 + Penalty 3011.770771 = -398260.748216 nChanged 110 SP:Iteration 27Q (2638.207035 sec): 3 clusters Score: Raw -401374.643757 + Penalty 3011.770771 = -398362.872986 nChanged 84 SP:Iteration 28Q (2638.255687 sec): 3 clusters Score: Raw -401449.778073 + Penalty 3011.770771 = -398438.007302 nChanged 74 SP:Iteration 29Q (2638.301830 sec): 3 clusters Score: Raw -401502.125340 + Penalty 3011.770771 = -398490.354569 nChanged 48 SP:Iteration 30Q (2638.372015 sec): 3 clusters Score: Raw -401529.722650 + Penalty 3011.770771 = -398517.951879 nChanged 38 SP:Iteration 31Q (2638.417388 sec): 3 clusters Score: Raw -401552.075100 + Penalty 3011.770771 = -398540.304329 nChanged 30 SP:Iteration 32Q (2638.462821 sec): 3 clusters Score: Raw -401568.870626 + Penalty 3011.770771 = -398557.099855 nChanged 17 SP:Iteration 33Q (2638.586486 sec): 3 clusters Score: Raw -401575.324151 + Penalty 3011.770771 = -398563.553380 nChanged 9 SP:Iteration 34Q (2638.656962 sec): 3 clusters Score: Raw -401580.275246 + Penalty 3011.770771 = -398568.504475 nChanged 8 SP:Iteration 35Q (2638.702483 sec): 3 clusters Score: Raw -401582.868520 + Penalty 3011.770771 = -398571.097749 nChanged 4 SP:Iteration 36Q (2638.748206 sec): 3 clusters Score: Raw -401583.634388 + Penalty 3011.770771 = -398571.863617 nChanged 1 SP:Iteration 37Q (2638.794072 sec): 3 clusters Score: Raw -401583.780024 + Penalty 3011.770771 = -398572.009253 nChanged 1 SP:Iteration 38Q (2638.918397 sec): 3 clusters Score: Raw -401584.349008 + Penalty 3011.770771 = -398572.578237 nChanged 1 SP:Iteration 39Q (2638.961611 sec): 3 clusters Score: Raw -401584.866673 + Penalty 3011.770771 = -398573.095902 nChanged 2 SP:Iteration 40F (2639.007510 sec): 3 clusters Score: Raw -401591.533497 + Penalty 3011.770771 = -398579.762726 nChanged 6 SP:Iteration 41Q (2639.064283 sec): 3 clusters Score: Raw -401594.098706 + Penalty 3011.770771 = -398582.327935 nChanged 2 SP:Iteration 42Q (2639.109281 sec): 3 clusters Score: Raw -401594.878227 + Penalty 3011.770771 = -398583.107456 nChanged 4 SP:Iteration 43Q (2639.174068 sec): 3 clusters Score: Raw -401596.362345 + Penalty 3011.770771 = -398584.591574 nChanged 6 SP:Iteration 44Q (2639.220312 sec): 3 clusters Score: Raw -401597.708862 + Penalty 3011.770771 = -398585.938091 nChanged 3 SP:Iteration 45Q (2639.353310 sec): 3 clusters Score: Raw -401598.703662 + Penalty 3011.770771 = -398586.932891 nChanged 1 SP:Iteration 46Q (2639.494531 sec): 3 clusters Score: Raw -401599.030705 + Penalty 3011.770771 = -398587.259934 nChanged 0 SP:Iteration 47F (2639.558766 sec): 3 clusters Score: Raw -401599.030705 + Penalty 3011.770771 = -398587.259934 nChanged 0 Score: Raw -7131755.998844 + Penalty 64733.615720 = -7067022.383124 Splitting cluster 10 changes total score from -7066603.399712 to -7067022.383124 So it's getting split into cluster 32. Trying to split cluster 11 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2643.796491 sec): 2 clusters Score: Raw -29199.250150 + Penalty 1058.385263 = -28140.864887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2643.901451 sec): 3 clusters Score: Raw -29197.410199 + Penalty 2116.770526 = -27080.639673 nChanged 78 SP:Iteration 1F (2644.015292 sec): 3 clusters Score: Raw -29338.243100 + Penalty 2116.770526 = -27221.472574 nChanged 20 SP:Iteration 2Q (2644.120616 sec): 3 clusters Score: Raw -29381.336683 + Penalty 2116.770526 = -27264.566157 nChanged 5 SP:Iteration 3Q (2644.233251 sec): 3 clusters Score: Raw -29387.611843 + Penalty 2116.770526 = -27270.841317 nChanged 3 SP:Iteration 4Q (2644.359244 sec): 3 clusters Score: Raw -29395.471215 + Penalty 2116.770526 = -27278.700689 nChanged 2 SP:Iteration 5Q (2644.381138 sec): 3 clusters Score: Raw -29400.823345 + Penalty 2116.770526 = -27284.052818 nChanged 0 SP:Iteration 6F (2644.445311 sec): 3 clusters Score: Raw -29400.823345 + Penalty 2116.770526 = -27284.052818 nChanged 0 Trying to split cluster 12 (1776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2644.513546 sec): 2 clusters Score: Raw -90271.438655 + Penalty 1313.111871 = -88958.326784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2644.544084 sec): 3 clusters Score: Raw -89579.956187 + Penalty 2626.223742 = -86953.732445 nChanged 634 SP:Iteration 1F (2644.569276 sec): 3 clusters Score: Raw -90164.811545 + Penalty 2626.223742 = -87538.587803 nChanged 192 SP:Iteration 2F (2644.628245 sec): 3 clusters Score: Raw -90448.553812 + Penalty 2626.223742 = -87822.330070 nChanged 141 SP:Iteration 3F (2644.653514 sec): 3 clusters Score: Raw -90633.787964 + Penalty 2626.223742 = -88007.564222 nChanged 90 SP:Iteration 4F (2644.678340 sec): 3 clusters Score: Raw -90715.099744 + Penalty 2626.223742 = -88088.876002 nChanged 57 SP:Iteration 5Q (2644.703444 sec): 3 clusters Score: Raw -90770.268519 + Penalty 2626.223742 = -88144.044777 nChanged 36 SP:Iteration 6Q (2644.748914 sec): 3 clusters Score: Raw -90801.832324 + Penalty 2626.223742 = -88175.608582 nChanged 25 SP:Iteration 7Q (2644.775329 sec): 3 clusters Score: Raw -90823.172327 + Penalty 2626.223742 = -88196.948585 nChanged 13 SP:Iteration 8Q (2644.802292 sec): 3 clusters Score: Raw -90831.569329 + Penalty 2626.223742 = -88205.345587 nChanged 5 SP:Iteration 9Q (2644.827105 sec): 3 clusters Score: Raw -90834.294777 + Penalty 2626.223742 = -88208.071035 nChanged 0 SP:Iteration 10F (2644.851383 sec): 3 clusters Score: Raw -90834.294777 + Penalty 2626.223742 = -88208.071035 nChanged 0 Trying to split cluster 13 (5717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2644.901457 sec): 2 clusters Score: Raw -445840.276254 + Penalty 1518.285507 = -444321.990747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2644.948180 sec): 3 clusters Score: Raw -442864.726822 + Penalty 3036.571014 = -439828.155808 nChanged 2310 SP:Iteration 1F (2644.994941 sec): 3 clusters Score: Raw -444233.354216 + Penalty 3036.571014 = -441196.783201 nChanged 455 SP:Iteration 2F (2645.065906 sec): 3 clusters Score: Raw -444532.482727 + Penalty 3036.571014 = -441495.911712 nChanged 389 SP:Iteration 3F (2645.123271 sec): 3 clusters Score: Raw -444761.372554 + Penalty 3036.571014 = -441724.801540 nChanged 304 SP:Iteration 4F (2645.170550 sec): 3 clusters Score: Raw -444933.943786 + Penalty 3036.571014 = -441897.372772 nChanged 261 SP:Iteration 5Q (2645.216614 sec): 3 clusters Score: Raw -445090.966385 + Penalty 3036.571014 = -442054.395371 nChanged 255 SP:Iteration 6Q (2645.278756 sec): 3 clusters Score: Raw -445245.503908 + Penalty 3036.571014 = -442208.932894 nChanged 219 SP:Iteration 7Q (2645.332254 sec): 3 clusters Score: Raw -445387.321998 + Penalty 3036.571014 = -442350.750983 nChanged 195 SP:Iteration 8Q (2645.463018 sec): 3 clusters Score: Raw -445523.241219 + Penalty 3036.571014 = -442486.670205 nChanged 190 SP:Iteration 9Q (2645.583382 sec): 3 clusters Score: Raw -445700.061214 + Penalty 3036.571014 = -442663.490199 nChanged 186 SP:Iteration 10Q (2645.704300 sec): 3 clusters Score: Raw -445923.017338 + Penalty 3036.571014 = -442886.446324 nChanged 215 SP:Iteration 11Q (2645.831124 sec): 3 clusters Score: Raw -446210.567048 + Penalty 3036.571014 = -443173.996034 nChanged 228 SP:Iteration 12Q (2645.957639 sec): 3 clusters Score: Raw -446495.676051 + Penalty 3036.571014 = -443459.105036 nChanged 259 SP:Iteration 13Q (2646.078155 sec): 3 clusters Score: Raw -446818.327664 + Penalty 3036.571014 = -443781.756649 nChanged 256 SP:Iteration 14Q (2646.207824 sec): 3 clusters Score: Raw -447252.149977 + Penalty 3036.571014 = -444215.578962 nChanged 274 SP:Iteration 15Q (2646.265665 sec): 3 clusters Score: Raw -447962.551350 + Penalty 3036.571014 = -444925.980336 nChanged 271 SP:Iteration 16Q (2646.313256 sec): 3 clusters Score: Raw -448695.795898 + Penalty 3036.571014 = -445659.224884 nChanged 174 SP:Iteration 17Q (2646.373410 sec): 3 clusters Score: Raw -448979.200953 + Penalty 3036.571014 = -445942.629938 nChanged 110 SP:Iteration 18Q (2646.419521 sec): 3 clusters Score: Raw -449103.680428 + Penalty 3036.571014 = -446067.109414 nChanged 93 SP:Iteration 19Q (2646.480420 sec): 3 clusters Score: Raw -449215.380810 + Penalty 3036.571014 = -446178.809795 nChanged 83 SP:Iteration 20F (2646.529785 sec): 3 clusters Score: Raw -449316.795360 + Penalty 3036.571014 = -446280.224345 nChanged 66 SP:Iteration 21Q (2646.591301 sec): 3 clusters Score: Raw -449375.535404 + Penalty 3036.571014 = -446338.964390 nChanged 39 SP:Iteration 22Q (2646.638927 sec): 3 clusters Score: Raw -449398.523020 + Penalty 3036.571014 = -446361.952006 nChanged 23 SP:Iteration 23Q (2646.701504 sec): 3 clusters Score: Raw -449408.950389 + Penalty 3036.571014 = -446372.379375 nChanged 21 SP:Iteration 24Q (2646.748461 sec): 3 clusters Score: Raw -449419.901557 + Penalty 3036.571014 = -446383.330542 nChanged 16 SP:Iteration 25Q (2646.812486 sec): 3 clusters Score: Raw -449423.928366 + Penalty 3036.571014 = -446387.357351 nChanged 10 SP:Iteration 26Q (2646.859582 sec): 3 clusters Score: Raw -449425.762653 + Penalty 3036.571014 = -446389.191638 nChanged 4 SP:Iteration 27Q (2646.921816 sec): 3 clusters Score: Raw -449426.456364 + Penalty 3036.571014 = -446389.885350 nChanged 2 SP:Iteration 28Q (2646.968427 sec): 3 clusters Score: Raw -449426.933065 + Penalty 3036.571014 = -446390.362050 nChanged 3 SP:Iteration 29Q (2647.026933 sec): 3 clusters Score: Raw -449427.368229 + Penalty 3036.571014 = -446390.797215 nChanged 3 SP:Iteration 30Q (2647.073506 sec): 3 clusters Score: Raw -449428.140666 + Penalty 3036.571014 = -446391.569651 nChanged 1 SP:Iteration 31Q (2647.143828 sec): 3 clusters Score: Raw -449428.193793 + Penalty 3036.571014 = -446391.622778 nChanged 1 SP:Iteration 32Q (2647.190010 sec): 3 clusters Score: Raw -449428.365690 + Penalty 3036.571014 = -446391.794676 nChanged 2 SP:Iteration 33Q (2647.261984 sec): 3 clusters Score: Raw -449428.583968 + Penalty 3036.571014 = -446392.012954 nChanged 1 SP:Iteration 34Q (2647.326567 sec): 3 clusters Score: Raw -449428.650799 + Penalty 3036.571014 = -446392.079785 nChanged 0 SP:Iteration 35F (2647.400891 sec): 3 clusters Score: Raw -449428.650799 + Penalty 3036.571014 = -446392.079785 nChanged 0 Score: Raw -7135344.373390 + Penalty 66756.541212 = -7068587.832178 Splitting cluster 13 changes total score from -7066603.399712 to -7068587.832178 So it's getting split into cluster 33. Trying to split cluster 14 (3152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2651.695699 sec): 2 clusters Score: Raw -221451.716593 + Penalty 1413.791575 = -220037.925017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2651.853243 sec): 3 clusters Score: Raw -219986.134250 + Penalty 2827.583150 = -217158.551100 nChanged 1205 SP:Iteration 1F (2651.996635 sec): 3 clusters Score: Raw -220810.696467 + Penalty 2827.583150 = -217983.113317 nChanged 292 SP:Iteration 2F (2652.116517 sec): 3 clusters Score: Raw -221089.312707 + Penalty 2827.583150 = -218261.729557 nChanged 223 SP:Iteration 3F (2652.234385 sec): 3 clusters Score: Raw -221268.497202 + Penalty 2827.583150 = -218440.914052 nChanged 153 SP:Iteration 4Q (2652.349283 sec): 3 clusters Score: Raw -221417.693700 + Penalty 2827.583150 = -218590.110550 nChanged 140 SP:Iteration 5Q (2652.439921 sec): 3 clusters Score: Raw -221535.213598 + Penalty 2827.583150 = -218707.630448 nChanged 112 SP:Iteration 6Q (2652.546924 sec): 3 clusters Score: Raw -221623.691859 + Penalty 2827.583150 = -218796.108709 nChanged 97 SP:Iteration 7Q (2652.633481 sec): 3 clusters Score: Raw -221710.574942 + Penalty 2827.583150 = -218882.991792 nChanged 92 SP:Iteration 8Q (2652.751355 sec): 3 clusters Score: Raw -221781.877844 + Penalty 2827.583150 = -218954.294694 nChanged 76 SP:Iteration 9Q (2652.867978 sec): 3 clusters Score: Raw -221834.582369 + Penalty 2827.583150 = -219006.999219 nChanged 67 SP:Iteration 10Q (2652.931340 sec): 3 clusters Score: Raw -221872.502959 + Penalty 2827.583150 = -219044.919809 nChanged 51 SP:Iteration 11Q (2652.969449 sec): 3 clusters Score: Raw -221900.918384 + Penalty 2827.583150 = -219073.335234 nChanged 59 SP:Iteration 12Q (2653.007751 sec): 3 clusters Score: Raw -221929.375927 + Penalty 2827.583150 = -219101.792776 nChanged 42 SP:Iteration 13Q (2653.046132 sec): 3 clusters Score: Raw -221947.352846 + Penalty 2827.583150 = -219119.769695 nChanged 22 SP:Iteration 14Q (2653.096709 sec): 3 clusters Score: Raw -221957.890999 + Penalty 2827.583150 = -219130.307848 nChanged 19 SP:Iteration 15Q (2653.134975 sec): 3 clusters Score: Raw -221965.117444 + Penalty 2827.583150 = -219137.534294 nChanged 12 SP:Iteration 16Q (2653.173076 sec): 3 clusters Score: Raw -221970.038588 + Penalty 2827.583150 = -219142.455437 nChanged 17 SP:Iteration 17Q (2653.222203 sec): 3 clusters Score: Raw -221974.819504 + Penalty 2827.583150 = -219147.236354 nChanged 14 SP:Iteration 18Q (2653.260311 sec): 3 clusters Score: Raw -221980.390577 + Penalty 2827.583150 = -219152.807426 nChanged 17 SP:Iteration 19Q (2653.298302 sec): 3 clusters Score: Raw -221987.551567 + Penalty 2827.583150 = -219159.968417 nChanged 15 SP:Iteration 20F (2653.396756 sec): 3 clusters Score: Raw -221995.028294 + Penalty 2827.583150 = -219167.445144 nChanged 13 SP:Iteration 21Q (2653.432700 sec): 3 clusters Score: Raw -221999.465066 + Penalty 2827.583150 = -219171.881916 nChanged 12 SP:Iteration 22Q (2653.469742 sec): 3 clusters Score: Raw -222004.490765 + Penalty 2827.583150 = -219176.907614 nChanged 12 SP:Iteration 23Q (2653.507747 sec): 3 clusters Score: Raw -222008.416106 + Penalty 2827.583150 = -219180.832956 nChanged 11 SP:Iteration 24Q (2653.545777 sec): 3 clusters Score: Raw -222010.712417 + Penalty 2827.583150 = -219183.129266 nChanged 4 SP:Iteration 25Q (2653.657758 sec): 3 clusters Score: Raw -222011.647198 + Penalty 2827.583150 = -219184.064048 nChanged 5 SP:Iteration 26Q (2653.763854 sec): 3 clusters Score: Raw -222013.143238 + Penalty 2827.583150 = -219185.560087 nChanged 2 SP:Iteration 27Q (2653.870157 sec): 3 clusters Score: Raw -222013.369203 + Penalty 2827.583150 = -219185.786053 nChanged 0 SP:Iteration 28F (2653.986570 sec): 3 clusters Score: Raw -222013.369203 + Penalty 2827.583150 = -219185.786053 nChanged 0 Trying to split cluster 15 (9057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2654.152774 sec): 2 clusters Score: Raw -709122.041583 + Penalty 1599.031960 = -707523.009624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2654.197845 sec): 3 clusters Score: Raw -704152.365366 + Penalty 3198.063920 = -700954.301446 nChanged 3804 SP:Iteration 1F (2654.329542 sec): 3 clusters Score: Raw -706341.959621 + Penalty 3198.063920 = -703143.895702 nChanged 780 SP:Iteration 2F (2654.483426 sec): 3 clusters Score: Raw -706903.302146 + Penalty 3198.063920 = -703705.238226 nChanged 733 SP:Iteration 3F (2654.624448 sec): 3 clusters Score: Raw -707531.662483 + Penalty 3198.063920 = -704333.598563 nChanged 700 SP:Iteration 4F (2654.789364 sec): 3 clusters Score: Raw -708130.485151 + Penalty 3198.063920 = -704932.421231 nChanged 621 SP:Iteration 5F (2654.937157 sec): 3 clusters Score: Raw -708577.023296 + Penalty 3198.063920 = -705378.959377 nChanged 483 SP:Iteration 6F (2655.059679 sec): 3 clusters Score: Raw -708850.584684 + Penalty 3198.063920 = -705652.520764 nChanged 315 SP:Iteration 7Q (2655.173729 sec): 3 clusters Score: Raw -709014.432147 + Penalty 3198.063920 = -705816.368227 nChanged 254 SP:Iteration 8Q (2655.315452 sec): 3 clusters Score: Raw -709151.970609 + Penalty 3198.063920 = -705953.906689 nChanged 207 SP:Iteration 9Q (2655.378265 sec): 3 clusters Score: Raw -709255.664432 + Penalty 3198.063920 = -706057.600512 nChanged 187 SP:Iteration 10Q (2655.515810 sec): 3 clusters Score: Raw -709348.407842 + Penalty 3198.063920 = -706150.343923 nChanged 169 SP:Iteration 11Q (2655.579501 sec): 3 clusters Score: Raw -709420.670032 + Penalty 3198.063920 = -706222.606113 nChanged 133 SP:Iteration 12Q (2655.648578 sec): 3 clusters Score: Raw -709470.533244 + Penalty 3198.063920 = -706272.469325 nChanged 119 SP:Iteration 13Q (2655.717924 sec): 3 clusters Score: Raw -709516.334042 + Penalty 3198.063920 = -706318.270122 nChanged 95 SP:Iteration 14Q (2655.781654 sec): 3 clusters Score: Raw -709549.480027 + Penalty 3198.063920 = -706351.416107 nChanged 102 SP:Iteration 15Q (2655.843939 sec): 3 clusters Score: Raw -709588.651007 + Penalty 3198.063920 = -706390.587087 nChanged 91 SP:Iteration 16Q (2655.906452 sec): 3 clusters Score: Raw -709623.497454 + Penalty 3198.063920 = -706425.433535 nChanged 86 SP:Iteration 17Q (2656.018482 sec): 3 clusters Score: Raw -709654.708295 + Penalty 3198.063920 = -706456.644375 nChanged 77 SP:Iteration 18Q (2656.081865 sec): 3 clusters Score: Raw -709676.746945 + Penalty 3198.063920 = -706478.683026 nChanged 68 SP:Iteration 19Q (2656.145551 sec): 3 clusters Score: Raw -709695.310932 + Penalty 3198.063920 = -706497.247013 nChanged 54 SP:Iteration 20F (2656.208631 sec): 3 clusters Score: Raw -709711.926651 + Penalty 3198.063920 = -706513.862732 nChanged 63 SP:Iteration 21Q (2656.281582 sec): 3 clusters Score: Raw -709729.315531 + Penalty 3198.063920 = -706531.251611 nChanged 51 SP:Iteration 22Q (2656.366832 sec): 3 clusters Score: Raw -709742.485317 + Penalty 3198.063920 = -706544.421397 nChanged 41 SP:Iteration 23Q (2656.433977 sec): 3 clusters Score: Raw -709750.670614 + Penalty 3198.063920 = -706552.606694 nChanged 30 SP:Iteration 24Q (2656.517455 sec): 3 clusters Score: Raw -709758.923277 + Penalty 3198.063920 = -706560.859357 nChanged 32 SP:Iteration 25Q (2656.598395 sec): 3 clusters Score: Raw -709769.268055 + Penalty 3198.063920 = -706571.204136 nChanged 30 SP:Iteration 26Q (2656.654398 sec): 3 clusters Score: Raw -709775.147938 + Penalty 3198.063920 = -706577.084018 nChanged 24 SP:Iteration 27Q (2656.710563 sec): 3 clusters Score: Raw -709779.664412 + Penalty 3198.063920 = -706581.600493 nChanged 23 SP:Iteration 28Q (2656.772453 sec): 3 clusters Score: Raw -709786.237222 + Penalty 3198.063920 = -706588.173303 nChanged 30 SP:Iteration 29Q (2656.854904 sec): 3 clusters Score: Raw -709795.159281 + Penalty 3198.063920 = -706597.095361 nChanged 26 SP:Iteration 30Q (2656.951042 sec): 3 clusters Score: Raw -709801.492343 + Penalty 3198.063920 = -706603.428424 nChanged 25 SP:Iteration 31Q (2657.042969 sec): 3 clusters Score: Raw -709808.750171 + Penalty 3198.063920 = -706610.686252 nChanged 26 SP:Iteration 32Q (2657.194503 sec): 3 clusters Score: Raw -709817.603349 + Penalty 3198.063920 = -706619.539429 nChanged 32 SP:Iteration 33Q (2657.337136 sec): 3 clusters Score: Raw -709824.366197 + Penalty 3198.063920 = -706626.302278 nChanged 26 SP:Iteration 34Q (2657.478227 sec): 3 clusters Score: Raw -709832.393609 + Penalty 3198.063920 = -706634.329689 nChanged 24 SP:Iteration 35Q (2657.618907 sec): 3 clusters Score: Raw -709839.038018 + Penalty 3198.063920 = -706640.974098 nChanged 20 SP:Iteration 36Q (2657.784985 sec): 3 clusters Score: Raw -709842.178435 + Penalty 3198.063920 = -706644.114515 nChanged 11 SP:Iteration 37Q (2657.919191 sec): 3 clusters Score: Raw -709843.543972 + Penalty 3198.063920 = -706645.480052 nChanged 12 SP:Iteration 38Q (2658.053081 sec): 3 clusters Score: Raw -709844.975587 + Penalty 3198.063920 = -706646.911668 nChanged 9 SP:Iteration 39Q (2658.189475 sec): 3 clusters Score: Raw -709846.138613 + Penalty 3198.063920 = -706648.074694 nChanged 7 SP:Iteration 40F (2658.314298 sec): 3 clusters Score: Raw -709846.854160 + Penalty 3198.063920 = -706648.790240 nChanged 8 SP:Iteration 41Q (2658.451772 sec): 3 clusters Score: Raw -709847.603369 + Penalty 3198.063920 = -706649.539449 nChanged 6 SP:Iteration 42Q (2658.554609 sec): 3 clusters Score: Raw -709848.305798 + Penalty 3198.063920 = -706650.241878 nChanged 5 SP:Iteration 43Q (2658.614337 sec): 3 clusters Score: Raw -709848.916910 + Penalty 3198.063920 = -706650.852990 nChanged 2 SP:Iteration 44Q (2658.673803 sec): 3 clusters Score: Raw -709849.178508 + Penalty 3198.063920 = -706651.114588 nChanged 2 SP:Iteration 45Q (2658.734232 sec): 3 clusters Score: Raw -709849.351849 + Penalty 3198.063920 = -706651.287929 nChanged 1 SP:Iteration 46Q (2658.798379 sec): 3 clusters Score: Raw -709849.394967 + Penalty 3198.063920 = -706651.331047 nChanged 1 SP:Iteration 47Q (2658.865638 sec): 3 clusters Score: Raw -709849.590438 + Penalty 3198.063920 = -706651.526518 nChanged 0 SP:Iteration 48F (2658.936305 sec): 3 clusters Score: Raw -709849.590438 + Penalty 3198.063920 = -706651.526518 nChanged 0 Trying to split cluster 16 (2633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2658.987355 sec): 2 clusters Score: Raw -167764.227413 + Penalty 1382.216792 = -166382.010620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2659.023004 sec): 3 clusters Score: Raw -166628.918426 + Penalty 2764.433585 = -163864.484842 nChanged 950 SP:Iteration 1F (2659.057324 sec): 3 clusters Score: Raw -167360.787907 + Penalty 2764.433585 = -164596.354322 nChanged 251 SP:Iteration 2F (2659.091425 sec): 3 clusters Score: Raw -167619.411134 + Penalty 2764.433585 = -164854.977549 nChanged 182 SP:Iteration 3F (2659.124209 sec): 3 clusters Score: Raw -167821.815161 + Penalty 2764.433585 = -165057.381576 nChanged 143 SP:Iteration 4F (2659.176205 sec): 3 clusters Score: Raw -167972.781038 + Penalty 2764.433585 = -165208.347453 nChanged 110 SP:Iteration 5Q (2659.209225 sec): 3 clusters Score: Raw -168080.550398 + Penalty 2764.433585 = -165316.116813 nChanged 92 SP:Iteration 6Q (2659.242383 sec): 3 clusters Score: Raw -168177.586855 + Penalty 2764.433585 = -165413.153270 nChanged 87 SP:Iteration 7Q (2659.275390 sec): 3 clusters Score: Raw -168267.220610 + Penalty 2764.433585 = -165502.787025 nChanged 82 SP:Iteration 8Q (2659.308502 sec): 3 clusters Score: Raw -168338.757108 + Penalty 2764.433585 = -165574.323523 nChanged 61 SP:Iteration 9Q (2659.341225 sec): 3 clusters Score: Raw -168386.787283 + Penalty 2764.433585 = -165622.353698 nChanged 64 SP:Iteration 10Q (2659.374269 sec): 3 clusters Score: Raw -168445.016788 + Penalty 2764.433585 = -165680.583203 nChanged 42 SP:Iteration 11Q (2659.421464 sec): 3 clusters Score: Raw -168478.237400 + Penalty 2764.433585 = -165713.803815 nChanged 40 SP:Iteration 12Q (2659.454236 sec): 3 clusters Score: Raw -168509.702486 + Penalty 2764.433585 = -165745.268901 nChanged 38 SP:Iteration 13Q (2659.570985 sec): 3 clusters Score: Raw -168528.674086 + Penalty 2764.433585 = -165764.240501 nChanged 26 SP:Iteration 14Q (2659.675916 sec): 3 clusters Score: Raw -168539.546515 + Penalty 2764.433585 = -165775.112930 nChanged 19 SP:Iteration 15Q (2659.792980 sec): 3 clusters Score: Raw -168553.256311 + Penalty 2764.433585 = -165788.822726 nChanged 18 SP:Iteration 16Q (2659.910979 sec): 3 clusters Score: Raw -168565.575965 + Penalty 2764.433585 = -165801.142380 nChanged 28 SP:Iteration 17Q (2660.019211 sec): 3 clusters Score: Raw -168584.290824 + Penalty 2764.433585 = -165819.857239 nChanged 30 SP:Iteration 18Q (2660.135782 sec): 3 clusters Score: Raw -168596.758275 + Penalty 2764.433585 = -165832.324690 nChanged 19 SP:Iteration 19Q (2660.251576 sec): 3 clusters Score: Raw -168606.716473 + Penalty 2764.433585 = -165842.282888 nChanged 17 SP:Iteration 20F (2660.341933 sec): 3 clusters Score: Raw -168616.522051 + Penalty 2764.433585 = -165852.088466 nChanged 15 SP:Iteration 21Q (2660.435069 sec): 3 clusters Score: Raw -168624.643618 + Penalty 2764.433585 = -165860.210033 nChanged 19 SP:Iteration 22Q (2660.561040 sec): 3 clusters Score: Raw -168635.113766 + Penalty 2764.433585 = -165870.680181 nChanged 14 SP:Iteration 23Q (2660.598327 sec): 3 clusters Score: Raw -168646.114829 + Penalty 2764.433585 = -165881.681244 nChanged 18 SP:Iteration 24Q (2660.636121 sec): 3 clusters Score: Raw -168660.348132 + Penalty 2764.433585 = -165895.914547 nChanged 32 SP:Iteration 25Q (2660.670709 sec): 3 clusters Score: Raw -168690.849389 + Penalty 2764.433585 = -165926.415804 nChanged 37 SP:Iteration 26Q (2660.703385 sec): 3 clusters Score: Raw -168724.483745 + Penalty 2764.433585 = -165960.050160 nChanged 35 SP:Iteration 27Q (2660.735917 sec): 3 clusters Score: Raw -168751.582136 + Penalty 2764.433585 = -165987.148551 nChanged 27 SP:Iteration 28Q (2660.787922 sec): 3 clusters Score: Raw -168778.014164 + Penalty 2764.433585 = -166013.580579 nChanged 30 SP:Iteration 29Q (2660.820515 sec): 3 clusters Score: Raw -168801.269322 + Penalty 2764.433585 = -166036.835737 nChanged 23 SP:Iteration 30Q (2660.853041 sec): 3 clusters Score: Raw -168816.070571 + Penalty 2764.433585 = -166051.636986 nChanged 20 SP:Iteration 31Q (2660.885539 sec): 3 clusters Score: Raw -168825.065039 + Penalty 2764.433585 = -166060.631454 nChanged 12 SP:Iteration 32Q (2660.918016 sec): 3 clusters Score: Raw -168830.886625 + Penalty 2764.433585 = -166066.453040 nChanged 6 SP:Iteration 33Q (2660.950482 sec): 3 clusters Score: Raw -168834.554650 + Penalty 2764.433585 = -166070.121065 nChanged 7 SP:Iteration 34Q (2660.983100 sec): 3 clusters Score: Raw -168837.279246 + Penalty 2764.433585 = -166072.845661 nChanged 3 SP:Iteration 35Q (2661.015462 sec): 3 clusters Score: Raw -168838.326583 + Penalty 2764.433585 = -166073.892998 nChanged 2 SP:Iteration 36Q (2661.047983 sec): 3 clusters Score: Raw -168838.650722 + Penalty 2764.433585 = -166074.217137 nChanged 0 SP:Iteration 37F (2661.080671 sec): 3 clusters Score: Raw -168838.650722 + Penalty 2764.433585 = -166074.217137 nChanged 0 Trying to split cluster 17 (4750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2661.123532 sec): 2 clusters Score: Raw -349145.324354 + Penalty 1485.765432 = -347659.558922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2661.166918 sec): 3 clusters Score: Raw -346696.855292 + Penalty 2971.530864 = -343725.324428 nChanged 1952 SP:Iteration 1F (2661.222388 sec): 3 clusters Score: Raw -347863.040725 + Penalty 2971.530864 = -344891.509861 nChanged 423 SP:Iteration 2F (2661.281631 sec): 3 clusters Score: Raw -348160.002623 + Penalty 2971.530864 = -345188.471759 nChanged 313 SP:Iteration 3F (2661.330941 sec): 3 clusters Score: Raw -348397.497515 + Penalty 2971.530864 = -345425.966651 nChanged 266 SP:Iteration 4F (2661.448406 sec): 3 clusters Score: Raw -348619.597541 + Penalty 2971.530864 = -345648.066677 nChanged 252 SP:Iteration 5F (2661.577449 sec): 3 clusters Score: Raw -348838.204952 + Penalty 2971.530864 = -345866.674088 nChanged 243 SP:Iteration 6F (2661.707484 sec): 3 clusters Score: Raw -349071.554370 + Penalty 2971.530864 = -346100.023506 nChanged 224 SP:Iteration 7Q (2661.817598 sec): 3 clusters Score: Raw -349294.199194 + Penalty 2971.530864 = -346322.668330 nChanged 205 SP:Iteration 8Q (2661.943768 sec): 3 clusters Score: Raw -349486.774906 + Penalty 2971.530864 = -346515.244042 nChanged 176 SP:Iteration 9Q (2662.070956 sec): 3 clusters Score: Raw -349625.209062 + Penalty 2971.530864 = -346653.678198 nChanged 125 SP:Iteration 10Q (2662.184090 sec): 3 clusters Score: Raw -349730.939847 + Penalty 2971.530864 = -346759.408983 nChanged 111 SP:Iteration 11Q (2662.248277 sec): 3 clusters Score: Raw -349817.241084 + Penalty 2971.530864 = -346845.710220 nChanged 104 SP:Iteration 12Q (2662.292762 sec): 3 clusters Score: Raw -349890.205299 + Penalty 2971.530864 = -346918.674436 nChanged 86 SP:Iteration 13Q (2662.337532 sec): 3 clusters Score: Raw -349946.324971 + Penalty 2971.530864 = -346974.794107 nChanged 65 SP:Iteration 14Q (2662.382295 sec): 3 clusters Score: Raw -349988.365537 + Penalty 2971.530864 = -347016.834673 nChanged 57 SP:Iteration 15Q (2662.426947 sec): 3 clusters Score: Raw -350021.618258 + Penalty 2971.530864 = -347050.087394 nChanged 48 SP:Iteration 16Q (2662.471423 sec): 3 clusters Score: Raw -350049.927550 + Penalty 2971.530864 = -347078.396686 nChanged 43 SP:Iteration 17Q (2662.515706 sec): 3 clusters Score: Raw -350068.124900 + Penalty 2971.530864 = -347096.594037 nChanged 25 SP:Iteration 18Q (2662.562979 sec): 3 clusters Score: Raw -350076.780398 + Penalty 2971.530864 = -347105.249535 nChanged 19 SP:Iteration 19Q (2662.610673 sec): 3 clusters Score: Raw -350085.917532 + Penalty 2971.530864 = -347114.386668 nChanged 16 SP:Iteration 20F (2662.657620 sec): 3 clusters Score: Raw -350091.926034 + Penalty 2971.530864 = -347120.395170 nChanged 11 SP:Iteration 21Q (2662.701472 sec): 3 clusters Score: Raw -350095.224745 + Penalty 2971.530864 = -347123.693881 nChanged 15 SP:Iteration 22Q (2662.746731 sec): 3 clusters Score: Raw -350100.166983 + Penalty 2971.530864 = -347128.636119 nChanged 7 SP:Iteration 23Q (2662.790352 sec): 3 clusters Score: Raw -350102.270892 + Penalty 2971.530864 = -347130.740028 nChanged 7 SP:Iteration 24Q (2662.836689 sec): 3 clusters Score: Raw -350104.974961 + Penalty 2971.530864 = -347133.444097 nChanged 9 SP:Iteration 25Q (2662.884278 sec): 3 clusters Score: Raw -350110.917043 + Penalty 2971.530864 = -347139.386179 nChanged 14 SP:Iteration 26Q (2662.931685 sec): 3 clusters Score: Raw -350120.512724 + Penalty 2971.530864 = -347148.981860 nChanged 17 SP:Iteration 27Q (2662.978995 sec): 3 clusters Score: Raw -350126.670977 + Penalty 2971.530864 = -347155.140113 nChanged 16 SP:Iteration 28Q (2663.023487 sec): 3 clusters Score: Raw -350131.125331 + Penalty 2971.530864 = -347159.594467 nChanged 4 SP:Iteration 29Q (2663.067372 sec): 3 clusters Score: Raw -350131.827011 + Penalty 2971.530864 = -347160.296148 nChanged 2 SP:Iteration 30Q (2663.111067 sec): 3 clusters Score: Raw -350132.389056 + Penalty 2971.530864 = -347160.858192 nChanged 1 SP:Iteration 31Q (2663.155258 sec): 3 clusters Score: Raw -350132.494262 + Penalty 2971.530864 = -347160.963398 nChanged 1 SP:Iteration 32Q (2663.202275 sec): 3 clusters Score: Raw -350132.847824 + Penalty 2971.530864 = -347161.316961 nChanged 3 SP:Iteration 33Q (2663.249713 sec): 3 clusters Score: Raw -350133.713973 + Penalty 2971.530864 = -347162.183110 nChanged 2 SP:Iteration 34Q (2663.297046 sec): 3 clusters Score: Raw -350134.140244 + Penalty 2971.530864 = -347162.609380 nChanged 2 SP:Iteration 35Q (2663.343596 sec): 3 clusters Score: Raw -350134.914244 + Penalty 2971.530864 = -347163.383380 nChanged 1 SP:Iteration 36Q (2663.501875 sec): 3 clusters Score: Raw -350135.960575 + Penalty 2971.530864 = -347164.429711 nChanged 1 SP:Iteration 37Q (2663.642461 sec): 3 clusters Score: Raw -350136.064867 + Penalty 2971.530864 = -347164.534003 nChanged 1 SP:Iteration 38Q (2663.772276 sec): 3 clusters Score: Raw -350136.274054 + Penalty 2971.530864 = -347164.743190 nChanged 0 SP:Iteration 39F (2663.918907 sec): 3 clusters Score: Raw -350136.274054 + Penalty 2971.530864 = -347164.743190 nChanged 0 Trying to split cluster 18 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2663.965942 sec): 2 clusters Score: Raw -99832.929216 + Penalty 1288.544119 = -98544.385097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2664.106317 sec): 3 clusters Score: Raw -99328.027456 + Penalty 2577.088237 = -96750.939219 nChanged 491 SP:Iteration 1F (2664.130600 sec): 3 clusters Score: Raw -99932.292563 + Penalty 2577.088237 = -97355.204326 nChanged 168 SP:Iteration 2F (2664.166645 sec): 3 clusters Score: Raw -100184.894745 + Penalty 2577.088237 = -97607.806508 nChanged 102 SP:Iteration 3F (2664.188034 sec): 3 clusters Score: Raw -100355.004075 + Penalty 2577.088237 = -97777.915837 nChanged 63 SP:Iteration 4Q (2664.209239 sec): 3 clusters Score: Raw -100438.062174 + Penalty 2577.088237 = -97860.973936 nChanged 48 SP:Iteration 5Q (2664.230708 sec): 3 clusters Score: Raw -100496.289466 + Penalty 2577.088237 = -97919.201229 nChanged 33 SP:Iteration 6Q (2664.255826 sec): 3 clusters Score: Raw -100523.222760 + Penalty 2577.088237 = -97946.134523 nChanged 23 SP:Iteration 7Q (2664.277059 sec): 3 clusters Score: Raw -100546.716078 + Penalty 2577.088237 = -97969.627841 nChanged 27 SP:Iteration 8Q (2664.298645 sec): 3 clusters Score: Raw -100573.333670 + Penalty 2577.088237 = -97996.245433 nChanged 22 SP:Iteration 9Q (2664.320012 sec): 3 clusters Score: Raw -100592.284002 + Penalty 2577.088237 = -98015.195765 nChanged 11 SP:Iteration 10Q (2664.341374 sec): 3 clusters Score: Raw -100604.138836 + Penalty 2577.088237 = -98027.050598 nChanged 11 SP:Iteration 11Q (2664.362629 sec): 3 clusters Score: Raw -100613.736479 + Penalty 2577.088237 = -98036.648242 nChanged 8 SP:Iteration 12Q (2664.382980 sec): 3 clusters Score: Raw -100620.538738 + Penalty 2577.088237 = -98043.450501 nChanged 6 SP:Iteration 13Q (2664.404394 sec): 3 clusters Score: Raw -100626.808923 + Penalty 2577.088237 = -98049.720686 nChanged 5 SP:Iteration 14Q (2664.425616 sec): 3 clusters Score: Raw -100630.246531 + Penalty 2577.088237 = -98053.158293 nChanged 4 SP:Iteration 15Q (2664.446873 sec): 3 clusters Score: Raw -100636.911303 + Penalty 2577.088237 = -98059.823066 nChanged 3 SP:Iteration 16Q (2664.468291 sec): 3 clusters Score: Raw -100639.730272 + Penalty 2577.088237 = -98062.642035 nChanged 4 SP:Iteration 17Q (2664.489566 sec): 3 clusters Score: Raw -100643.171990 + Penalty 2577.088237 = -98066.083753 nChanged 3 SP:Iteration 18Q (2664.509799 sec): 3 clusters Score: Raw -100646.105436 + Penalty 2577.088237 = -98069.017198 nChanged 1 SP:Iteration 19Q (2664.532545 sec): 3 clusters Score: Raw -100647.749452 + Penalty 2577.088237 = -98070.661215 nChanged 1 SP:Iteration 20F (2664.553788 sec): 3 clusters Score: Raw -100647.943720 + Penalty 2577.088237 = -98070.855482 nChanged 0 Trying to split cluster 19 (1971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2664.588306 sec): 2 clusters Score: Raw -123848.777990 + Penalty 1331.395002 = -122517.382988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2664.614028 sec): 3 clusters Score: Raw -123083.268308 + Penalty 2662.790004 = -120420.478305 nChanged 688 SP:Iteration 1F (2664.639843 sec): 3 clusters Score: Raw -123617.829988 + Penalty 2662.790004 = -120955.039984 nChanged 168 SP:Iteration 2F (2664.665633 sec): 3 clusters Score: Raw -123779.795769 + Penalty 2662.790004 = -121117.005765 nChanged 120 SP:Iteration 3F (2664.785730 sec): 3 clusters Score: Raw -123901.310715 + Penalty 2662.790004 = -121238.520711 nChanged 86 SP:Iteration 4Q (2664.886316 sec): 3 clusters Score: Raw -124003.355619 + Penalty 2662.790004 = -121340.565615 nChanged 82 SP:Iteration 5Q (2665.003320 sec): 3 clusters Score: Raw -124128.800140 + Penalty 2662.790004 = -121466.010136 nChanged 72 SP:Iteration 6Q (2665.115664 sec): 3 clusters Score: Raw -124220.545516 + Penalty 2662.790004 = -121557.755512 nChanged 73 SP:Iteration 7Q (2665.223796 sec): 3 clusters Score: Raw -124304.752314 + Penalty 2662.790004 = -121641.962310 nChanged 61 SP:Iteration 8Q (2665.331771 sec): 3 clusters Score: Raw -124379.882272 + Penalty 2662.790004 = -121717.092268 nChanged 50 SP:Iteration 9Q (2665.438051 sec): 3 clusters Score: Raw -124437.369509 + Penalty 2662.790004 = -121774.579506 nChanged 44 SP:Iteration 10Q (2665.551177 sec): 3 clusters Score: Raw -124473.881910 + Penalty 2662.790004 = -121811.091907 nChanged 35 SP:Iteration 11Q (2665.599822 sec): 3 clusters Score: Raw -124498.569680 + Penalty 2662.790004 = -121835.779676 nChanged 17 SP:Iteration 12Q (2665.625899 sec): 3 clusters Score: Raw -124511.556005 + Penalty 2662.790004 = -121848.766001 nChanged 20 SP:Iteration 13Q (2665.651594 sec): 3 clusters Score: Raw -124527.419407 + Penalty 2662.790004 = -121864.629403 nChanged 23 SP:Iteration 14Q (2665.677283 sec): 3 clusters Score: Raw -124546.420638 + Penalty 2662.790004 = -121883.630634 nChanged 16 SP:Iteration 15Q (2665.702980 sec): 3 clusters Score: Raw -124552.931822 + Penalty 2662.790004 = -121890.141819 nChanged 11 SP:Iteration 16Q (2665.727644 sec): 3 clusters Score: Raw -124559.750588 + Penalty 2662.790004 = -121896.960584 nChanged 9 SP:Iteration 17Q (2665.753476 sec): 3 clusters Score: Raw -124564.913244 + Penalty 2662.790004 = -121902.123240 nChanged 9 SP:Iteration 18Q (2665.779616 sec): 3 clusters Score: Raw -124568.732625 + Penalty 2662.790004 = -121905.942621 nChanged 5 SP:Iteration 19Q (2665.805572 sec): 3 clusters Score: Raw -124571.455258 + Penalty 2662.790004 = -121908.665254 nChanged 5 SP:Iteration 20F (2665.831280 sec): 3 clusters Score: Raw -124575.093981 + Penalty 2662.790004 = -121912.303977 nChanged 8 SP:Iteration 21Q (2665.855899 sec): 3 clusters Score: Raw -124582.507956 + Penalty 2662.790004 = -121919.717952 nChanged 12 SP:Iteration 22Q (2665.881541 sec): 3 clusters Score: Raw -124593.731174 + Penalty 2662.790004 = -121930.941170 nChanged 7 SP:Iteration 23Q (2665.907232 sec): 3 clusters Score: Raw -124600.147519 + Penalty 2662.790004 = -121937.357515 nChanged 8 SP:Iteration 24Q (2665.932896 sec): 3 clusters Score: Raw -124608.438797 + Penalty 2662.790004 = -121945.648793 nChanged 15 SP:Iteration 25Q (2665.959089 sec): 3 clusters Score: Raw -124619.336100 + Penalty 2662.790004 = -121956.546096 nChanged 12 SP:Iteration 26Q (2665.984128 sec): 3 clusters Score: Raw -124625.774828 + Penalty 2662.790004 = -121962.984825 nChanged 11 SP:Iteration 27Q (2666.009708 sec): 3 clusters Score: Raw -124633.726486 + Penalty 2662.790004 = -121970.936482 nChanged 12 SP:Iteration 28Q (2666.035167 sec): 3 clusters Score: Raw -124642.743359 + Penalty 2662.790004 = -121979.953355 nChanged 13 SP:Iteration 29Q (2666.060923 sec): 3 clusters Score: Raw -124652.404629 + Penalty 2662.790004 = -121989.614626 nChanged 8 SP:Iteration 30Q (2666.086472 sec): 3 clusters Score: Raw -124656.244704 + Penalty 2662.790004 = -121993.454700 nChanged 4 SP:Iteration 31Q (2666.111149 sec): 3 clusters Score: Raw -124658.926185 + Penalty 2662.790004 = -121996.136181 nChanged 3 SP:Iteration 32Q (2666.137349 sec): 3 clusters Score: Raw -124661.258839 + Penalty 2662.790004 = -121998.468836 nChanged 3 SP:Iteration 33Q (2666.163234 sec): 3 clusters Score: Raw -124662.962393 + Penalty 2662.790004 = -122000.172389 nChanged 4 SP:Iteration 34Q (2666.299650 sec): 3 clusters Score: Raw -124664.807247 + Penalty 2662.790004 = -122002.017243 nChanged 3 SP:Iteration 35Q (2666.400626 sec): 3 clusters Score: Raw -124666.272084 + Penalty 2662.790004 = -122003.482080 nChanged 2 SP:Iteration 36Q (2666.518607 sec): 3 clusters Score: Raw -124667.215767 + Penalty 2662.790004 = -122004.425763 nChanged 2 SP:Iteration 37Q (2666.633575 sec): 3 clusters Score: Raw -124667.687285 + Penalty 2662.790004 = -122004.897281 nChanged 2 SP:Iteration 38Q (2666.747009 sec): 3 clusters Score: Raw -124668.441675 + Penalty 2662.790004 = -122005.651672 nChanged 1 SP:Iteration 39Q (2666.852753 sec): 3 clusters Score: Raw -124668.587203 + Penalty 2662.790004 = -122005.797199 nChanged 0 SP:Iteration 40F (2666.940947 sec): 3 clusters Score: Raw -124668.587203 + Penalty 2662.790004 = -122005.797199 nChanged 0 Trying to split cluster 20 (1158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2667.024980 sec): 2 clusters Score: Raw -55980.955024 + Penalty 1238.055915 = -54742.899109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2667.030668 sec): 3 clusters Score: Raw -55636.128751 + Penalty 2476.111830 = -53160.016921 nChanged 384 SP:Iteration 1F (2667.132908 sec): 3 clusters Score: Raw -56051.830197 + Penalty 2476.111830 = -53575.718367 nChanged 101 SP:Iteration 2F (2667.201490 sec): 3 clusters Score: Raw -56184.231087 + Penalty 2476.111830 = -53708.119257 nChanged 66 SP:Iteration 3F (2667.221190 sec): 3 clusters Score: Raw -56293.960786 + Penalty 2476.111830 = -53817.848956 nChanged 56 SP:Iteration 4Q (2667.242243 sec): 3 clusters Score: Raw -56383.171164 + Penalty 2476.111830 = -53907.059334 nChanged 53 SP:Iteration 5Q (2667.264339 sec): 3 clusters Score: Raw -56464.041473 + Penalty 2476.111830 = -53987.929643 nChanged 36 SP:Iteration 6Q (2667.283956 sec): 3 clusters Score: Raw -56521.565240 + Penalty 2476.111830 = -54045.453410 nChanged 36 SP:Iteration 7Q (2667.304327 sec): 3 clusters Score: Raw -56579.161075 + Penalty 2476.111830 = -54103.049245 nChanged 31 SP:Iteration 8Q (2667.325106 sec): 3 clusters Score: Raw -56625.913728 + Penalty 2476.111830 = -54149.801898 nChanged 20 SP:Iteration 9Q (2667.344901 sec): 3 clusters Score: Raw -56665.060840 + Penalty 2476.111830 = -54188.949010 nChanged 26 SP:Iteration 10Q (2667.368858 sec): 3 clusters Score: Raw -56712.455715 + Penalty 2476.111830 = -54236.343885 nChanged 25 SP:Iteration 11Q (2667.388787 sec): 3 clusters Score: Raw -56748.175074 + Penalty 2476.111830 = -54272.063244 nChanged 22 SP:Iteration 12Q (2667.409706 sec): 3 clusters Score: Raw -56777.898811 + Penalty 2476.111830 = -54301.786981 nChanged 21 SP:Iteration 13Q (2667.427085 sec): 3 clusters Score: Raw -56796.636144 + Penalty 2476.111830 = -54320.524314 nChanged 12 SP:Iteration 14Q (2667.459118 sec): 3 clusters Score: Raw -56804.958456 + Penalty 2476.111830 = -54328.846626 nChanged 5 SP:Iteration 15Q (2667.476898 sec): 3 clusters Score: Raw -56812.415148 + Penalty 2476.111830 = -54336.303318 nChanged 9 SP:Iteration 16Q (2667.494462 sec): 3 clusters Score: Raw -56822.508416 + Penalty 2476.111830 = -54346.396586 nChanged 6 SP:Iteration 17Q (2667.556019 sec): 3 clusters Score: Raw -56826.757142 + Penalty 2476.111830 = -54350.645312 nChanged 3 SP:Iteration 18Q (2667.575409 sec): 3 clusters Score: Raw -56828.523300 + Penalty 2476.111830 = -54352.411470 nChanged 2 SP:Iteration 19Q (2667.594305 sec): 3 clusters Score: Raw -56829.411945 + Penalty 2476.111830 = -54353.300115 nChanged 1 SP:Iteration 20F (2667.614096 sec): 3 clusters Score: Raw -56830.775349 + Penalty 2476.111830 = -54354.663519 nChanged 1 SP:Iteration 21Q (2667.633509 sec): 3 clusters Score: Raw -56831.231793 + Penalty 2476.111830 = -54355.119963 nChanged 1 SP:Iteration 22Q (2667.652528 sec): 3 clusters Score: Raw -56831.849989 + Penalty 2476.111830 = -54355.738159 nChanged 0 SP:Iteration 23F (2667.777091 sec): 3 clusters Score: Raw -56831.849989 + Penalty 2476.111830 = -54355.738159 nChanged 0 Trying to split cluster 21 (1526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2667.865647 sec): 2 clusters Score: Raw -111778.606444 + Penalty 1286.486115 = -110492.120330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2667.934997 sec): 3 clusters Score: Raw -111230.173174 + Penalty 2572.972229 = -108657.200945 nChanged 481 SP:Iteration 1F (2668.055542 sec): 3 clusters Score: Raw -111675.963240 + Penalty 2572.972229 = -109102.991010 nChanged 126 SP:Iteration 2F (2668.170154 sec): 3 clusters Score: Raw -111800.536537 + Penalty 2572.972229 = -109227.564308 nChanged 72 SP:Iteration 3Q (2668.284389 sec): 3 clusters Score: Raw -111880.095172 + Penalty 2572.972229 = -109307.122942 nChanged 52 SP:Iteration 4Q (2668.419646 sec): 3 clusters Score: Raw -111929.561919 + Penalty 2572.972229 = -109356.589689 nChanged 38 SP:Iteration 5Q (2668.535714 sec): 3 clusters Score: Raw -111957.063235 + Penalty 2572.972229 = -109384.091006 nChanged 28 SP:Iteration 6Q (2668.572111 sec): 3 clusters Score: Raw -111980.120107 + Penalty 2572.972229 = -109407.147877 nChanged 17 SP:Iteration 7Q (2668.593762 sec): 3 clusters Score: Raw -111994.239519 + Penalty 2572.972229 = -109421.267290 nChanged 12 SP:Iteration 8Q (2668.615391 sec): 3 clusters Score: Raw -112000.628261 + Penalty 2572.972229 = -109427.656031 nChanged 11 SP:Iteration 9Q (2668.721955 sec): 3 clusters Score: Raw -112008.947151 + Penalty 2572.972229 = -109435.974922 nChanged 14 SP:Iteration 10Q (2668.743658 sec): 3 clusters Score: Raw -112018.050501 + Penalty 2572.972229 = -109445.078271 nChanged 7 SP:Iteration 11Q (2668.763904 sec): 3 clusters Score: Raw -112022.429123 + Penalty 2572.972229 = -109449.456894 nChanged 6 SP:Iteration 12Q (2668.785125 sec): 3 clusters Score: Raw -112025.447791 + Penalty 2572.972229 = -109452.475562 nChanged 5 SP:Iteration 13Q (2668.809140 sec): 3 clusters Score: Raw -112027.846438 + Penalty 2572.972229 = -109454.874209 nChanged 7 SP:Iteration 14Q (2668.830204 sec): 3 clusters Score: Raw -112031.022775 + Penalty 2572.972229 = -109458.050546 nChanged 6 SP:Iteration 15Q (2668.851418 sec): 3 clusters Score: Raw -112034.020338 + Penalty 2572.972229 = -109461.048108 nChanged 5 SP:Iteration 16Q (2668.887659 sec): 3 clusters Score: Raw -112036.902041 + Penalty 2572.972229 = -109463.929811 nChanged 6 SP:Iteration 17Q (2668.908846 sec): 3 clusters Score: Raw -112044.375266 + Penalty 2572.972229 = -109471.403036 nChanged 8 SP:Iteration 18Q (2668.930024 sec): 3 clusters Score: Raw -112048.633345 + Penalty 2572.972229 = -109475.661115 nChanged 8 SP:Iteration 19Q (2668.951201 sec): 3 clusters Score: Raw -112056.043499 + Penalty 2572.972229 = -109483.071270 nChanged 10 SP:Iteration 20F (2668.972250 sec): 3 clusters Score: Raw -112064.532823 + Penalty 2572.972229 = -109491.560594 nChanged 7 SP:Iteration 21Q (2668.993333 sec): 3 clusters Score: Raw -112068.463196 + Penalty 2572.972229 = -109495.490967 nChanged 10 SP:Iteration 22Q (2669.016508 sec): 3 clusters Score: Raw -112074.567123 + Penalty 2572.972229 = -109501.594894 nChanged 11 SP:Iteration 23Q (2669.037824 sec): 3 clusters Score: Raw -112083.079050 + Penalty 2572.972229 = -109510.106821 nChanged 12 SP:Iteration 24Q (2669.058914 sec): 3 clusters Score: Raw -112090.477970 + Penalty 2572.972229 = -109517.505741 nChanged 7 SP:Iteration 25Q (2669.079920 sec): 3 clusters Score: Raw -112093.514548 + Penalty 2572.972229 = -109520.542319 nChanged 4 SP:Iteration 26Q (2669.101169 sec): 3 clusters Score: Raw -112097.018078 + Penalty 2572.972229 = -109524.045848 nChanged 5 SP:Iteration 27Q (2669.122300 sec): 3 clusters Score: Raw -112100.285757 + Penalty 2572.972229 = -109527.313528 nChanged 4 SP:Iteration 28Q (2669.142793 sec): 3 clusters Score: Raw -112104.357729 + Penalty 2572.972229 = -109531.385499 nChanged 4 SP:Iteration 29Q (2669.257612 sec): 3 clusters Score: Raw -112108.661452 + Penalty 2572.972229 = -109535.689223 nChanged 6 SP:Iteration 30Q (2669.374131 sec): 3 clusters Score: Raw -112112.241563 + Penalty 2572.972229 = -109539.269333 nChanged 6 SP:Iteration 31Q (2669.489375 sec): 3 clusters Score: Raw -112114.737019 + Penalty 2572.972229 = -109541.764790 nChanged 3 SP:Iteration 32Q (2669.603314 sec): 3 clusters Score: Raw -112115.617643 + Penalty 2572.972229 = -109542.645413 nChanged 5 SP:Iteration 33Q (2669.717433 sec): 3 clusters Score: Raw -112121.723343 + Penalty 2572.972229 = -109548.751113 nChanged 7 SP:Iteration 34Q (2669.830893 sec): 3 clusters Score: Raw -112125.143938 + Penalty 2572.972229 = -109552.171709 nChanged 5 SP:Iteration 35Q (2669.968863 sec): 3 clusters Score: Raw -112127.488915 + Penalty 2572.972229 = -109554.516686 nChanged 5 SP:Iteration 36Q (2670.079805 sec): 3 clusters Score: Raw -112130.985238 + Penalty 2572.972229 = -109558.013009 nChanged 5 SP:Iteration 37Q (2670.188015 sec): 3 clusters Score: Raw -112134.384928 + Penalty 2572.972229 = -109561.412699 nChanged 5 SP:Iteration 38Q (2670.293966 sec): 3 clusters Score: Raw -112139.783687 + Penalty 2572.972229 = -109566.811457 nChanged 6 SP:Iteration 39Q (2670.426244 sec): 3 clusters Score: Raw -112147.966193 + Penalty 2572.972229 = -109574.993964 nChanged 6 SP:Iteration 40F (2670.512657 sec): 3 clusters Score: Raw -112155.272684 + Penalty 2572.972229 = -109582.300455 nChanged 7 SP:Iteration 41Q (2670.630108 sec): 3 clusters Score: Raw -112161.829641 + Penalty 2572.972229 = -109588.857412 nChanged 6 SP:Iteration 42Q (2670.744979 sec): 3 clusters Score: Raw -112166.383254 + Penalty 2572.972229 = -109593.411025 nChanged 8 SP:Iteration 43Q (2670.863623 sec): 3 clusters Score: Raw -112176.686966 + Penalty 2572.972229 = -109603.714736 nChanged 11 SP:Iteration 44Q (2670.952480 sec): 3 clusters Score: Raw -112188.287105 + Penalty 2572.972229 = -109615.314876 nChanged 11 SP:Iteration 45Q (2671.032151 sec): 3 clusters Score: Raw -112199.081850 + Penalty 2572.972229 = -109626.109621 nChanged 15 SP:Iteration 46Q (2671.053421 sec): 3 clusters Score: Raw -112209.382984 + Penalty 2572.972229 = -109636.410755 nChanged 6 SP:Iteration 47Q (2671.074453 sec): 3 clusters Score: Raw -112213.938880 + Penalty 2572.972229 = -109640.966651 nChanged 4 SP:Iteration 48Q (2671.095495 sec): 3 clusters Score: Raw -112218.238870 + Penalty 2572.972229 = -109645.266641 nChanged 6 SP:Iteration 49Q (2671.116509 sec): 3 clusters Score: Raw -112222.266841 + Penalty 2572.972229 = -109649.294612 nChanged 4 SP:Iteration 50Q (2671.137375 sec): 3 clusters Score: Raw -112225.669144 + Penalty 2572.972229 = -109652.696915 nChanged 8 SP:Iteration 51Q (2671.158308 sec): 3 clusters Score: Raw -112232.926342 + Penalty 2572.972229 = -109659.954112 nChanged 6 SP:Iteration 52Q (2671.179216 sec): 3 clusters Score: Raw -112238.121773 + Penalty 2572.972229 = -109665.149543 nChanged 6 SP:Iteration 53Q (2671.200074 sec): 3 clusters Score: Raw -112241.221276 + Penalty 2572.972229 = -109668.249047 nChanged 3 SP:Iteration 54Q (2671.221024 sec): 3 clusters Score: Raw -112243.356714 + Penalty 2572.972229 = -109670.384484 nChanged 6 SP:Iteration 55Q (2671.242019 sec): 3 clusters Score: Raw -112248.676689 + Penalty 2572.972229 = -109675.704460 nChanged 5 SP:Iteration 56Q (2671.262173 sec): 3 clusters Score: Raw -112251.562470 + Penalty 2572.972229 = -109678.590241 nChanged 2 SP:Iteration 57Q (2671.282991 sec): 3 clusters Score: Raw -112252.093438 + Penalty 2572.972229 = -109679.121209 nChanged 2 SP:Iteration 58Q (2671.303903 sec): 3 clusters Score: Raw -112252.544642 + Penalty 2572.972229 = -109679.572412 nChanged 2 SP:Iteration 59Q (2671.324793 sec): 3 clusters Score: Raw -112253.396658 + Penalty 2572.972229 = -109680.424429 nChanged 0 SP:Iteration 60F (2671.345701 sec): 3 clusters Score: Raw -112253.396658 + Penalty 2572.972229 = -109680.424429 nChanged 0 Trying to split cluster 22 (4325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2671.416833 sec): 2 clusters Score: Raw -347288.741686 + Penalty 1469.315382 = -345819.426304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2671.606793 sec): 3 clusters Score: Raw -345140.161880 + Penalty 2938.630764 = -342201.531115 nChanged 1677 SP:Iteration 1F (2671.708183 sec): 3 clusters Score: Raw -346134.481921 + Penalty 2938.630764 = -343195.851157 nChanged 354 SP:Iteration 2F (2671.831111 sec): 3 clusters Score: Raw -346383.617927 + Penalty 2938.630764 = -343444.987163 nChanged 282 SP:Iteration 3F (2671.983546 sec): 3 clusters Score: Raw -346613.695503 + Penalty 2938.630764 = -343675.064739 nChanged 258 SP:Iteration 4F (2672.090887 sec): 3 clusters Score: Raw -346843.719587 + Penalty 2938.630764 = -343905.088823 nChanged 240 SP:Iteration 5F (2672.132037 sec): 3 clusters Score: Raw -347018.877780 + Penalty 2938.630764 = -344080.247016 nChanged 173 SP:Iteration 6Q (2672.179036 sec): 3 clusters Score: Raw -347134.879431 + Penalty 2938.630764 = -344196.248667 nChanged 149 SP:Iteration 7Q (2672.223947 sec): 3 clusters Score: Raw -347223.486388 + Penalty 2938.630764 = -344284.855624 nChanged 131 SP:Iteration 8Q (2672.273216 sec): 3 clusters Score: Raw -347294.255223 + Penalty 2938.630764 = -344355.624459 nChanged 96 SP:Iteration 9Q (2672.318977 sec): 3 clusters Score: Raw -347336.030833 + Penalty 2938.630764 = -344397.400069 nChanged 71 SP:Iteration 10Q (2672.364083 sec): 3 clusters Score: Raw -347365.467104 + Penalty 2938.630764 = -344426.836340 nChanged 67 SP:Iteration 11Q (2672.408944 sec): 3 clusters Score: Raw -347390.896717 + Penalty 2938.630764 = -344452.265953 nChanged 50 SP:Iteration 12Q (2672.452065 sec): 3 clusters Score: Raw -347409.654040 + Penalty 2938.630764 = -344471.023276 nChanged 41 SP:Iteration 13Q (2672.495313 sec): 3 clusters Score: Raw -347424.535641 + Penalty 2938.630764 = -344485.904877 nChanged 43 SP:Iteration 14Q (2672.539424 sec): 3 clusters Score: Raw -347437.146122 + Penalty 2938.630764 = -344498.515358 nChanged 31 SP:Iteration 15Q (2672.584493 sec): 3 clusters Score: Raw -347448.250336 + Penalty 2938.630764 = -344509.619572 nChanged 31 SP:Iteration 16Q (2672.629496 sec): 3 clusters Score: Raw -347457.315520 + Penalty 2938.630764 = -344518.684756 nChanged 30 SP:Iteration 17Q (2672.674734 sec): 3 clusters Score: Raw -347468.400328 + Penalty 2938.630764 = -344529.769564 nChanged 24 SP:Iteration 18Q (2672.719324 sec): 3 clusters Score: Raw -347475.073944 + Penalty 2938.630764 = -344536.443180 nChanged 14 SP:Iteration 19Q (2672.762723 sec): 3 clusters Score: Raw -347477.976300 + Penalty 2938.630764 = -344539.345536 nChanged 7 SP:Iteration 20F (2672.805900 sec): 3 clusters Score: Raw -347481.172516 + Penalty 2938.630764 = -344542.541751 nChanged 10 SP:Iteration 21Q (2672.853906 sec): 3 clusters Score: Raw -347483.972071 + Penalty 2938.630764 = -344545.341307 nChanged 7 SP:Iteration 22Q (2672.898060 sec): 3 clusters Score: Raw -347486.039493 + Penalty 2938.630764 = -344547.408728 nChanged 9 SP:Iteration 23Q (2672.942689 sec): 3 clusters Score: Raw -347488.700985 + Penalty 2938.630764 = -344550.070220 nChanged 9 SP:Iteration 24Q (2673.066374 sec): 3 clusters Score: Raw -347491.902885 + Penalty 2938.630764 = -344553.272120 nChanged 7 SP:Iteration 25Q (2673.192466 sec): 3 clusters Score: Raw -347494.412019 + Penalty 2938.630764 = -344555.781255 nChanged 7 SP:Iteration 26Q (2673.320211 sec): 3 clusters Score: Raw -347497.169262 + Penalty 2938.630764 = -344558.538498 nChanged 7 SP:Iteration 27Q (2673.361959 sec): 3 clusters Score: Raw -347499.131077 + Penalty 2938.630764 = -344560.500313 nChanged 4 SP:Iteration 28Q (2673.405237 sec): 3 clusters Score: Raw -347499.982021 + Penalty 2938.630764 = -344561.351257 nChanged 3 SP:Iteration 29Q (2673.448417 sec): 3 clusters Score: Raw -347500.546326 + Penalty 2938.630764 = -344561.915562 nChanged 1 SP:Iteration 30Q (2673.597470 sec): 3 clusters Score: Raw -347500.638030 + Penalty 2938.630764 = -344562.007266 nChanged 0 SP:Iteration 31F (2673.737047 sec): 3 clusters Score: Raw -347500.638030 + Penalty 2938.630764 = -344562.007266 nChanged 0 Trying to split cluster 23 (1810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2673.782520 sec): 2 clusters Score: Raw -111152.298802 + Penalty 1316.439913 = -109835.858889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2673.917298 sec): 3 clusters Score: Raw -110450.966257 + Penalty 2632.879826 = -107818.086432 nChanged 613 SP:Iteration 1F (2674.020952 sec): 3 clusters Score: Raw -110978.839490 + Penalty 2632.879826 = -108345.959664 nChanged 181 SP:Iteration 2F (2674.121363 sec): 3 clusters Score: Raw -111172.355970 + Penalty 2632.879826 = -108539.476144 nChanged 97 SP:Iteration 3F (2674.236835 sec): 3 clusters Score: Raw -111272.094013 + Penalty 2632.879826 = -108639.214187 nChanged 65 SP:Iteration 4Q (2674.327611 sec): 3 clusters Score: Raw -111337.329463 + Penalty 2632.879826 = -108704.449637 nChanged 62 SP:Iteration 5Q (2674.442509 sec): 3 clusters Score: Raw -111391.058635 + Penalty 2632.879826 = -108758.178809 nChanged 37 SP:Iteration 6Q (2674.558072 sec): 3 clusters Score: Raw -111427.349868 + Penalty 2632.879826 = -108794.470043 nChanged 38 SP:Iteration 7Q (2674.654641 sec): 3 clusters Score: Raw -111461.296086 + Penalty 2632.879826 = -108828.416260 nChanged 32 SP:Iteration 8Q (2674.769382 sec): 3 clusters Score: Raw -111488.306994 + Penalty 2632.879826 = -108855.427168 nChanged 19 SP:Iteration 9Q (2674.884195 sec): 3 clusters Score: Raw -111502.860228 + Penalty 2632.879826 = -108869.980403 nChanged 14 SP:Iteration 10Q (2674.923399 sec): 3 clusters Score: Raw -111513.574926 + Penalty 2632.879826 = -108880.695101 nChanged 12 SP:Iteration 11Q (2674.947801 sec): 3 clusters Score: Raw -111520.629279 + Penalty 2632.879826 = -108887.749454 nChanged 6 SP:Iteration 12Q (2674.972059 sec): 3 clusters Score: Raw -111524.793802 + Penalty 2632.879826 = -108891.913977 nChanged 6 SP:Iteration 13Q (2674.996878 sec): 3 clusters Score: Raw -111530.015740 + Penalty 2632.879826 = -108897.135914 nChanged 8 SP:Iteration 14Q (2675.021606 sec): 3 clusters Score: Raw -111536.643506 + Penalty 2632.879826 = -108903.763680 nChanged 7 SP:Iteration 15Q (2675.046007 sec): 3 clusters Score: Raw -111541.609105 + Penalty 2632.879826 = -108908.729280 nChanged 5 SP:Iteration 16Q (2675.070973 sec): 3 clusters Score: Raw -111543.781279 + Penalty 2632.879826 = -108910.901453 nChanged 5 SP:Iteration 17Q (2675.095945 sec): 3 clusters Score: Raw -111548.424735 + Penalty 2632.879826 = -108915.544910 nChanged 8 SP:Iteration 18Q (2675.120901 sec): 3 clusters Score: Raw -111553.928271 + Penalty 2632.879826 = -108921.048446 nChanged 5 SP:Iteration 19Q (2675.145628 sec): 3 clusters Score: Raw -111560.300979 + Penalty 2632.879826 = -108927.421154 nChanged 10 SP:Iteration 20F (2675.170178 sec): 3 clusters Score: Raw -111570.046667 + Penalty 2632.879826 = -108937.166842 nChanged 13 SP:Iteration 21Q (2675.194908 sec): 3 clusters Score: Raw -111586.806953 + Penalty 2632.879826 = -108953.927127 nChanged 13 SP:Iteration 22Q (2675.219365 sec): 3 clusters Score: Raw -111600.857353 + Penalty 2632.879826 = -108967.977527 nChanged 16 SP:Iteration 23Q (2675.243675 sec): 3 clusters Score: Raw -111616.184796 + Penalty 2632.879826 = -108983.304971 nChanged 16 SP:Iteration 24Q (2675.267820 sec): 3 clusters Score: Raw -111635.384424 + Penalty 2632.879826 = -109002.504598 nChanged 14 SP:Iteration 25Q (2675.292023 sec): 3 clusters Score: Raw -111650.790568 + Penalty 2632.879826 = -109017.910742 nChanged 14 SP:Iteration 26Q (2675.316310 sec): 3 clusters Score: Raw -111669.039404 + Penalty 2632.879826 = -109036.159579 nChanged 16 SP:Iteration 27Q (2675.414867 sec): 3 clusters Score: Raw -111685.443958 + Penalty 2632.879826 = -109052.564133 nChanged 19 SP:Iteration 28Q (2675.540613 sec): 3 clusters Score: Raw -111697.169331 + Penalty 2632.879826 = -109064.289506 nChanged 12 SP:Iteration 29Q (2675.658117 sec): 3 clusters Score: Raw -111706.040026 + Penalty 2632.879826 = -109073.160201 nChanged 11 SP:Iteration 30Q (2675.775125 sec): 3 clusters Score: Raw -111725.038011 + Penalty 2632.879826 = -109092.158186 nChanged 19 SP:Iteration 31Q (2675.891135 sec): 3 clusters Score: Raw -111739.652303 + Penalty 2632.879826 = -109106.772477 nChanged 7 SP:Iteration 32Q (2676.007116 sec): 3 clusters Score: Raw -111745.137703 + Penalty 2632.879826 = -109112.257877 nChanged 6 SP:Iteration 33Q (2676.151082 sec): 3 clusters Score: Raw -111748.816748 + Penalty 2632.879826 = -109115.936922 nChanged 2 SP:Iteration 34Q (2676.237033 sec): 3 clusters Score: Raw -111749.165396 + Penalty 2632.879826 = -109116.285571 nChanged 0 SP:Iteration 35F (2676.354747 sec): 3 clusters Score: Raw -111749.165396 + Penalty 2632.879826 = -109116.285571 nChanged 0 Trying to split cluster 24 (7370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2676.429754 sec): 2 clusters Score: Raw -579368.295839 + Penalty 1562.857859 = -577805.437980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2676.498776 sec): 3 clusters Score: Raw -575414.638245 + Penalty 3125.715718 = -572288.922528 nChanged 3123 SP:Iteration 1F (2676.575682 sec): 3 clusters Score: Raw -577230.302933 + Penalty 3125.715718 = -574104.587215 nChanged 618 SP:Iteration 2F (2676.628562 sec): 3 clusters Score: Raw -577712.431466 + Penalty 3125.715718 = -574586.715749 nChanged 625 SP:Iteration 3F (2676.681685 sec): 3 clusters Score: Raw -578241.916906 + Penalty 3125.715718 = -575116.201189 nChanged 561 SP:Iteration 4F (2676.734551 sec): 3 clusters Score: Raw -578718.146882 + Penalty 3125.715718 = -575592.431164 nChanged 469 SP:Iteration 5F (2676.787503 sec): 3 clusters Score: Raw -579052.430008 + Penalty 3125.715718 = -575926.714291 nChanged 403 SP:Iteration 6F (2676.841499 sec): 3 clusters Score: Raw -579298.975832 + Penalty 3125.715718 = -576173.260114 nChanged 286 SP:Iteration 7Q (2676.900832 sec): 3 clusters Score: Raw -579424.113966 + Penalty 3125.715718 = -576298.398249 nChanged 166 SP:Iteration 8Q (2676.962888 sec): 3 clusters Score: Raw -579487.076883 + Penalty 3125.715718 = -576361.361165 nChanged 117 SP:Iteration 9Q (2677.024969 sec): 3 clusters Score: Raw -579519.227364 + Penalty 3125.715718 = -576393.511647 nChanged 76 SP:Iteration 10Q (2677.082971 sec): 3 clusters Score: Raw -579539.844440 + Penalty 3125.715718 = -576414.128722 nChanged 57 SP:Iteration 11Q (2677.245652 sec): 3 clusters Score: Raw -579553.962239 + Penalty 3125.715718 = -576428.246521 nChanged 42 SP:Iteration 12Q (2677.275138 sec): 3 clusters Score: Raw -579563.444495 + Penalty 3125.715718 = -576437.728778 nChanged 22 SP:Iteration 13Q (2677.330132 sec): 3 clusters Score: Raw -579567.160170 + Penalty 3125.715718 = -576441.444452 nChanged 17 SP:Iteration 14Q (2677.385268 sec): 3 clusters Score: Raw -579570.541212 + Penalty 3125.715718 = -576444.825494 nChanged 23 SP:Iteration 15Q (2677.440462 sec): 3 clusters Score: Raw -579575.084286 + Penalty 3125.715718 = -576449.368568 nChanged 21 SP:Iteration 16Q (2677.497025 sec): 3 clusters Score: Raw -579579.459228 + Penalty 3125.715718 = -576453.743510 nChanged 17 SP:Iteration 17Q (2677.556396 sec): 3 clusters Score: Raw -579584.417509 + Penalty 3125.715718 = -576458.701791 nChanged 23 SP:Iteration 18Q (2677.615644 sec): 3 clusters Score: Raw -579589.508069 + Penalty 3125.715718 = -576463.792351 nChanged 15 SP:Iteration 19Q (2677.676697 sec): 3 clusters Score: Raw -579592.633027 + Penalty 3125.715718 = -576466.917309 nChanged 15 SP:Iteration 20F (2677.734754 sec): 3 clusters Score: Raw -579595.273870 + Penalty 3125.715718 = -576469.558152 nChanged 20 SP:Iteration 21Q (2677.875446 sec): 3 clusters Score: Raw -579598.744789 + Penalty 3125.715718 = -576473.029071 nChanged 13 SP:Iteration 22Q (2678.016291 sec): 3 clusters Score: Raw -579600.930124 + Penalty 3125.715718 = -576475.214406 nChanged 8 SP:Iteration 23Q (2678.176667 sec): 3 clusters Score: Raw -579602.211966 + Penalty 3125.715718 = -576476.496248 nChanged 5 SP:Iteration 24Q (2678.296915 sec): 3 clusters Score: Raw -579603.022671 + Penalty 3125.715718 = -576477.306954 nChanged 2 SP:Iteration 25Q (2678.440783 sec): 3 clusters Score: Raw -579603.194898 + Penalty 3125.715718 = -576477.479181 nChanged 0 SP:Iteration 26F (2678.500944 sec): 3 clusters Score: Raw -579603.194898 + Penalty 3125.715718 = -576477.479181 nChanged 0 Trying to split cluster 25 (2582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2678.542143 sec): 2 clusters Score: Raw -194421.709721 + Penalty 1378.784085 = -193042.925636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2678.576101 sec): 3 clusters Score: Raw -193248.148639 + Penalty 2757.568170 = -190490.580470 nChanged 967 SP:Iteration 1F (2678.611347 sec): 3 clusters Score: Raw -193903.046919 + Penalty 2757.568170 = -191145.478749 nChanged 228 SP:Iteration 2F (2678.645990 sec): 3 clusters Score: Raw -194105.071981 + Penalty 2757.568170 = -191347.503811 nChanged 167 SP:Iteration 3F (2678.682020 sec): 3 clusters Score: Raw -194265.116631 + Penalty 2757.568170 = -191507.548462 nChanged 150 SP:Iteration 4F (2678.720697 sec): 3 clusters Score: Raw -194407.838643 + Penalty 2757.568170 = -191650.270474 nChanged 149 SP:Iteration 5F (2678.755787 sec): 3 clusters Score: Raw -194557.532630 + Penalty 2757.568170 = -191799.964460 nChanged 113 SP:Iteration 6Q (2678.789022 sec): 3 clusters Score: Raw -194675.958661 + Penalty 2757.568170 = -191918.390492 nChanged 103 SP:Iteration 7Q (2678.821880 sec): 3 clusters Score: Raw -194775.550157 + Penalty 2757.568170 = -192017.981987 nChanged 87 SP:Iteration 8Q (2678.854222 sec): 3 clusters Score: Raw -194844.854858 + Penalty 2757.568170 = -192087.286688 nChanged 50 SP:Iteration 9Q (2678.886747 sec): 3 clusters Score: Raw -194879.324450 + Penalty 2757.568170 = -192121.756280 nChanged 42 SP:Iteration 10Q (2678.919493 sec): 3 clusters Score: Raw -194904.717074 + Penalty 2757.568170 = -192147.148904 nChanged 33 SP:Iteration 11Q (2678.951944 sec): 3 clusters Score: Raw -194928.272349 + Penalty 2757.568170 = -192170.704179 nChanged 32 SP:Iteration 12Q (2678.985007 sec): 3 clusters Score: Raw -194951.358050 + Penalty 2757.568170 = -192193.789880 nChanged 27 SP:Iteration 13Q (2679.017494 sec): 3 clusters Score: Raw -194967.392919 + Penalty 2757.568170 = -192209.824749 nChanged 24 SP:Iteration 14Q (2679.050216 sec): 3 clusters Score: Raw -194981.596771 + Penalty 2757.568170 = -192224.028602 nChanged 20 SP:Iteration 15Q (2679.082678 sec): 3 clusters Score: Raw -194991.647825 + Penalty 2757.568170 = -192234.079656 nChanged 15 SP:Iteration 16Q (2679.115234 sec): 3 clusters Score: Raw -195000.248294 + Penalty 2757.568170 = -192242.680124 nChanged 12 SP:Iteration 17Q (2679.147735 sec): 3 clusters Score: Raw -195005.037949 + Penalty 2757.568170 = -192247.469779 nChanged 8 SP:Iteration 18Q (2679.180233 sec): 3 clusters Score: Raw -195009.114862 + Penalty 2757.568170 = -192251.546693 nChanged 7 SP:Iteration 19Q (2679.212812 sec): 3 clusters Score: Raw -195011.572569 + Penalty 2757.568170 = -192254.004400 nChanged 4 SP:Iteration 20F (2679.245508 sec): 3 clusters Score: Raw -195013.599348 + Penalty 2757.568170 = -192256.031179 nChanged 7 SP:Iteration 21Q (2679.277925 sec): 3 clusters Score: Raw -195016.712279 + Penalty 2757.568170 = -192259.144109 nChanged 8 SP:Iteration 22Q (2679.310563 sec): 3 clusters Score: Raw -195021.581862 + Penalty 2757.568170 = -192264.013693 nChanged 6 SP:Iteration 23Q (2679.431773 sec): 3 clusters Score: Raw -195024.102893 + Penalty 2757.568170 = -192266.534723 nChanged 0 SP:Iteration 24F (2679.549529 sec): 3 clusters Score: Raw -195024.102893 + Penalty 2757.568170 = -192266.534723 nChanged 0 Trying to split cluster 26 (1483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2679.610587 sec): 2 clusters Score: Raw -112402.415282 + Penalty 1281.469821 = -111120.945461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2679.726279 sec): 3 clusters Score: Raw -111804.323305 + Penalty 2562.939642 = -109241.383663 nChanged 480 SP:Iteration 1F (2679.846492 sec): 3 clusters Score: Raw -112223.424274 + Penalty 2562.939642 = -109660.484632 nChanged 127 SP:Iteration 2F (2679.963837 sec): 3 clusters Score: Raw -112359.729201 + Penalty 2562.939642 = -109796.789559 nChanged 82 SP:Iteration 3F (2680.057953 sec): 3 clusters Score: Raw -112453.718866 + Penalty 2562.939642 = -109890.779224 nChanged 51 SP:Iteration 4Q (2680.173832 sec): 3 clusters Score: Raw -112507.532501 + Penalty 2562.939642 = -109944.592859 nChanged 44 SP:Iteration 5Q (2680.229052 sec): 3 clusters Score: Raw -112551.005174 + Penalty 2562.939642 = -109988.065531 nChanged 41 SP:Iteration 6Q (2680.250408 sec): 3 clusters Score: Raw -112600.131240 + Penalty 2562.939642 = -110037.191598 nChanged 47 SP:Iteration 7Q (2680.271236 sec): 3 clusters Score: Raw -112651.925790 + Penalty 2562.939642 = -110088.986148 nChanged 40 SP:Iteration 8Q (2680.294388 sec): 3 clusters Score: Raw -112697.857531 + Penalty 2562.939642 = -110134.917889 nChanged 37 SP:Iteration 9Q (2680.315112 sec): 3 clusters Score: Raw -112730.179234 + Penalty 2562.939642 = -110167.239592 nChanged 29 SP:Iteration 10Q (2680.335784 sec): 3 clusters Score: Raw -112763.474300 + Penalty 2562.939642 = -110200.534658 nChanged 21 SP:Iteration 11Q (2680.356920 sec): 3 clusters Score: Raw -112781.667149 + Penalty 2562.939642 = -110218.727507 nChanged 14 SP:Iteration 12Q (2680.378176 sec): 3 clusters Score: Raw -112794.915960 + Penalty 2562.939642 = -110231.976317 nChanged 14 SP:Iteration 13Q (2680.399375 sec): 3 clusters Score: Raw -112807.482343 + Penalty 2562.939642 = -110244.542701 nChanged 13 SP:Iteration 14Q (2680.497053 sec): 3 clusters Score: Raw -112819.362583 + Penalty 2562.939642 = -110256.422941 nChanged 11 SP:Iteration 15Q (2680.606418 sec): 3 clusters Score: Raw -112832.835524 + Penalty 2562.939642 = -110269.895882 nChanged 16 SP:Iteration 16Q (2680.689236 sec): 3 clusters Score: Raw -112850.555259 + Penalty 2562.939642 = -110287.615617 nChanged 10 SP:Iteration 17Q (2680.713049 sec): 3 clusters Score: Raw -112863.498353 + Penalty 2562.939642 = -110300.558711 nChanged 10 SP:Iteration 18Q (2680.733571 sec): 3 clusters Score: Raw -112875.009618 + Penalty 2562.939642 = -110312.069976 nChanged 6 SP:Iteration 19Q (2680.754327 sec): 3 clusters Score: Raw -112880.174554 + Penalty 2562.939642 = -110317.234911 nChanged 8 SP:Iteration 20F (2680.775023 sec): 3 clusters Score: Raw -112888.122493 + Penalty 2562.939642 = -110325.182851 nChanged 6 SP:Iteration 21Q (2680.795779 sec): 3 clusters Score: Raw -112893.343486 + Penalty 2562.939642 = -110330.403844 nChanged 7 SP:Iteration 22Q (2680.816517 sec): 3 clusters Score: Raw -112897.356565 + Penalty 2562.939642 = -110334.416923 nChanged 1 SP:Iteration 23Q (2680.837100 sec): 3 clusters Score: Raw -112897.646662 + Penalty 2562.939642 = -110334.707020 nChanged 0 SP:Iteration 24F (2680.857601 sec): 3 clusters Score: Raw -112897.646662 + Penalty 2562.939642 = -110334.707020 nChanged 0 Trying to split cluster 27 (6745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2680.908825 sec): 2 clusters Score: Raw -533288.904119 + Penalty 1547.305713 = -531741.598406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2680.958389 sec): 3 clusters Score: Raw -529679.383694 + Penalty 3094.611426 = -526584.772268 nChanged 2773 SP:Iteration 1F (2681.099795 sec): 3 clusters Score: Raw -531226.955547 + Penalty 3094.611426 = -528132.344121 nChanged 506 SP:Iteration 2F (2681.271103 sec): 3 clusters Score: Raw -531560.468117 + Penalty 3094.611426 = -528465.856691 nChanged 465 SP:Iteration 3F (2681.392310 sec): 3 clusters Score: Raw -531886.719423 + Penalty 3094.611426 = -528792.107997 nChanged 442 SP:Iteration 4F (2681.519114 sec): 3 clusters Score: Raw -532207.646234 + Penalty 3094.611426 = -529113.034808 nChanged 409 SP:Iteration 5F (2681.636662 sec): 3 clusters Score: Raw -532524.082894 + Penalty 3094.611426 = -529429.471468 nChanged 374 SP:Iteration 6F (2681.775839 sec): 3 clusters Score: Raw -532830.486667 + Penalty 3094.611426 = -529735.875241 nChanged 364 SP:Iteration 7F (2681.853950 sec): 3 clusters Score: Raw -533135.892543 + Penalty 3094.611426 = -530041.281117 nChanged 342 SP:Iteration 8F (2681.906973 sec): 3 clusters Score: Raw -533449.136728 + Penalty 3094.611426 = -530354.525302 nChanged 291 SP:Iteration 9Q (2681.959827 sec): 3 clusters Score: Raw -533725.972449 + Penalty 3094.611426 = -530631.361023 nChanged 238 SP:Iteration 10Q (2682.014901 sec): 3 clusters Score: Raw -534042.661508 + Penalty 3094.611426 = -530948.050082 nChanged 265 SP:Iteration 11Q (2682.070365 sec): 3 clusters Score: Raw -534498.369726 + Penalty 3094.611426 = -531403.758300 nChanged 254 SP:Iteration 12Q (2682.125142 sec): 3 clusters Score: Raw -534878.855323 + Penalty 3094.611426 = -531784.243897 nChanged 187 SP:Iteration 13Q (2682.178414 sec): 3 clusters Score: Raw -535146.966799 + Penalty 3094.611426 = -532052.355373 nChanged 114 SP:Iteration 14Q (2682.230861 sec): 3 clusters Score: Raw -535325.933144 + Penalty 3094.611426 = -532231.321719 nChanged 97 SP:Iteration 15Q (2682.282886 sec): 3 clusters Score: Raw -535452.050464 + Penalty 3094.611426 = -532357.439038 nChanged 55 SP:Iteration 16Q (2682.336964 sec): 3 clusters Score: Raw -535492.296234 + Penalty 3094.611426 = -532397.684808 nChanged 35 SP:Iteration 17Q (2682.396309 sec): 3 clusters Score: Raw -535510.171496 + Penalty 3094.611426 = -532415.560070 nChanged 20 SP:Iteration 18Q (2682.503136 sec): 3 clusters Score: Raw -535515.965199 + Penalty 3094.611426 = -532421.353773 nChanged 9 SP:Iteration 19Q (2682.593802 sec): 3 clusters Score: Raw -535518.049122 + Penalty 3094.611426 = -532423.437697 nChanged 8 SP:Iteration 20F (2682.666008 sec): 3 clusters Score: Raw -535519.909620 + Penalty 3094.611426 = -532425.298194 nChanged 6 SP:Iteration 21Q (2682.722991 sec): 3 clusters Score: Raw -535521.061592 + Penalty 3094.611426 = -532426.450167 nChanged 2 SP:Iteration 22Q (2682.780539 sec): 3 clusters Score: Raw -535521.431765 + Penalty 3094.611426 = -532426.820340 nChanged 1 SP:Iteration 23Q (2682.832524 sec): 3 clusters Score: Raw -535521.637440 + Penalty 3094.611426 = -532427.026015 nChanged 0 SP:Iteration 24F (2682.909961 sec): 3 clusters Score: Raw -535521.637440 + Penalty 3094.611426 = -532427.026015 nChanged 0 Score: Raw -7137577.106711 + Penalty 68779.466703 = -7068797.640008 Splitting cluster 27 changes total score from -7066603.399712 to -7068797.640008 So it's getting split into cluster 34. Trying to split cluster 28 (8036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2687.354028 sec): 2 clusters Score: Raw -619942.652373 + Penalty 1578.041020 = -618364.611352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2687.406949 sec): 3 clusters Score: Raw -615538.312590 + Penalty 3156.082041 = -612382.230549 nChanged 3433 SP:Iteration 1F (2687.469129 sec): 3 clusters Score: Raw -617513.696558 + Penalty 3156.082041 = -614357.614517 nChanged 622 SP:Iteration 2F (2687.532814 sec): 3 clusters Score: Raw -617937.566020 + Penalty 3156.082041 = -614781.483980 nChanged 578 SP:Iteration 3F (2687.613556 sec): 3 clusters Score: Raw -618422.590147 + Penalty 3156.082041 = -615266.508106 nChanged 540 SP:Iteration 4F (2687.757011 sec): 3 clusters Score: Raw -618934.959908 + Penalty 3156.082041 = -615778.877868 nChanged 465 SP:Iteration 5F (2687.907898 sec): 3 clusters Score: Raw -619397.090474 + Penalty 3156.082041 = -616241.008433 nChanged 451 SP:Iteration 6F (2688.033992 sec): 3 clusters Score: Raw -619890.550953 + Penalty 3156.082041 = -616734.468912 nChanged 414 SP:Iteration 7F (2688.176026 sec): 3 clusters Score: Raw -620540.484870 + Penalty 3156.082041 = -617384.402830 nChanged 530 SP:Iteration 8F (2688.342394 sec): 3 clusters Score: Raw -621530.274309 + Penalty 3156.082041 = -618374.192269 nChanged 599 SP:Iteration 9F (2688.433694 sec): 3 clusters Score: Raw -622595.612959 + Penalty 3156.082041 = -619439.530918 nChanged 545 SP:Iteration 10F (2688.492797 sec): 3 clusters Score: Raw -623315.285703 + Penalty 3156.082041 = -620159.203662 nChanged 374 SP:Iteration 11Q (2688.549870 sec): 3 clusters Score: Raw -623709.493131 + Penalty 3156.082041 = -620553.411090 nChanged 224 SP:Iteration 12Q (2688.609270 sec): 3 clusters Score: Raw -623941.335947 + Penalty 3156.082041 = -620785.253907 nChanged 154 SP:Iteration 13Q (2688.666792 sec): 3 clusters Score: Raw -624100.608731 + Penalty 3156.082041 = -620944.526690 nChanged 103 SP:Iteration 14Q (2688.725078 sec): 3 clusters Score: Raw -624206.704069 + Penalty 3156.082041 = -621050.622028 nChanged 67 SP:Iteration 15Q (2688.782400 sec): 3 clusters Score: Raw -624263.667863 + Penalty 3156.082041 = -621107.585823 nChanged 31 SP:Iteration 16Q (2688.843099 sec): 3 clusters Score: Raw -624283.845278 + Penalty 3156.082041 = -621127.763238 nChanged 28 SP:Iteration 17Q (2688.903539 sec): 3 clusters Score: Raw -624307.043020 + Penalty 3156.082041 = -621150.960979 nChanged 21 SP:Iteration 18Q (2688.963493 sec): 3 clusters Score: Raw -624322.365477 + Penalty 3156.082041 = -621166.283436 nChanged 16 SP:Iteration 19Q (2689.108338 sec): 3 clusters Score: Raw -624330.375109 + Penalty 3156.082041 = -621174.293068 nChanged 9 SP:Iteration 20F (2689.240070 sec): 3 clusters Score: Raw -624334.284084 + Penalty 3156.082041 = -621178.202043 nChanged 6 SP:Iteration 21Q (2689.472718 sec): 3 clusters Score: Raw -624337.265572 + Penalty 3156.082041 = -621181.183531 nChanged 7 SP:Iteration 22Q (2689.549466 sec): 3 clusters Score: Raw -624342.989617 + Penalty 3156.082041 = -621186.907576 nChanged 8 SP:Iteration 23Q (2689.600312 sec): 3 clusters Score: Raw -624356.606189 + Penalty 3156.082041 = -621200.524148 nChanged 11 SP:Iteration 24Q (2689.650459 sec): 3 clusters Score: Raw -624379.421729 + Penalty 3156.082041 = -621223.339688 nChanged 14 SP:Iteration 25Q (2689.707796 sec): 3 clusters Score: Raw -624389.083639 + Penalty 3156.082041 = -621233.001599 nChanged 10 SP:Iteration 26Q (2689.767522 sec): 3 clusters Score: Raw -624395.794773 + Penalty 3156.082041 = -621239.712732 nChanged 7 SP:Iteration 27Q (2689.832461 sec): 3 clusters Score: Raw -624406.880192 + Penalty 3156.082041 = -621250.798152 nChanged 5 SP:Iteration 28Q (2689.891539 sec): 3 clusters Score: Raw -624412.178301 + Penalty 3156.082041 = -621256.096260 nChanged 9 SP:Iteration 29Q (2689.946161 sec): 3 clusters Score: Raw -624414.564013 + Penalty 3156.082041 = -621258.481972 nChanged 7 SP:Iteration 30Q (2690.000727 sec): 3 clusters Score: Raw -624418.204591 + Penalty 3156.082041 = -621262.122550 nChanged 2 SP:Iteration 31Q (2690.054972 sec): 3 clusters Score: Raw -624419.311379 + Penalty 3156.082041 = -621263.229338 nChanged 3 SP:Iteration 32Q (2690.108501 sec): 3 clusters Score: Raw -624420.156837 + Penalty 3156.082041 = -621264.074796 nChanged 2 SP:Iteration 33Q (2690.162262 sec): 3 clusters Score: Raw -624420.345115 + Penalty 3156.082041 = -621264.263074 nChanged 2 SP:Iteration 34Q (2690.218113 sec): 3 clusters Score: Raw -624421.028107 + Penalty 3156.082041 = -621264.946067 nChanged 2 SP:Iteration 35Q (2690.274787 sec): 3 clusters Score: Raw -624421.383548 + Penalty 3156.082041 = -621265.301507 nChanged 2 SP:Iteration 36Q (2690.458696 sec): 3 clusters Score: Raw -624421.665228 + Penalty 3156.082041 = -621265.583187 nChanged 1 SP:Iteration 37Q (2690.589657 sec): 3 clusters Score: Raw -624421.763980 + Penalty 3156.082041 = -621265.681940 nChanged 0 SP:Iteration 38F (2690.732791 sec): 3 clusters Score: Raw -624421.763980 + Penalty 3156.082041 = -621265.681940 nChanged 0 Score: Raw -7142056.218319 + Penalty 70802.392194 = -7071253.826125 Splitting cluster 28 changes total score from -7066603.399712 to -7071253.826125 So it's getting split into cluster 35. Trying to split cluster 29 (1885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2695.258334 sec): 2 clusters Score: Raw -136369.371699 + Penalty 1323.565384 = -135045.806315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2695.285477 sec): 3 clusters Score: Raw -135593.000341 + Penalty 2647.130768 = -132945.869573 nChanged 654 SP:Iteration 1F (2695.314292 sec): 3 clusters Score: Raw -136099.654002 + Penalty 2647.130768 = -133452.523234 nChanged 185 SP:Iteration 2F (2695.342716 sec): 3 clusters Score: Raw -136284.356133 + Penalty 2647.130768 = -133637.225365 nChanged 100 SP:Iteration 3F (2695.371238 sec): 3 clusters Score: Raw -136390.336635 + Penalty 2647.130768 = -133743.205867 nChanged 82 SP:Iteration 4Q (2695.400080 sec): 3 clusters Score: Raw -136452.152222 + Penalty 2647.130768 = -133805.021454 nChanged 52 SP:Iteration 5Q (2695.429231 sec): 3 clusters Score: Raw -136499.595970 + Penalty 2647.130768 = -133852.465201 nChanged 46 SP:Iteration 6Q (2695.457613 sec): 3 clusters Score: Raw -136541.168292 + Penalty 2647.130768 = -133894.037524 nChanged 43 SP:Iteration 7Q (2695.486092 sec): 3 clusters Score: Raw -136576.713548 + Penalty 2647.130768 = -133929.582780 nChanged 39 SP:Iteration 8Q (2695.511551 sec): 3 clusters Score: Raw -136614.277778 + Penalty 2647.130768 = -133967.147010 nChanged 24 SP:Iteration 9Q (2695.537316 sec): 3 clusters Score: Raw -136635.899988 + Penalty 2647.130768 = -133988.769220 nChanged 31 SP:Iteration 10Q (2695.563179 sec): 3 clusters Score: Raw -136671.651858 + Penalty 2647.130768 = -134024.521090 nChanged 33 SP:Iteration 11Q (2695.588988 sec): 3 clusters Score: Raw -136701.290851 + Penalty 2647.130768 = -134054.160083 nChanged 24 SP:Iteration 12Q (2695.614166 sec): 3 clusters Score: Raw -136719.417762 + Penalty 2647.130768 = -134072.286994 nChanged 16 SP:Iteration 13Q (2695.639476 sec): 3 clusters Score: Raw -136729.513361 + Penalty 2647.130768 = -134082.382593 nChanged 9 SP:Iteration 14Q (2695.664639 sec): 3 clusters Score: Raw -136736.720463 + Penalty 2647.130768 = -134089.589695 nChanged 17 SP:Iteration 15Q (2695.689763 sec): 3 clusters Score: Raw -136761.126824 + Penalty 2647.130768 = -134113.996056 nChanged 23 SP:Iteration 16Q (2695.714984 sec): 3 clusters Score: Raw -136796.017773 + Penalty 2647.130768 = -134148.887005 nChanged 21 SP:Iteration 17Q (2695.740068 sec): 3 clusters Score: Raw -136816.977995 + Penalty 2647.130768 = -134169.847227 nChanged 22 SP:Iteration 18Q (2695.765468 sec): 3 clusters Score: Raw -136840.264546 + Penalty 2647.130768 = -134193.133778 nChanged 17 SP:Iteration 19Q (2695.790409 sec): 3 clusters Score: Raw -136851.737256 + Penalty 2647.130768 = -134204.606487 nChanged 15 SP:Iteration 20F (2695.815376 sec): 3 clusters Score: Raw -136863.102994 + Penalty 2647.130768 = -134215.972226 nChanged 12 SP:Iteration 21Q (2695.840287 sec): 3 clusters Score: Raw -136871.077355 + Penalty 2647.130768 = -134223.946587 nChanged 14 SP:Iteration 22Q (2695.864995 sec): 3 clusters Score: Raw -136879.915519 + Penalty 2647.130768 = -134232.784751 nChanged 10 SP:Iteration 23Q (2695.890031 sec): 3 clusters Score: Raw -136885.021383 + Penalty 2647.130768 = -134237.890615 nChanged 7 SP:Iteration 24Q (2695.914678 sec): 3 clusters Score: Raw -136890.279186 + Penalty 2647.130768 = -134243.148418 nChanged 4 SP:Iteration 25Q (2696.031854 sec): 3 clusters Score: Raw -136892.687626 + Penalty 2647.130768 = -134245.556858 nChanged 3 SP:Iteration 26Q (2696.147855 sec): 3 clusters Score: Raw -136893.486078 + Penalty 2647.130768 = -134246.355310 nChanged 4 SP:Iteration 27Q (2696.264626 sec): 3 clusters Score: Raw -136894.875731 + Penalty 2647.130768 = -134247.744963 nChanged 2 SP:Iteration 28Q (2696.380082 sec): 3 clusters Score: Raw -136896.535684 + Penalty 2647.130768 = -134249.404916 nChanged 6 SP:Iteration 29Q (2696.488510 sec): 3 clusters Score: Raw -136899.437082 + Penalty 2647.130768 = -134252.306314 nChanged 4 SP:Iteration 30Q (2696.604722 sec): 3 clusters Score: Raw -136901.820639 + Penalty 2647.130768 = -134254.689871 nChanged 5 SP:Iteration 31Q (2696.720717 sec): 3 clusters Score: Raw -136905.229365 + Penalty 2647.130768 = -134258.098597 nChanged 6 SP:Iteration 32Q (2696.864470 sec): 3 clusters Score: Raw -136911.390986 + Penalty 2647.130768 = -134264.260218 nChanged 8 SP:Iteration 33Q (2696.871442 sec): 3 clusters Score: Raw -136915.163631 + Penalty 2647.130768 = -134268.032863 nChanged 3 SP:Iteration 34Q (2696.896340 sec): 3 clusters Score: Raw -136917.671946 + Penalty 2647.130768 = -134270.541178 nChanged 4 SP:Iteration 35Q (2696.921174 sec): 3 clusters Score: Raw -136920.803136 + Penalty 2647.130768 = -134273.672368 nChanged 5 SP:Iteration 36Q (2696.946154 sec): 3 clusters Score: Raw -136923.297914 + Penalty 2647.130768 = -134276.167146 nChanged 2 SP:Iteration 37Q (2696.971136 sec): 3 clusters Score: Raw -136924.926754 + Penalty 2647.130768 = -134277.795986 nChanged 4 SP:Iteration 38Q (2696.996163 sec): 3 clusters Score: Raw -136928.067981 + Penalty 2647.130768 = -134280.937213 nChanged 2 SP:Iteration 39Q (2697.021042 sec): 3 clusters Score: Raw -136930.663283 + Penalty 2647.130768 = -134283.532515 nChanged 3 SP:Iteration 40F (2697.045940 sec): 3 clusters Score: Raw -136934.128810 + Penalty 2647.130768 = -134286.998042 nChanged 7 SP:Iteration 41Q (2697.070962 sec): 3 clusters Score: Raw -136939.367230 + Penalty 2647.130768 = -134292.236462 nChanged 8 SP:Iteration 42Q (2697.095772 sec): 3 clusters Score: Raw -136945.794591 + Penalty 2647.130768 = -134298.663823 nChanged 9 SP:Iteration 43Q (2697.120988 sec): 3 clusters Score: Raw -136950.530142 + Penalty 2647.130768 = -134303.399374 nChanged 3 SP:Iteration 44Q (2697.145835 sec): 3 clusters Score: Raw -136952.328920 + Penalty 2647.130768 = -134305.198152 nChanged 6 SP:Iteration 45Q (2697.170694 sec): 3 clusters Score: Raw -136957.578529 + Penalty 2647.130768 = -134310.447761 nChanged 7 SP:Iteration 46Q (2697.195639 sec): 3 clusters Score: Raw -136962.594444 + Penalty 2647.130768 = -134315.463676 nChanged 3 SP:Iteration 47Q (2697.220456 sec): 3 clusters Score: Raw -136964.048787 + Penalty 2647.130768 = -134316.918019 nChanged 1 SP:Iteration 48Q (2697.245273 sec): 3 clusters Score: Raw -136964.471520 + Penalty 2647.130768 = -134317.340752 nChanged 1 SP:Iteration 49Q (2697.270241 sec): 3 clusters Score: Raw -136964.662975 + Penalty 2647.130768 = -134317.532207 nChanged 0 SP:Iteration 50F (2697.295032 sec): 3 clusters Score: Raw -136964.662975 + Penalty 2647.130768 = -134317.532207 nChanged 0 Iteration 179Q (2699.761078 sec): 36 clusters Score: Raw -7143880.327762 + Penalty 70802.392194 = -7073077.935568 nChanged 1285 Iteration 180F (2704.792752 sec): 36 clusters Score: Raw -7145493.360417 + Penalty 70802.392194 = -7074690.968223 nChanged 1063 Iteration 181Q (2707.488975 sec): 36 clusters Score: Raw -7146107.854578 + Penalty 70802.392194 = -7075305.462384 nChanged 585 Iteration 182Q (2710.137037 sec): 36 clusters Score: Raw -7146466.024846 + Penalty 70802.392194 = -7075663.632651 nChanged 395 Iteration 183Q (2712.709748 sec): 36 clusters Score: Raw -7146713.821548 + Penalty 70802.392194 = -7075911.429354 nChanged 291 Iteration 184Q (2715.229470 sec): 36 clusters Score: Raw -7146836.461797 + Penalty 70802.392194 = -7076034.069603 nChanged 210 Iteration 185Q (2717.700931 sec): 36 clusters Score: Raw -7146904.989458 + Penalty 70802.392194 = -7076102.597264 nChanged 142 Iteration 186Q (2719.865445 sec): 36 clusters Score: Raw -7146938.034971 + Penalty 70802.392194 = -7076135.642777 nChanged 85 Iteration 187Q (2722.540648 sec): 36 clusters Score: Raw -7146963.862195 + Penalty 70802.392194 = -7076161.470001 nChanged 77 Iteration 188Q (2725.125537 sec): 36 clusters Score: Raw -7146992.700388 + Penalty 70802.392194 = -7076190.308193 nChanged 62 Iteration 189Q (2727.955461 sec): 36 clusters Score: Raw -7147018.433930 + Penalty 70802.392194 = -7076216.041736 nChanged 59 Iteration 190Q (2730.836795 sec): 36 clusters Score: Raw -7147041.345252 + Penalty 70802.392194 = -7076238.953058 nChanged 34 Iteration 191Q (2733.677255 sec): 36 clusters Score: Raw -7147058.096830 + Penalty 70802.392194 = -7076255.704636 nChanged 34 Iteration 192Q (2736.926557 sec): 36 clusters Score: Raw -7147072.823430 + Penalty 70802.392194 = -7076270.431236 nChanged 33 Iteration 193Q (2739.537519 sec): 36 clusters Score: Raw -7147082.312805 + Penalty 70802.392194 = -7076279.920611 nChanged 26 Iteration 194Q (2742.753457 sec): 36 clusters Score: Raw -7147090.628100 + Penalty 70802.392194 = -7076288.235906 nChanged 31 Iteration 195Q (2745.813940 sec): 36 clusters Score: Raw -7147107.100839 + Penalty 70802.392194 = -7076304.708645 nChanged 31 Iteration 196Q (2748.930126 sec): 36 clusters Score: Raw -7147124.996428 + Penalty 70802.392194 = -7076322.604234 nChanged 33 Iteration 197Q (2752.050781 sec): 36 clusters Score: Raw -7147141.344392 + Penalty 70802.392194 = -7076338.952198 nChanged 36 Iteration 198Q (2754.870924 sec): 36 clusters Score: Raw -7147171.693833 + Penalty 70802.392194 = -7076369.301639 nChanged 43 Iteration 199Q (2756.710438 sec): 36 clusters Score: Raw -7147210.343734 + Penalty 70802.392194 = -7076407.951540 nChanged 37 Iteration 200F (2760.283583 sec): 36 clusters Score: Raw -7147256.244854 + Penalty 70802.392194 = -7076453.852659 nChanged 44 Iteration 201Q (2761.734469 sec): 36 clusters Score: Raw -7147296.225602 + Penalty 70802.392194 = -7076493.833408 nChanged 41 Iteration 202Q (2763.144685 sec): 36 clusters Score: Raw -7147350.551846 + Penalty 70802.392194 = -7076548.159652 nChanged 44 Iteration 203Q (2764.618478 sec): 36 clusters Score: Raw -7147403.954907 + Penalty 70802.392194 = -7076601.562713 nChanged 49 Iteration 204Q (2766.071173 sec): 36 clusters Score: Raw -7147467.807249 + Penalty 70802.392194 = -7076665.415055 nChanged 52 Iteration 205Q (2767.651002 sec): 36 clusters Score: Raw -7147505.495275 + Penalty 70802.392194 = -7076703.103081 nChanged 49 Iteration 206Q (2769.080080 sec): 36 clusters Score: Raw -7147530.251742 + Penalty 70802.392194 = -7076727.859548 nChanged 44 Iteration 207Q (2770.501877 sec): 36 clusters Score: Raw -7147552.053708 + Penalty 70802.392194 = -7076749.661514 nChanged 45 Iteration 208Q (2771.961976 sec): 36 clusters Score: Raw -7147569.916241 + Penalty 70802.392194 = -7076767.524047 nChanged 26 Iteration 209Q (2773.513959 sec): 36 clusters Score: Raw -7147582.949157 + Penalty 70802.392194 = -7076780.556963 nChanged 27 Iteration 210Q (2774.939722 sec): 36 clusters Score: Raw -7147591.588313 + Penalty 70802.392194 = -7076789.196119 nChanged 20 Iteration 211Q (2776.398540 sec): 36 clusters Score: Raw -7147600.241847 + Penalty 70802.392194 = -7076797.849652 nChanged 20 Iteration 212Q (2777.871277 sec): 36 clusters Score: Raw -7147606.545481 + Penalty 70802.392194 = -7076804.153286 nChanged 13 Iteration 213Q (2779.344420 sec): 36 clusters Score: Raw -7147610.016071 + Penalty 70802.392194 = -7076807.623877 nChanged 6 Iteration 214Q (2780.782687 sec): 36 clusters Score: Raw -7147611.910129 + Penalty 70802.392194 = -7076809.517934 nChanged 11 Iteration 215Q (2782.263398 sec): 36 clusters Score: Raw -7147615.084086 + Penalty 70802.392194 = -7076812.691892 nChanged 11 Iteration 216Q (2784.453270 sec): 36 clusters Score: Raw -7147618.170986 + Penalty 70802.392194 = -7076815.778791 nChanged 9 Iteration 217Q (2787.040881 sec): 36 clusters Score: Raw -7147620.191667 + Penalty 70802.392194 = -7076817.799473 nChanged 10 Iteration 218Q (2788.909119 sec): 36 clusters Score: Raw -7147623.506907 + Penalty 70802.392194 = -7076821.114713 nChanged 12 Writing temp clu file Because OldScore, -7076817.799473, is greater than current (better) Score,-7076821.114713 Compute initial score before splitting: Score: Raw -7147623.506907 + Penalty 70802.392194 = -7076821.114713 Trying to split cluster 1 (3702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2789.053846 sec): 2 clusters Score: Raw -290684.563605 + Penalty 1442.018301 = -289242.545305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2789.182117 sec): 3 clusters Score: Raw -288912.944303 + Penalty 2884.036601 = -286028.907702 nChanged 1435 SP:Iteration 1F (2789.301431 sec): 3 clusters Score: Raw -289808.369026 + Penalty 2884.036601 = -286924.332425 nChanged 300 SP:Iteration 2F (2789.386031 sec): 3 clusters Score: Raw -290004.434868 + Penalty 2884.036601 = -287120.398267 nChanged 203 SP:Iteration 3F (2789.466936 sec): 3 clusters Score: Raw -290152.812725 + Penalty 2884.036601 = -287268.776124 nChanged 159 SP:Iteration 4Q (2789.526137 sec): 3 clusters Score: Raw -290260.855461 + Penalty 2884.036601 = -287376.818860 nChanged 134 SP:Iteration 5Q (2789.621635 sec): 3 clusters Score: Raw -290343.210030 + Penalty 2884.036601 = -287459.173429 nChanged 104 SP:Iteration 6Q (2789.727888 sec): 3 clusters Score: Raw -290411.636590 + Penalty 2884.036601 = -287527.599989 nChanged 96 SP:Iteration 7Q (2789.819633 sec): 3 clusters Score: Raw -290458.206023 + Penalty 2884.036601 = -287574.169422 nChanged 83 SP:Iteration 8Q (2789.902237 sec): 3 clusters Score: Raw -290500.758374 + Penalty 2884.036601 = -287616.721772 nChanged 97 SP:Iteration 9Q (2789.988834 sec): 3 clusters Score: Raw -290555.529924 + Penalty 2884.036601 = -287671.493323 nChanged 76 SP:Iteration 10Q (2790.074705 sec): 3 clusters Score: Raw -290595.010096 + Penalty 2884.036601 = -287710.973495 nChanged 65 SP:Iteration 11Q (2790.152442 sec): 3 clusters Score: Raw -290624.556671 + Penalty 2884.036601 = -287740.520070 nChanged 65 SP:Iteration 12Q (2790.226625 sec): 3 clusters Score: Raw -290661.725780 + Penalty 2884.036601 = -287777.689179 nChanged 58 SP:Iteration 13Q (2790.315074 sec): 3 clusters Score: Raw -290690.893194 + Penalty 2884.036601 = -287806.856593 nChanged 59 SP:Iteration 14Q (2790.403551 sec): 3 clusters Score: Raw -290713.996625 + Penalty 2884.036601 = -287829.960024 nChanged 40 SP:Iteration 15Q (2790.499196 sec): 3 clusters Score: Raw -290729.850525 + Penalty 2884.036601 = -287845.813924 nChanged 29 SP:Iteration 16Q (2790.581690 sec): 3 clusters Score: Raw -290740.827023 + Penalty 2884.036601 = -287856.790422 nChanged 25 SP:Iteration 17Q (2790.675641 sec): 3 clusters Score: Raw -290750.962150 + Penalty 2884.036601 = -287866.925549 nChanged 23 SP:Iteration 18Q (2790.795719 sec): 3 clusters Score: Raw -290762.435015 + Penalty 2884.036601 = -287878.398414 nChanged 24 SP:Iteration 19Q (2790.869499 sec): 3 clusters Score: Raw -290771.015241 + Penalty 2884.036601 = -287886.978640 nChanged 20 SP:Iteration 20F (2790.953709 sec): 3 clusters Score: Raw -290780.035511 + Penalty 2884.036601 = -287895.998910 nChanged 25 SP:Iteration 21Q (2791.044221 sec): 3 clusters Score: Raw -290787.257002 + Penalty 2884.036601 = -287903.220401 nChanged 12 SP:Iteration 22Q (2791.125004 sec): 3 clusters Score: Raw -290789.783697 + Penalty 2884.036601 = -287905.747096 nChanged 8 SP:Iteration 23Q (2791.183594 sec): 3 clusters Score: Raw -290791.293232 + Penalty 2884.036601 = -287907.256631 nChanged 3 SP:Iteration 24Q (2791.264076 sec): 3 clusters Score: Raw -290792.028300 + Penalty 2884.036601 = -287907.991699 nChanged 6 SP:Iteration 25Q (2791.357936 sec): 3 clusters Score: Raw -290793.655122 + Penalty 2884.036601 = -287909.618520 nChanged 3 SP:Iteration 26Q (2791.438689 sec): 3 clusters Score: Raw -290794.829502 + Penalty 2884.036601 = -287910.792901 nChanged 2 SP:Iteration 27Q (2791.525084 sec): 3 clusters Score: Raw -290795.379143 + Penalty 2884.036601 = -287911.342541 nChanged 1 SP:Iteration 28Q (2791.612793 sec): 3 clusters Score: Raw -290795.624245 + Penalty 2884.036601 = -287911.587644 nChanged 2 SP:Iteration 29Q (2791.705699 sec): 3 clusters Score: Raw -290796.417577 + Penalty 2884.036601 = -287912.380976 nChanged 5 SP:Iteration 30Q (2791.793503 sec): 3 clusters Score: Raw -290798.653787 + Penalty 2884.036601 = -287914.617186 nChanged 11 SP:Iteration 31Q (2791.880399 sec): 3 clusters Score: Raw -290802.295564 + Penalty 2884.036601 = -287918.258963 nChanged 8 SP:Iteration 32Q (2791.996111 sec): 3 clusters Score: Raw -290803.505158 + Penalty 2884.036601 = -287919.468557 nChanged 5 SP:Iteration 33Q (2792.083279 sec): 3 clusters Score: Raw -290804.881335 + Penalty 2884.036601 = -287920.844734 nChanged 3 SP:Iteration 34Q (2792.196405 sec): 3 clusters Score: Raw -290806.842847 + Penalty 2884.036601 = -287922.806246 nChanged 4 SP:Iteration 35Q (2792.276242 sec): 3 clusters Score: Raw -290808.602188 + Penalty 2884.036601 = -287924.565587 nChanged 7 SP:Iteration 36Q (2792.380972 sec): 3 clusters Score: Raw -290810.774184 + Penalty 2884.036601 = -287926.737583 nChanged 7 SP:Iteration 37Q (2792.469556 sec): 3 clusters Score: Raw -290812.708218 + Penalty 2884.036601 = -287928.671617 nChanged 1 SP:Iteration 38Q (2792.555442 sec): 3 clusters Score: Raw -290813.070857 + Penalty 2884.036601 = -287929.034256 nChanged 1 SP:Iteration 39Q (2792.636060 sec): 3 clusters Score: Raw -290813.850494 + Penalty 2884.036601 = -287929.813893 nChanged 5 SP:Iteration 40F (2792.724611 sec): 3 clusters Score: Raw -290815.175435 + Penalty 2884.036601 = -287931.138834 nChanged 3 SP:Iteration 41Q (2792.850125 sec): 3 clusters Score: Raw -290816.191078 + Penalty 2884.036601 = -287932.154476 nChanged 4 SP:Iteration 42Q (2792.929260 sec): 3 clusters Score: Raw -290816.810421 + Penalty 2884.036601 = -287932.773820 nChanged 1 SP:Iteration 43Q (2793.041277 sec): 3 clusters Score: Raw -290816.918968 + Penalty 2884.036601 = -287932.882367 nChanged 0 SP:Iteration 44F (2793.106339 sec): 3 clusters Score: Raw -290816.918968 + Penalty 2884.036601 = -287932.882367 nChanged 0 Trying to split cluster 2 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2793.154422 sec): 2 clusters Score: Raw -67387.599546 + Penalty 1197.295642 = -66190.303904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2793.236055 sec): 3 clusters Score: Raw -67127.378644 + Penalty 2394.591284 = -64732.787360 nChanged 271 SP:Iteration 1F (2793.331085 sec): 3 clusters Score: Raw -67394.487602 + Penalty 2394.591284 = -64999.896318 nChanged 82 SP:Iteration 2F (2793.434402 sec): 3 clusters Score: Raw -67505.726439 + Penalty 2394.591284 = -65111.135155 nChanged 45 SP:Iteration 3Q (2793.518419 sec): 3 clusters Score: Raw -67554.393677 + Penalty 2394.591284 = -65159.802393 nChanged 25 SP:Iteration 4Q (2793.578369 sec): 3 clusters Score: Raw -67587.204856 + Penalty 2394.591284 = -65192.613572 nChanged 15 SP:Iteration 5Q (2793.673350 sec): 3 clusters Score: Raw -67601.884315 + Penalty 2394.591284 = -65207.293031 nChanged 16 SP:Iteration 6Q (2793.750862 sec): 3 clusters Score: Raw -67620.464509 + Penalty 2394.591284 = -65225.873225 nChanged 12 SP:Iteration 7Q (2793.848925 sec): 3 clusters Score: Raw -67633.771222 + Penalty 2394.591284 = -65239.179938 nChanged 4 SP:Iteration 8Q (2793.949546 sec): 3 clusters Score: Raw -67640.450021 + Penalty 2394.591284 = -65245.858737 nChanged 5 SP:Iteration 9Q (2794.067641 sec): 3 clusters Score: Raw -67644.757704 + Penalty 2394.591284 = -65250.166420 nChanged 3 SP:Iteration 10Q (2794.160721 sec): 3 clusters Score: Raw -67649.848398 + Penalty 2394.591284 = -65255.257114 nChanged 3 SP:Iteration 11Q (2794.246104 sec): 3 clusters Score: Raw -67652.150593 + Penalty 2394.591284 = -65257.559309 nChanged 2 SP:Iteration 12Q (2794.318783 sec): 3 clusters Score: Raw -67653.820146 + Penalty 2394.591284 = -65259.228862 nChanged 0 SP:Iteration 13F (2794.419923 sec): 3 clusters Score: Raw -67653.820146 + Penalty 2394.591284 = -65259.228862 nChanged 0 Trying to split cluster 3 (5671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2794.515821 sec): 2 clusters Score: Raw -367453.091020 + Penalty 1516.867691 = -365936.223329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2794.604779 sec): 3 clusters Score: Raw -364476.490131 + Penalty 3033.735383 = -361442.754748 nChanged 2293 SP:Iteration 1F (2794.722088 sec): 3 clusters Score: Raw -365900.866442 + Penalty 3033.735383 = -362867.131060 nChanged 540 SP:Iteration 2F (2794.808540 sec): 3 clusters Score: Raw -366477.556111 + Penalty 3033.735383 = -363443.820729 nChanged 519 SP:Iteration 3F (2794.897358 sec): 3 clusters Score: Raw -367038.371180 + Penalty 3033.735383 = -364004.635797 nChanged 449 SP:Iteration 4F (2795.029935 sec): 3 clusters Score: Raw -367455.635590 + Penalty 3033.735383 = -364421.900208 nChanged 343 SP:Iteration 5F (2795.133418 sec): 3 clusters Score: Raw -367742.655515 + Penalty 3033.735383 = -364708.920132 nChanged 244 SP:Iteration 6Q (2795.227871 sec): 3 clusters Score: Raw -367899.649646 + Penalty 3033.735383 = -364865.914264 nChanged 158 SP:Iteration 7Q (2795.350983 sec): 3 clusters Score: Raw -367990.591303 + Penalty 3033.735383 = -364956.855920 nChanged 134 SP:Iteration 8Q (2795.474024 sec): 3 clusters Score: Raw -368064.561017 + Penalty 3033.735383 = -365030.825634 nChanged 94 SP:Iteration 9Q (2795.554846 sec): 3 clusters Score: Raw -368105.306633 + Penalty 3033.735383 = -365071.571250 nChanged 61 SP:Iteration 10Q (2795.686281 sec): 3 clusters Score: Raw -368127.277619 + Penalty 3033.735383 = -365093.542237 nChanged 47 SP:Iteration 11Q (2795.773518 sec): 3 clusters Score: Raw -368140.800451 + Penalty 3033.735383 = -365107.065069 nChanged 29 SP:Iteration 12Q (2795.898187 sec): 3 clusters Score: Raw -368150.098483 + Penalty 3033.735383 = -365116.363101 nChanged 20 SP:Iteration 13Q (2796.037423 sec): 3 clusters Score: Raw -368154.816534 + Penalty 3033.735383 = -365121.081151 nChanged 16 SP:Iteration 14Q (2796.138084 sec): 3 clusters Score: Raw -368159.184907 + Penalty 3033.735383 = -365125.449525 nChanged 13 SP:Iteration 15Q (2796.254436 sec): 3 clusters Score: Raw -368162.267482 + Penalty 3033.735383 = -365128.532099 nChanged 9 SP:Iteration 16Q (2796.366611 sec): 3 clusters Score: Raw -368163.521820 + Penalty 3033.735383 = -365129.786438 nChanged 3 SP:Iteration 17Q (2796.484696 sec): 3 clusters Score: Raw -368164.466487 + Penalty 3033.735383 = -365130.731105 nChanged 7 SP:Iteration 18Q (2796.593875 sec): 3 clusters Score: Raw -368166.476000 + Penalty 3033.735383 = -365132.740617 nChanged 6 SP:Iteration 19Q (2796.701826 sec): 3 clusters Score: Raw -368168.070743 + Penalty 3033.735383 = -365134.335361 nChanged 8 SP:Iteration 20F (2796.819256 sec): 3 clusters Score: Raw -368170.596454 + Penalty 3033.735383 = -365136.861072 nChanged 12 SP:Iteration 21Q (2796.920678 sec): 3 clusters Score: Raw -368174.872172 + Penalty 3033.735383 = -365141.136789 nChanged 11 SP:Iteration 22Q (2797.027490 sec): 3 clusters Score: Raw -368177.401789 + Penalty 3033.735383 = -365143.666407 nChanged 8 SP:Iteration 23Q (2797.148148 sec): 3 clusters Score: Raw -368178.955328 + Penalty 3033.735383 = -365145.219945 nChanged 9 SP:Iteration 24Q (2797.258020 sec): 3 clusters Score: Raw -368181.149834 + Penalty 3033.735383 = -365147.414451 nChanged 7 SP:Iteration 25Q (2797.365458 sec): 3 clusters Score: Raw -368183.227651 + Penalty 3033.735383 = -365149.492268 nChanged 6 SP:Iteration 26Q (2797.467016 sec): 3 clusters Score: Raw -368184.235558 + Penalty 3033.735383 = -365150.500176 nChanged 6 SP:Iteration 27Q (2797.613760 sec): 3 clusters Score: Raw -368185.587629 + Penalty 3033.735383 = -365151.852246 nChanged 4 SP:Iteration 28Q (2797.705419 sec): 3 clusters Score: Raw -368186.761812 + Penalty 3033.735383 = -365153.026429 nChanged 6 SP:Iteration 29Q (2797.803386 sec): 3 clusters Score: Raw -368188.663327 + Penalty 3033.735383 = -365154.927945 nChanged 5 SP:Iteration 30Q (2797.911023 sec): 3 clusters Score: Raw -368189.754299 + Penalty 3033.735383 = -365156.018916 nChanged 2 SP:Iteration 31Q (2798.000376 sec): 3 clusters Score: Raw -368190.141109 + Penalty 3033.735383 = -365156.405726 nChanged 3 SP:Iteration 32Q (2798.084108 sec): 3 clusters Score: Raw -368191.079775 + Penalty 3033.735383 = -365157.344392 nChanged 4 SP:Iteration 33Q (2798.178098 sec): 3 clusters Score: Raw -368191.740638 + Penalty 3033.735383 = -365158.005256 nChanged 3 SP:Iteration 34Q (2798.285932 sec): 3 clusters Score: Raw -368192.384579 + Penalty 3033.735383 = -365158.649197 nChanged 3 SP:Iteration 35Q (2798.399409 sec): 3 clusters Score: Raw -368193.359452 + Penalty 3033.735383 = -365159.624069 nChanged 5 SP:Iteration 36Q (2798.522882 sec): 3 clusters Score: Raw -368194.250963 + Penalty 3033.735383 = -365160.515580 nChanged 5 SP:Iteration 37Q (2798.614246 sec): 3 clusters Score: Raw -368195.581514 + Penalty 3033.735383 = -365161.846132 nChanged 7 SP:Iteration 38Q (2798.760119 sec): 3 clusters Score: Raw -368197.297143 + Penalty 3033.735383 = -365163.561761 nChanged 4 SP:Iteration 39Q (2798.866946 sec): 3 clusters Score: Raw -368198.030342 + Penalty 3033.735383 = -365164.294960 nChanged 2 SP:Iteration 40F (2798.968335 sec): 3 clusters Score: Raw -368198.580135 + Penalty 3033.735383 = -365164.844753 nChanged 1 SP:Iteration 41Q (2799.076852 sec): 3 clusters Score: Raw -368198.763947 + Penalty 3033.735383 = -365165.028564 nChanged 3 SP:Iteration 42Q (2799.183677 sec): 3 clusters Score: Raw -368199.887173 + Penalty 3033.735383 = -365166.151790 nChanged 3 SP:Iteration 43Q (2799.292412 sec): 3 clusters Score: Raw -368200.934406 + Penalty 3033.735383 = -365167.199024 nChanged 0 SP:Iteration 44F (2799.421847 sec): 3 clusters Score: Raw -368200.934406 + Penalty 3033.735383 = -365167.199024 nChanged 0 Trying to split cluster 4 (2083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2799.482521 sec): 2 clusters Score: Raw -123524.673553 + Penalty 1341.094559 = -122183.578993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2799.559323 sec): 3 clusters Score: Raw -122749.370189 + Penalty 2682.189119 = -120067.181071 nChanged 727 SP:Iteration 1F (2799.657007 sec): 3 clusters Score: Raw -123429.797280 + Penalty 2682.189119 = -120747.608162 nChanged 213 SP:Iteration 2F (2799.759758 sec): 3 clusters Score: Raw -123651.594745 + Penalty 2682.189119 = -120969.405626 nChanged 114 SP:Iteration 3F (2799.875492 sec): 3 clusters Score: Raw -123746.095024 + Penalty 2682.189119 = -121063.905905 nChanged 58 SP:Iteration 4Q (2799.970929 sec): 3 clusters Score: Raw -123789.395767 + Penalty 2682.189119 = -121107.206648 nChanged 43 SP:Iteration 5Q (2800.038041 sec): 3 clusters Score: Raw -123827.157321 + Penalty 2682.189119 = -121144.968202 nChanged 32 SP:Iteration 6Q (2800.148647 sec): 3 clusters Score: Raw -123852.127749 + Penalty 2682.189119 = -121169.938630 nChanged 29 SP:Iteration 7Q (2800.240012 sec): 3 clusters Score: Raw -123870.499018 + Penalty 2682.189119 = -121188.309899 nChanged 21 SP:Iteration 8Q (2800.342351 sec): 3 clusters Score: Raw -123885.806936 + Penalty 2682.189119 = -121203.617817 nChanged 20 SP:Iteration 9Q (2800.436496 sec): 3 clusters Score: Raw -123899.216385 + Penalty 2682.189119 = -121217.027267 nChanged 17 SP:Iteration 10Q (2800.561445 sec): 3 clusters Score: Raw -123912.485227 + Penalty 2682.189119 = -121230.296108 nChanged 15 SP:Iteration 11Q (2800.638390 sec): 3 clusters Score: Raw -123925.417954 + Penalty 2682.189119 = -121243.228835 nChanged 17 SP:Iteration 12Q (2800.739620 sec): 3 clusters Score: Raw -123937.335847 + Penalty 2682.189119 = -121255.146728 nChanged 18 SP:Iteration 13Q (2800.839777 sec): 3 clusters Score: Raw -123953.358603 + Penalty 2682.189119 = -121271.169485 nChanged 28 SP:Iteration 14Q (2800.918632 sec): 3 clusters Score: Raw -123972.723950 + Penalty 2682.189119 = -121290.534831 nChanged 25 SP:Iteration 15Q (2801.016517 sec): 3 clusters Score: Raw -123988.576380 + Penalty 2682.189119 = -121306.387261 nChanged 19 SP:Iteration 16Q (2801.118304 sec): 3 clusters Score: Raw -123999.925101 + Penalty 2682.189119 = -121317.735982 nChanged 16 SP:Iteration 17Q (2801.219269 sec): 3 clusters Score: Raw -124014.727216 + Penalty 2682.189119 = -121332.538097 nChanged 23 SP:Iteration 18Q (2801.335434 sec): 3 clusters Score: Raw -124034.541068 + Penalty 2682.189119 = -121352.351949 nChanged 30 SP:Iteration 19Q (2801.427156 sec): 3 clusters Score: Raw -124057.782626 + Penalty 2682.189119 = -121375.593507 nChanged 32 SP:Iteration 20F (2801.517965 sec): 3 clusters Score: Raw -124088.253934 + Penalty 2682.189119 = -121406.064815 nChanged 36 SP:Iteration 21Q (2801.603844 sec): 3 clusters Score: Raw -124122.135275 + Penalty 2682.189119 = -121439.946157 nChanged 35 SP:Iteration 22Q (2801.688750 sec): 3 clusters Score: Raw -124149.017121 + Penalty 2682.189119 = -121466.828002 nChanged 24 SP:Iteration 23Q (2801.781804 sec): 3 clusters Score: Raw -124171.800560 + Penalty 2682.189119 = -121489.611441 nChanged 32 SP:Iteration 24Q (2801.887865 sec): 3 clusters Score: Raw -124198.428164 + Penalty 2682.189119 = -121516.239045 nChanged 24 SP:Iteration 25Q (2801.981397 sec): 3 clusters Score: Raw -124216.499152 + Penalty 2682.189119 = -121534.310033 nChanged 18 SP:Iteration 26Q (2802.086657 sec): 3 clusters Score: Raw -124233.811847 + Penalty 2682.189119 = -121551.622728 nChanged 20 SP:Iteration 27Q (2802.149745 sec): 3 clusters Score: Raw -124251.804750 + Penalty 2682.189119 = -121569.615632 nChanged 20 SP:Iteration 28Q (2802.241495 sec): 3 clusters Score: Raw -124266.987659 + Penalty 2682.189119 = -121584.798540 nChanged 14 SP:Iteration 29Q (2802.325164 sec): 3 clusters Score: Raw -124279.825361 + Penalty 2682.189119 = -121597.636243 nChanged 22 SP:Iteration 30Q (2802.442242 sec): 3 clusters Score: Raw -124295.099047 + Penalty 2682.189119 = -121612.909928 nChanged 16 SP:Iteration 31Q (2802.518636 sec): 3 clusters Score: Raw -124304.707881 + Penalty 2682.189119 = -121622.518762 nChanged 14 SP:Iteration 32Q (2802.619160 sec): 3 clusters Score: Raw -124316.225133 + Penalty 2682.189119 = -121634.036014 nChanged 14 SP:Iteration 33Q (2802.679951 sec): 3 clusters Score: Raw -124330.280156 + Penalty 2682.189119 = -121648.091037 nChanged 13 SP:Iteration 34Q (2802.783559 sec): 3 clusters Score: Raw -124345.693865 + Penalty 2682.189119 = -121663.504746 nChanged 20 SP:Iteration 35Q (2802.881411 sec): 3 clusters Score: Raw -124369.069033 + Penalty 2682.189119 = -121686.879914 nChanged 29 SP:Iteration 36Q (2802.989792 sec): 3 clusters Score: Raw -124401.056647 + Penalty 2682.189119 = -121718.867529 nChanged 33 SP:Iteration 37Q (2803.094580 sec): 3 clusters Score: Raw -124429.567517 + Penalty 2682.189119 = -121747.378398 nChanged 22 SP:Iteration 38Q (2803.238425 sec): 3 clusters Score: Raw -124446.921599 + Penalty 2682.189119 = -121764.732480 nChanged 19 SP:Iteration 39Q (2803.316635 sec): 3 clusters Score: Raw -124456.605209 + Penalty 2682.189119 = -121774.416090 nChanged 11 SP:Iteration 40F (2803.421001 sec): 3 clusters Score: Raw -124467.353945 + Penalty 2682.189119 = -121785.164826 nChanged 11 SP:Iteration 41Q (2803.520842 sec): 3 clusters Score: Raw -124473.230614 + Penalty 2682.189119 = -121791.041495 nChanged 11 SP:Iteration 42Q (2803.639453 sec): 3 clusters Score: Raw -124479.142950 + Penalty 2682.189119 = -121796.953831 nChanged 6 SP:Iteration 43Q (2803.761438 sec): 3 clusters Score: Raw -124481.615190 + Penalty 2682.189119 = -121799.426071 nChanged 5 SP:Iteration 44Q (2803.849643 sec): 3 clusters Score: Raw -124485.704190 + Penalty 2682.189119 = -121803.515071 nChanged 2 SP:Iteration 45Q (2803.955028 sec): 3 clusters Score: Raw -124486.114571 + Penalty 2682.189119 = -121803.925452 nChanged 1 SP:Iteration 46Q (2804.034224 sec): 3 clusters Score: Raw -124486.423988 + Penalty 2682.189119 = -121804.234869 nChanged 1 SP:Iteration 47Q (2804.122521 sec): 3 clusters Score: Raw -124487.591801 + Penalty 2682.189119 = -121805.402683 nChanged 2 SP:Iteration 48Q (2804.214114 sec): 3 clusters Score: Raw -124488.916254 + Penalty 2682.189119 = -121806.727136 nChanged 2 SP:Iteration 49Q (2804.299539 sec): 3 clusters Score: Raw -124491.468776 + Penalty 2682.189119 = -121809.279657 nChanged 3 SP:Iteration 50Q (2804.387759 sec): 3 clusters Score: Raw -124493.100685 + Penalty 2682.189119 = -121810.911566 nChanged 3 SP:Iteration 51Q (2804.471448 sec): 3 clusters Score: Raw -124494.878789 + Penalty 2682.189119 = -121812.689670 nChanged 4 SP:Iteration 52Q (2804.594051 sec): 3 clusters Score: Raw -124496.856367 + Penalty 2682.189119 = -121814.667248 nChanged 4 SP:Iteration 53Q (2804.671465 sec): 3 clusters Score: Raw -124498.659406 + Penalty 2682.189119 = -121816.470287 nChanged 2 SP:Iteration 54Q (2804.772564 sec): 3 clusters Score: Raw -124499.626952 + Penalty 2682.189119 = -121817.437834 nChanged 1 SP:Iteration 55Q (2804.848575 sec): 3 clusters Score: Raw -124499.952216 + Penalty 2682.189119 = -121817.763097 nChanged 0 SP:Iteration 56F (2804.915256 sec): 3 clusters Score: Raw -124499.952216 + Penalty 2682.189119 = -121817.763097 nChanged 0 Trying to split cluster 5 (1747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2804.982677 sec): 2 clusters Score: Raw -135724.263012 + Penalty 1310.222507 = -134414.040505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2805.063530 sec): 3 clusters Score: Raw -135069.839240 + Penalty 2620.445014 = -132449.394227 nChanged 556 SP:Iteration 1F (2805.148681 sec): 3 clusters Score: Raw -135446.965500 + Penalty 2620.445014 = -132826.520486 nChanged 136 SP:Iteration 2F (2805.246588 sec): 3 clusters Score: Raw -135545.408929 + Penalty 2620.445014 = -132924.963916 nChanged 80 SP:Iteration 3Q (2805.318230 sec): 3 clusters Score: Raw -135618.210317 + Penalty 2620.445014 = -132997.765303 nChanged 57 SP:Iteration 4Q (2805.420256 sec): 3 clusters Score: Raw -135667.405913 + Penalty 2620.445014 = -133046.960900 nChanged 59 SP:Iteration 5Q (2805.534456 sec): 3 clusters Score: Raw -135717.304732 + Penalty 2620.445014 = -133096.859718 nChanged 46 SP:Iteration 6Q (2805.616890 sec): 3 clusters Score: Raw -135755.059029 + Penalty 2620.445014 = -133134.614015 nChanged 33 SP:Iteration 7Q (2805.703590 sec): 3 clusters Score: Raw -135777.577414 + Penalty 2620.445014 = -133157.132400 nChanged 17 SP:Iteration 8Q (2805.786973 sec): 3 clusters Score: Raw -135785.848603 + Penalty 2620.445014 = -133165.403589 nChanged 11 SP:Iteration 9Q (2805.872882 sec): 3 clusters Score: Raw -135790.485294 + Penalty 2620.445014 = -133170.040280 nChanged 7 SP:Iteration 10Q (2805.973281 sec): 3 clusters Score: Raw -135797.415043 + Penalty 2620.445014 = -133176.970029 nChanged 9 SP:Iteration 11Q (2806.092422 sec): 3 clusters Score: Raw -135803.327822 + Penalty 2620.445014 = -133182.882808 nChanged 8 SP:Iteration 12Q (2806.158921 sec): 3 clusters Score: Raw -135809.031322 + Penalty 2620.445014 = -133188.586308 nChanged 9 SP:Iteration 13Q (2806.251069 sec): 3 clusters Score: Raw -135814.236531 + Penalty 2620.445014 = -133193.791517 nChanged 16 SP:Iteration 14Q (2806.340442 sec): 3 clusters Score: Raw -135827.260100 + Penalty 2620.445014 = -133206.815087 nChanged 14 SP:Iteration 15Q (2806.445554 sec): 3 clusters Score: Raw -135836.962976 + Penalty 2620.445014 = -133216.517962 nChanged 13 SP:Iteration 16Q (2806.553673 sec): 3 clusters Score: Raw -135843.966141 + Penalty 2620.445014 = -133223.521127 nChanged 12 SP:Iteration 17Q (2806.659636 sec): 3 clusters Score: Raw -135851.590726 + Penalty 2620.445014 = -133231.145712 nChanged 10 SP:Iteration 18Q (2806.768995 sec): 3 clusters Score: Raw -135857.331829 + Penalty 2620.445014 = -133236.886815 nChanged 9 SP:Iteration 19Q (2806.865352 sec): 3 clusters Score: Raw -135862.865223 + Penalty 2620.445014 = -133242.420209 nChanged 4 SP:Iteration 20F (2807.009991 sec): 3 clusters Score: Raw -135866.180640 + Penalty 2620.445014 = -133245.735626 nChanged 8 SP:Iteration 21Q (2807.118799 sec): 3 clusters Score: Raw -135872.904898 + Penalty 2620.445014 = -133252.459884 nChanged 12 SP:Iteration 22Q (2807.150090 sec): 3 clusters Score: Raw -135880.784578 + Penalty 2620.445014 = -133260.339564 nChanged 11 SP:Iteration 23Q (2807.180691 sec): 3 clusters Score: Raw -135890.682473 + Penalty 2620.445014 = -133270.237459 nChanged 11 SP:Iteration 24Q (2807.296746 sec): 3 clusters Score: Raw -135897.211536 + Penalty 2620.445014 = -133276.766522 nChanged 8 SP:Iteration 25Q (2807.323290 sec): 3 clusters Score: Raw -135903.084414 + Penalty 2620.445014 = -133282.639400 nChanged 6 SP:Iteration 26Q (2807.349581 sec): 3 clusters Score: Raw -135908.306076 + Penalty 2620.445014 = -133287.861062 nChanged 7 SP:Iteration 27Q (2807.375515 sec): 3 clusters Score: Raw -135912.845087 + Penalty 2620.445014 = -133292.400073 nChanged 6 SP:Iteration 28Q (2807.401237 sec): 3 clusters Score: Raw -135917.399855 + Penalty 2620.445014 = -133296.954841 nChanged 6 SP:Iteration 29Q (2807.427054 sec): 3 clusters Score: Raw -135921.207793 + Penalty 2620.445014 = -133300.762779 nChanged 6 SP:Iteration 30Q (2807.452833 sec): 3 clusters Score: Raw -135926.657118 + Penalty 2620.445014 = -133306.212105 nChanged 10 SP:Iteration 31Q (2807.478416 sec): 3 clusters Score: Raw -135933.790598 + Penalty 2620.445014 = -133313.345585 nChanged 8 SP:Iteration 32Q (2807.504209 sec): 3 clusters Score: Raw -135939.273504 + Penalty 2620.445014 = -133318.828490 nChanged 4 SP:Iteration 33Q (2807.529882 sec): 3 clusters Score: Raw -135942.557366 + Penalty 2620.445014 = -133322.112353 nChanged 1 SP:Iteration 34Q (2807.554900 sec): 3 clusters Score: Raw -135942.998031 + Penalty 2620.445014 = -133322.553017 nChanged 2 SP:Iteration 35Q (2807.580025 sec): 3 clusters Score: Raw -135943.586931 + Penalty 2620.445014 = -133323.141917 nChanged 2 SP:Iteration 36Q (2807.605198 sec): 3 clusters Score: Raw -135944.535244 + Penalty 2620.445014 = -133324.090230 nChanged 0 SP:Iteration 37F (2807.630028 sec): 3 clusters Score: Raw -135944.535244 + Penalty 2620.445014 = -133324.090230 nChanged 0 Trying to split cluster 6 (1636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2807.663630 sec): 2 clusters Score: Raw -120447.151842 + Penalty 1298.701670 = -119148.450171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2807.687862 sec): 3 clusters Score: Raw -119839.318253 + Penalty 2597.403341 = -117241.914913 nChanged 556 SP:Iteration 1F (2807.711052 sec): 3 clusters Score: Raw -120348.626616 + Penalty 2597.403341 = -117751.223275 nChanged 193 SP:Iteration 2F (2807.734292 sec): 3 clusters Score: Raw -120734.722553 + Penalty 2597.403341 = -118137.319213 nChanged 148 SP:Iteration 3F (2807.757433 sec): 3 clusters Score: Raw -120919.932321 + Penalty 2597.403341 = -118322.528981 nChanged 70 SP:Iteration 4Q (2807.780993 sec): 3 clusters Score: Raw -120992.048445 + Penalty 2597.403341 = -118394.645105 nChanged 49 SP:Iteration 5Q (2807.804819 sec): 3 clusters Score: Raw -121041.945931 + Penalty 2597.403341 = -118444.542591 nChanged 38 SP:Iteration 6Q (2807.928048 sec): 3 clusters Score: Raw -121087.012380 + Penalty 2597.403341 = -118489.609040 nChanged 26 SP:Iteration 7Q (2808.029839 sec): 3 clusters Score: Raw -121108.142751 + Penalty 2597.403341 = -118510.739410 nChanged 18 SP:Iteration 8Q (2808.142336 sec): 3 clusters Score: Raw -121127.300709 + Penalty 2597.403341 = -118529.897369 nChanged 19 SP:Iteration 9Q (2808.257668 sec): 3 clusters Score: Raw -121143.511813 + Penalty 2597.403341 = -118546.108473 nChanged 16 SP:Iteration 10Q (2808.380138 sec): 3 clusters Score: Raw -121163.367895 + Penalty 2597.403341 = -118565.964554 nChanged 10 SP:Iteration 11Q (2808.464962 sec): 3 clusters Score: Raw -121172.297858 + Penalty 2597.403341 = -118574.894517 nChanged 10 SP:Iteration 12Q (2808.603518 sec): 3 clusters Score: Raw -121179.980845 + Penalty 2597.403341 = -118582.577505 nChanged 10 SP:Iteration 13Q (2808.707216 sec): 3 clusters Score: Raw -121191.899147 + Penalty 2597.403341 = -118594.495807 nChanged 8 SP:Iteration 14Q (2808.786866 sec): 3 clusters Score: Raw -121198.415043 + Penalty 2597.403341 = -118601.011703 nChanged 7 SP:Iteration 15Q (2808.862633 sec): 3 clusters Score: Raw -121206.593369 + Penalty 2597.403341 = -118609.190028 nChanged 6 SP:Iteration 16Q (2808.925888 sec): 3 clusters Score: Raw -121212.947892 + Penalty 2597.403341 = -118615.544552 nChanged 11 SP:Iteration 17Q (2809.005949 sec): 3 clusters Score: Raw -121222.991675 + Penalty 2597.403341 = -118625.588334 nChanged 6 SP:Iteration 18Q (2809.098447 sec): 3 clusters Score: Raw -121228.987786 + Penalty 2597.403341 = -118631.584446 nChanged 8 SP:Iteration 19Q (2809.205383 sec): 3 clusters Score: Raw -121234.235700 + Penalty 2597.403341 = -118636.832360 nChanged 7 SP:Iteration 20F (2809.316191 sec): 3 clusters Score: Raw -121239.238498 + Penalty 2597.403341 = -118641.835158 nChanged 5 SP:Iteration 21Q (2809.393484 sec): 3 clusters Score: Raw -121243.675858 + Penalty 2597.403341 = -118646.272517 nChanged 4 SP:Iteration 22Q (2809.488106 sec): 3 clusters Score: Raw -121248.485446 + Penalty 2597.403341 = -118651.082105 nChanged 3 SP:Iteration 23Q (2809.601516 sec): 3 clusters Score: Raw -121250.843094 + Penalty 2597.403341 = -118653.439754 nChanged 2 SP:Iteration 24Q (2809.688189 sec): 3 clusters Score: Raw -121252.390120 + Penalty 2597.403341 = -118654.986780 nChanged 2 SP:Iteration 25Q (2809.815614 sec): 3 clusters Score: Raw -121254.294014 + Penalty 2597.403341 = -118656.890673 nChanged 1 SP:Iteration 26Q (2809.887992 sec): 3 clusters Score: Raw -121254.724471 + Penalty 2597.403341 = -118657.321131 nChanged 0 SP:Iteration 27F (2809.990132 sec): 3 clusters Score: Raw -121254.724471 + Penalty 2597.403341 = -118657.321131 nChanged 0 Trying to split cluster 7 (2068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2810.064760 sec): 2 clusters Score: Raw -148945.494233 + Penalty 1339.826185 = -147605.668048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2810.141653 sec): 3 clusters Score: Raw -148118.071782 + Penalty 2679.652370 = -145438.419412 nChanged 729 SP:Iteration 1F (2810.214624 sec): 3 clusters Score: Raw -148686.616715 + Penalty 2679.652370 = -146006.964345 nChanged 191 SP:Iteration 2F (2810.297714 sec): 3 clusters Score: Raw -148895.509268 + Penalty 2679.652370 = -146215.856899 nChanged 146 SP:Iteration 3F (2810.401047 sec): 3 clusters Score: Raw -149069.322543 + Penalty 2679.652370 = -146389.670173 nChanged 130 SP:Iteration 4F (2810.483319 sec): 3 clusters Score: Raw -149222.953231 + Penalty 2679.652370 = -146543.300861 nChanged 97 SP:Iteration 5Q (2810.565330 sec): 3 clusters Score: Raw -149332.719624 + Penalty 2679.652370 = -146653.067254 nChanged 70 SP:Iteration 6Q (2810.655152 sec): 3 clusters Score: Raw -149400.085555 + Penalty 2679.652370 = -146720.433185 nChanged 50 SP:Iteration 7Q (2810.746344 sec): 3 clusters Score: Raw -149445.545765 + Penalty 2679.652370 = -146765.893395 nChanged 33 SP:Iteration 8Q (2810.844578 sec): 3 clusters Score: Raw -149478.232663 + Penalty 2679.652370 = -146798.580293 nChanged 30 SP:Iteration 9Q (2810.945448 sec): 3 clusters Score: Raw -149503.923540 + Penalty 2679.652370 = -146824.271170 nChanged 29 SP:Iteration 10Q (2811.037611 sec): 3 clusters Score: Raw -149539.762322 + Penalty 2679.652370 = -146860.109952 nChanged 41 SP:Iteration 11Q (2811.142372 sec): 3 clusters Score: Raw -149598.873361 + Penalty 2679.652370 = -146919.220992 nChanged 37 SP:Iteration 12Q (2811.249077 sec): 3 clusters Score: Raw -149640.606393 + Penalty 2679.652370 = -146960.954023 nChanged 28 SP:Iteration 13Q (2811.368844 sec): 3 clusters Score: Raw -149669.898405 + Penalty 2679.652370 = -146990.246036 nChanged 21 SP:Iteration 14Q (2811.462625 sec): 3 clusters Score: Raw -149702.288072 + Penalty 2679.652370 = -147022.635702 nChanged 24 SP:Iteration 15Q (2811.547289 sec): 3 clusters Score: Raw -149730.180297 + Penalty 2679.652370 = -147050.527928 nChanged 23 SP:Iteration 16Q (2811.655428 sec): 3 clusters Score: Raw -149753.774678 + Penalty 2679.652370 = -147074.122309 nChanged 12 SP:Iteration 17Q (2811.741870 sec): 3 clusters Score: Raw -149763.180924 + Penalty 2679.652370 = -147083.528554 nChanged 10 SP:Iteration 18Q (2811.861186 sec): 3 clusters Score: Raw -149773.853764 + Penalty 2679.652370 = -147094.201394 nChanged 8 SP:Iteration 19Q (2811.957836 sec): 3 clusters Score: Raw -149781.351080 + Penalty 2679.652370 = -147101.698710 nChanged 12 SP:Iteration 20F (2812.068342 sec): 3 clusters Score: Raw -149790.128457 + Penalty 2679.652370 = -147110.476088 nChanged 9 SP:Iteration 21Q (2812.157864 sec): 3 clusters Score: Raw -149796.797990 + Penalty 2679.652370 = -147117.145620 nChanged 8 SP:Iteration 22Q (2812.239154 sec): 3 clusters Score: Raw -149804.198798 + Penalty 2679.652370 = -147124.546428 nChanged 6 SP:Iteration 23Q (2812.358602 sec): 3 clusters Score: Raw -149810.374702 + Penalty 2679.652370 = -147130.722332 nChanged 16 SP:Iteration 24Q (2812.455035 sec): 3 clusters Score: Raw -149823.478414 + Penalty 2679.652370 = -147143.826045 nChanged 7 SP:Iteration 25Q (2812.551182 sec): 3 clusters Score: Raw -149828.077398 + Penalty 2679.652370 = -147148.425028 nChanged 4 SP:Iteration 26Q (2812.638936 sec): 3 clusters Score: Raw -149829.929362 + Penalty 2679.652370 = -147150.276992 nChanged 3 SP:Iteration 27Q (2812.765411 sec): 3 clusters Score: Raw -149831.165123 + Penalty 2679.652370 = -147151.512753 nChanged 2 SP:Iteration 28Q (2812.854305 sec): 3 clusters Score: Raw -149831.935361 + Penalty 2679.652370 = -147152.282991 nChanged 1 SP:Iteration 29Q (2812.931157 sec): 3 clusters Score: Raw -149832.516882 + Penalty 2679.652370 = -147152.864513 nChanged 0 SP:Iteration 30F (2813.033422 sec): 3 clusters Score: Raw -149832.516882 + Penalty 2679.652370 = -147152.864513 nChanged 0 Trying to split cluster 8 (1995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2813.073766 sec): 2 clusters Score: Raw -125735.891255 + Penalty 1333.519082 = -124402.372173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2813.162605 sec): 3 clusters Score: Raw -124929.816339 + Penalty 2667.038165 = -122262.778174 nChanged 669 SP:Iteration 1F (2813.275943 sec): 3 clusters Score: Raw -125402.994166 + Penalty 2667.038165 = -122735.956002 nChanged 171 SP:Iteration 2F (2813.351088 sec): 3 clusters Score: Raw -125568.235932 + Penalty 2667.038165 = -122901.197767 nChanged 124 SP:Iteration 3F (2813.466482 sec): 3 clusters Score: Raw -125686.814932 + Penalty 2667.038165 = -123019.776767 nChanged 88 SP:Iteration 4Q (2813.567154 sec): 3 clusters Score: Raw -125760.632096 + Penalty 2667.038165 = -123093.593932 nChanged 77 SP:Iteration 5Q (2813.650688 sec): 3 clusters Score: Raw -125834.014788 + Penalty 2667.038165 = -123166.976624 nChanged 68 SP:Iteration 6Q (2813.726968 sec): 3 clusters Score: Raw -125897.616842 + Penalty 2667.038165 = -123230.578678 nChanged 61 SP:Iteration 7Q (2813.845870 sec): 3 clusters Score: Raw -125962.185840 + Penalty 2667.038165 = -123295.147675 nChanged 67 SP:Iteration 8Q (2813.939402 sec): 3 clusters Score: Raw -126031.360205 + Penalty 2667.038165 = -123364.322040 nChanged 58 SP:Iteration 9Q (2814.046660 sec): 3 clusters Score: Raw -126082.779151 + Penalty 2667.038165 = -123415.740986 nChanged 45 SP:Iteration 10Q (2814.155571 sec): 3 clusters Score: Raw -126120.373029 + Penalty 2667.038165 = -123453.334865 nChanged 38 SP:Iteration 11Q (2814.241576 sec): 3 clusters Score: Raw -126150.966953 + Penalty 2667.038165 = -123483.928789 nChanged 36 SP:Iteration 12Q (2814.342276 sec): 3 clusters Score: Raw -126183.686754 + Penalty 2667.038165 = -123516.648590 nChanged 28 SP:Iteration 13Q (2814.463213 sec): 3 clusters Score: Raw -126201.781542 + Penalty 2667.038165 = -123534.743377 nChanged 28 SP:Iteration 14Q (2814.554550 sec): 3 clusters Score: Raw -126218.676812 + Penalty 2667.038165 = -123551.638648 nChanged 17 SP:Iteration 15Q (2814.661619 sec): 3 clusters Score: Raw -126229.095034 + Penalty 2667.038165 = -123562.056870 nChanged 11 SP:Iteration 16Q (2814.766400 sec): 3 clusters Score: Raw -126242.760536 + Penalty 2667.038165 = -123575.722372 nChanged 12 SP:Iteration 17Q (2814.850701 sec): 3 clusters Score: Raw -126253.683781 + Penalty 2667.038165 = -123586.645616 nChanged 11 SP:Iteration 18Q (2814.948597 sec): 3 clusters Score: Raw -126260.494539 + Penalty 2667.038165 = -123593.456375 nChanged 13 SP:Iteration 19Q (2815.043421 sec): 3 clusters Score: Raw -126270.284777 + Penalty 2667.038165 = -123603.246613 nChanged 6 SP:Iteration 20F (2815.099638 sec): 3 clusters Score: Raw -126273.380557 + Penalty 2667.038165 = -123606.342392 nChanged 2 SP:Iteration 21Q (2815.125901 sec): 3 clusters Score: Raw -126273.760868 + Penalty 2667.038165 = -123606.722704 nChanged 0 SP:Iteration 22F (2815.152110 sec): 3 clusters Score: Raw -126273.760868 + Penalty 2667.038165 = -123606.722704 nChanged 0 Trying to split cluster 9 (4326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2815.241216 sec): 2 clusters Score: Raw -342881.583890 + Penalty 1469.355955 = -341412.227935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2815.328319 sec): 3 clusters Score: Raw -340709.396532 + Penalty 2938.711911 = -337770.684621 nChanged 1696 SP:Iteration 1F (2815.431263 sec): 3 clusters Score: Raw -341655.756141 + Penalty 2938.711911 = -338717.044230 nChanged 369 SP:Iteration 2F (2815.540024 sec): 3 clusters Score: Raw -341903.467224 + Penalty 2938.711911 = -338964.755314 nChanged 270 SP:Iteration 3F (2815.637779 sec): 3 clusters Score: Raw -342075.176184 + Penalty 2938.711911 = -339136.464273 nChanged 203 SP:Iteration 4Q (2815.737570 sec): 3 clusters Score: Raw -342203.209533 + Penalty 2938.711911 = -339264.497622 nChanged 176 SP:Iteration 5Q (2815.823074 sec): 3 clusters Score: Raw -342315.589918 + Penalty 2938.711911 = -339376.878007 nChanged 160 SP:Iteration 6Q (2815.912917 sec): 3 clusters Score: Raw -342437.376688 + Penalty 2938.711911 = -339498.664777 nChanged 148 SP:Iteration 7Q (2816.009246 sec): 3 clusters Score: Raw -342526.363728 + Penalty 2938.711911 = -339587.651817 nChanged 116 SP:Iteration 8Q (2816.118732 sec): 3 clusters Score: Raw -342591.040971 + Penalty 2938.711911 = -339652.329060 nChanged 100 SP:Iteration 9Q (2816.232655 sec): 3 clusters Score: Raw -342645.213889 + Penalty 2938.711911 = -339706.501978 nChanged 91 SP:Iteration 10Q (2816.315181 sec): 3 clusters Score: Raw -342697.504648 + Penalty 2938.711911 = -339758.792737 nChanged 88 SP:Iteration 11Q (2816.418598 sec): 3 clusters Score: Raw -342748.566051 + Penalty 2938.711911 = -339809.854140 nChanged 85 SP:Iteration 12Q (2816.544214 sec): 3 clusters Score: Raw -342801.072150 + Penalty 2938.711911 = -339862.360239 nChanged 75 SP:Iteration 13Q (2816.634960 sec): 3 clusters Score: Raw -342842.528474 + Penalty 2938.711911 = -339903.816563 nChanged 68 SP:Iteration 14Q (2816.740656 sec): 3 clusters Score: Raw -342884.560581 + Penalty 2938.711911 = -339945.848670 nChanged 77 SP:Iteration 15Q (2816.847802 sec): 3 clusters Score: Raw -342938.214343 + Penalty 2938.711911 = -339999.502432 nChanged 65 SP:Iteration 16Q (2816.951861 sec): 3 clusters Score: Raw -342982.701813 + Penalty 2938.711911 = -340043.989902 nChanged 60 SP:Iteration 17Q (2817.057175 sec): 3 clusters Score: Raw -343021.286608 + Penalty 2938.711911 = -340082.574698 nChanged 45 SP:Iteration 18Q (2817.161464 sec): 3 clusters Score: Raw -343046.021950 + Penalty 2938.711911 = -340107.310040 nChanged 35 SP:Iteration 19Q (2817.253444 sec): 3 clusters Score: Raw -343065.383557 + Penalty 2938.711911 = -340126.671646 nChanged 36 SP:Iteration 20F (2817.350935 sec): 3 clusters Score: Raw -343081.744140 + Penalty 2938.711911 = -340143.032230 nChanged 34 SP:Iteration 21Q (2817.455850 sec): 3 clusters Score: Raw -343095.497570 + Penalty 2938.711911 = -340156.785659 nChanged 21 SP:Iteration 22Q (2817.591192 sec): 3 clusters Score: Raw -343104.180394 + Penalty 2938.711911 = -340165.468483 nChanged 20 SP:Iteration 23Q (2817.701025 sec): 3 clusters Score: Raw -343113.414303 + Penalty 2938.711911 = -340174.702392 nChanged 20 SP:Iteration 24Q (2817.795036 sec): 3 clusters Score: Raw -343122.382284 + Penalty 2938.711911 = -340183.670373 nChanged 20 SP:Iteration 25Q (2817.892658 sec): 3 clusters Score: Raw -343128.968008 + Penalty 2938.711911 = -340190.256097 nChanged 13 SP:Iteration 26Q (2817.982737 sec): 3 clusters Score: Raw -343133.436418 + Penalty 2938.711911 = -340194.724507 nChanged 8 SP:Iteration 27Q (2818.094422 sec): 3 clusters Score: Raw -343137.057025 + Penalty 2938.711911 = -340198.345115 nChanged 8 SP:Iteration 28Q (2818.184046 sec): 3 clusters Score: Raw -343140.293498 + Penalty 2938.711911 = -340201.581587 nChanged 7 SP:Iteration 29Q (2818.286477 sec): 3 clusters Score: Raw -343142.133556 + Penalty 2938.711911 = -340203.421646 nChanged 4 SP:Iteration 30Q (2818.403787 sec): 3 clusters Score: Raw -343144.140672 + Penalty 2938.711911 = -340205.428761 nChanged 5 SP:Iteration 31Q (2818.513630 sec): 3 clusters Score: Raw -343146.200182 + Penalty 2938.711911 = -340207.488271 nChanged 4 SP:Iteration 32Q (2818.617349 sec): 3 clusters Score: Raw -343148.085687 + Penalty 2938.711911 = -340209.373776 nChanged 4 SP:Iteration 33Q (2818.725900 sec): 3 clusters Score: Raw -343149.418678 + Penalty 2938.711911 = -340210.706767 nChanged 4 SP:Iteration 34Q (2818.846906 sec): 3 clusters Score: Raw -343150.923325 + Penalty 2938.711911 = -340212.211414 nChanged 6 SP:Iteration 35Q (2818.944130 sec): 3 clusters Score: Raw -343153.123293 + Penalty 2938.711911 = -340214.411382 nChanged 2 SP:Iteration 36Q (2819.041421 sec): 3 clusters Score: Raw -343155.150451 + Penalty 2938.711911 = -340216.438540 nChanged 7 SP:Iteration 37Q (2819.159345 sec): 3 clusters Score: Raw -343158.267018 + Penalty 2938.711911 = -340219.555107 nChanged 7 SP:Iteration 38Q (2819.236729 sec): 3 clusters Score: Raw -343161.147981 + Penalty 2938.711911 = -340222.436070 nChanged 6 SP:Iteration 39Q (2819.351421 sec): 3 clusters Score: Raw -343163.033827 + Penalty 2938.711911 = -340224.321916 nChanged 2 SP:Iteration 40F (2819.457406 sec): 3 clusters Score: Raw -343163.562272 + Penalty 2938.711911 = -340224.850361 nChanged 0 Trying to split cluster 10 (3382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2819.518427 sec): 2 clusters Score: Raw -254992.156830 + Penalty 1426.152054 = -253566.004776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2819.631370 sec): 3 clusters Score: Raw -253384.648355 + Penalty 2852.304108 = -250532.344247 nChanged 1291 SP:Iteration 1F (2819.732620 sec): 3 clusters Score: Raw -254153.768685 + Penalty 2852.304108 = -251301.464577 nChanged 257 SP:Iteration 2F (2819.870310 sec): 3 clusters Score: Raw -254352.852757 + Penalty 2852.304108 = -251500.548650 nChanged 215 SP:Iteration 3F (2819.966911 sec): 3 clusters Score: Raw -254498.552011 + Penalty 2852.304108 = -251646.247903 nChanged 184 SP:Iteration 4F (2820.099081 sec): 3 clusters Score: Raw -254642.817761 + Penalty 2852.304108 = -251790.513653 nChanged 184 SP:Iteration 5F (2820.223316 sec): 3 clusters Score: Raw -254810.464954 + Penalty 2852.304108 = -251958.160846 nChanged 178 SP:Iteration 6F (2820.318335 sec): 3 clusters Score: Raw -254975.991504 + Penalty 2852.304108 = -252123.687397 nChanged 171 SP:Iteration 7F (2820.405063 sec): 3 clusters Score: Raw -255113.318347 + Penalty 2852.304108 = -252261.014239 nChanged 131 SP:Iteration 8Q (2820.523364 sec): 3 clusters Score: Raw -255214.435815 + Penalty 2852.304108 = -252362.131707 nChanged 110 SP:Iteration 9Q (2820.599836 sec): 3 clusters Score: Raw -255278.699995 + Penalty 2852.304108 = -252426.395887 nChanged 68 SP:Iteration 10Q (2820.703074 sec): 3 clusters Score: Raw -255308.561804 + Penalty 2852.304108 = -252456.257696 nChanged 47 SP:Iteration 11Q (2820.794989 sec): 3 clusters Score: Raw -255327.705116 + Penalty 2852.304108 = -252475.401008 nChanged 25 SP:Iteration 12Q (2820.931147 sec): 3 clusters Score: Raw -255338.561350 + Penalty 2852.304108 = -252486.257243 nChanged 22 SP:Iteration 13Q (2821.034387 sec): 3 clusters Score: Raw -255346.855292 + Penalty 2852.304108 = -252494.551184 nChanged 21 SP:Iteration 14Q (2821.130558 sec): 3 clusters Score: Raw -255354.833511 + Penalty 2852.304108 = -252502.529403 nChanged 16 SP:Iteration 15Q (2821.225352 sec): 3 clusters Score: Raw -255360.995313 + Penalty 2852.304108 = -252508.691205 nChanged 13 SP:Iteration 16Q (2821.312758 sec): 3 clusters Score: Raw -255365.128485 + Penalty 2852.304108 = -252512.824377 nChanged 10 SP:Iteration 17Q (2821.432756 sec): 3 clusters Score: Raw -255370.819019 + Penalty 2852.304108 = -252518.514911 nChanged 11 SP:Iteration 18Q (2821.514049 sec): 3 clusters Score: Raw -255374.787820 + Penalty 2852.304108 = -252522.483712 nChanged 9 SP:Iteration 19Q (2821.628752 sec): 3 clusters Score: Raw -255377.614407 + Penalty 2852.304108 = -252525.310299 nChanged 8 SP:Iteration 20F (2821.737972 sec): 3 clusters Score: Raw -255379.052574 + Penalty 2852.304108 = -252526.748466 nChanged 5 SP:Iteration 21Q (2821.870823 sec): 3 clusters Score: Raw -255380.534376 + Penalty 2852.304108 = -252528.230269 nChanged 2 SP:Iteration 22Q (2821.974025 sec): 3 clusters Score: Raw -255381.145681 + Penalty 2852.304108 = -252528.841573 nChanged 1 SP:Iteration 23Q (2822.073293 sec): 3 clusters Score: Raw -255381.288358 + Penalty 2852.304108 = -252528.984250 nChanged 0 SP:Iteration 24F (2822.188390 sec): 3 clusters Score: Raw -255381.288358 + Penalty 2852.304108 = -252528.984250 nChanged 0 Trying to split cluster 11 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2822.239494 sec): 2 clusters Score: Raw -28994.845931 + Penalty 1057.115053 = -27937.730878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2822.366507 sec): 3 clusters Score: Raw -29026.020723 + Penalty 2114.230105 = -26911.790618 nChanged 81 SP:Iteration 1F (2822.457798 sec): 3 clusters Score: Raw -29166.315241 + Penalty 2114.230105 = -27052.085136 nChanged 19 SP:Iteration 2Q (2822.546258 sec): 3 clusters Score: Raw -29200.988899 + Penalty 2114.230105 = -27086.758794 nChanged 9 SP:Iteration 3Q (2822.619469 sec): 3 clusters Score: Raw -29214.595110 + Penalty 2114.230105 = -27100.365005 nChanged 4 SP:Iteration 4Q (2822.720137 sec): 3 clusters Score: Raw -29221.600572 + Penalty 2114.230105 = -27107.370467 nChanged 2 SP:Iteration 5Q (2822.822891 sec): 3 clusters Score: Raw -29226.505537 + Penalty 2114.230105 = -27112.275432 nChanged 2 SP:Iteration 6Q (2822.917645 sec): 3 clusters Score: Raw -29228.506936 + Penalty 2114.230105 = -27114.276831 nChanged 0 SP:Iteration 7F (2823.023817 sec): 3 clusters Score: Raw -29228.506936 + Penalty 2114.230105 = -27114.276831 nChanged 0 Trying to split cluster 12 (1748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2823.098576 sec): 2 clusters Score: Raw -88741.016695 + Penalty 1310.322936 = -87430.693759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2823.197154 sec): 3 clusters Score: Raw -88140.774379 + Penalty 2620.645872 = -85520.128507 nChanged 600 SP:Iteration 1F (2823.310646 sec): 3 clusters Score: Raw -88743.132216 + Penalty 2620.645872 = -86122.486344 nChanged 181 SP:Iteration 2F (2823.400423 sec): 3 clusters Score: Raw -88937.601882 + Penalty 2620.645872 = -86316.956010 nChanged 103 SP:Iteration 3F (2823.467204 sec): 3 clusters Score: Raw -89055.258093 + Penalty 2620.645872 = -86434.612221 nChanged 71 SP:Iteration 4Q (2823.535101 sec): 3 clusters Score: Raw -89130.300674 + Penalty 2620.645872 = -86509.654802 nChanged 49 SP:Iteration 5Q (2823.625224 sec): 3 clusters Score: Raw -89173.144993 + Penalty 2620.645872 = -86552.499121 nChanged 32 SP:Iteration 6Q (2823.712148 sec): 3 clusters Score: Raw -89195.772918 + Penalty 2620.645872 = -86575.127046 nChanged 30 SP:Iteration 7Q (2823.816122 sec): 3 clusters Score: Raw -89216.947612 + Penalty 2620.645872 = -86596.301740 nChanged 19 SP:Iteration 8Q (2823.918656 sec): 3 clusters Score: Raw -89229.706055 + Penalty 2620.645872 = -86609.060182 nChanged 19 SP:Iteration 9Q (2824.007842 sec): 3 clusters Score: Raw -89248.801176 + Penalty 2620.645872 = -86628.155304 nChanged 20 SP:Iteration 10Q (2824.123172 sec): 3 clusters Score: Raw -89268.899243 + Penalty 2620.645872 = -86648.253371 nChanged 14 SP:Iteration 11Q (2824.214294 sec): 3 clusters Score: Raw -89276.594536 + Penalty 2620.645872 = -86655.948664 nChanged 13 SP:Iteration 12Q (2824.338005 sec): 3 clusters Score: Raw -89286.211514 + Penalty 2620.645872 = -86665.565642 nChanged 13 SP:Iteration 13Q (2824.436497 sec): 3 clusters Score: Raw -89297.748525 + Penalty 2620.645872 = -86677.102653 nChanged 22 SP:Iteration 14Q (2824.517120 sec): 3 clusters Score: Raw -89321.466735 + Penalty 2620.645872 = -86700.820863 nChanged 15 SP:Iteration 15Q (2824.589265 sec): 3 clusters Score: Raw -89333.176093 + Penalty 2620.645872 = -86712.530221 nChanged 14 SP:Iteration 16Q (2824.703479 sec): 3 clusters Score: Raw -89342.117291 + Penalty 2620.645872 = -86721.471419 nChanged 15 SP:Iteration 17Q (2824.825637 sec): 3 clusters Score: Raw -89357.297270 + Penalty 2620.645872 = -86736.651397 nChanged 10 SP:Iteration 18Q (2824.920807 sec): 3 clusters Score: Raw -89364.809103 + Penalty 2620.645872 = -86744.163230 nChanged 12 SP:Iteration 19Q (2824.997333 sec): 3 clusters Score: Raw -89374.997252 + Penalty 2620.645872 = -86754.351380 nChanged 11 SP:Iteration 20F (2825.095320 sec): 3 clusters Score: Raw -89380.658502 + Penalty 2620.645872 = -86760.012630 nChanged 8 SP:Iteration 21Q (2825.182727 sec): 3 clusters Score: Raw -89387.002665 + Penalty 2620.645872 = -86766.356793 nChanged 12 SP:Iteration 22Q (2825.272513 sec): 3 clusters Score: Raw -89392.314932 + Penalty 2620.645872 = -86771.669060 nChanged 5 SP:Iteration 23Q (2825.383488 sec): 3 clusters Score: Raw -89394.524961 + Penalty 2620.645872 = -86773.879089 nChanged 2 SP:Iteration 24Q (2825.476591 sec): 3 clusters Score: Raw -89395.222854 + Penalty 2620.645872 = -86774.576981 nChanged 1 SP:Iteration 25Q (2825.546987 sec): 3 clusters Score: Raw -89395.676234 + Penalty 2620.645872 = -86775.030362 nChanged 2 SP:Iteration 26Q (2825.649536 sec): 3 clusters Score: Raw -89397.297517 + Penalty 2620.645872 = -86776.651645 nChanged 1 SP:Iteration 27Q (2825.740428 sec): 3 clusters Score: Raw -89397.619250 + Penalty 2620.645872 = -86776.973378 nChanged 1 SP:Iteration 28Q (2825.816766 sec): 3 clusters Score: Raw -89397.996193 + Penalty 2620.645872 = -86777.350321 nChanged 1 SP:Iteration 29Q (2825.934660 sec): 3 clusters Score: Raw -89398.239878 + Penalty 2620.645872 = -86777.594006 nChanged 0 SP:Iteration 30F (2826.049352 sec): 3 clusters Score: Raw -89398.239878 + Penalty 2620.645872 = -86777.594006 nChanged 0 Trying to split cluster 13 (2794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2826.088831 sec): 2 clusters Score: Raw -219893.827903 + Penalty 1392.632784 = -218501.195119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2826.193545 sec): 3 clusters Score: Raw -218659.532279 + Penalty 2785.265568 = -215874.266711 nChanged 1022 SP:Iteration 1F (2826.322733 sec): 3 clusters Score: Raw -219224.990712 + Penalty 2785.265568 = -216439.725144 nChanged 209 SP:Iteration 2F (2826.406742 sec): 3 clusters Score: Raw -219383.891914 + Penalty 2785.265568 = -216598.626346 nChanged 175 SP:Iteration 3F (2826.511741 sec): 3 clusters Score: Raw -219516.622986 + Penalty 2785.265568 = -216731.357418 nChanged 141 SP:Iteration 4F (2826.606543 sec): 3 clusters Score: Raw -219626.975530 + Penalty 2785.265568 = -216841.709961 nChanged 114 SP:Iteration 5Q (2826.698757 sec): 3 clusters Score: Raw -219714.154851 + Penalty 2785.265568 = -216928.889283 nChanged 95 SP:Iteration 6Q (2826.801418 sec): 3 clusters Score: Raw -219788.138774 + Penalty 2785.265568 = -217002.873206 nChanged 82 SP:Iteration 7Q (2826.919292 sec): 3 clusters Score: Raw -219849.517132 + Penalty 2785.265568 = -217064.251563 nChanged 90 SP:Iteration 8Q (2826.995901 sec): 3 clusters Score: Raw -219911.602020 + Penalty 2785.265568 = -217126.336452 nChanged 70 SP:Iteration 9Q (2827.085617 sec): 3 clusters Score: Raw -219950.584206 + Penalty 2785.265568 = -217165.318638 nChanged 69 SP:Iteration 10Q (2827.178850 sec): 3 clusters Score: Raw -219986.095766 + Penalty 2785.265568 = -217200.830197 nChanged 53 SP:Iteration 11Q (2827.290937 sec): 3 clusters Score: Raw -220020.671917 + Penalty 2785.265568 = -217235.406348 nChanged 66 SP:Iteration 12Q (2827.404316 sec): 3 clusters Score: Raw -220068.060147 + Penalty 2785.265568 = -217282.794579 nChanged 58 SP:Iteration 13Q (2827.520729 sec): 3 clusters Score: Raw -220114.684256 + Penalty 2785.265568 = -217329.418688 nChanged 64 SP:Iteration 14Q (2827.606127 sec): 3 clusters Score: Raw -220155.012868 + Penalty 2785.265568 = -217369.747300 nChanged 62 SP:Iteration 15Q (2827.704396 sec): 3 clusters Score: Raw -220198.332829 + Penalty 2785.265568 = -217413.067260 nChanged 61 SP:Iteration 16Q (2827.789682 sec): 3 clusters Score: Raw -220249.735993 + Penalty 2785.265568 = -217464.470424 nChanged 63 SP:Iteration 17Q (2827.886044 sec): 3 clusters Score: Raw -220304.607391 + Penalty 2785.265568 = -217519.341822 nChanged 63 SP:Iteration 18Q (2828.020771 sec): 3 clusters Score: Raw -220353.913131 + Penalty 2785.265568 = -217568.647562 nChanged 63 SP:Iteration 19Q (2828.127335 sec): 3 clusters Score: Raw -220414.024633 + Penalty 2785.265568 = -217628.759065 nChanged 76 SP:Iteration 20F (2828.201635 sec): 3 clusters Score: Raw -220516.130288 + Penalty 2785.265568 = -217730.864720 nChanged 86 SP:Iteration 21Q (2828.288890 sec): 3 clusters Score: Raw -220648.344382 + Penalty 2785.265568 = -217863.078813 nChanged 97 SP:Iteration 22Q (2828.371903 sec): 3 clusters Score: Raw -220840.954813 + Penalty 2785.265568 = -218055.689245 nChanged 105 SP:Iteration 23Q (2828.469119 sec): 3 clusters Score: Raw -221070.655358 + Penalty 2785.265568 = -218285.389790 nChanged 87 SP:Iteration 24Q (2828.549174 sec): 3 clusters Score: Raw -221229.069146 + Penalty 2785.265568 = -218443.803578 nChanged 51 SP:Iteration 25Q (2828.657945 sec): 3 clusters Score: Raw -221334.930676 + Penalty 2785.265568 = -218549.665107 nChanged 34 SP:Iteration 26Q (2828.767800 sec): 3 clusters Score: Raw -221365.249258 + Penalty 2785.265568 = -218579.983690 nChanged 19 SP:Iteration 27Q (2828.880514 sec): 3 clusters Score: Raw -221377.270727 + Penalty 2785.265568 = -218592.005159 nChanged 8 SP:Iteration 28Q (2828.990567 sec): 3 clusters Score: Raw -221381.741272 + Penalty 2785.265568 = -218596.475703 nChanged 3 SP:Iteration 29Q (2829.102124 sec): 3 clusters Score: Raw -221383.008822 + Penalty 2785.265568 = -218597.743253 nChanged 2 SP:Iteration 30Q (2829.233874 sec): 3 clusters Score: Raw -221383.489421 + Penalty 2785.265568 = -218598.223852 nChanged 0 SP:Iteration 31F (2829.348961 sec): 3 clusters Score: Raw -221383.489421 + Penalty 2785.265568 = -218598.223852 nChanged 0 Score: Raw -7149115.828724 + Penalty 72825.317685 = -7076290.511038 Splitting cluster 13 changes total score from -7076821.114713 to -7076290.511038 So it's not getting split. Trying to split cluster 14 (3025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2834.876811 sec): 2 clusters Score: Raw -212234.248494 + Penalty 1406.573948 = -210827.674546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2834.997889 sec): 3 clusters Score: Raw -210840.535326 + Penalty 2813.147896 = -208027.387430 nChanged 1137 SP:Iteration 1F (2835.117142 sec): 3 clusters Score: Raw -211755.997063 + Penalty 2813.147896 = -208942.849167 nChanged 299 SP:Iteration 2F (2835.202888 sec): 3 clusters Score: Raw -212046.877148 + Penalty 2813.147896 = -209233.729252 nChanged 221 SP:Iteration 3F (2835.311031 sec): 3 clusters Score: Raw -212277.575117 + Penalty 2813.147896 = -209464.427221 nChanged 151 SP:Iteration 4Q (2835.417195 sec): 3 clusters Score: Raw -212389.604241 + Penalty 2813.147896 = -209576.456345 nChanged 102 SP:Iteration 5Q (2835.535282 sec): 3 clusters Score: Raw -212458.882763 + Penalty 2813.147896 = -209645.734867 nChanged 68 SP:Iteration 6Q (2835.638172 sec): 3 clusters Score: Raw -212514.995144 + Penalty 2813.147896 = -209701.847248 nChanged 71 SP:Iteration 7Q (2835.757689 sec): 3 clusters Score: Raw -212566.800820 + Penalty 2813.147896 = -209753.652924 nChanged 62 SP:Iteration 8Q (2835.875377 sec): 3 clusters Score: Raw -212613.689684 + Penalty 2813.147896 = -209800.541788 nChanged 62 SP:Iteration 9Q (2835.992963 sec): 3 clusters Score: Raw -212652.911752 + Penalty 2813.147896 = -209839.763856 nChanged 50 SP:Iteration 10Q (2836.111514 sec): 3 clusters Score: Raw -212681.530777 + Penalty 2813.147896 = -209868.382881 nChanged 26 SP:Iteration 11Q (2836.235403 sec): 3 clusters Score: Raw -212697.338638 + Penalty 2813.147896 = -209884.190742 nChanged 27 SP:Iteration 12Q (2836.346718 sec): 3 clusters Score: Raw -212715.315260 + Penalty 2813.147896 = -209902.167364 nChanged 28 SP:Iteration 13Q (2836.447984 sec): 3 clusters Score: Raw -212729.194034 + Penalty 2813.147896 = -209916.046138 nChanged 19 SP:Iteration 14Q (2836.543920 sec): 3 clusters Score: Raw -212740.149152 + Penalty 2813.147896 = -209927.001256 nChanged 20 SP:Iteration 15Q (2836.661315 sec): 3 clusters Score: Raw -212752.069523 + Penalty 2813.147896 = -209938.921627 nChanged 22 SP:Iteration 16Q (2836.756022 sec): 3 clusters Score: Raw -212766.180892 + Penalty 2813.147896 = -209953.032996 nChanged 21 SP:Iteration 17Q (2836.880501 sec): 3 clusters Score: Raw -212776.608457 + Penalty 2813.147896 = -209963.460561 nChanged 20 SP:Iteration 18Q (2836.982244 sec): 3 clusters Score: Raw -212784.420069 + Penalty 2813.147896 = -209971.272173 nChanged 9 SP:Iteration 19Q (2837.073449 sec): 3 clusters Score: Raw -212790.630064 + Penalty 2813.147896 = -209977.482168 nChanged 15 SP:Iteration 20F (2837.186399 sec): 3 clusters Score: Raw -212801.231958 + Penalty 2813.147896 = -209988.084062 nChanged 12 SP:Iteration 21Q (2837.305007 sec): 3 clusters Score: Raw -212809.069449 + Penalty 2813.147896 = -209995.921553 nChanged 12 SP:Iteration 22Q (2837.423673 sec): 3 clusters Score: Raw -212815.757530 + Penalty 2813.147896 = -210002.609634 nChanged 13 SP:Iteration 23Q (2837.539661 sec): 3 clusters Score: Raw -212822.253034 + Penalty 2813.147896 = -210009.105138 nChanged 8 SP:Iteration 24Q (2837.662120 sec): 3 clusters Score: Raw -212828.719997 + Penalty 2813.147896 = -210015.572101 nChanged 15 SP:Iteration 25Q (2837.742856 sec): 3 clusters Score: Raw -212836.046699 + Penalty 2813.147896 = -210022.898803 nChanged 16 SP:Iteration 26Q (2837.843609 sec): 3 clusters Score: Raw -212843.946619 + Penalty 2813.147896 = -210030.798723 nChanged 12 SP:Iteration 27Q (2837.955925 sec): 3 clusters Score: Raw -212849.942175 + Penalty 2813.147896 = -210036.794279 nChanged 8 SP:Iteration 28Q (2838.056387 sec): 3 clusters Score: Raw -212855.727420 + Penalty 2813.147896 = -210042.579524 nChanged 15 SP:Iteration 29Q (2838.168309 sec): 3 clusters Score: Raw -212861.608574 + Penalty 2813.147896 = -210048.460678 nChanged 11 SP:Iteration 30Q (2838.270420 sec): 3 clusters Score: Raw -212867.666049 + Penalty 2813.147896 = -210054.518153 nChanged 8 SP:Iteration 31Q (2838.376748 sec): 3 clusters Score: Raw -212871.471475 + Penalty 2813.147896 = -210058.323579 nChanged 6 SP:Iteration 32Q (2838.478098 sec): 3 clusters Score: Raw -212873.877585 + Penalty 2813.147896 = -210060.729689 nChanged 5 SP:Iteration 33Q (2838.587157 sec): 3 clusters Score: Raw -212877.416154 + Penalty 2813.147896 = -210064.268258 nChanged 5 SP:Iteration 34Q (2838.659261 sec): 3 clusters Score: Raw -212879.943843 + Penalty 2813.147896 = -210066.795947 nChanged 5 SP:Iteration 35Q (2838.763229 sec): 3 clusters Score: Raw -212882.465345 + Penalty 2813.147896 = -210069.317449 nChanged 3 SP:Iteration 36Q (2838.859566 sec): 3 clusters Score: Raw -212883.206004 + Penalty 2813.147896 = -210070.058108 nChanged 3 SP:Iteration 37Q (2838.933313 sec): 3 clusters Score: Raw -212883.639979 + Penalty 2813.147896 = -210070.492083 nChanged 1 SP:Iteration 38Q (2839.062168 sec): 3 clusters Score: Raw -212883.867593 + Penalty 2813.147896 = -210070.719697 nChanged 1 SP:Iteration 39Q (2839.139294 sec): 3 clusters Score: Raw -212883.973659 + Penalty 2813.147896 = -210070.825763 nChanged 0 SP:Iteration 40F (2839.228933 sec): 3 clusters Score: Raw -212883.973659 + Penalty 2813.147896 = -210070.825763 nChanged 0 Trying to split cluster 15 (9071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2839.317778 sec): 2 clusters Score: Raw -710118.125299 + Penalty 1599.303032 = -708518.822267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2839.437514 sec): 3 clusters Score: Raw -705177.018857 + Penalty 3198.606065 = -701978.412793 nChanged 3848 SP:Iteration 1F (2839.575049 sec): 3 clusters Score: Raw -707727.377187 + Penalty 3198.606065 = -704528.771123 nChanged 807 SP:Iteration 2F (2839.684611 sec): 3 clusters Score: Raw -708354.073417 + Penalty 3198.606065 = -705155.467353 nChanged 677 SP:Iteration 3F (2839.807410 sec): 3 clusters Score: Raw -708835.861212 + Penalty 3198.606065 = -705637.255148 nChanged 574 SP:Iteration 4F (2839.947786 sec): 3 clusters Score: Raw -709213.414602 + Penalty 3198.606065 = -706014.808537 nChanged 449 SP:Iteration 5Q (2840.067919 sec): 3 clusters Score: Raw -709451.185027 + Penalty 3198.606065 = -706252.578963 nChanged 341 SP:Iteration 6Q (2840.169891 sec): 3 clusters Score: Raw -709635.167132 + Penalty 3198.606065 = -706436.561068 nChanged 281 SP:Iteration 7Q (2840.304406 sec): 3 clusters Score: Raw -709758.531150 + Penalty 3198.606065 = -706559.925085 nChanged 211 SP:Iteration 8Q (2840.431812 sec): 3 clusters Score: Raw -709841.151319 + Penalty 3198.606065 = -706642.545254 nChanged 158 SP:Iteration 9Q (2840.564518 sec): 3 clusters Score: Raw -709886.771919 + Penalty 3198.606065 = -706688.165855 nChanged 115 SP:Iteration 10Q (2840.696583 sec): 3 clusters Score: Raw -709912.478224 + Penalty 3198.606065 = -706713.872160 nChanged 70 SP:Iteration 11Q (2840.802707 sec): 3 clusters Score: Raw -709926.056009 + Penalty 3198.606065 = -706727.449944 nChanged 55 SP:Iteration 12Q (2840.955096 sec): 3 clusters Score: Raw -709936.064913 + Penalty 3198.606065 = -706737.458848 nChanged 50 SP:Iteration 13Q (2841.084793 sec): 3 clusters Score: Raw -709944.731330 + Penalty 3198.606065 = -706746.125266 nChanged 44 SP:Iteration 14Q (2841.205569 sec): 3 clusters Score: Raw -709951.706870 + Penalty 3198.606065 = -706753.100805 nChanged 33 SP:Iteration 15Q (2841.310697 sec): 3 clusters Score: Raw -709956.816651 + Penalty 3198.606065 = -706758.210587 nChanged 29 SP:Iteration 16Q (2841.437873 sec): 3 clusters Score: Raw -709961.589053 + Penalty 3198.606065 = -706762.982989 nChanged 28 SP:Iteration 17Q (2841.536629 sec): 3 clusters Score: Raw -709965.510408 + Penalty 3198.606065 = -706766.904344 nChanged 25 SP:Iteration 18Q (2841.664418 sec): 3 clusters Score: Raw -709969.836504 + Penalty 3198.606065 = -706771.230439 nChanged 26 SP:Iteration 19Q (2841.765085 sec): 3 clusters Score: Raw -709973.689353 + Penalty 3198.606065 = -706775.083288 nChanged 26 SP:Iteration 20F (2841.896452 sec): 3 clusters Score: Raw -709977.747541 + Penalty 3198.606065 = -706779.141477 nChanged 23 SP:Iteration 21Q (2842.006809 sec): 3 clusters Score: Raw -709980.902536 + Penalty 3198.606065 = -706782.296471 nChanged 19 SP:Iteration 22Q (2842.143895 sec): 3 clusters Score: Raw -709983.866320 + Penalty 3198.606065 = -706785.260255 nChanged 17 SP:Iteration 23Q (2842.243215 sec): 3 clusters Score: Raw -709986.300962 + Penalty 3198.606065 = -706787.694897 nChanged 21 SP:Iteration 24Q (2842.378979 sec): 3 clusters Score: Raw -709989.424433 + Penalty 3198.606065 = -706790.818368 nChanged 14 SP:Iteration 25Q (2842.501781 sec): 3 clusters Score: Raw -709991.062895 + Penalty 3198.606065 = -706792.456830 nChanged 14 SP:Iteration 26Q (2842.617992 sec): 3 clusters Score: Raw -709992.469444 + Penalty 3198.606065 = -706793.863379 nChanged 14 SP:Iteration 27Q (2842.750834 sec): 3 clusters Score: Raw -709994.147863 + Penalty 3198.606065 = -706795.541799 nChanged 8 SP:Iteration 28Q (2842.869064 sec): 3 clusters Score: Raw -709995.084279 + Penalty 3198.606065 = -706796.478214 nChanged 10 SP:Iteration 29Q (2843.006871 sec): 3 clusters Score: Raw -709996.428676 + Penalty 3198.606065 = -706797.822611 nChanged 10 SP:Iteration 30Q (2843.106771 sec): 3 clusters Score: Raw -709997.439530 + Penalty 3198.606065 = -706798.833465 nChanged 4 SP:Iteration 31Q (2843.217087 sec): 3 clusters Score: Raw -709997.929440 + Penalty 3198.606065 = -706799.323376 nChanged 4 SP:Iteration 32Q (2843.349072 sec): 3 clusters Score: Raw -709998.442951 + Penalty 3198.606065 = -706799.836887 nChanged 8 SP:Iteration 33Q (2843.450176 sec): 3 clusters Score: Raw -709999.410576 + Penalty 3198.606065 = -706800.804512 nChanged 17 SP:Iteration 34Q (2843.572675 sec): 3 clusters Score: Raw -710001.878468 + Penalty 3198.606065 = -706803.272403 nChanged 10 SP:Iteration 35Q (2843.695318 sec): 3 clusters Score: Raw -710003.089434 + Penalty 3198.606065 = -706804.483370 nChanged 10 SP:Iteration 36Q (2843.804730 sec): 3 clusters Score: Raw -710004.131040 + Penalty 3198.606065 = -706805.524976 nChanged 7 SP:Iteration 37Q (2843.927719 sec): 3 clusters Score: Raw -710005.422720 + Penalty 3198.606065 = -706806.816655 nChanged 15 SP:Iteration 38Q (2844.059835 sec): 3 clusters Score: Raw -710007.628258 + Penalty 3198.606065 = -706809.022193 nChanged 22 SP:Iteration 39Q (2844.212137 sec): 3 clusters Score: Raw -710011.156790 + Penalty 3198.606065 = -706812.550725 nChanged 21 SP:Iteration 40F (2844.312130 sec): 3 clusters Score: Raw -710014.542580 + Penalty 3198.606065 = -706815.936515 nChanged 28 SP:Iteration 41Q (2844.390714 sec): 3 clusters Score: Raw -710018.872171 + Penalty 3198.606065 = -706820.266106 nChanged 21 SP:Iteration 42Q (2844.467249 sec): 3 clusters Score: Raw -710022.176274 + Penalty 3198.606065 = -706823.570209 nChanged 20 SP:Iteration 43Q (2844.585494 sec): 3 clusters Score: Raw -710025.544645 + Penalty 3198.606065 = -706826.938580 nChanged 24 SP:Iteration 44Q (2844.716171 sec): 3 clusters Score: Raw -710029.796668 + Penalty 3198.606065 = -706831.190603 nChanged 27 SP:Iteration 45Q (2844.845141 sec): 3 clusters Score: Raw -710034.472381 + Penalty 3198.606065 = -706835.866316 nChanged 28 SP:Iteration 46Q (2844.962987 sec): 3 clusters Score: Raw -710039.129452 + Penalty 3198.606065 = -706840.523388 nChanged 33 SP:Iteration 47Q (2845.067352 sec): 3 clusters Score: Raw -710045.373886 + Penalty 3198.606065 = -706846.767822 nChanged 34 SP:Iteration 48Q (2845.196684 sec): 3 clusters Score: Raw -710051.422527 + Penalty 3198.606065 = -706852.816463 nChanged 34 SP:Iteration 49Q (2845.326173 sec): 3 clusters Score: Raw -710058.049150 + Penalty 3198.606065 = -706859.443086 nChanged 34 SP:Iteration 50Q (2845.431417 sec): 3 clusters Score: Raw -710064.842159 + Penalty 3198.606065 = -706866.236094 nChanged 27 SP:Iteration 51Q (2845.574648 sec): 3 clusters Score: Raw -710071.743843 + Penalty 3198.606065 = -706873.137779 nChanged 28 SP:Iteration 52Q (2845.665259 sec): 3 clusters Score: Raw -710079.017564 + Penalty 3198.606065 = -706880.411500 nChanged 35 SP:Iteration 53Q (2845.801291 sec): 3 clusters Score: Raw -710087.329652 + Penalty 3198.606065 = -706888.723587 nChanged 31 SP:Iteration 54Q (2845.909837 sec): 3 clusters Score: Raw -710092.316909 + Penalty 3198.606065 = -706893.710844 nChanged 21 SP:Iteration 55Q (2846.045915 sec): 3 clusters Score: Raw -710095.805824 + Penalty 3198.606065 = -706897.199760 nChanged 23 SP:Iteration 56Q (2846.151569 sec): 3 clusters Score: Raw -710100.589860 + Penalty 3198.606065 = -706901.983795 nChanged 30 SP:Iteration 57Q (2846.282279 sec): 3 clusters Score: Raw -710106.552820 + Penalty 3198.606065 = -706907.946756 nChanged 28 SP:Iteration 58Q (2846.418082 sec): 3 clusters Score: Raw -710111.291143 + Penalty 3198.606065 = -706912.685078 nChanged 16 SP:Iteration 59Q (2846.517480 sec): 3 clusters Score: Raw -710113.282671 + Penalty 3198.606065 = -706914.676607 nChanged 13 SP:Iteration 60F (2846.653160 sec): 3 clusters Score: Raw -710114.772941 + Penalty 3198.606065 = -706916.166877 nChanged 10 SP:Iteration 61Q (2846.764534 sec): 3 clusters Score: Raw -710116.116633 + Penalty 3198.606065 = -706917.510568 nChanged 13 SP:Iteration 62Q (2846.878452 sec): 3 clusters Score: Raw -710118.463261 + Penalty 3198.606065 = -706919.857196 nChanged 18 SP:Iteration 63Q (2847.020530 sec): 3 clusters Score: Raw -710121.982833 + Penalty 3198.606065 = -706923.376769 nChanged 19 SP:Iteration 64Q (2847.121160 sec): 3 clusters Score: Raw -710125.537421 + Penalty 3198.606065 = -706926.931356 nChanged 19 SP:Iteration 65Q (2847.224343 sec): 3 clusters Score: Raw -710128.819888 + Penalty 3198.606065 = -706930.213823 nChanged 17 SP:Iteration 66Q (2847.389030 sec): 3 clusters Score: Raw -710132.063982 + Penalty 3198.606065 = -706933.457917 nChanged 18 SP:Iteration 67Q (2847.493487 sec): 3 clusters Score: Raw -710135.240065 + Penalty 3198.606065 = -706936.634000 nChanged 18 SP:Iteration 68Q (2847.623852 sec): 3 clusters Score: Raw -710138.410303 + Penalty 3198.606065 = -706939.804238 nChanged 20 SP:Iteration 69Q (2847.715925 sec): 3 clusters Score: Raw -710142.777015 + Penalty 3198.606065 = -706944.170951 nChanged 25 SP:Iteration 70Q (2847.836159 sec): 3 clusters Score: Raw -710147.930115 + Penalty 3198.606065 = -706949.324050 nChanged 31 SP:Iteration 71Q (2847.947531 sec): 3 clusters Score: Raw -710154.074117 + Penalty 3198.606065 = -706955.468052 nChanged 26 SP:Iteration 72Q (2848.059881 sec): 3 clusters Score: Raw -710159.256559 + Penalty 3198.606065 = -706960.650495 nChanged 22 SP:Iteration 73Q (2848.175249 sec): 3 clusters Score: Raw -710163.050193 + Penalty 3198.606065 = -706964.444129 nChanged 21 SP:Iteration 74Q (2848.290456 sec): 3 clusters Score: Raw -710167.197816 + Penalty 3198.606065 = -706968.591752 nChanged 27 SP:Iteration 75Q (2848.422767 sec): 3 clusters Score: Raw -710172.713661 + Penalty 3198.606065 = -706974.107597 nChanged 22 SP:Iteration 76Q (2848.579091 sec): 3 clusters Score: Raw -710176.546646 + Penalty 3198.606065 = -706977.940581 nChanged 20 SP:Iteration 77Q (2848.708702 sec): 3 clusters Score: Raw -710180.294705 + Penalty 3198.606065 = -706981.688641 nChanged 24 SP:Iteration 78Q (2848.841821 sec): 3 clusters Score: Raw -710185.073002 + Penalty 3198.606065 = -706986.466937 nChanged 22 SP:Iteration 79Q (2848.964518 sec): 3 clusters Score: Raw -710188.765841 + Penalty 3198.606065 = -706990.159776 nChanged 21 SP:Iteration 80F (2849.068643 sec): 3 clusters Score: Raw -710191.612356 + Penalty 3198.606065 = -706993.006291 nChanged 13 SP:Iteration 81Q (2849.197927 sec): 3 clusters Score: Raw -710193.073001 + Penalty 3198.606065 = -706994.466937 nChanged 14 SP:Iteration 82Q (2849.310675 sec): 3 clusters Score: Raw -710195.251454 + Penalty 3198.606065 = -706996.645390 nChanged 17 SP:Iteration 83Q (2849.434602 sec): 3 clusters Score: Raw -710198.014529 + Penalty 3198.606065 = -706999.408464 nChanged 20 SP:Iteration 84Q (2849.545314 sec): 3 clusters Score: Raw -710201.195026 + Penalty 3198.606065 = -707002.588962 nChanged 17 SP:Iteration 85Q (2849.671094 sec): 3 clusters Score: Raw -710203.423534 + Penalty 3198.606065 = -707004.817470 nChanged 10 SP:Iteration 86Q (2849.782008 sec): 3 clusters Score: Raw -710204.772969 + Penalty 3198.606065 = -707006.166904 nChanged 12 SP:Iteration 87Q (2849.898558 sec): 3 clusters Score: Raw -710206.553408 + Penalty 3198.606065 = -707007.947343 nChanged 17 SP:Iteration 88Q (2850.026990 sec): 3 clusters Score: Raw -710209.365339 + Penalty 3198.606065 = -707010.759274 nChanged 19 SP:Iteration 89Q (2850.125865 sec): 3 clusters Score: Raw -710212.398738 + Penalty 3198.606065 = -707013.792674 nChanged 18 SP:Iteration 90Q (2850.257353 sec): 3 clusters Score: Raw -710215.150422 + Penalty 3198.606065 = -707016.544358 nChanged 20 SP:Iteration 91Q (2850.350711 sec): 3 clusters Score: Raw -710218.496650 + Penalty 3198.606065 = -707019.890586 nChanged 14 SP:Iteration 92Q (2850.463729 sec): 3 clusters Score: Raw -710221.026299 + Penalty 3198.606065 = -707022.420234 nChanged 13 SP:Iteration 93Q (2850.585644 sec): 3 clusters Score: Raw -710222.951509 + Penalty 3198.606065 = -707024.345444 nChanged 11 SP:Iteration 94Q (2850.730797 sec): 3 clusters Score: Raw -710224.916505 + Penalty 3198.606065 = -707026.310441 nChanged 10 SP:Iteration 95Q (2850.862862 sec): 3 clusters Score: Raw -710226.885774 + Penalty 3198.606065 = -707028.279710 nChanged 16 SP:Iteration 96Q (2850.971437 sec): 3 clusters Score: Raw -710229.975516 + Penalty 3198.606065 = -707031.369451 nChanged 12 SP:Iteration 97Q (2851.107921 sec): 3 clusters Score: Raw -710232.064221 + Penalty 3198.606065 = -707033.458156 nChanged 15 SP:Iteration 98Q (2851.218803 sec): 3 clusters Score: Raw -710234.667595 + Penalty 3198.606065 = -707036.061531 nChanged 16 SP:Iteration 99Q (2851.276063 sec): 3 clusters Score: Raw -710238.400529 + Penalty 3198.606065 = -707039.794464 nChanged 22 SP:Iteration 100F (2851.402966 sec): 3 clusters Score: Raw -710242.159370 + Penalty 3198.606065 = -707043.553306 nChanged 16 SP:Iteration 101Q (2851.533103 sec): 3 clusters Score: Raw -710246.002778 + Penalty 3198.606065 = -707047.396714 nChanged 17 SP:Iteration 102Q (2851.667390 sec): 3 clusters Score: Raw -710249.744824 + Penalty 3198.606065 = -707051.138759 nChanged 13 SP:Iteration 103Q (2851.778805 sec): 3 clusters Score: Raw -710252.231516 + Penalty 3198.606065 = -707053.625452 nChanged 13 SP:Iteration 104Q (2851.907178 sec): 3 clusters Score: Raw -710254.660345 + Penalty 3198.606065 = -707056.054281 nChanged 10 SP:Iteration 105Q (2852.031761 sec): 3 clusters Score: Raw -710257.063940 + Penalty 3198.606065 = -707058.457875 nChanged 12 SP:Iteration 106Q (2852.137021 sec): 3 clusters Score: Raw -710259.312930 + Penalty 3198.606065 = -707060.706865 nChanged 11 SP:Iteration 107Q (2852.293280 sec): 3 clusters Score: Raw -710261.775438 + Penalty 3198.606065 = -707063.169373 nChanged 15 SP:Iteration 108Q (2852.430235 sec): 3 clusters Score: Raw -710265.041977 + Penalty 3198.606065 = -707066.435913 nChanged 15 SP:Iteration 109Q (2852.555774 sec): 3 clusters Score: Raw -710268.029511 + Penalty 3198.606065 = -707069.423446 nChanged 15 SP:Iteration 110Q (2852.679846 sec): 3 clusters Score: Raw -710271.225238 + Penalty 3198.606065 = -707072.619173 nChanged 14 SP:Iteration 111Q (2852.789403 sec): 3 clusters Score: Raw -710273.519130 + Penalty 3198.606065 = -707074.913066 nChanged 6 SP:Iteration 112Q (2852.937221 sec): 3 clusters Score: Raw -710274.622290 + Penalty 3198.606065 = -707076.016225 nChanged 8 SP:Iteration 113Q (2853.018090 sec): 3 clusters Score: Raw -710276.178479 + Penalty 3198.606065 = -707077.572415 nChanged 10 SP:Iteration 114Q (2853.135362 sec): 3 clusters Score: Raw -710278.643098 + Penalty 3198.606065 = -707080.037034 nChanged 9 SP:Iteration 115Q (2853.259236 sec): 3 clusters Score: Raw -710280.553344 + Penalty 3198.606065 = -707081.947280 nChanged 6 SP:Iteration 116Q (2853.410899 sec): 3 clusters Score: Raw -710281.392747 + Penalty 3198.606065 = -707082.786683 nChanged 3 SP:Iteration 117Q (2853.532027 sec): 3 clusters Score: Raw -710281.770876 + Penalty 3198.606065 = -707083.164812 nChanged 2 SP:Iteration 118Q (2853.652385 sec): 3 clusters Score: Raw -710282.078167 + Penalty 3198.606065 = -707083.472103 nChanged 5 SP:Iteration 119Q (2853.766861 sec): 3 clusters Score: Raw -710282.962116 + Penalty 3198.606065 = -707084.356051 nChanged 5 SP:Iteration 120F (2853.885411 sec): 3 clusters Score: Raw -710283.930407 + Penalty 3198.606065 = -707085.324343 nChanged 8 SP:Iteration 121Q (2853.997272 sec): 3 clusters Score: Raw -710286.036765 + Penalty 3198.606065 = -707087.430700 nChanged 10 SP:Iteration 122Q (2854.128943 sec): 3 clusters Score: Raw -710288.139489 + Penalty 3198.606065 = -707089.533424 nChanged 14 SP:Iteration 123Q (2854.238999 sec): 3 clusters Score: Raw -710290.877332 + Penalty 3198.606065 = -707092.271267 nChanged 9 SP:Iteration 124Q (2854.367043 sec): 3 clusters Score: Raw -710293.532928 + Penalty 3198.606065 = -707094.926863 nChanged 13 SP:Iteration 125Q (2854.458813 sec): 3 clusters Score: Raw -710296.421425 + Penalty 3198.606065 = -707097.815361 nChanged 14 SP:Iteration 126Q (2854.601425 sec): 3 clusters Score: Raw -710299.730811 + Penalty 3198.606065 = -707101.124747 nChanged 19 SP:Iteration 127Q (2854.701497 sec): 3 clusters Score: Raw -710304.395093 + Penalty 3198.606065 = -707105.789029 nChanged 24 SP:Iteration 128Q (2854.829946 sec): 3 clusters Score: Raw -710310.000667 + Penalty 3198.606065 = -707111.394603 nChanged 26 SP:Iteration 129Q (2854.928389 sec): 3 clusters Score: Raw -710315.904828 + Penalty 3198.606065 = -707117.298764 nChanged 24 SP:Iteration 130Q (2855.040363 sec): 3 clusters Score: Raw -710321.368917 + Penalty 3198.606065 = -707122.762853 nChanged 16 SP:Iteration 131Q (2855.165207 sec): 3 clusters Score: Raw -710324.705666 + Penalty 3198.606065 = -707126.099601 nChanged 18 SP:Iteration 132Q (2855.271272 sec): 3 clusters Score: Raw -710330.474078 + Penalty 3198.606065 = -707131.868013 nChanged 22 SP:Iteration 133Q (2855.404215 sec): 3 clusters Score: Raw -710337.580696 + Penalty 3198.606065 = -707138.974632 nChanged 25 SP:Iteration 134Q (2855.520300 sec): 3 clusters Score: Raw -710343.935118 + Penalty 3198.606065 = -707145.329053 nChanged 28 SP:Iteration 135Q (2855.635148 sec): 3 clusters Score: Raw -710351.061144 + Penalty 3198.606065 = -707152.455079 nChanged 22 SP:Iteration 136Q (2855.755171 sec): 3 clusters Score: Raw -710356.918412 + Penalty 3198.606065 = -707158.312347 nChanged 17 SP:Iteration 137Q (2855.852903 sec): 3 clusters Score: Raw -710360.334675 + Penalty 3198.606065 = -707161.728611 nChanged 14 SP:Iteration 138Q (2855.985975 sec): 3 clusters Score: Raw -710363.731510 + Penalty 3198.606065 = -707165.125445 nChanged 16 SP:Iteration 139Q (2856.121583 sec): 3 clusters Score: Raw -710366.951151 + Penalty 3198.606065 = -707168.345086 nChanged 10 SP:Iteration 140F (2856.269841 sec): 3 clusters Score: Raw -710369.167248 + Penalty 3198.606065 = -707170.561184 nChanged 7 SP:Iteration 141Q (2856.375576 sec): 3 clusters Score: Raw -710370.724140 + Penalty 3198.606065 = -707172.118076 nChanged 8 SP:Iteration 142Q (2856.514880 sec): 3 clusters Score: Raw -710372.558676 + Penalty 3198.606065 = -707173.952611 nChanged 6 SP:Iteration 143Q (2856.618603 sec): 3 clusters Score: Raw -710373.796872 + Penalty 3198.606065 = -707175.190807 nChanged 11 SP:Iteration 144Q (2856.736284 sec): 3 clusters Score: Raw -710375.895947 + Penalty 3198.606065 = -707177.289882 nChanged 13 SP:Iteration 145Q (2856.884947 sec): 3 clusters Score: Raw -710378.361312 + Penalty 3198.606065 = -707179.755248 nChanged 8 SP:Iteration 146Q (2857.004730 sec): 3 clusters Score: Raw -710379.979721 + Penalty 3198.606065 = -707181.373656 nChanged 4 SP:Iteration 147Q (2857.105502 sec): 3 clusters Score: Raw -710380.915321 + Penalty 3198.606065 = -707182.309256 nChanged 5 SP:Iteration 148Q (2857.211504 sec): 3 clusters Score: Raw -710381.811584 + Penalty 3198.606065 = -707183.205519 nChanged 7 SP:Iteration 149Q (2857.319179 sec): 3 clusters Score: Raw -710383.251908 + Penalty 3198.606065 = -707184.645844 nChanged 11 SP:Iteration 150Q (2857.437795 sec): 3 clusters Score: Raw -710385.132828 + Penalty 3198.606065 = -707186.526764 nChanged 6 SP:Iteration 151Q (2857.530439 sec): 3 clusters Score: Raw -710386.933530 + Penalty 3198.606065 = -707188.327466 nChanged 6 SP:Iteration 152Q (2857.671469 sec): 3 clusters Score: Raw -710389.192547 + Penalty 3198.606065 = -707190.586483 nChanged 14 SP:Iteration 153Q (2857.803422 sec): 3 clusters Score: Raw -710392.440581 + Penalty 3198.606065 = -707193.834516 nChanged 11 SP:Iteration 154Q (2857.927552 sec): 3 clusters Score: Raw -710395.252731 + Penalty 3198.606065 = -707196.646667 nChanged 18 SP:Iteration 155Q (2858.065045 sec): 3 clusters Score: Raw -710399.467583 + Penalty 3198.606065 = -707200.861519 nChanged 23 SP:Iteration 156Q (2858.199069 sec): 3 clusters Score: Raw -710404.426317 + Penalty 3198.606065 = -707205.820253 nChanged 15 SP:Iteration 157Q (2858.331816 sec): 3 clusters Score: Raw -710408.557679 + Penalty 3198.606065 = -707209.951615 nChanged 18 SP:Iteration 158Q (2858.440637 sec): 3 clusters Score: Raw -710413.994646 + Penalty 3198.606065 = -707215.388582 nChanged 22 SP:Iteration 159Q (2858.561621 sec): 3 clusters Score: Raw -710422.504908 + Penalty 3198.606065 = -707223.898843 nChanged 27 SP:Iteration 160F (2858.679651 sec): 3 clusters Score: Raw -710432.248166 + Penalty 3198.606065 = -707233.642101 nChanged 30 SP:Iteration 161Q (2858.810393 sec): 3 clusters Score: Raw -710441.886410 + Penalty 3198.606065 = -707243.280345 nChanged 29 SP:Iteration 162Q (2858.928727 sec): 3 clusters Score: Raw -710451.238407 + Penalty 3198.606065 = -707252.632342 nChanged 19 SP:Iteration 163Q (2859.034796 sec): 3 clusters Score: Raw -710457.348907 + Penalty 3198.606065 = -707258.742842 nChanged 16 SP:Iteration 164Q (2859.187727 sec): 3 clusters Score: Raw -710461.225018 + Penalty 3198.606065 = -707262.618953 nChanged 19 SP:Iteration 165Q (2859.285064 sec): 3 clusters Score: Raw -710465.795672 + Penalty 3198.606065 = -707267.189608 nChanged 13 SP:Iteration 166Q (2859.409242 sec): 3 clusters Score: Raw -710469.494170 + Penalty 3198.606065 = -707270.888105 nChanged 16 SP:Iteration 167Q (2859.547422 sec): 3 clusters Score: Raw -710474.925138 + Penalty 3198.606065 = -707276.319074 nChanged 23 SP:Iteration 168Q (2859.642899 sec): 3 clusters Score: Raw -710482.854465 + Penalty 3198.606065 = -707284.248400 nChanged 30 SP:Iteration 169Q (2859.761367 sec): 3 clusters Score: Raw -710491.990708 + Penalty 3198.606065 = -707293.384644 nChanged 27 SP:Iteration 170Q (2859.902894 sec): 3 clusters Score: Raw -710500.039080 + Penalty 3198.606065 = -707301.433016 nChanged 24 SP:Iteration 171Q (2860.028938 sec): 3 clusters Score: Raw -710506.002191 + Penalty 3198.606065 = -707307.396127 nChanged 19 SP:Iteration 172Q (2860.122874 sec): 3 clusters Score: Raw -710510.271696 + Penalty 3198.606065 = -707311.665632 nChanged 20 SP:Iteration 173Q (2860.250461 sec): 3 clusters Score: Raw -710517.650555 + Penalty 3198.606065 = -707319.044490 nChanged 24 SP:Iteration 174Q (2860.385351 sec): 3 clusters Score: Raw -710523.310414 + Penalty 3198.606065 = -707324.704350 nChanged 16 SP:Iteration 175Q (2860.506965 sec): 3 clusters Score: Raw -710526.711814 + Penalty 3198.606065 = -707328.105750 nChanged 14 SP:Iteration 176Q (2860.642012 sec): 3 clusters Score: Raw -710530.573317 + Penalty 3198.606065 = -707331.967252 nChanged 10 SP:Iteration 177Q (2860.761444 sec): 3 clusters Score: Raw -710533.415180 + Penalty 3198.606065 = -707334.809115 nChanged 14 SP:Iteration 178Q (2860.854976 sec): 3 clusters Score: Raw -710536.407493 + Penalty 3198.606065 = -707337.801429 nChanged 13 SP:Iteration 179Q (2860.999815 sec): 3 clusters Score: Raw -710538.779902 + Penalty 3198.606065 = -707340.173838 nChanged 10 SP:Iteration 180F (2861.086251 sec): 3 clusters Score: Raw -710540.627653 + Penalty 3198.606065 = -707342.021588 nChanged 9 SP:Iteration 181Q (2861.213659 sec): 3 clusters Score: Raw -710543.412504 + Penalty 3198.606065 = -707344.806440 nChanged 12 SP:Iteration 182Q (2861.338123 sec): 3 clusters Score: Raw -710546.224538 + Penalty 3198.606065 = -707347.618474 nChanged 10 SP:Iteration 183Q (2861.448371 sec): 3 clusters Score: Raw -710548.792741 + Penalty 3198.606065 = -707350.186677 nChanged 9 SP:Iteration 184Q (2861.557829 sec): 3 clusters Score: Raw -710551.142736 + Penalty 3198.606065 = -707352.536671 nChanged 13 SP:Iteration 185Q (2861.695634 sec): 3 clusters Score: Raw -710554.613338 + Penalty 3198.606065 = -707356.007274 nChanged 12 SP:Iteration 186Q (2861.789830 sec): 3 clusters Score: Raw -710557.020036 + Penalty 3198.606065 = -707358.413972 nChanged 7 SP:Iteration 187Q (2861.897949 sec): 3 clusters Score: Raw -710558.384836 + Penalty 3198.606065 = -707359.778772 nChanged 7 SP:Iteration 188Q (2862.009398 sec): 3 clusters Score: Raw -710559.334879 + Penalty 3198.606065 = -707360.728814 nChanged 6 SP:Iteration 189Q (2862.128384 sec): 3 clusters Score: Raw -710561.086250 + Penalty 3198.606065 = -707362.480185 nChanged 12 SP:Iteration 190Q (2862.238919 sec): 3 clusters Score: Raw -710564.484014 + Penalty 3198.606065 = -707365.877949 nChanged 14 SP:Iteration 191Q (2862.359747 sec): 3 clusters Score: Raw -710569.011625 + Penalty 3198.606065 = -707370.405560 nChanged 18 SP:Iteration 192Q (2862.473871 sec): 3 clusters Score: Raw -710573.985492 + Penalty 3198.606065 = -707375.379428 nChanged 16 SP:Iteration 193Q (2862.591241 sec): 3 clusters Score: Raw -710578.218754 + Penalty 3198.606065 = -707379.612689 nChanged 23 SP:Iteration 194Q (2862.725628 sec): 3 clusters Score: Raw -710584.928540 + Penalty 3198.606065 = -707386.322476 nChanged 31 SP:Iteration 195Q (2862.836425 sec): 3 clusters Score: Raw -710594.582083 + Penalty 3198.606065 = -707395.976018 nChanged 32 SP:Iteration 196Q (2862.956890 sec): 3 clusters Score: Raw -710606.529453 + Penalty 3198.606065 = -707407.923388 nChanged 36 SP:Iteration 197Q (2863.074693 sec): 3 clusters Score: Raw -710617.342935 + Penalty 3198.606065 = -707418.736870 nChanged 34 SP:Iteration 198Q (2863.188879 sec): 3 clusters Score: Raw -710627.563067 + Penalty 3198.606065 = -707428.957003 nChanged 37 SP:Iteration 199Q (2863.285610 sec): 3 clusters Score: Raw -710639.220711 + Penalty 3198.606065 = -707440.614646 nChanged 39 SP:Iteration 200F (2863.395068 sec): 3 clusters Score: Raw -710650.907767 + Penalty 3198.606065 = -707452.301703 nChanged 45 SP:Iteration 201Q (2863.542853 sec): 3 clusters Score: Raw -710667.641232 + Penalty 3198.606065 = -707469.035167 nChanged 51 SP:Iteration 202Q (2863.674228 sec): 3 clusters Score: Raw -710686.606412 + Penalty 3198.606065 = -707488.000348 nChanged 48 SP:Iteration 203Q (2863.781631 sec): 3 clusters Score: Raw -710701.781479 + Penalty 3198.606065 = -707503.175415 nChanged 55 SP:Iteration 204Q (2863.916788 sec): 3 clusters Score: Raw -710720.489184 + Penalty 3198.606065 = -707521.883120 nChanged 57 SP:Iteration 205Q (2864.016158 sec): 3 clusters Score: Raw -710740.306720 + Penalty 3198.606065 = -707541.700655 nChanged 53 SP:Iteration 206Q (2864.153715 sec): 3 clusters Score: Raw -710758.142737 + Penalty 3198.606065 = -707559.536672 nChanged 59 SP:Iteration 207Q (2864.264155 sec): 3 clusters Score: Raw -710779.296597 + Penalty 3198.606065 = -707580.690533 nChanged 72 SP:Iteration 208Q (2864.389420 sec): 3 clusters Score: Raw -710804.095081 + Penalty 3198.606065 = -707605.489017 nChanged 46 SP:Iteration 209Q (2864.480021 sec): 3 clusters Score: Raw -710819.399139 + Penalty 3198.606065 = -707620.793074 nChanged 47 SP:Iteration 210Q (2864.618540 sec): 3 clusters Score: Raw -710831.239397 + Penalty 3198.606065 = -707632.633333 nChanged 39 SP:Iteration 211Q (2864.754256 sec): 3 clusters Score: Raw -710842.435847 + Penalty 3198.606065 = -707643.829783 nChanged 42 SP:Iteration 212Q (2864.858289 sec): 3 clusters Score: Raw -710855.923060 + Penalty 3198.606065 = -707657.316995 nChanged 40 SP:Iteration 213Q (2864.990947 sec): 3 clusters Score: Raw -710868.023972 + Penalty 3198.606065 = -707669.417908 nChanged 37 SP:Iteration 214Q (2865.125418 sec): 3 clusters Score: Raw -710878.217792 + Penalty 3198.606065 = -707679.611727 nChanged 35 SP:Iteration 215Q (2865.236876 sec): 3 clusters Score: Raw -710888.120542 + Penalty 3198.606065 = -707689.514478 nChanged 27 SP:Iteration 216Q (2865.359823 sec): 3 clusters Score: Raw -710895.159250 + Penalty 3198.606065 = -707696.553185 nChanged 21 SP:Iteration 217Q (2865.471204 sec): 3 clusters Score: Raw -710901.140652 + Penalty 3198.606065 = -707702.534588 nChanged 19 SP:Iteration 218Q (2865.533427 sec): 3 clusters Score: Raw -710907.051690 + Penalty 3198.606065 = -707708.445626 nChanged 24 SP:Iteration 219Q (2865.640171 sec): 3 clusters Score: Raw -710914.408951 + Penalty 3198.606065 = -707715.802886 nChanged 21 SP:Iteration 220F (2865.766983 sec): 3 clusters Score: Raw -710924.956554 + Penalty 3198.606065 = -707726.350490 nChanged 32 SP:Iteration 221Q (2865.887690 sec): 3 clusters Score: Raw -710945.951117 + Penalty 3198.606065 = -707747.345052 nChanged 44 SP:Iteration 222Q (2866.006643 sec): 3 clusters Score: Raw -710964.178775 + Penalty 3198.606065 = -707765.572710 nChanged 34 SP:Iteration 223Q (2866.109888 sec): 3 clusters Score: Raw -710979.165902 + Penalty 3198.606065 = -707780.559838 nChanged 35 SP:Iteration 224Q (2866.220059 sec): 3 clusters Score: Raw -710999.217127 + Penalty 3198.606065 = -707800.611063 nChanged 40 SP:Iteration 225Q (2866.341039 sec): 3 clusters Score: Raw -711020.097955 + Penalty 3198.606065 = -707821.491891 nChanged 44 SP:Iteration 226Q (2866.468570 sec): 3 clusters Score: Raw -711059.475486 + Penalty 3198.606065 = -707860.869421 nChanged 54 SP:Iteration 227Q (2866.585361 sec): 3 clusters Score: Raw -711091.700557 + Penalty 3198.606065 = -707893.094493 nChanged 47 SP:Iteration 228Q (2866.709871 sec): 3 clusters Score: Raw -711120.226617 + Penalty 3198.606065 = -707921.620552 nChanged 52 SP:Iteration 229Q (2866.816685 sec): 3 clusters Score: Raw -711151.310517 + Penalty 3198.606065 = -707952.704453 nChanged 38 SP:Iteration 230Q (2866.931513 sec): 3 clusters Score: Raw -711168.076648 + Penalty 3198.606065 = -707969.470583 nChanged 31 SP:Iteration 231Q (2867.051474 sec): 3 clusters Score: Raw -711178.462127 + Penalty 3198.606065 = -707979.856063 nChanged 22 SP:Iteration 232Q (2867.179135 sec): 3 clusters Score: Raw -711187.543630 + Penalty 3198.606065 = -707988.937565 nChanged 20 SP:Iteration 233Q (2867.314000 sec): 3 clusters Score: Raw -711195.191007 + Penalty 3198.606065 = -707996.584942 nChanged 15 SP:Iteration 234Q (2867.452133 sec): 3 clusters Score: Raw -711199.453669 + Penalty 3198.606065 = -708000.847604 nChanged 10 SP:Iteration 235Q (2867.558230 sec): 3 clusters Score: Raw -711201.862057 + Penalty 3198.606065 = -708003.255993 nChanged 4 SP:Iteration 236Q (2867.682361 sec): 3 clusters Score: Raw -711202.644044 + Penalty 3198.606065 = -708004.037979 nChanged 5 SP:Iteration 237Q (2867.796331 sec): 3 clusters Score: Raw -711203.603087 + Penalty 3198.606065 = -708004.997022 nChanged 3 SP:Iteration 238Q (2867.906235 sec): 3 clusters Score: Raw -711204.360892 + Penalty 3198.606065 = -708005.754828 nChanged 0 SP:Iteration 239F (2868.027412 sec): 3 clusters Score: Raw -711204.360892 + Penalty 3198.606065 = -708005.754828 nChanged 0 Trying to split cluster 16 (2631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2868.089756 sec): 2 clusters Score: Raw -167523.448712 + Penalty 1382.083434 = -166141.365278 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2868.184422 sec): 3 clusters Score: Raw -166378.803545 + Penalty 2764.166868 = -163614.636677 nChanged 977 SP:Iteration 1F (2868.280696 sec): 3 clusters Score: Raw -167043.785665 + Penalty 2764.166868 = -164279.618797 nChanged 250 SP:Iteration 2F (2868.391432 sec): 3 clusters Score: Raw -167250.528669 + Penalty 2764.166868 = -164486.361801 nChanged 160 SP:Iteration 3F (2868.473326 sec): 3 clusters Score: Raw -167408.204874 + Penalty 2764.166868 = -164644.038007 nChanged 149 SP:Iteration 4F (2868.568767 sec): 3 clusters Score: Raw -167553.437005 + Penalty 2764.166868 = -164789.270137 nChanged 119 SP:Iteration 5Q (2868.655772 sec): 3 clusters Score: Raw -167668.988015 + Penalty 2764.166868 = -164904.821147 nChanged 110 SP:Iteration 6Q (2868.765619 sec): 3 clusters Score: Raw -167773.362573 + Penalty 2764.166868 = -165009.195706 nChanged 92 SP:Iteration 7Q (2868.866877 sec): 3 clusters Score: Raw -167867.558545 + Penalty 2764.166868 = -165103.391678 nChanged 83 SP:Iteration 8Q (2868.949261 sec): 3 clusters Score: Raw -167941.214224 + Penalty 2764.166868 = -165177.047356 nChanged 82 SP:Iteration 9Q (2869.044877 sec): 3 clusters Score: Raw -168008.960691 + Penalty 2764.166868 = -165244.793824 nChanged 64 SP:Iteration 10Q (2869.153570 sec): 3 clusters Score: Raw -168052.312691 + Penalty 2764.166868 = -165288.145823 nChanged 51 SP:Iteration 11Q (2869.250610 sec): 3 clusters Score: Raw -168081.355460 + Penalty 2764.166868 = -165317.188592 nChanged 27 SP:Iteration 12Q (2869.335155 sec): 3 clusters Score: Raw -168093.899495 + Penalty 2764.166868 = -165329.732627 nChanged 19 SP:Iteration 13Q (2869.411826 sec): 3 clusters Score: Raw -168103.859176 + Penalty 2764.166868 = -165339.692308 nChanged 13 SP:Iteration 14Q (2869.489919 sec): 3 clusters Score: Raw -168111.428006 + Penalty 2764.166868 = -165347.261138 nChanged 15 SP:Iteration 15Q (2869.584946 sec): 3 clusters Score: Raw -168117.867079 + Penalty 2764.166868 = -165353.700211 nChanged 8 SP:Iteration 16Q (2869.666615 sec): 3 clusters Score: Raw -168121.723624 + Penalty 2764.166868 = -165357.556756 nChanged 8 SP:Iteration 17Q (2869.771269 sec): 3 clusters Score: Raw -168126.154438 + Penalty 2764.166868 = -165361.987570 nChanged 10 SP:Iteration 18Q (2869.910416 sec): 3 clusters Score: Raw -168132.653527 + Penalty 2764.166868 = -165368.486660 nChanged 10 SP:Iteration 19Q (2870.008436 sec): 3 clusters Score: Raw -168137.416780 + Penalty 2764.166868 = -165373.249912 nChanged 6 SP:Iteration 20F (2870.099612 sec): 3 clusters Score: Raw -168140.154038 + Penalty 2764.166868 = -165375.987170 nChanged 2 SP:Iteration 21Q (2870.183021 sec): 3 clusters Score: Raw -168140.533680 + Penalty 2764.166868 = -165376.366812 nChanged 1 SP:Iteration 22Q (2870.311823 sec): 3 clusters Score: Raw -168140.704578 + Penalty 2764.166868 = -165376.537710 nChanged 1 SP:Iteration 23Q (2870.397111 sec): 3 clusters Score: Raw -168141.073708 + Penalty 2764.166868 = -165376.906841 nChanged 1 SP:Iteration 24Q (2870.512581 sec): 3 clusters Score: Raw -168141.355830 + Penalty 2764.166868 = -165377.188962 nChanged 0 SP:Iteration 25F (2870.616547 sec): 3 clusters Score: Raw -168141.355830 + Penalty 2764.166868 = -165377.188962 nChanged 0 Trying to split cluster 17 (4339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2870.680714 sec): 2 clusters Score: Raw -318709.529668 + Penalty 1469.882557 = -317239.647111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2870.785640 sec): 3 clusters Score: Raw -316531.141047 + Penalty 2939.765114 = -313591.375932 nChanged 1702 SP:Iteration 1F (2870.884094 sec): 3 clusters Score: Raw -317600.575129 + Penalty 2939.765114 = -314660.810015 nChanged 407 SP:Iteration 2F (2870.979802 sec): 3 clusters Score: Raw -317930.353002 + Penalty 2939.765114 = -314990.587888 nChanged 304 SP:Iteration 3F (2871.114072 sec): 3 clusters Score: Raw -318185.113520 + Penalty 2939.765114 = -315245.348406 nChanged 264 SP:Iteration 4F (2871.201766 sec): 3 clusters Score: Raw -318433.104849 + Penalty 2939.765114 = -315493.339735 nChanged 241 SP:Iteration 5F (2871.299997 sec): 3 clusters Score: Raw -318660.342291 + Penalty 2939.765114 = -315720.577177 nChanged 201 SP:Iteration 6Q (2871.398779 sec): 3 clusters Score: Raw -318821.671745 + Penalty 2939.765114 = -315881.906631 nChanged 158 SP:Iteration 7Q (2871.508345 sec): 3 clusters Score: Raw -318961.445119 + Penalty 2939.765114 = -316021.680005 nChanged 140 SP:Iteration 8Q (2871.608736 sec): 3 clusters Score: Raw -319076.867910 + Penalty 2939.765114 = -316137.102795 nChanged 115 SP:Iteration 9Q (2871.713300 sec): 3 clusters Score: Raw -319160.615137 + Penalty 2939.765114 = -316220.850023 nChanged 91 SP:Iteration 10Q (2871.822487 sec): 3 clusters Score: Raw -319214.705640 + Penalty 2939.765114 = -316274.940526 nChanged 69 SP:Iteration 11Q (2871.934779 sec): 3 clusters Score: Raw -319241.229416 + Penalty 2939.765114 = -316301.464302 nChanged 56 SP:Iteration 12Q (2872.049992 sec): 3 clusters Score: Raw -319264.734170 + Penalty 2939.765114 = -316324.969056 nChanged 49 SP:Iteration 13Q (2872.168148 sec): 3 clusters Score: Raw -319287.436368 + Penalty 2939.765114 = -316347.671254 nChanged 45 SP:Iteration 14Q (2872.281448 sec): 3 clusters Score: Raw -319308.494825 + Penalty 2939.765114 = -316368.729711 nChanged 52 SP:Iteration 15Q (2872.365619 sec): 3 clusters Score: Raw -319335.879062 + Penalty 2939.765114 = -316396.113948 nChanged 50 SP:Iteration 16Q (2872.407828 sec): 3 clusters Score: Raw -319359.545185 + Penalty 2939.765114 = -316419.780070 nChanged 45 SP:Iteration 17Q (2872.531338 sec): 3 clusters Score: Raw -319380.106605 + Penalty 2939.765114 = -316440.341491 nChanged 38 SP:Iteration 18Q (2872.655381 sec): 3 clusters Score: Raw -319398.806941 + Penalty 2939.765114 = -316459.041827 nChanged 33 SP:Iteration 19Q (2872.717629 sec): 3 clusters Score: Raw -319413.469917 + Penalty 2939.765114 = -316473.704803 nChanged 30 SP:Iteration 20F (2872.797620 sec): 3 clusters Score: Raw -319425.991638 + Penalty 2939.765114 = -316486.226523 nChanged 25 SP:Iteration 21Q (2872.902868 sec): 3 clusters Score: Raw -319440.447008 + Penalty 2939.765114 = -316500.681894 nChanged 29 SP:Iteration 22Q (2872.994990 sec): 3 clusters Score: Raw -319456.185868 + Penalty 2939.765114 = -316516.420754 nChanged 26 SP:Iteration 23Q (2873.083568 sec): 3 clusters Score: Raw -319466.860795 + Penalty 2939.765114 = -316527.095681 nChanged 31 SP:Iteration 24Q (2873.205481 sec): 3 clusters Score: Raw -319480.589400 + Penalty 2939.765114 = -316540.824286 nChanged 23 SP:Iteration 25Q (2873.318530 sec): 3 clusters Score: Raw -319490.021404 + Penalty 2939.765114 = -316550.256290 nChanged 13 SP:Iteration 26Q (2873.442589 sec): 3 clusters Score: Raw -319494.274446 + Penalty 2939.765114 = -316554.509332 nChanged 8 SP:Iteration 27Q (2873.537356 sec): 3 clusters Score: Raw -319495.774568 + Penalty 2939.765114 = -316556.009454 nChanged 8 SP:Iteration 28Q (2873.647770 sec): 3 clusters Score: Raw -319498.301577 + Penalty 2939.765114 = -316558.536463 nChanged 9 SP:Iteration 29Q (2873.747761 sec): 3 clusters Score: Raw -319501.776178 + Penalty 2939.765114 = -316562.011064 nChanged 12 SP:Iteration 30Q (2873.833317 sec): 3 clusters Score: Raw -319507.109712 + Penalty 2939.765114 = -316567.344597 nChanged 14 SP:Iteration 31Q (2873.940671 sec): 3 clusters Score: Raw -319514.021979 + Penalty 2939.765114 = -316574.256865 nChanged 15 SP:Iteration 32Q (2874.045379 sec): 3 clusters Score: Raw -319519.015902 + Penalty 2939.765114 = -316579.250788 nChanged 16 SP:Iteration 33Q (2874.144493 sec): 3 clusters Score: Raw -319524.750044 + Penalty 2939.765114 = -316584.984929 nChanged 19 SP:Iteration 34Q (2874.246695 sec): 3 clusters Score: Raw -319530.447435 + Penalty 2939.765114 = -316590.682321 nChanged 15 SP:Iteration 35Q (2874.362321 sec): 3 clusters Score: Raw -319534.882115 + Penalty 2939.765114 = -316595.117001 nChanged 16 SP:Iteration 36Q (2874.458159 sec): 3 clusters Score: Raw -319542.530587 + Penalty 2939.765114 = -316602.765473 nChanged 25 SP:Iteration 37Q (2874.563788 sec): 3 clusters Score: Raw -319556.771867 + Penalty 2939.765114 = -316617.006753 nChanged 34 SP:Iteration 38Q (2874.660140 sec): 3 clusters Score: Raw -319572.952004 + Penalty 2939.765114 = -316633.186890 nChanged 25 SP:Iteration 39Q (2874.778825 sec): 3 clusters Score: Raw -319582.246415 + Penalty 2939.765114 = -316642.481301 nChanged 21 SP:Iteration 40F (2874.880448 sec): 3 clusters Score: Raw -319591.301900 + Penalty 2939.765114 = -316651.536786 nChanged 16 SP:Iteration 41Q (2874.993159 sec): 3 clusters Score: Raw -319598.003873 + Penalty 2939.765114 = -316658.238759 nChanged 13 SP:Iteration 42Q (2875.085584 sec): 3 clusters Score: Raw -319603.843989 + Penalty 2939.765114 = -316664.078875 nChanged 19 SP:Iteration 43Q (2875.200038 sec): 3 clusters Score: Raw -319611.188118 + Penalty 2939.765114 = -316671.423004 nChanged 13 SP:Iteration 44Q (2875.286059 sec): 3 clusters Score: Raw -319614.887601 + Penalty 2939.765114 = -316675.122487 nChanged 6 SP:Iteration 45Q (2875.399847 sec): 3 clusters Score: Raw -319617.234965 + Penalty 2939.765114 = -316677.469851 nChanged 7 SP:Iteration 46Q (2875.493966 sec): 3 clusters Score: Raw -319619.353571 + Penalty 2939.765114 = -316679.588457 nChanged 7 SP:Iteration 47Q (2875.599446 sec): 3 clusters Score: Raw -319620.820022 + Penalty 2939.765114 = -316681.054907 nChanged 4 SP:Iteration 48Q (2875.694158 sec): 3 clusters Score: Raw -319621.697651 + Penalty 2939.765114 = -316681.932537 nChanged 3 SP:Iteration 49Q (2875.807677 sec): 3 clusters Score: Raw -319622.509533 + Penalty 2939.765114 = -316682.744419 nChanged 3 SP:Iteration 50Q (2875.924006 sec): 3 clusters Score: Raw -319623.536201 + Penalty 2939.765114 = -316683.771087 nChanged 2 SP:Iteration 51Q (2876.018245 sec): 3 clusters Score: Raw -319624.015749 + Penalty 2939.765114 = -316684.250635 nChanged 2 SP:Iteration 52Q (2876.141935 sec): 3 clusters Score: Raw -319624.520336 + Penalty 2939.765114 = -316684.755222 nChanged 2 SP:Iteration 53Q (2876.266873 sec): 3 clusters Score: Raw -319624.739775 + Penalty 2939.765114 = -316684.974660 nChanged 0 SP:Iteration 54F (2876.390457 sec): 3 clusters Score: Raw -319624.739775 + Penalty 2939.765114 = -316684.974660 nChanged 0 Trying to split cluster 18 (1531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2876.448774 sec): 2 clusters Score: Raw -99080.984704 + Penalty 1287.060207 = -97793.924497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2876.606349 sec): 3 clusters Score: Raw -98535.215592 + Penalty 2574.120415 = -95961.095178 nChanged 516 SP:Iteration 1F (2876.693017 sec): 3 clusters Score: Raw -98951.527647 + Penalty 2574.120415 = -96377.407232 nChanged 99 SP:Iteration 2F (2876.775639 sec): 3 clusters Score: Raw -99055.820304 + Penalty 2574.120415 = -96481.699889 nChanged 73 SP:Iteration 3Q (2876.876441 sec): 3 clusters Score: Raw -99127.127966 + Penalty 2574.120415 = -96553.007552 nChanged 56 SP:Iteration 4Q (2876.989266 sec): 3 clusters Score: Raw -99211.549845 + Penalty 2574.120415 = -96637.429430 nChanged 64 SP:Iteration 5Q (2877.076123 sec): 3 clusters Score: Raw -99313.226644 + Penalty 2574.120415 = -96739.106229 nChanged 70 SP:Iteration 6Q (2877.101023 sec): 3 clusters Score: Raw -99411.213888 + Penalty 2574.120415 = -96837.093473 nChanged 67 SP:Iteration 7Q (2877.122343 sec): 3 clusters Score: Raw -99518.883404 + Penalty 2574.120415 = -96944.762990 nChanged 65 SP:Iteration 8Q (2877.143712 sec): 3 clusters Score: Raw -99602.859895 + Penalty 2574.120415 = -97028.739480 nChanged 59 SP:Iteration 9Q (2877.166179 sec): 3 clusters Score: Raw -99668.210441 + Penalty 2574.120415 = -97094.090026 nChanged 42 SP:Iteration 10Q (2877.187624 sec): 3 clusters Score: Raw -99707.954664 + Penalty 2574.120415 = -97133.834249 nChanged 41 SP:Iteration 11Q (2877.208716 sec): 3 clusters Score: Raw -99745.365280 + Penalty 2574.120415 = -97171.244866 nChanged 25 SP:Iteration 12Q (2877.229971 sec): 3 clusters Score: Raw -99767.211867 + Penalty 2574.120415 = -97193.091453 nChanged 14 SP:Iteration 13Q (2877.251036 sec): 3 clusters Score: Raw -99784.331477 + Penalty 2574.120415 = -97210.211062 nChanged 15 SP:Iteration 14Q (2877.293682 sec): 3 clusters Score: Raw -99794.944913 + Penalty 2574.120415 = -97220.824498 nChanged 10 SP:Iteration 15Q (2877.315509 sec): 3 clusters Score: Raw -99806.587718 + Penalty 2574.120415 = -97232.467303 nChanged 12 SP:Iteration 16Q (2877.336720 sec): 3 clusters Score: Raw -99814.554071 + Penalty 2574.120415 = -97240.433656 nChanged 9 SP:Iteration 17Q (2877.404233 sec): 3 clusters Score: Raw -99819.827478 + Penalty 2574.120415 = -97245.707063 nChanged 5 SP:Iteration 18Q (2877.479639 sec): 3 clusters Score: Raw -99824.824443 + Penalty 2574.120415 = -97250.704028 nChanged 6 SP:Iteration 19Q (2877.572723 sec): 3 clusters Score: Raw -99830.155041 + Penalty 2574.120415 = -97256.034626 nChanged 7 SP:Iteration 20F (2877.671785 sec): 3 clusters Score: Raw -99836.153833 + Penalty 2574.120415 = -97262.033418 nChanged 7 SP:Iteration 21Q (2877.785673 sec): 3 clusters Score: Raw -99844.028774 + Penalty 2574.120415 = -97269.908359 nChanged 10 SP:Iteration 22Q (2877.861308 sec): 3 clusters Score: Raw -99850.960576 + Penalty 2574.120415 = -97276.840161 nChanged 7 SP:Iteration 23Q (2877.952466 sec): 3 clusters Score: Raw -99855.339267 + Penalty 2574.120415 = -97281.218852 nChanged 5 SP:Iteration 24Q (2878.044202 sec): 3 clusters Score: Raw -99860.749331 + Penalty 2574.120415 = -97286.628916 nChanged 5 SP:Iteration 25Q (2878.124279 sec): 3 clusters Score: Raw -99863.135197 + Penalty 2574.120415 = -97289.014782 nChanged 2 SP:Iteration 26Q (2878.201695 sec): 3 clusters Score: Raw -99864.341599 + Penalty 2574.120415 = -97290.221184 nChanged 2 SP:Iteration 27Q (2878.297099 sec): 3 clusters Score: Raw -99865.579656 + Penalty 2574.120415 = -97291.459241 nChanged 0 SP:Iteration 28F (2878.399189 sec): 3 clusters Score: Raw -99865.579656 + Penalty 2574.120415 = -97291.459241 nChanged 0 Trying to split cluster 19 (1924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2878.481551 sec): 2 clusters Score: Raw -120832.139630 + Penalty 1327.159366 = -119504.980264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2878.560788 sec): 3 clusters Score: Raw -120082.233880 + Penalty 2654.318733 = -117427.915148 nChanged 659 SP:Iteration 1F (2878.705073 sec): 3 clusters Score: Raw -120610.345509 + Penalty 2654.318733 = -117956.026776 nChanged 181 SP:Iteration 2F (2878.794353 sec): 3 clusters Score: Raw -120814.959724 + Penalty 2654.318733 = -118160.640992 nChanged 126 SP:Iteration 3F (2878.894876 sec): 3 clusters Score: Raw -120951.115475 + Penalty 2654.318733 = -118296.796743 nChanged 96 SP:Iteration 4Q (2878.976388 sec): 3 clusters Score: Raw -121056.700429 + Penalty 2654.318733 = -118402.381697 nChanged 81 SP:Iteration 5Q (2879.061520 sec): 3 clusters Score: Raw -121144.830020 + Penalty 2654.318733 = -118490.511288 nChanged 63 SP:Iteration 6Q (2879.162258 sec): 3 clusters Score: Raw -121207.124386 + Penalty 2654.318733 = -118552.805653 nChanged 54 SP:Iteration 7Q (2879.266014 sec): 3 clusters Score: Raw -121245.318661 + Penalty 2654.318733 = -118590.999929 nChanged 36 SP:Iteration 8Q (2879.383433 sec): 3 clusters Score: Raw -121276.410836 + Penalty 2654.318733 = -118622.092104 nChanged 29 SP:Iteration 9Q (2879.485866 sec): 3 clusters Score: Raw -121295.450706 + Penalty 2654.318733 = -118641.131973 nChanged 18 SP:Iteration 10Q (2879.566453 sec): 3 clusters Score: Raw -121307.028734 + Penalty 2654.318733 = -118652.710001 nChanged 13 SP:Iteration 11Q (2879.688303 sec): 3 clusters Score: Raw -121314.796562 + Penalty 2654.318733 = -118660.477829 nChanged 7 SP:Iteration 12Q (2879.796383 sec): 3 clusters Score: Raw -121320.411886 + Penalty 2654.318733 = -118666.093153 nChanged 10 SP:Iteration 13Q (2879.901822 sec): 3 clusters Score: Raw -121327.045562 + Penalty 2654.318733 = -118672.726830 nChanged 11 SP:Iteration 14Q (2880.011768 sec): 3 clusters Score: Raw -121335.680620 + Penalty 2654.318733 = -118681.361887 nChanged 12 SP:Iteration 15Q (2880.111158 sec): 3 clusters Score: Raw -121342.164060 + Penalty 2654.318733 = -118687.845328 nChanged 8 SP:Iteration 16Q (2880.215241 sec): 3 clusters Score: Raw -121348.252976 + Penalty 2654.318733 = -118693.934244 nChanged 8 SP:Iteration 17Q (2880.240830 sec): 3 clusters Score: Raw -121355.107115 + Penalty 2654.318733 = -118700.788382 nChanged 9 SP:Iteration 18Q (2880.266177 sec): 3 clusters Score: Raw -121361.607046 + Penalty 2654.318733 = -118707.288314 nChanged 8 SP:Iteration 19Q (2880.291509 sec): 3 clusters Score: Raw -121368.641329 + Penalty 2654.318733 = -118714.322596 nChanged 10 SP:Iteration 20F (2880.317368 sec): 3 clusters Score: Raw -121378.160945 + Penalty 2654.318733 = -118723.842213 nChanged 7 SP:Iteration 21Q (2880.343030 sec): 3 clusters Score: Raw -121385.728738 + Penalty 2654.318733 = -118731.410006 nChanged 8 SP:Iteration 22Q (2880.368472 sec): 3 clusters Score: Raw -121389.328723 + Penalty 2654.318733 = -118735.009990 nChanged 3 SP:Iteration 23Q (2880.393838 sec): 3 clusters Score: Raw -121393.677411 + Penalty 2654.318733 = -118739.358678 nChanged 5 SP:Iteration 24Q (2880.419315 sec): 3 clusters Score: Raw -121396.832830 + Penalty 2654.318733 = -118742.514098 nChanged 5 SP:Iteration 25Q (2880.444756 sec): 3 clusters Score: Raw -121400.294195 + Penalty 2654.318733 = -118745.975462 nChanged 4 SP:Iteration 26Q (2880.470040 sec): 3 clusters Score: Raw -121401.624107 + Penalty 2654.318733 = -118747.305374 nChanged 2 SP:Iteration 27Q (2880.495892 sec): 3 clusters Score: Raw -121402.177054 + Penalty 2654.318733 = -118747.858321 nChanged 0 SP:Iteration 28F (2880.521487 sec): 3 clusters Score: Raw -121402.177054 + Penalty 2654.318733 = -118747.858321 nChanged 0 Trying to split cluster 20 (1161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2880.553799 sec): 2 clusters Score: Raw -56125.556776 + Penalty 1238.509990 = -54887.046785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2880.571884 sec): 3 clusters Score: Raw -55787.048996 + Penalty 2477.019981 = -53310.029016 nChanged 390 SP:Iteration 1F (2880.589250 sec): 3 clusters Score: Raw -56198.463267 + Penalty 2477.019981 = -53721.443287 nChanged 118 SP:Iteration 2F (2880.704455 sec): 3 clusters Score: Raw -56379.954438 + Penalty 2477.019981 = -53902.934458 nChanged 67 SP:Iteration 3F (2880.818330 sec): 3 clusters Score: Raw -56486.350361 + Penalty 2477.019981 = -54009.330381 nChanged 71 SP:Iteration 4F (2880.947315 sec): 3 clusters Score: Raw -56580.269488 + Penalty 2477.019981 = -54103.249507 nChanged 39 SP:Iteration 5Q (2881.056087 sec): 3 clusters Score: Raw -56637.916112 + Penalty 2477.019981 = -54160.896131 nChanged 36 SP:Iteration 6Q (2881.145070 sec): 3 clusters Score: Raw -56681.612982 + Penalty 2477.019981 = -54204.593001 nChanged 27 SP:Iteration 7Q (2881.258668 sec): 3 clusters Score: Raw -56709.683602 + Penalty 2477.019981 = -54232.663622 nChanged 21 SP:Iteration 8Q (2881.375313 sec): 3 clusters Score: Raw -56731.038381 + Penalty 2477.019981 = -54254.018400 nChanged 18 SP:Iteration 9Q (2881.503515 sec): 3 clusters Score: Raw -56754.905040 + Penalty 2477.019981 = -54277.885060 nChanged 14 SP:Iteration 10Q (2881.580800 sec): 3 clusters Score: Raw -56776.177945 + Penalty 2477.019981 = -54299.157964 nChanged 8 SP:Iteration 11Q (2881.692379 sec): 3 clusters Score: Raw -56784.273083 + Penalty 2477.019981 = -54307.253102 nChanged 10 SP:Iteration 12Q (2881.770068 sec): 3 clusters Score: Raw -56797.156899 + Penalty 2477.019981 = -54320.136918 nChanged 9 SP:Iteration 13Q (2881.879566 sec): 3 clusters Score: Raw -56806.822747 + Penalty 2477.019981 = -54329.802766 nChanged 4 SP:Iteration 14Q (2881.983935 sec): 3 clusters Score: Raw -56810.904967 + Penalty 2477.019981 = -54333.884986 nChanged 2 SP:Iteration 15Q (2882.082995 sec): 3 clusters Score: Raw -56812.678831 + Penalty 2477.019981 = -54335.658850 nChanged 2 SP:Iteration 16Q (2882.157171 sec): 3 clusters Score: Raw -56818.631164 + Penalty 2477.019981 = -54341.611183 nChanged 2 SP:Iteration 17Q (2882.241392 sec): 3 clusters Score: Raw -56823.489529 + Penalty 2477.019981 = -54346.469548 nChanged 3 SP:Iteration 18Q (2882.320933 sec): 3 clusters Score: Raw -56827.015340 + Penalty 2477.019981 = -54349.995359 nChanged 3 SP:Iteration 19Q (2882.437422 sec): 3 clusters Score: Raw -56829.628780 + Penalty 2477.019981 = -54352.608800 nChanged 6 SP:Iteration 20F (2882.539662 sec): 3 clusters Score: Raw -56835.054117 + Penalty 2477.019981 = -54358.034136 nChanged 3 SP:Iteration 21Q (2882.616450 sec): 3 clusters Score: Raw -56838.296997 + Penalty 2477.019981 = -54361.277016 nChanged 3 SP:Iteration 22Q (2882.700875 sec): 3 clusters Score: Raw -56840.362775 + Penalty 2477.019981 = -54363.342794 nChanged 0 SP:Iteration 23F (2882.795566 sec): 3 clusters Score: Raw -56840.362775 + Penalty 2477.019981 = -54363.342794 nChanged 0 Trying to split cluster 21 (1446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2882.860200 sec): 2 clusters Score: Raw -105503.705871 + Penalty 1277.035649 = -104226.670223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2882.931900 sec): 3 clusters Score: Raw -105008.922169 + Penalty 2554.071297 = -102454.850872 nChanged 471 SP:Iteration 1F (2883.019211 sec): 3 clusters Score: Raw -105392.759488 + Penalty 2554.071297 = -102838.688191 nChanged 110 SP:Iteration 2F (2883.139417 sec): 3 clusters Score: Raw -105493.708851 + Penalty 2554.071297 = -102939.637553 nChanged 60 SP:Iteration 3Q (2883.221996 sec): 3 clusters Score: Raw -105543.131415 + Penalty 2554.071297 = -102989.060118 nChanged 36 SP:Iteration 4Q (2883.275085 sec): 3 clusters Score: Raw -105575.545874 + Penalty 2554.071297 = -103021.474576 nChanged 30 SP:Iteration 5Q (2883.365019 sec): 3 clusters Score: Raw -105608.424336 + Penalty 2554.071297 = -103054.353038 nChanged 38 SP:Iteration 6Q (2883.450378 sec): 3 clusters Score: Raw -105646.507338 + Penalty 2554.071297 = -103092.436040 nChanged 35 SP:Iteration 7Q (2883.547518 sec): 3 clusters Score: Raw -105686.385521 + Penalty 2554.071297 = -103132.314223 nChanged 35 SP:Iteration 8Q (2883.661248 sec): 3 clusters Score: Raw -105727.326351 + Penalty 2554.071297 = -103173.255054 nChanged 40 SP:Iteration 9Q (2883.752646 sec): 3 clusters Score: Raw -105768.340197 + Penalty 2554.071297 = -103214.268900 nChanged 23 SP:Iteration 10Q (2883.862805 sec): 3 clusters Score: Raw -105787.426426 + Penalty 2554.071297 = -103233.355129 nChanged 18 SP:Iteration 11Q (2883.947234 sec): 3 clusters Score: Raw -105798.262845 + Penalty 2554.071297 = -103244.191547 nChanged 10 SP:Iteration 12Q (2884.072784 sec): 3 clusters Score: Raw -105805.057440 + Penalty 2554.071297 = -103250.986143 nChanged 8 SP:Iteration 13Q (2884.134682 sec): 3 clusters Score: Raw -105809.956818 + Penalty 2554.071297 = -103255.885520 nChanged 6 SP:Iteration 14Q (2884.256222 sec): 3 clusters Score: Raw -105813.924842 + Penalty 2554.071297 = -103259.853544 nChanged 6 SP:Iteration 15Q (2884.343986 sec): 3 clusters Score: Raw -105818.276985 + Penalty 2554.071297 = -103264.205688 nChanged 0 SP:Iteration 16F (2884.419667 sec): 3 clusters Score: Raw -105818.276985 + Penalty 2554.071297 = -103264.205688 nChanged 0 Trying to split cluster 22 (4314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2884.502784 sec): 2 clusters Score: Raw -346441.029558 + Penalty 1468.868455 = -344972.161103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2884.622555 sec): 3 clusters Score: Raw -344236.290118 + Penalty 2937.736910 = -341298.553208 nChanged 1747 SP:Iteration 1F (2884.716461 sec): 3 clusters Score: Raw -345193.150163 + Penalty 2937.736910 = -342255.413252 nChanged 343 SP:Iteration 2F (2884.841637 sec): 3 clusters Score: Raw -345403.157962 + Penalty 2937.736910 = -342465.421052 nChanged 229 SP:Iteration 3F (2884.931689 sec): 3 clusters Score: Raw -345536.053064 + Penalty 2937.736910 = -342598.316154 nChanged 182 SP:Iteration 4Q (2885.045729 sec): 3 clusters Score: Raw -345627.577291 + Penalty 2937.736910 = -342689.840380 nChanged 146 SP:Iteration 5Q (2885.137575 sec): 3 clusters Score: Raw -345711.243276 + Penalty 2937.736910 = -342773.506366 nChanged 147 SP:Iteration 6Q (2885.253521 sec): 3 clusters Score: Raw -345788.642444 + Penalty 2937.736910 = -342850.905534 nChanged 153 SP:Iteration 7Q (2885.361741 sec): 3 clusters Score: Raw -345871.216900 + Penalty 2937.736910 = -342933.479990 nChanged 128 SP:Iteration 8Q (2885.486300 sec): 3 clusters Score: Raw -345937.776991 + Penalty 2937.736910 = -343000.040081 nChanged 113 SP:Iteration 9Q (2885.577776 sec): 3 clusters Score: Raw -345994.886807 + Penalty 2937.736910 = -343057.149896 nChanged 103 SP:Iteration 10Q (2885.686351 sec): 3 clusters Score: Raw -346043.973761 + Penalty 2937.736910 = -343106.236851 nChanged 101 SP:Iteration 11Q (2885.800064 sec): 3 clusters Score: Raw -346103.323812 + Penalty 2937.736910 = -343165.586902 nChanged 117 SP:Iteration 12Q (2885.929707 sec): 3 clusters Score: Raw -346174.353822 + Penalty 2937.736910 = -343236.616912 nChanged 131 SP:Iteration 13Q (2886.019973 sec): 3 clusters Score: Raw -346256.386464 + Penalty 2937.736910 = -343318.649554 nChanged 129 SP:Iteration 14Q (2886.149552 sec): 3 clusters Score: Raw -346320.283874 + Penalty 2937.736910 = -343382.546964 nChanged 79 SP:Iteration 15Q (2886.266739 sec): 3 clusters Score: Raw -346359.773926 + Penalty 2937.736910 = -343422.037015 nChanged 74 SP:Iteration 16Q (2886.362640 sec): 3 clusters Score: Raw -346396.799254 + Penalty 2937.736910 = -343459.062344 nChanged 74 SP:Iteration 17Q (2886.471319 sec): 3 clusters Score: Raw -346440.474147 + Penalty 2937.736910 = -343502.737236 nChanged 69 SP:Iteration 18Q (2886.557297 sec): 3 clusters Score: Raw -346476.544523 + Penalty 2937.736910 = -343538.807613 nChanged 68 SP:Iteration 19Q (2886.676835 sec): 3 clusters Score: Raw -346508.334649 + Penalty 2937.736910 = -343570.597739 nChanged 58 SP:Iteration 20F (2886.772581 sec): 3 clusters Score: Raw -346531.480205 + Penalty 2937.736910 = -343593.743295 nChanged 48 SP:Iteration 21Q (2886.885938 sec): 3 clusters Score: Raw -346558.038895 + Penalty 2937.736910 = -343620.301985 nChanged 57 SP:Iteration 22Q (2886.997291 sec): 3 clusters Score: Raw -346585.303035 + Penalty 2937.736910 = -343647.566124 nChanged 54 SP:Iteration 23Q (2887.104603 sec): 3 clusters Score: Raw -346608.670470 + Penalty 2937.736910 = -343670.933560 nChanged 43 SP:Iteration 24Q (2887.216673 sec): 3 clusters Score: Raw -346623.745458 + Penalty 2937.736910 = -343686.008548 nChanged 38 SP:Iteration 25Q (2887.337487 sec): 3 clusters Score: Raw -346638.316489 + Penalty 2937.736910 = -343700.579579 nChanged 40 SP:Iteration 26Q (2887.482809 sec): 3 clusters Score: Raw -346652.779659 + Penalty 2937.736910 = -343715.042749 nChanged 34 SP:Iteration 27Q (2887.569879 sec): 3 clusters Score: Raw -346663.444405 + Penalty 2937.736910 = -343725.707495 nChanged 31 SP:Iteration 28Q (2887.618403 sec): 3 clusters Score: Raw -346675.373752 + Penalty 2937.736910 = -343737.636841 nChanged 38 SP:Iteration 29Q (2887.730258 sec): 3 clusters Score: Raw -346691.106916 + Penalty 2937.736910 = -343753.370006 nChanged 42 SP:Iteration 30Q (2887.839491 sec): 3 clusters Score: Raw -346704.791219 + Penalty 2937.736910 = -343767.054309 nChanged 33 SP:Iteration 31Q (2887.966582 sec): 3 clusters Score: Raw -346719.787843 + Penalty 2937.736910 = -343782.050933 nChanged 32 SP:Iteration 32Q (2888.072957 sec): 3 clusters Score: Raw -346731.584057 + Penalty 2937.736910 = -343793.847147 nChanged 25 SP:Iteration 33Q (2888.177048 sec): 3 clusters Score: Raw -346740.740651 + Penalty 2937.736910 = -343803.003740 nChanged 19 SP:Iteration 34Q (2888.281811 sec): 3 clusters Score: Raw -346747.148389 + Penalty 2937.736910 = -343809.411479 nChanged 16 SP:Iteration 35Q (2888.386577 sec): 3 clusters Score: Raw -346750.333374 + Penalty 2937.736910 = -343812.596463 nChanged 7 SP:Iteration 36Q (2888.471489 sec): 3 clusters Score: Raw -346752.145538 + Penalty 2937.736910 = -343814.408628 nChanged 10 SP:Iteration 37Q (2888.579649 sec): 3 clusters Score: Raw -346753.863225 + Penalty 2937.736910 = -343816.126315 nChanged 7 SP:Iteration 38Q (2888.686562 sec): 3 clusters Score: Raw -346755.568831 + Penalty 2937.736910 = -343817.831920 nChanged 8 SP:Iteration 39Q (2888.771450 sec): 3 clusters Score: Raw -346756.932095 + Penalty 2937.736910 = -343819.195185 nChanged 4 SP:Iteration 40F (2888.886358 sec): 3 clusters Score: Raw -346757.769711 + Penalty 2937.736910 = -343820.032801 nChanged 5 SP:Iteration 41Q (2888.957454 sec): 3 clusters Score: Raw -346758.621964 + Penalty 2937.736910 = -343820.885054 nChanged 0 SP:Iteration 42F (2889.089635 sec): 3 clusters Score: Raw -346758.621964 + Penalty 2937.736910 = -343820.885054 nChanged 0 Trying to split cluster 23 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2889.145717 sec): 2 clusters Score: Raw -103052.684682 + Penalty 1303.359362 = -101749.325320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2889.240607 sec): 3 clusters Score: Raw -102402.452237 + Penalty 2606.718724 = -99795.733513 nChanged 554 SP:Iteration 1F (2889.304181 sec): 3 clusters Score: Raw -102868.592904 + Penalty 2606.718724 = -100261.874180 nChanged 144 SP:Iteration 2F (2889.395809 sec): 3 clusters Score: Raw -103038.395994 + Penalty 2606.718724 = -100431.677269 nChanged 102 SP:Iteration 3F (2889.505222 sec): 3 clusters Score: Raw -103176.410897 + Penalty 2606.718724 = -100569.692173 nChanged 90 SP:Iteration 4F (2889.598809 sec): 3 clusters Score: Raw -103304.382082 + Penalty 2606.718724 = -100697.663358 nChanged 85 SP:Iteration 5F (2889.717337 sec): 3 clusters Score: Raw -103420.876583 + Penalty 2606.718724 = -100814.157858 nChanged 81 SP:Iteration 6Q (2889.818749 sec): 3 clusters Score: Raw -103535.282004 + Penalty 2606.718724 = -100928.563280 nChanged 69 SP:Iteration 7Q (2889.917946 sec): 3 clusters Score: Raw -103631.558967 + Penalty 2606.718724 = -101024.840243 nChanged 68 SP:Iteration 8Q (2890.025463 sec): 3 clusters Score: Raw -103713.507872 + Penalty 2606.718724 = -101106.789148 nChanged 44 SP:Iteration 9Q (2890.112974 sec): 3 clusters Score: Raw -103749.365367 + Penalty 2606.718724 = -101142.646643 nChanged 27 SP:Iteration 10Q (2890.201072 sec): 3 clusters Score: Raw -103770.618300 + Penalty 2606.718724 = -101163.899576 nChanged 24 SP:Iteration 11Q (2890.306517 sec): 3 clusters Score: Raw -103797.658742 + Penalty 2606.718724 = -101190.940018 nChanged 22 SP:Iteration 12Q (2890.411030 sec): 3 clusters Score: Raw -103822.312656 + Penalty 2606.718724 = -101215.593932 nChanged 29 SP:Iteration 13Q (2890.503401 sec): 3 clusters Score: Raw -103855.962909 + Penalty 2606.718724 = -101249.244184 nChanged 24 SP:Iteration 14Q (2890.616263 sec): 3 clusters Score: Raw -103882.379592 + Penalty 2606.718724 = -101275.660867 nChanged 21 SP:Iteration 15Q (2890.706481 sec): 3 clusters Score: Raw -103901.350067 + Penalty 2606.718724 = -101294.631342 nChanged 25 SP:Iteration 16Q (2890.792930 sec): 3 clusters Score: Raw -103919.650128 + Penalty 2606.718724 = -101312.931404 nChanged 12 SP:Iteration 17Q (2890.914749 sec): 3 clusters Score: Raw -103926.265576 + Penalty 2606.718724 = -101319.546852 nChanged 7 SP:Iteration 18Q (2891.002572 sec): 3 clusters Score: Raw -103931.141501 + Penalty 2606.718724 = -101324.422776 nChanged 4 SP:Iteration 19Q (2891.086813 sec): 3 clusters Score: Raw -103932.718347 + Penalty 2606.718724 = -101325.999623 nChanged 1 SP:Iteration 20F (2891.175736 sec): 3 clusters Score: Raw -103933.046251 + Penalty 2606.718724 = -101326.327527 nChanged 1 SP:Iteration 21Q (2891.310100 sec): 3 clusters Score: Raw -103933.713160 + Penalty 2606.718724 = -101326.994436 nChanged 2 SP:Iteration 22Q (2891.406110 sec): 3 clusters Score: Raw -103935.157080 + Penalty 2606.718724 = -101328.438355 nChanged 1 SP:Iteration 23Q (2891.494834 sec): 3 clusters Score: Raw -103935.726020 + Penalty 2606.718724 = -101329.007295 nChanged 1 SP:Iteration 24Q (2891.584701 sec): 3 clusters Score: Raw -103937.100667 + Penalty 2606.718724 = -101330.381943 nChanged 3 SP:Iteration 25Q (2891.706090 sec): 3 clusters Score: Raw -103940.332327 + Penalty 2606.718724 = -101333.613602 nChanged 4 SP:Iteration 26Q (2891.799568 sec): 3 clusters Score: Raw -103944.521812 + Penalty 2606.718724 = -101337.803087 nChanged 6 SP:Iteration 27Q (2891.896864 sec): 3 clusters Score: Raw -103946.601808 + Penalty 2606.718724 = -101339.883084 nChanged 3 SP:Iteration 28Q (2892.014692 sec): 3 clusters Score: Raw -103949.814553 + Penalty 2606.718724 = -101343.095828 nChanged 1 SP:Iteration 29Q (2892.128526 sec): 3 clusters Score: Raw -103950.390348 + Penalty 2606.718724 = -101343.671624 nChanged 0 SP:Iteration 30F (2892.242519 sec): 3 clusters Score: Raw -103950.390348 + Penalty 2606.718724 = -101343.671624 nChanged 0 Trying to split cluster 24 (7403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2892.320317 sec): 2 clusters Score: Raw -581748.794107 + Penalty 1563.641926 = -580185.152182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2892.459489 sec): 3 clusters Score: Raw -577715.564016 + Penalty 3127.283851 = -574588.280165 nChanged 3082 SP:Iteration 1F (2892.594021 sec): 3 clusters Score: Raw -579441.739491 + Penalty 3127.283851 = -576314.455639 nChanged 620 SP:Iteration 2F (2892.706808 sec): 3 clusters Score: Raw -579844.323537 + Penalty 3127.283851 = -576717.039685 nChanged 534 SP:Iteration 3F (2892.839456 sec): 3 clusters Score: Raw -580186.667153 + Penalty 3127.283851 = -577059.383302 nChanged 480 SP:Iteration 4F (2892.966031 sec): 3 clusters Score: Raw -580551.432695 + Penalty 3127.283851 = -577424.148844 nChanged 479 SP:Iteration 5F (2893.067947 sec): 3 clusters Score: Raw -580898.585425 + Penalty 3127.283851 = -577771.301574 nChanged 389 SP:Iteration 6F (2893.196783 sec): 3 clusters Score: Raw -581176.264691 + Penalty 3127.283851 = -578048.980839 nChanged 342 SP:Iteration 7Q (2893.297673 sec): 3 clusters Score: Raw -581399.677277 + Penalty 3127.283851 = -578272.393425 nChanged 241 SP:Iteration 8Q (2893.415645 sec): 3 clusters Score: Raw -581535.591636 + Penalty 3127.283851 = -578408.307784 nChanged 197 SP:Iteration 9Q (2893.541792 sec): 3 clusters Score: Raw -581645.346143 + Penalty 3127.283851 = -578518.062291 nChanged 164 SP:Iteration 10Q (2893.685139 sec): 3 clusters Score: Raw -581729.133291 + Penalty 3127.283851 = -578601.849439 nChanged 145 SP:Iteration 11Q (2893.820131 sec): 3 clusters Score: Raw -581803.836655 + Penalty 3127.283851 = -578676.552804 nChanged 118 SP:Iteration 12Q (2893.935346 sec): 3 clusters Score: Raw -581858.632462 + Penalty 3127.283851 = -578731.348611 nChanged 109 SP:Iteration 13Q (2894.046121 sec): 3 clusters Score: Raw -581902.669866 + Penalty 3127.283851 = -578775.386014 nChanged 77 SP:Iteration 14Q (2894.157502 sec): 3 clusters Score: Raw -581934.039930 + Penalty 3127.283851 = -578806.756078 nChanged 43 SP:Iteration 15Q (2894.263109 sec): 3 clusters Score: Raw -581952.572574 + Penalty 3127.283851 = -578825.288722 nChanged 41 SP:Iteration 16Q (2894.374925 sec): 3 clusters Score: Raw -581968.459331 + Penalty 3127.283851 = -578841.175480 nChanged 37 SP:Iteration 17Q (2894.469533 sec): 3 clusters Score: Raw -581981.118632 + Penalty 3127.283851 = -578853.834780 nChanged 31 SP:Iteration 18Q (2894.600533 sec): 3 clusters Score: Raw -581994.181953 + Penalty 3127.283851 = -578866.898102 nChanged 31 SP:Iteration 19Q (2894.707175 sec): 3 clusters Score: Raw -582006.557096 + Penalty 3127.283851 = -578879.273244 nChanged 24 SP:Iteration 20F (2894.831231 sec): 3 clusters Score: Raw -582016.489268 + Penalty 3127.283851 = -578889.205417 nChanged 20 SP:Iteration 21Q (2894.956163 sec): 3 clusters Score: Raw -582024.462984 + Penalty 3127.283851 = -578897.179133 nChanged 22 SP:Iteration 22Q (2895.084793 sec): 3 clusters Score: Raw -582032.434284 + Penalty 3127.283851 = -578905.150432 nChanged 15 SP:Iteration 23Q (2895.204250 sec): 3 clusters Score: Raw -582038.067078 + Penalty 3127.283851 = -578910.783226 nChanged 19 SP:Iteration 24Q (2895.323385 sec): 3 clusters Score: Raw -582043.288999 + Penalty 3127.283851 = -578916.005148 nChanged 16 SP:Iteration 25Q (2895.439450 sec): 3 clusters Score: Raw -582047.771100 + Penalty 3127.283851 = -578920.487248 nChanged 9 SP:Iteration 26Q (2895.566920 sec): 3 clusters Score: Raw -582050.587482 + Penalty 3127.283851 = -578923.303630 nChanged 9 SP:Iteration 27Q (2895.690436 sec): 3 clusters Score: Raw -582053.426554 + Penalty 3127.283851 = -578926.142703 nChanged 8 SP:Iteration 28Q (2895.803577 sec): 3 clusters Score: Raw -582055.864219 + Penalty 3127.283851 = -578928.580368 nChanged 10 SP:Iteration 29Q (2895.915199 sec): 3 clusters Score: Raw -582059.596353 + Penalty 3127.283851 = -578932.312501 nChanged 11 SP:Iteration 30Q (2896.017980 sec): 3 clusters Score: Raw -582064.055014 + Penalty 3127.283851 = -578936.771163 nChanged 11 SP:Iteration 31Q (2896.134472 sec): 3 clusters Score: Raw -582068.296015 + Penalty 3127.283851 = -578941.012163 nChanged 9 SP:Iteration 32Q (2896.255480 sec): 3 clusters Score: Raw -582070.797602 + Penalty 3127.283851 = -578943.513750 nChanged 8 SP:Iteration 33Q (2896.381894 sec): 3 clusters Score: Raw -582072.975896 + Penalty 3127.283851 = -578945.692044 nChanged 7 SP:Iteration 34Q (2896.495788 sec): 3 clusters Score: Raw -582075.068717 + Penalty 3127.283851 = -578947.784865 nChanged 6 SP:Iteration 35Q (2896.606305 sec): 3 clusters Score: Raw -582076.617619 + Penalty 3127.283851 = -578949.333768 nChanged 8 SP:Iteration 36Q (2896.714966 sec): 3 clusters Score: Raw -582079.001629 + Penalty 3127.283851 = -578951.717777 nChanged 10 SP:Iteration 37Q (2896.822675 sec): 3 clusters Score: Raw -582082.463377 + Penalty 3127.283851 = -578955.179526 nChanged 8 SP:Iteration 38Q (2896.941148 sec): 3 clusters Score: Raw -582085.088323 + Penalty 3127.283851 = -578957.804472 nChanged 3 SP:Iteration 39Q (2897.054802 sec): 3 clusters Score: Raw -582085.867974 + Penalty 3127.283851 = -578958.584123 nChanged 3 SP:Iteration 40F (2897.198408 sec): 3 clusters Score: Raw -582087.420103 + Penalty 3127.283851 = -578960.136252 nChanged 7 SP:Iteration 41Q (2897.306745 sec): 3 clusters Score: Raw -582089.673365 + Penalty 3127.283851 = -578962.389513 nChanged 4 SP:Iteration 42Q (2897.414831 sec): 3 clusters Score: Raw -582091.625356 + Penalty 3127.283851 = -578964.341505 nChanged 7 SP:Iteration 43Q (2897.516687 sec): 3 clusters Score: Raw -582097.136317 + Penalty 3127.283851 = -578969.852466 nChanged 12 SP:Iteration 44Q (2897.647915 sec): 3 clusters Score: Raw -582101.697274 + Penalty 3127.283851 = -578974.413423 nChanged 7 SP:Iteration 45Q (2897.740950 sec): 3 clusters Score: Raw -582103.928423 + Penalty 3127.283851 = -578976.644571 nChanged 5 SP:Iteration 46Q (2897.850789 sec): 3 clusters Score: Raw -582105.906343 + Penalty 3127.283851 = -578978.622491 nChanged 5 SP:Iteration 47Q (2897.969972 sec): 3 clusters Score: Raw -582107.864886 + Penalty 3127.283851 = -578980.581035 nChanged 6 SP:Iteration 48Q (2898.075768 sec): 3 clusters Score: Raw -582110.168835 + Penalty 3127.283851 = -578982.884983 nChanged 7 SP:Iteration 49Q (2898.181007 sec): 3 clusters Score: Raw -582111.572625 + Penalty 3127.283851 = -578984.288773 nChanged 1 SP:Iteration 50Q (2898.315433 sec): 3 clusters Score: Raw -582111.656339 + Penalty 3127.283851 = -578984.372487 nChanged 0 SP:Iteration 51F (2898.433101 sec): 3 clusters Score: Raw -582111.656339 + Penalty 3127.283851 = -578984.372487 nChanged 0 Trying to split cluster 25 (2118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2898.501007 sec): 2 clusters Score: Raw -160576.830061 + Penalty 1344.018931 = -159232.811131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2898.587918 sec): 3 clusters Score: Raw -159683.817854 + Penalty 2688.037862 = -156995.779993 nChanged 755 SP:Iteration 1F (2898.702060 sec): 3 clusters Score: Raw -160167.687656 + Penalty 2688.037862 = -157479.649794 nChanged 160 SP:Iteration 2F (2898.787685 sec): 3 clusters Score: Raw -160274.282320 + Penalty 2688.037862 = -157586.244458 nChanged 92 SP:Iteration 3Q (2898.885793 sec): 3 clusters Score: Raw -160338.411038 + Penalty 2688.037862 = -157650.373176 nChanged 70 SP:Iteration 4Q (2898.992842 sec): 3 clusters Score: Raw -160377.618682 + Penalty 2688.037862 = -157689.580820 nChanged 44 SP:Iteration 5Q (2899.067978 sec): 3 clusters Score: Raw -160403.153278 + Penalty 2688.037862 = -157715.115416 nChanged 41 SP:Iteration 6Q (2899.162119 sec): 3 clusters Score: Raw -160430.251900 + Penalty 2688.037862 = -157742.214039 nChanged 46 SP:Iteration 7Q (2899.273321 sec): 3 clusters Score: Raw -160453.772967 + Penalty 2688.037862 = -157765.735105 nChanged 34 SP:Iteration 8Q (2899.344748 sec): 3 clusters Score: Raw -160473.873097 + Penalty 2688.037862 = -157785.835235 nChanged 33 SP:Iteration 9Q (2899.454403 sec): 3 clusters Score: Raw -160496.668985 + Penalty 2688.037862 = -157808.631123 nChanged 34 SP:Iteration 10Q (2899.570537 sec): 3 clusters Score: Raw -160524.013228 + Penalty 2688.037862 = -157835.975366 nChanged 31 SP:Iteration 11Q (2899.661391 sec): 3 clusters Score: Raw -160544.050972 + Penalty 2688.037862 = -157856.013110 nChanged 26 SP:Iteration 12Q (2899.759060 sec): 3 clusters Score: Raw -160558.064449 + Penalty 2688.037862 = -157870.026588 nChanged 25 SP:Iteration 13Q (2899.839143 sec): 3 clusters Score: Raw -160570.095496 + Penalty 2688.037862 = -157882.057635 nChanged 19 SP:Iteration 14Q (2899.919879 sec): 3 clusters Score: Raw -160581.782961 + Penalty 2688.037862 = -157893.745099 nChanged 18 SP:Iteration 15Q (2900.035497 sec): 3 clusters Score: Raw -160591.157033 + Penalty 2688.037862 = -157903.119172 nChanged 18 SP:Iteration 16Q (2900.142424 sec): 3 clusters Score: Raw -160599.413417 + Penalty 2688.037862 = -157911.375555 nChanged 14 SP:Iteration 17Q (2900.265818 sec): 3 clusters Score: Raw -160606.787483 + Penalty 2688.037862 = -157918.749622 nChanged 16 SP:Iteration 18Q (2900.349183 sec): 3 clusters Score: Raw -160611.656330 + Penalty 2688.037862 = -157923.618468 nChanged 10 SP:Iteration 19Q (2900.450151 sec): 3 clusters Score: Raw -160615.882411 + Penalty 2688.037862 = -157927.844549 nChanged 9 SP:Iteration 20F (2900.531081 sec): 3 clusters Score: Raw -160618.558159 + Penalty 2688.037862 = -157930.520297 nChanged 8 SP:Iteration 21Q (2900.637098 sec): 3 clusters Score: Raw -160621.433475 + Penalty 2688.037862 = -157933.395613 nChanged 3 SP:Iteration 22Q (2900.719248 sec): 3 clusters Score: Raw -160622.616763 + Penalty 2688.037862 = -157934.578901 nChanged 5 SP:Iteration 23Q (2900.808986 sec): 3 clusters Score: Raw -160624.558171 + Penalty 2688.037862 = -157936.520309 nChanged 3 SP:Iteration 24Q (2900.897896 sec): 3 clusters Score: Raw -160625.529482 + Penalty 2688.037862 = -157937.491620 nChanged 6 SP:Iteration 25Q (2900.995123 sec): 3 clusters Score: Raw -160627.701297 + Penalty 2688.037862 = -157939.663435 nChanged 4 SP:Iteration 26Q (2901.075790 sec): 3 clusters Score: Raw -160628.583363 + Penalty 2688.037862 = -157940.545501 nChanged 2 SP:Iteration 27Q (2901.177192 sec): 3 clusters Score: Raw -160629.122913 + Penalty 2688.037862 = -157941.085052 nChanged 11 SP:Iteration 28Q (2901.267381 sec): 3 clusters Score: Raw -160632.557357 + Penalty 2688.037862 = -157944.519496 nChanged 10 SP:Iteration 29Q (2901.364241 sec): 3 clusters Score: Raw -160636.873397 + Penalty 2688.037862 = -157948.835535 nChanged 12 SP:Iteration 30Q (2901.487879 sec): 3 clusters Score: Raw -160643.048296 + Penalty 2688.037862 = -157955.010434 nChanged 11 SP:Iteration 31Q (2901.577186 sec): 3 clusters Score: Raw -160647.601042 + Penalty 2688.037862 = -157959.563180 nChanged 12 SP:Iteration 32Q (2901.670762 sec): 3 clusters Score: Raw -160657.951361 + Penalty 2688.037862 = -157969.913499 nChanged 20 SP:Iteration 33Q (2901.742565 sec): 3 clusters Score: Raw -160672.076707 + Penalty 2688.037862 = -157984.038845 nChanged 20 SP:Iteration 34Q (2901.864120 sec): 3 clusters Score: Raw -160686.751079 + Penalty 2688.037862 = -157998.713218 nChanged 23 SP:Iteration 35Q (2901.929227 sec): 3 clusters Score: Raw -160702.657745 + Penalty 2688.037862 = -158014.619883 nChanged 19 SP:Iteration 36Q (2902.001958 sec): 3 clusters Score: Raw -160712.308773 + Penalty 2688.037862 = -158024.270912 nChanged 19 SP:Iteration 37Q (2902.128706 sec): 3 clusters Score: Raw -160722.839023 + Penalty 2688.037862 = -158034.801161 nChanged 16 SP:Iteration 38Q (2902.222564 sec): 3 clusters Score: Raw -160731.892833 + Penalty 2688.037862 = -158043.854971 nChanged 22 SP:Iteration 39Q (2902.335071 sec): 3 clusters Score: Raw -160742.614676 + Penalty 2688.037862 = -158054.576814 nChanged 18 SP:Iteration 40F (2902.433790 sec): 3 clusters Score: Raw -160752.193833 + Penalty 2688.037862 = -158064.155971 nChanged 17 SP:Iteration 41Q (2902.468178 sec): 3 clusters Score: Raw -160760.913948 + Penalty 2688.037862 = -158072.876087 nChanged 16 SP:Iteration 42Q (2902.500888 sec): 3 clusters Score: Raw -160767.629358 + Penalty 2688.037862 = -158079.591496 nChanged 6 SP:Iteration 43Q (2902.533707 sec): 3 clusters Score: Raw -160771.589779 + Penalty 2688.037862 = -158083.551917 nChanged 6 SP:Iteration 44Q (2902.566229 sec): 3 clusters Score: Raw -160776.043125 + Penalty 2688.037862 = -158088.005263 nChanged 9 SP:Iteration 45Q (2902.598814 sec): 3 clusters Score: Raw -160781.847294 + Penalty 2688.037862 = -158093.809432 nChanged 11 SP:Iteration 46Q (2902.648952 sec): 3 clusters Score: Raw -160791.396009 + Penalty 2688.037862 = -158103.358147 nChanged 13 SP:Iteration 47Q (2902.763925 sec): 3 clusters Score: Raw -160800.397831 + Penalty 2688.037862 = -158112.359969 nChanged 9 SP:Iteration 48Q (2902.881749 sec): 3 clusters Score: Raw -160807.160523 + Penalty 2688.037862 = -158119.122662 nChanged 7 SP:Iteration 49Q (2903.001418 sec): 3 clusters Score: Raw -160811.151509 + Penalty 2688.037862 = -158123.113647 nChanged 3 SP:Iteration 50Q (2903.090970 sec): 3 clusters Score: Raw -160812.159167 + Penalty 2688.037862 = -158124.121305 nChanged 1 SP:Iteration 51Q (2903.201266 sec): 3 clusters Score: Raw -160812.478576 + Penalty 2688.037862 = -158124.440715 nChanged 2 SP:Iteration 52Q (2903.301732 sec): 3 clusters Score: Raw -160814.257175 + Penalty 2688.037862 = -158126.219313 nChanged 2 SP:Iteration 53Q (2903.400434 sec): 3 clusters Score: Raw -160814.833390 + Penalty 2688.037862 = -158126.795528 nChanged 1 SP:Iteration 54Q (2903.521106 sec): 3 clusters Score: Raw -160815.768874 + Penalty 2688.037862 = -158127.731013 nChanged 5 SP:Iteration 55Q (2903.630572 sec): 3 clusters Score: Raw -160818.836633 + Penalty 2688.037862 = -158130.798771 nChanged 2 SP:Iteration 56Q (2903.732759 sec): 3 clusters Score: Raw -160820.582013 + Penalty 2688.037862 = -158132.544152 nChanged 2 SP:Iteration 57Q (2903.821601 sec): 3 clusters Score: Raw -160821.261369 + Penalty 2688.037862 = -158133.223507 nChanged 1 SP:Iteration 58Q (2903.916890 sec): 3 clusters Score: Raw -160821.434741 + Penalty 2688.037862 = -158133.396880 nChanged 0 SP:Iteration 59F (2903.991841 sec): 3 clusters Score: Raw -160821.434741 + Penalty 2688.037862 = -158133.396880 nChanged 0 Trying to split cluster 26 (1334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2904.051633 sec): 2 clusters Score: Raw -101679.734090 + Penalty 1262.886983 = -100416.847107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2904.135424 sec): 3 clusters Score: Raw -101214.437405 + Penalty 2525.773966 = -98688.663439 nChanged 405 SP:Iteration 1F (2904.234253 sec): 3 clusters Score: Raw -101501.489411 + Penalty 2525.773966 = -98975.715444 nChanged 92 SP:Iteration 2F (2904.336742 sec): 3 clusters Score: Raw -101592.866041 + Penalty 2525.773966 = -99067.092075 nChanged 60 SP:Iteration 3Q (2904.466528 sec): 3 clusters Score: Raw -101656.938675 + Penalty 2525.773966 = -99131.164709 nChanged 50 SP:Iteration 4Q (2904.543406 sec): 3 clusters Score: Raw -101694.725735 + Penalty 2525.773966 = -99168.951768 nChanged 31 SP:Iteration 5Q (2904.646371 sec): 3 clusters Score: Raw -101720.876528 + Penalty 2525.773966 = -99195.102562 nChanged 27 SP:Iteration 6Q (2904.734427 sec): 3 clusters Score: Raw -101744.135200 + Penalty 2525.773966 = -99218.361233 nChanged 16 SP:Iteration 7Q (2904.841740 sec): 3 clusters Score: Raw -101759.010421 + Penalty 2525.773966 = -99233.236455 nChanged 17 SP:Iteration 8Q (2904.913089 sec): 3 clusters Score: Raw -101772.050617 + Penalty 2525.773966 = -99246.276650 nChanged 17 SP:Iteration 9Q (2904.971897 sec): 3 clusters Score: Raw -101785.386266 + Penalty 2525.773966 = -99259.612299 nChanged 13 SP:Iteration 10Q (2905.077562 sec): 3 clusters Score: Raw -101794.767358 + Penalty 2525.773966 = -99268.993391 nChanged 11 SP:Iteration 11Q (2905.163013 sec): 3 clusters Score: Raw -101801.660347 + Penalty 2525.773966 = -99275.886381 nChanged 6 SP:Iteration 12Q (2905.266086 sec): 3 clusters Score: Raw -101808.233327 + Penalty 2525.773966 = -99282.459360 nChanged 8 SP:Iteration 13Q (2905.364864 sec): 3 clusters Score: Raw -101815.744702 + Penalty 2525.773966 = -99289.970736 nChanged 5 SP:Iteration 14Q (2905.450176 sec): 3 clusters Score: Raw -101821.513189 + Penalty 2525.773966 = -99295.739223 nChanged 9 SP:Iteration 15Q (2905.558318 sec): 3 clusters Score: Raw -101827.142775 + Penalty 2525.773966 = -99301.368808 nChanged 7 SP:Iteration 16Q (2905.633528 sec): 3 clusters Score: Raw -101831.524146 + Penalty 2525.773966 = -99305.750179 nChanged 6 SP:Iteration 17Q (2905.726735 sec): 3 clusters Score: Raw -101834.619134 + Penalty 2525.773966 = -99308.845167 nChanged 4 SP:Iteration 18Q (2905.807501 sec): 3 clusters Score: Raw -101838.924215 + Penalty 2525.773966 = -99313.150248 nChanged 4 SP:Iteration 19Q (2905.906175 sec): 3 clusters Score: Raw -101840.407108 + Penalty 2525.773966 = -99314.633141 nChanged 5 SP:Iteration 20F (2906.032871 sec): 3 clusters Score: Raw -101842.639447 + Penalty 2525.773966 = -99316.865481 nChanged 8 SP:Iteration 21Q (2906.126057 sec): 3 clusters Score: Raw -101847.795551 + Penalty 2525.773966 = -99322.021585 nChanged 11 SP:Iteration 22Q (2906.222876 sec): 3 clusters Score: Raw -101856.849836 + Penalty 2525.773966 = -99331.075869 nChanged 7 SP:Iteration 23Q (2906.315373 sec): 3 clusters Score: Raw -101863.425958 + Penalty 2525.773966 = -99337.651992 nChanged 8 SP:Iteration 24Q (2906.411086 sec): 3 clusters Score: Raw -101873.977703 + Penalty 2525.773966 = -99348.203737 nChanged 11 SP:Iteration 25Q (2906.502515 sec): 3 clusters Score: Raw -101879.903360 + Penalty 2525.773966 = -99354.129394 nChanged 6 SP:Iteration 26Q (2906.586419 sec): 3 clusters Score: Raw -101885.842181 + Penalty 2525.773966 = -99360.068215 nChanged 9 SP:Iteration 27Q (2906.717662 sec): 3 clusters Score: Raw -101893.177558 + Penalty 2525.773966 = -99367.403591 nChanged 7 SP:Iteration 28Q (2906.789767 sec): 3 clusters Score: Raw -101897.160018 + Penalty 2525.773966 = -99371.386051 nChanged 8 SP:Iteration 29Q (2906.896572 sec): 3 clusters Score: Raw -101903.025068 + Penalty 2525.773966 = -99377.251102 nChanged 5 SP:Iteration 30Q (2906.991655 sec): 3 clusters Score: Raw -101906.614382 + Penalty 2525.773966 = -99380.840415 nChanged 2 SP:Iteration 31Q (2907.065124 sec): 3 clusters Score: Raw -101907.700844 + Penalty 2525.773966 = -99381.926877 nChanged 2 SP:Iteration 32Q (2907.158592 sec): 3 clusters Score: Raw -101909.625267 + Penalty 2525.773966 = -99383.851301 nChanged 3 SP:Iteration 33Q (2907.233520 sec): 3 clusters Score: Raw -101911.007136 + Penalty 2525.773966 = -99385.233170 nChanged 2 SP:Iteration 34Q (2907.329280 sec): 3 clusters Score: Raw -101912.293935 + Penalty 2525.773966 = -99386.519969 nChanged 4 SP:Iteration 35Q (2907.406575 sec): 3 clusters Score: Raw -101913.966235 + Penalty 2525.773966 = -99388.192269 nChanged 1 SP:Iteration 36Q (2907.514623 sec): 3 clusters Score: Raw -101914.625209 + Penalty 2525.773966 = -99388.851242 nChanged 2 SP:Iteration 37Q (2907.620444 sec): 3 clusters Score: Raw -101917.227528 + Penalty 2525.773966 = -99391.453561 nChanged 4 SP:Iteration 38Q (2907.717350 sec): 3 clusters Score: Raw -101920.305876 + Penalty 2525.773966 = -99394.531910 nChanged 2 SP:Iteration 39Q (2907.808847 sec): 3 clusters Score: Raw -101921.676869 + Penalty 2525.773966 = -99395.902902 nChanged 2 SP:Iteration 40F (2907.893522 sec): 3 clusters Score: Raw -101924.037249 + Penalty 2525.773966 = -99398.263282 nChanged 3 SP:Iteration 41Q (2907.966415 sec): 3 clusters Score: Raw -101926.071306 + Penalty 2525.773966 = -99400.297339 nChanged 5 SP:Iteration 42Q (2908.074883 sec): 3 clusters Score: Raw -101933.620632 + Penalty 2525.773966 = -99407.846665 nChanged 9 SP:Iteration 43Q (2908.148045 sec): 3 clusters Score: Raw -101949.127016 + Penalty 2525.773966 = -99423.353049 nChanged 12 SP:Iteration 44Q (2908.245223 sec): 3 clusters Score: Raw -101962.799342 + Penalty 2525.773966 = -99437.025375 nChanged 9 SP:Iteration 45Q (2908.335639 sec): 3 clusters Score: Raw -101972.219641 + Penalty 2525.773966 = -99446.445674 nChanged 12 SP:Iteration 46Q (2908.417235 sec): 3 clusters Score: Raw -101982.755489 + Penalty 2525.773966 = -99456.981522 nChanged 11 SP:Iteration 47Q (2908.478476 sec): 3 clusters Score: Raw -101991.109590 + Penalty 2525.773966 = -99465.335623 nChanged 8 SP:Iteration 48Q (2908.580524 sec): 3 clusters Score: Raw -101999.017332 + Penalty 2525.773966 = -99473.243365 nChanged 7 SP:Iteration 49Q (2908.687752 sec): 3 clusters Score: Raw -102003.256060 + Penalty 2525.773966 = -99477.482093 nChanged 3 SP:Iteration 50Q (2908.795504 sec): 3 clusters Score: Raw -102008.418373 + Penalty 2525.773966 = -99482.644407 nChanged 4 SP:Iteration 51Q (2908.907054 sec): 3 clusters Score: Raw -102015.972086 + Penalty 2525.773966 = -99490.198120 nChanged 10 SP:Iteration 52Q (2908.998993 sec): 3 clusters Score: Raw -102024.843442 + Penalty 2525.773966 = -99499.069476 nChanged 8 SP:Iteration 53Q (2909.103611 sec): 3 clusters Score: Raw -102034.266833 + Penalty 2525.773966 = -99508.492866 nChanged 9 SP:Iteration 54Q (2909.219739 sec): 3 clusters Score: Raw -102043.470171 + Penalty 2525.773966 = -99517.696204 nChanged 7 SP:Iteration 55Q (2909.312605 sec): 3 clusters Score: Raw -102049.132501 + Penalty 2525.773966 = -99523.358535 nChanged 10 SP:Iteration 56Q (2909.396841 sec): 3 clusters Score: Raw -102061.195408 + Penalty 2525.773966 = -99535.421442 nChanged 8 SP:Iteration 57Q (2909.509367 sec): 3 clusters Score: Raw -102067.297202 + Penalty 2525.773966 = -99541.523236 nChanged 4 SP:Iteration 58Q (2909.601890 sec): 3 clusters Score: Raw -102071.681866 + Penalty 2525.773966 = -99545.907900 nChanged 8 SP:Iteration 59Q (2909.744126 sec): 3 clusters Score: Raw -102079.455324 + Penalty 2525.773966 = -99553.681358 nChanged 7 SP:Iteration 60F (2909.827538 sec): 3 clusters Score: Raw -102088.811441 + Penalty 2525.773966 = -99563.037475 nChanged 9 SP:Iteration 61Q (2909.912425 sec): 3 clusters Score: Raw -102099.279456 + Penalty 2525.773966 = -99573.505489 nChanged 7 SP:Iteration 62Q (2909.994812 sec): 3 clusters Score: Raw -102110.612236 + Penalty 2525.773966 = -99584.838270 nChanged 8 SP:Iteration 63Q (2910.062133 sec): 3 clusters Score: Raw -102121.488676 + Penalty 2525.773966 = -99595.714709 nChanged 10 SP:Iteration 64Q (2910.159736 sec): 3 clusters Score: Raw -102132.883435 + Penalty 2525.773966 = -99607.109468 nChanged 5 SP:Iteration 65Q (2910.236707 sec): 3 clusters Score: Raw -102137.318193 + Penalty 2525.773966 = -99611.544227 nChanged 5 SP:Iteration 66Q (2910.314083 sec): 3 clusters Score: Raw -102142.103277 + Penalty 2525.773966 = -99616.329311 nChanged 1 SP:Iteration 67Q (2910.416136 sec): 3 clusters Score: Raw -102142.562105 + Penalty 2525.773966 = -99616.788138 nChanged 1 SP:Iteration 68Q (2910.518599 sec): 3 clusters Score: Raw -102144.728241 + Penalty 2525.773966 = -99618.954274 nChanged 1 SP:Iteration 69Q (2910.589144 sec): 3 clusters Score: Raw -102144.998550 + Penalty 2525.773966 = -99619.224583 nChanged 0 SP:Iteration 70F (2910.671303 sec): 3 clusters Score: Raw -102144.998550 + Penalty 2525.773966 = -99619.224583 nChanged 0 Trying to split cluster 27 (3074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2910.743734 sec): 2 clusters Score: Raw -244357.286369 + Penalty 1409.393979 = -242947.892389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2910.824768 sec): 3 clusters Score: Raw -242915.273627 + Penalty 2818.787958 = -240096.485668 nChanged 1145 SP:Iteration 1F (2910.937662 sec): 3 clusters Score: Raw -243601.170160 + Penalty 2818.787958 = -240782.382201 nChanged 239 SP:Iteration 2F (2911.012043 sec): 3 clusters Score: Raw -243745.138246 + Penalty 2818.787958 = -240926.350287 nChanged 144 SP:Iteration 3Q (2911.113719 sec): 3 clusters Score: Raw -243824.236827 + Penalty 2818.787958 = -241005.448868 nChanged 115 SP:Iteration 4Q (2911.202802 sec): 3 clusters Score: Raw -243901.552416 + Penalty 2818.787958 = -241082.764458 nChanged 93 SP:Iteration 5Q (2911.298719 sec): 3 clusters Score: Raw -243952.541286 + Penalty 2818.787958 = -241133.753328 nChanged 75 SP:Iteration 6Q (2911.401643 sec): 3 clusters Score: Raw -243996.330992 + Penalty 2818.787958 = -241177.543034 nChanged 63 SP:Iteration 7Q (2911.514414 sec): 3 clusters Score: Raw -244038.838964 + Penalty 2818.787958 = -241220.051005 nChanged 55 SP:Iteration 8Q (2911.637873 sec): 3 clusters Score: Raw -244072.899041 + Penalty 2818.787958 = -241254.111083 nChanged 50 SP:Iteration 9Q (2911.730226 sec): 3 clusters Score: Raw -244110.377687 + Penalty 2818.787958 = -241291.589729 nChanged 59 SP:Iteration 10Q (2911.846654 sec): 3 clusters Score: Raw -244148.493112 + Penalty 2818.787958 = -241329.705153 nChanged 51 SP:Iteration 11Q (2911.959202 sec): 3 clusters Score: Raw -244173.926467 + Penalty 2818.787958 = -241355.138509 nChanged 51 SP:Iteration 12Q (2912.069030 sec): 3 clusters Score: Raw -244201.971336 + Penalty 2818.787958 = -241383.183378 nChanged 46 SP:Iteration 13Q (2912.179434 sec): 3 clusters Score: Raw -244226.880732 + Penalty 2818.787958 = -241408.092774 nChanged 50 SP:Iteration 14Q (2912.296881 sec): 3 clusters Score: Raw -244254.424362 + Penalty 2818.787958 = -241435.636404 nChanged 48 SP:Iteration 15Q (2912.383724 sec): 3 clusters Score: Raw -244278.871595 + Penalty 2818.787958 = -241460.083637 nChanged 39 SP:Iteration 16Q (2912.499702 sec): 3 clusters Score: Raw -244295.312802 + Penalty 2818.787958 = -241476.524843 nChanged 29 SP:Iteration 17Q (2912.614671 sec): 3 clusters Score: Raw -244309.086785 + Penalty 2818.787958 = -241490.298826 nChanged 36 SP:Iteration 18Q (2912.704937 sec): 3 clusters Score: Raw -244324.758536 + Penalty 2818.787958 = -241505.970578 nChanged 21 SP:Iteration 19Q (2912.832029 sec): 3 clusters Score: Raw -244334.073835 + Penalty 2818.787958 = -241515.285877 nChanged 22 SP:Iteration 20F (2912.921647 sec): 3 clusters Score: Raw -244346.592264 + Penalty 2818.787958 = -241527.804306 nChanged 24 SP:Iteration 21Q (2913.015762 sec): 3 clusters Score: Raw -244356.543110 + Penalty 2818.787958 = -241537.755151 nChanged 16 SP:Iteration 22Q (2913.101960 sec): 3 clusters Score: Raw -244362.446271 + Penalty 2818.787958 = -241543.658313 nChanged 14 SP:Iteration 23Q (2913.185243 sec): 3 clusters Score: Raw -244371.398248 + Penalty 2818.787958 = -241552.610289 nChanged 25 SP:Iteration 24Q (2913.277189 sec): 3 clusters Score: Raw -244383.020105 + Penalty 2818.787958 = -241564.232147 nChanged 23 SP:Iteration 25Q (2913.383008 sec): 3 clusters Score: Raw -244396.519814 + Penalty 2818.787958 = -241577.731856 nChanged 27 SP:Iteration 26Q (2913.501803 sec): 3 clusters Score: Raw -244405.871258 + Penalty 2818.787958 = -241587.083300 nChanged 10 SP:Iteration 27Q (2913.582647 sec): 3 clusters Score: Raw -244409.009236 + Penalty 2818.787958 = -241590.221278 nChanged 14 SP:Iteration 28Q (2913.689303 sec): 3 clusters Score: Raw -244414.527829 + Penalty 2818.787958 = -241595.739870 nChanged 14 SP:Iteration 29Q (2913.782435 sec): 3 clusters Score: Raw -244420.620954 + Penalty 2818.787958 = -241601.832996 nChanged 15 SP:Iteration 30Q (2913.910079 sec): 3 clusters Score: Raw -244427.008001 + Penalty 2818.787958 = -241608.220043 nChanged 17 SP:Iteration 31Q (2913.993765 sec): 3 clusters Score: Raw -244432.188959 + Penalty 2818.787958 = -241613.401000 nChanged 14 SP:Iteration 32Q (2914.095987 sec): 3 clusters Score: Raw -244438.826599 + Penalty 2818.787958 = -241620.038640 nChanged 19 SP:Iteration 33Q (2914.188277 sec): 3 clusters Score: Raw -244447.002635 + Penalty 2818.787958 = -241628.214677 nChanged 13 SP:Iteration 34Q (2914.287693 sec): 3 clusters Score: Raw -244452.780928 + Penalty 2818.787958 = -241633.992970 nChanged 9 SP:Iteration 35Q (2914.397684 sec): 3 clusters Score: Raw -244456.471224 + Penalty 2818.787958 = -241637.683265 nChanged 10 SP:Iteration 36Q (2914.490397 sec): 3 clusters Score: Raw -244462.123466 + Penalty 2818.787958 = -241643.335507 nChanged 13 SP:Iteration 37Q (2914.589376 sec): 3 clusters Score: Raw -244468.076428 + Penalty 2818.787958 = -241649.288470 nChanged 14 SP:Iteration 38Q (2914.676081 sec): 3 clusters Score: Raw -244472.465904 + Penalty 2818.787958 = -241653.677946 nChanged 11 SP:Iteration 39Q (2914.820560 sec): 3 clusters Score: Raw -244477.183281 + Penalty 2818.787958 = -241658.395323 nChanged 12 SP:Iteration 40F (2914.893537 sec): 3 clusters Score: Raw -244481.837717 + Penalty 2818.787958 = -241663.049759 nChanged 9 SP:Iteration 41Q (2915.015162 sec): 3 clusters Score: Raw -244485.179475 + Penalty 2818.787958 = -241666.391517 nChanged 14 SP:Iteration 42Q (2915.096759 sec): 3 clusters Score: Raw -244495.310989 + Penalty 2818.787958 = -241676.523031 nChanged 18 SP:Iteration 43Q (2915.225991 sec): 3 clusters Score: Raw -244503.996851 + Penalty 2818.787958 = -241685.208892 nChanged 14 SP:Iteration 44Q (2915.331899 sec): 3 clusters Score: Raw -244508.728891 + Penalty 2818.787958 = -241689.940933 nChanged 11 SP:Iteration 45Q (2915.426302 sec): 3 clusters Score: Raw -244513.849365 + Penalty 2818.787958 = -241695.061407 nChanged 6 SP:Iteration 46Q (2915.540165 sec): 3 clusters Score: Raw -244515.528523 + Penalty 2818.787958 = -241696.740565 nChanged 5 SP:Iteration 47Q (2915.631370 sec): 3 clusters Score: Raw -244516.439434 + Penalty 2818.787958 = -241697.651476 nChanged 0 SP:Iteration 48F (2915.741866 sec): 3 clusters Score: Raw -244516.439434 + Penalty 2818.787958 = -241697.651476 nChanged 0 Trying to split cluster 28 (5404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2915.799341 sec): 2 clusters Score: Raw -423532.700908 + Penalty 1508.404020 = -422024.296889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2915.919509 sec): 3 clusters Score: Raw -420717.050683 + Penalty 3016.808039 = -417700.242644 nChanged 2191 SP:Iteration 1F (2916.017648 sec): 3 clusters Score: Raw -422054.422443 + Penalty 3016.808039 = -419037.614403 nChanged 471 SP:Iteration 2F (2916.129321 sec): 3 clusters Score: Raw -422446.949438 + Penalty 3016.808039 = -419430.141398 nChanged 434 SP:Iteration 3F (2916.246090 sec): 3 clusters Score: Raw -422834.385727 + Penalty 3016.808039 = -419817.577687 nChanged 375 SP:Iteration 4F (2916.380905 sec): 3 clusters Score: Raw -423168.975705 + Penalty 3016.808039 = -420152.167666 nChanged 335 SP:Iteration 5F (2916.479247 sec): 3 clusters Score: Raw -423434.306787 + Penalty 3016.808039 = -420417.498747 nChanged 228 SP:Iteration 6Q (2916.600238 sec): 3 clusters Score: Raw -423573.353152 + Penalty 3016.808039 = -420556.545112 nChanged 149 SP:Iteration 7Q (2916.695831 sec): 3 clusters Score: Raw -423652.604441 + Penalty 3016.808039 = -420635.796402 nChanged 115 SP:Iteration 8Q (2916.803560 sec): 3 clusters Score: Raw -423710.250067 + Penalty 3016.808039 = -420693.442027 nChanged 89 SP:Iteration 9Q (2916.919557 sec): 3 clusters Score: Raw -423750.005827 + Penalty 3016.808039 = -420733.197787 nChanged 75 SP:Iteration 10Q (2917.001330 sec): 3 clusters Score: Raw -423781.764527 + Penalty 3016.808039 = -420764.956488 nChanged 55 SP:Iteration 11Q (2917.093260 sec): 3 clusters Score: Raw -423802.066709 + Penalty 3016.808039 = -420785.258669 nChanged 42 SP:Iteration 12Q (2917.204594 sec): 3 clusters Score: Raw -423819.145150 + Penalty 3016.808039 = -420802.337110 nChanged 25 SP:Iteration 13Q (2917.341650 sec): 3 clusters Score: Raw -423826.433939 + Penalty 3016.808039 = -420809.625899 nChanged 18 SP:Iteration 14Q (2917.432868 sec): 3 clusters Score: Raw -423833.646835 + Penalty 3016.808039 = -420816.838796 nChanged 20 SP:Iteration 15Q (2917.558132 sec): 3 clusters Score: Raw -423839.996927 + Penalty 3016.808039 = -420823.188887 nChanged 15 SP:Iteration 16Q (2917.700545 sec): 3 clusters Score: Raw -423844.430003 + Penalty 3016.808039 = -420827.621963 nChanged 12 SP:Iteration 17Q (2917.797592 sec): 3 clusters Score: Raw -423847.413182 + Penalty 3016.808039 = -420830.605143 nChanged 15 SP:Iteration 18Q (2917.951642 sec): 3 clusters Score: Raw -423851.139955 + Penalty 3016.808039 = -420834.331916 nChanged 13 SP:Iteration 19Q (2918.057048 sec): 3 clusters Score: Raw -423854.844043 + Penalty 3016.808039 = -420838.036004 nChanged 12 SP:Iteration 20F (2918.159227 sec): 3 clusters Score: Raw -423857.384318 + Penalty 3016.808039 = -420840.576279 nChanged 6 SP:Iteration 21Q (2918.279742 sec): 3 clusters Score: Raw -423858.427090 + Penalty 3016.808039 = -420841.619051 nChanged 2 SP:Iteration 22Q (2918.387796 sec): 3 clusters Score: Raw -423858.777745 + Penalty 3016.808039 = -420841.969706 nChanged 2 SP:Iteration 23Q (2918.534656 sec): 3 clusters Score: Raw -423859.556074 + Penalty 3016.808039 = -420842.748035 nChanged 2 SP:Iteration 24Q (2918.639168 sec): 3 clusters Score: Raw -423860.094768 + Penalty 3016.808039 = -420843.286729 nChanged 1 SP:Iteration 25Q (2918.739048 sec): 3 clusters Score: Raw -423860.351722 + Penalty 3016.808039 = -420843.543683 nChanged 0 SP:Iteration 26F (2918.844379 sec): 3 clusters Score: Raw -423860.351722 + Penalty 3016.808039 = -420843.543683 nChanged 0 Trying to split cluster 29 (1795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2918.902239 sec): 2 clusters Score: Raw -129750.209548 + Penalty 1314.979433 = -128435.230115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2918.977470 sec): 3 clusters Score: Raw -129076.343254 + Penalty 2629.958866 = -126446.384388 nChanged 622 SP:Iteration 1F (2919.082675 sec): 3 clusters Score: Raw -129653.658670 + Penalty 2629.958866 = -127023.699805 nChanged 178 SP:Iteration 2F (2919.160315 sec): 3 clusters Score: Raw -129885.221512 + Penalty 2629.958866 = -127255.262647 nChanged 119 SP:Iteration 3F (2919.263074 sec): 3 clusters Score: Raw -130065.678663 + Penalty 2629.958866 = -127435.719797 nChanged 86 SP:Iteration 4Q (2919.359642 sec): 3 clusters Score: Raw -130158.978595 + Penalty 2629.958866 = -127529.019730 nChanged 64 SP:Iteration 5Q (2919.471545 sec): 3 clusters Score: Raw -130230.051735 + Penalty 2629.958866 = -127600.092869 nChanged 43 SP:Iteration 6Q (2919.570009 sec): 3 clusters Score: Raw -130270.121988 + Penalty 2629.958866 = -127640.163122 nChanged 33 SP:Iteration 7Q (2919.668749 sec): 3 clusters Score: Raw -130305.352271 + Penalty 2629.958866 = -127675.393405 nChanged 22 SP:Iteration 8Q (2919.768882 sec): 3 clusters Score: Raw -130330.658037 + Penalty 2629.958866 = -127700.699172 nChanged 23 SP:Iteration 9Q (2919.883381 sec): 3 clusters Score: Raw -130348.263583 + Penalty 2629.958866 = -127718.304717 nChanged 6 SP:Iteration 10Q (2919.991477 sec): 3 clusters Score: Raw -130354.736833 + Penalty 2629.958866 = -127724.777967 nChanged 8 SP:Iteration 11Q (2920.061621 sec): 3 clusters Score: Raw -130362.835461 + Penalty 2629.958866 = -127732.876596 nChanged 10 SP:Iteration 12Q (2920.156552 sec): 3 clusters Score: Raw -130373.953615 + Penalty 2629.958866 = -127743.994749 nChanged 12 SP:Iteration 13Q (2920.261774 sec): 3 clusters Score: Raw -130380.530027 + Penalty 2629.958866 = -127750.571161 nChanged 2 SP:Iteration 14Q (2920.329224 sec): 3 clusters Score: Raw -130381.576445 + Penalty 2629.958866 = -127751.617580 nChanged 4 SP:Iteration 15Q (2920.434319 sec): 3 clusters Score: Raw -130384.218023 + Penalty 2629.958866 = -127754.259158 nChanged 3 SP:Iteration 16Q (2920.556988 sec): 3 clusters Score: Raw -130385.237718 + Penalty 2629.958866 = -127755.278852 nChanged 1 SP:Iteration 17Q (2920.628523 sec): 3 clusters Score: Raw -130386.017483 + Penalty 2629.958866 = -127756.058617 nChanged 1 SP:Iteration 18Q (2920.726699 sec): 3 clusters Score: Raw -130387.029797 + Penalty 2629.958866 = -127757.070931 nChanged 2 SP:Iteration 19Q (2920.814360 sec): 3 clusters Score: Raw -130388.132797 + Penalty 2629.958866 = -127758.173931 nChanged 0 SP:Iteration 20F (2920.911380 sec): 3 clusters Score: Raw -130388.132797 + Penalty 2629.958866 = -127758.173931 nChanged 0 Trying to split cluster 30 (2060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2920.989370 sec): 2 clusters Score: Raw -152858.136952 + Penalty 1339.145951 = -151518.991001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2921.109115 sec): 3 clusters Score: Raw -152021.185082 + Penalty 2678.291903 = -149342.893179 nChanged 710 SP:Iteration 1F (2921.203051 sec): 3 clusters Score: Raw -152496.076238 + Penalty 2678.291903 = -149817.784335 nChanged 178 SP:Iteration 2F (2921.338642 sec): 3 clusters Score: Raw -152653.583031 + Penalty 2678.291903 = -149975.291128 nChanged 139 SP:Iteration 3F (2921.425536 sec): 3 clusters Score: Raw -152793.118242 + Penalty 2678.291903 = -150114.826339 nChanged 115 SP:Iteration 4F (2921.520545 sec): 3 clusters Score: Raw -152913.576141 + Penalty 2678.291903 = -150235.284239 nChanged 98 SP:Iteration 5Q (2921.596322 sec): 3 clusters Score: Raw -153006.766270 + Penalty 2678.291903 = -150328.474367 nChanged 78 SP:Iteration 6Q (2921.725414 sec): 3 clusters Score: Raw -153081.265978 + Penalty 2678.291903 = -150402.974076 nChanged 72 SP:Iteration 7Q (2921.829050 sec): 3 clusters Score: Raw -153146.538949 + Penalty 2678.291903 = -150468.247046 nChanged 61 SP:Iteration 8Q (2921.941566 sec): 3 clusters Score: Raw -153199.863875 + Penalty 2678.291903 = -150521.571972 nChanged 61 SP:Iteration 9Q (2922.010932 sec): 3 clusters Score: Raw -153255.417785 + Penalty 2678.291903 = -150577.125883 nChanged 57 SP:Iteration 10Q (2922.100908 sec): 3 clusters Score: Raw -153308.511536 + Penalty 2678.291903 = -150630.219633 nChanged 50 SP:Iteration 11Q (2922.176406 sec): 3 clusters Score: Raw -153357.364717 + Penalty 2678.291903 = -150679.072814 nChanged 34 SP:Iteration 12Q (2922.304096 sec): 3 clusters Score: Raw -153383.424568 + Penalty 2678.291903 = -150705.132665 nChanged 22 SP:Iteration 13Q (2922.388792 sec): 3 clusters Score: Raw -153396.880344 + Penalty 2678.291903 = -150718.588441 nChanged 16 SP:Iteration 14Q (2922.485351 sec): 3 clusters Score: Raw -153407.080170 + Penalty 2678.291903 = -150728.788267 nChanged 9 SP:Iteration 15Q (2922.582240 sec): 3 clusters Score: Raw -153411.960119 + Penalty 2678.291903 = -150733.668216 nChanged 9 SP:Iteration 16Q (2922.659887 sec): 3 clusters Score: Raw -153418.515971 + Penalty 2678.291903 = -150740.224068 nChanged 10 SP:Iteration 17Q (2922.746831 sec): 3 clusters Score: Raw -153426.635791 + Penalty 2678.291903 = -150748.343888 nChanged 9 SP:Iteration 18Q (2922.825410 sec): 3 clusters Score: Raw -153433.410564 + Penalty 2678.291903 = -150755.118661 nChanged 9 SP:Iteration 19Q (2922.905787 sec): 3 clusters Score: Raw -153438.035682 + Penalty 2678.291903 = -150759.743779 nChanged 6 SP:Iteration 20F (2923.026021 sec): 3 clusters Score: Raw -153441.263109 + Penalty 2678.291903 = -150762.971206 nChanged 4 SP:Iteration 21Q (2923.117951 sec): 3 clusters Score: Raw -153444.027460 + Penalty 2678.291903 = -150765.735557 nChanged 6 SP:Iteration 22Q (2923.237813 sec): 3 clusters Score: Raw -153447.962945 + Penalty 2678.291903 = -150769.671042 nChanged 6 SP:Iteration 23Q (2923.341264 sec): 3 clusters Score: Raw -153451.925812 + Penalty 2678.291903 = -150773.633909 nChanged 5 SP:Iteration 24Q (2923.458462 sec): 3 clusters Score: Raw -153454.890637 + Penalty 2678.291903 = -150776.598734 nChanged 2 SP:Iteration 25Q (2923.551610 sec): 3 clusters Score: Raw -153456.699929 + Penalty 2678.291903 = -150778.408026 nChanged 4 SP:Iteration 26Q (2923.675000 sec): 3 clusters Score: Raw -153458.243764 + Penalty 2678.291903 = -150779.951861 nChanged 2 SP:Iteration 27Q (2923.765339 sec): 3 clusters Score: Raw -153459.109279 + Penalty 2678.291903 = -150780.817376 nChanged 1 SP:Iteration 28Q (2923.873783 sec): 3 clusters Score: Raw -153459.988787 + Penalty 2678.291903 = -150781.696884 nChanged 3 SP:Iteration 29Q (2923.976191 sec): 3 clusters Score: Raw -153461.156326 + Penalty 2678.291903 = -150782.864423 nChanged 3 SP:Iteration 30Q (2924.071026 sec): 3 clusters Score: Raw -153462.281822 + Penalty 2678.291903 = -150783.989919 nChanged 4 SP:Iteration 31Q (2924.147910 sec): 3 clusters Score: Raw -153465.071578 + Penalty 2678.291903 = -150786.779675 nChanged 4 SP:Iteration 32Q (2924.234934 sec): 3 clusters Score: Raw -153466.408423 + Penalty 2678.291903 = -150788.116520 nChanged 1 SP:Iteration 33Q (2924.357950 sec): 3 clusters Score: Raw -153466.992306 + Penalty 2678.291903 = -150788.700403 nChanged 0 SP:Iteration 34F (2924.456937 sec): 3 clusters Score: Raw -153466.992306 + Penalty 2678.291903 = -150788.700403 nChanged 0 Trying to split cluster 31 (2689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2924.522216 sec): 2 clusters Score: Raw -206800.021375 + Penalty 1385.910277 = -205414.111098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2924.660057 sec): 3 clusters Score: Raw -205580.325752 + Penalty 2771.820554 = -202808.505198 nChanged 990 SP:Iteration 1F (2924.769923 sec): 3 clusters Score: Raw -206242.496604 + Penalty 2771.820554 = -203470.676049 nChanged 244 SP:Iteration 2F (2924.845267 sec): 3 clusters Score: Raw -206491.372028 + Penalty 2771.820554 = -203719.551474 nChanged 201 SP:Iteration 3F (2924.965658 sec): 3 clusters Score: Raw -206687.263689 + Penalty 2771.820554 = -203915.443134 nChanged 162 SP:Iteration 4F (2925.034328 sec): 3 clusters Score: Raw -206830.743585 + Penalty 2771.820554 = -204058.923031 nChanged 108 SP:Iteration 5Q (2925.147066 sec): 3 clusters Score: Raw -206923.421221 + Penalty 2771.820554 = -204151.600667 nChanged 95 SP:Iteration 6Q (2925.240675 sec): 3 clusters Score: Raw -206998.564253 + Penalty 2771.820554 = -204226.743699 nChanged 72 SP:Iteration 7Q (2925.336835 sec): 3 clusters Score: Raw -207043.224877 + Penalty 2771.820554 = -204271.404323 nChanged 57 SP:Iteration 8Q (2925.442172 sec): 3 clusters Score: Raw -207079.750466 + Penalty 2771.820554 = -204307.929912 nChanged 48 SP:Iteration 9Q (2925.555132 sec): 3 clusters Score: Raw -207110.455287 + Penalty 2771.820554 = -204338.634733 nChanged 39 SP:Iteration 10Q (2925.638706 sec): 3 clusters Score: Raw -207140.438630 + Penalty 2771.820554 = -204368.618076 nChanged 35 SP:Iteration 11Q (2925.731492 sec): 3 clusters Score: Raw -207162.775211 + Penalty 2771.820554 = -204390.954657 nChanged 18 SP:Iteration 12Q (2925.823189 sec): 3 clusters Score: Raw -207171.066870 + Penalty 2771.820554 = -204399.246316 nChanged 20 SP:Iteration 13Q (2925.928214 sec): 3 clusters Score: Raw -207183.217319 + Penalty 2771.820554 = -204411.396765 nChanged 21 SP:Iteration 14Q (2926.012318 sec): 3 clusters Score: Raw -207193.150080 + Penalty 2771.820554 = -204421.329525 nChanged 10 SP:Iteration 15Q (2926.117649 sec): 3 clusters Score: Raw -207198.932076 + Penalty 2771.820554 = -204427.111522 nChanged 11 SP:Iteration 16Q (2926.186146 sec): 3 clusters Score: Raw -207204.333715 + Penalty 2771.820554 = -204432.513161 nChanged 7 SP:Iteration 17Q (2926.292205 sec): 3 clusters Score: Raw -207208.605985 + Penalty 2771.820554 = -204436.785431 nChanged 9 SP:Iteration 18Q (2926.413299 sec): 3 clusters Score: Raw -207213.090107 + Penalty 2771.820554 = -204441.269552 nChanged 9 SP:Iteration 19Q (2926.507179 sec): 3 clusters Score: Raw -207216.303931 + Penalty 2771.820554 = -204444.483376 nChanged 10 SP:Iteration 20F (2926.600145 sec): 3 clusters Score: Raw -207221.370478 + Penalty 2771.820554 = -204449.549924 nChanged 8 SP:Iteration 21Q (2926.715079 sec): 3 clusters Score: Raw -207224.483938 + Penalty 2771.820554 = -204452.663384 nChanged 9 SP:Iteration 22Q (2926.801051 sec): 3 clusters Score: Raw -207228.497394 + Penalty 2771.820554 = -204456.676840 nChanged 7 SP:Iteration 23Q (2926.909266 sec): 3 clusters Score: Raw -207231.806885 + Penalty 2771.820554 = -204459.986331 nChanged 7 SP:Iteration 24Q (2927.005846 sec): 3 clusters Score: Raw -207236.393861 + Penalty 2771.820554 = -204464.573307 nChanged 8 SP:Iteration 25Q (2927.118574 sec): 3 clusters Score: Raw -207239.474631 + Penalty 2771.820554 = -204467.654076 nChanged 5 SP:Iteration 26Q (2927.214376 sec): 3 clusters Score: Raw -207240.908844 + Penalty 2771.820554 = -204469.088289 nChanged 3 SP:Iteration 27Q (2927.340588 sec): 3 clusters Score: Raw -207242.277797 + Penalty 2771.820554 = -204470.457242 nChanged 3 SP:Iteration 28Q (2927.422301 sec): 3 clusters Score: Raw -207243.466209 + Penalty 2771.820554 = -204471.645655 nChanged 3 SP:Iteration 29Q (2927.539563 sec): 3 clusters Score: Raw -207245.207602 + Penalty 2771.820554 = -204473.387048 nChanged 1 SP:Iteration 30Q (2927.620750 sec): 3 clusters Score: Raw -207245.367487 + Penalty 2771.820554 = -204473.546933 nChanged 0 SP:Iteration 31F (2927.733544 sec): 3 clusters Score: Raw -207245.367487 + Penalty 2771.820554 = -204473.546933 nChanged 0 Trying to split cluster 32 (2211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2927.789717 sec): 2 clusters Score: Raw -169994.294416 + Penalty 1351.560632 = -168642.733784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2927.930006 sec): 3 clusters Score: Raw -169057.357264 + Penalty 2703.121263 = -166354.236001 nChanged 755 SP:Iteration 1F (2928.017090 sec): 3 clusters Score: Raw -169540.413396 + Penalty 2703.121263 = -166837.292132 nChanged 178 SP:Iteration 2F (2928.109659 sec): 3 clusters Score: Raw -169667.824294 + Penalty 2703.121263 = -166964.703031 nChanged 109 SP:Iteration 3Q (2928.192849 sec): 3 clusters Score: Raw -169755.451776 + Penalty 2703.121263 = -167052.330512 nChanged 90 SP:Iteration 4Q (2928.310772 sec): 3 clusters Score: Raw -169834.890367 + Penalty 2703.121263 = -167131.769103 nChanged 94 SP:Iteration 5Q (2928.394748 sec): 3 clusters Score: Raw -169933.258241 + Penalty 2703.121263 = -167230.136977 nChanged 87 SP:Iteration 6Q (2928.493787 sec): 3 clusters Score: Raw -170024.210572 + Penalty 2703.121263 = -167321.089308 nChanged 80 SP:Iteration 7Q (2928.620343 sec): 3 clusters Score: Raw -170112.743983 + Penalty 2703.121263 = -167409.622720 nChanged 85 SP:Iteration 8Q (2928.716020 sec): 3 clusters Score: Raw -170207.988948 + Penalty 2703.121263 = -167504.867685 nChanged 76 SP:Iteration 9Q (2928.796118 sec): 3 clusters Score: Raw -170273.736551 + Penalty 2703.121263 = -167570.615288 nChanged 59 SP:Iteration 10Q (2928.908761 sec): 3 clusters Score: Raw -170325.490137 + Penalty 2703.121263 = -167622.368873 nChanged 35 SP:Iteration 11Q (2929.013675 sec): 3 clusters Score: Raw -170350.958861 + Penalty 2703.121263 = -167647.837598 nChanged 28 SP:Iteration 12Q (2929.105150 sec): 3 clusters Score: Raw -170370.409515 + Penalty 2703.121263 = -167667.288252 nChanged 25 SP:Iteration 13Q (2929.179693 sec): 3 clusters Score: Raw -170387.427266 + Penalty 2703.121263 = -167684.306003 nChanged 24 SP:Iteration 14Q (2929.254212 sec): 3 clusters Score: Raw -170403.518281 + Penalty 2703.121263 = -167700.397018 nChanged 19 SP:Iteration 15Q (2929.331658 sec): 3 clusters Score: Raw -170415.199924 + Penalty 2703.121263 = -167712.078660 nChanged 14 SP:Iteration 16Q (2929.402217 sec): 3 clusters Score: Raw -170422.641001 + Penalty 2703.121263 = -167719.519737 nChanged 10 SP:Iteration 17Q (2929.513321 sec): 3 clusters Score: Raw -170427.782642 + Penalty 2703.121263 = -167724.661379 nChanged 8 SP:Iteration 18Q (2929.616013 sec): 3 clusters Score: Raw -170431.265074 + Penalty 2703.121263 = -167728.143810 nChanged 6 SP:Iteration 19Q (2929.692687 sec): 3 clusters Score: Raw -170433.650389 + Penalty 2703.121263 = -167730.529126 nChanged 5 SP:Iteration 20F (2929.809266 sec): 3 clusters Score: Raw -170435.663472 + Penalty 2703.121263 = -167732.542209 nChanged 3 SP:Iteration 21Q (2929.896985 sec): 3 clusters Score: Raw -170436.898461 + Penalty 2703.121263 = -167733.777198 nChanged 1 SP:Iteration 22Q (2929.991848 sec): 3 clusters Score: Raw -170437.324000 + Penalty 2703.121263 = -167734.202736 nChanged 3 SP:Iteration 23Q (2930.128881 sec): 3 clusters Score: Raw -170438.627021 + Penalty 2703.121263 = -167735.505757 nChanged 2 SP:Iteration 24Q (2930.239009 sec): 3 clusters Score: Raw -170439.314832 + Penalty 2703.121263 = -167736.193568 nChanged 1 SP:Iteration 25Q (2930.312027 sec): 3 clusters Score: Raw -170439.805616 + Penalty 2703.121263 = -167736.684353 nChanged 1 SP:Iteration 26Q (2930.421989 sec): 3 clusters Score: Raw -170440.041844 + Penalty 2703.121263 = -167736.920580 nChanged 0 SP:Iteration 27F (2930.553786 sec): 3 clusters Score: Raw -170440.041844 + Penalty 2703.121263 = -167736.920580 nChanged 0 Trying to split cluster 33 (2718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2930.591701 sec): 2 clusters Score: Raw -217164.047161 + Penalty 1387.792855 = -215776.254306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2930.705152 sec): 3 clusters Score: Raw -215899.454324 + Penalty 2775.585710 = -213123.868614 nChanged 1001 SP:Iteration 1F (2930.787718 sec): 3 clusters Score: Raw -216511.382540 + Penalty 2775.585710 = -213735.796831 nChanged 223 SP:Iteration 2F (2930.863904 sec): 3 clusters Score: Raw -216677.268877 + Penalty 2775.585710 = -213901.683168 nChanged 156 SP:Iteration 3F (2930.944847 sec): 3 clusters Score: Raw -216807.348599 + Penalty 2775.585710 = -214031.762889 nChanged 150 SP:Iteration 4F (2931.053522 sec): 3 clusters Score: Raw -216930.348858 + Penalty 2775.585710 = -214154.763148 nChanged 115 SP:Iteration 5Q (2931.141375 sec): 3 clusters Score: Raw -217017.904307 + Penalty 2775.585710 = -214242.318598 nChanged 87 SP:Iteration 6Q (2931.241959 sec): 3 clusters Score: Raw -217083.077198 + Penalty 2775.585710 = -214307.491488 nChanged 76 SP:Iteration 7Q (2931.350288 sec): 3 clusters Score: Raw -217130.326988 + Penalty 2775.585710 = -214354.741278 nChanged 63 SP:Iteration 8Q (2931.454419 sec): 3 clusters Score: Raw -217170.341094 + Penalty 2775.585710 = -214394.755384 nChanged 70 SP:Iteration 9Q (2931.548217 sec): 3 clusters Score: Raw -217214.684388 + Penalty 2775.585710 = -214439.098678 nChanged 53 SP:Iteration 10Q (2931.651569 sec): 3 clusters Score: Raw -217241.438243 + Penalty 2775.585710 = -214465.852533 nChanged 36 SP:Iteration 11Q (2931.753117 sec): 3 clusters Score: Raw -217259.336885 + Penalty 2775.585710 = -214483.751175 nChanged 35 SP:Iteration 12Q (2931.838541 sec): 3 clusters Score: Raw -217279.493186 + Penalty 2775.585710 = -214503.907477 nChanged 28 SP:Iteration 13Q (2931.937866 sec): 3 clusters Score: Raw -217294.095867 + Penalty 2775.585710 = -214518.510157 nChanged 13 SP:Iteration 14Q (2932.037029 sec): 3 clusters Score: Raw -217299.546895 + Penalty 2775.585710 = -214523.961186 nChanged 18 SP:Iteration 15Q (2932.143581 sec): 3 clusters Score: Raw -217307.925140 + Penalty 2775.585710 = -214532.339430 nChanged 18 SP:Iteration 16Q (2932.225337 sec): 3 clusters Score: Raw -217317.056467 + Penalty 2775.585710 = -214541.470757 nChanged 18 SP:Iteration 17Q (2932.323401 sec): 3 clusters Score: Raw -217326.232084 + Penalty 2775.585710 = -214550.646374 nChanged 11 SP:Iteration 18Q (2932.429965 sec): 3 clusters Score: Raw -217332.904063 + Penalty 2775.585710 = -214557.318354 nChanged 16 SP:Iteration 19Q (2932.545809 sec): 3 clusters Score: Raw -217340.354933 + Penalty 2775.585710 = -214564.769223 nChanged 12 SP:Iteration 20F (2932.663333 sec): 3 clusters Score: Raw -217345.570439 + Penalty 2775.585710 = -214569.984729 nChanged 10 SP:Iteration 21Q (2932.780828 sec): 3 clusters Score: Raw -217351.011535 + Penalty 2775.585710 = -214575.425825 nChanged 7 SP:Iteration 22Q (2932.897486 sec): 3 clusters Score: Raw -217354.657895 + Penalty 2775.585710 = -214579.072185 nChanged 9 SP:Iteration 23Q (2933.014125 sec): 3 clusters Score: Raw -217359.970944 + Penalty 2775.585710 = -214584.385234 nChanged 12 SP:Iteration 24Q (2933.155426 sec): 3 clusters Score: Raw -217366.284167 + Penalty 2775.585710 = -214590.698457 nChanged 14 SP:Iteration 25Q (2933.234830 sec): 3 clusters Score: Raw -217373.101308 + Penalty 2775.585710 = -214597.515598 nChanged 6 SP:Iteration 26Q (2933.313681 sec): 3 clusters Score: Raw -217375.344699 + Penalty 2775.585710 = -214599.758990 nChanged 5 SP:Iteration 27Q (2933.419838 sec): 3 clusters Score: Raw -217377.717362 + Penalty 2775.585710 = -214602.131652 nChanged 5 SP:Iteration 28Q (2933.526942 sec): 3 clusters Score: Raw -217380.278094 + Penalty 2775.585710 = -214604.692385 nChanged 8 SP:Iteration 29Q (2933.638414 sec): 3 clusters Score: Raw -217386.207317 + Penalty 2775.585710 = -214610.621607 nChanged 12 SP:Iteration 30Q (2933.723326 sec): 3 clusters Score: Raw -217391.288549 + Penalty 2775.585710 = -214615.702840 nChanged 11 SP:Iteration 31Q (2933.809313 sec): 3 clusters Score: Raw -217395.326452 + Penalty 2775.585710 = -214619.740743 nChanged 9 SP:Iteration 32Q (2933.933989 sec): 3 clusters Score: Raw -217399.408183 + Penalty 2775.585710 = -214623.822473 nChanged 8 SP:Iteration 33Q (2934.025657 sec): 3 clusters Score: Raw -217403.554415 + Penalty 2775.585710 = -214627.968705 nChanged 9 SP:Iteration 34Q (2934.154982 sec): 3 clusters Score: Raw -217407.044997 + Penalty 2775.585710 = -214631.459287 nChanged 5 SP:Iteration 35Q (2934.258702 sec): 3 clusters Score: Raw -217409.647947 + Penalty 2775.585710 = -214634.062238 nChanged 5 SP:Iteration 36Q (2934.344780 sec): 3 clusters Score: Raw -217411.791491 + Penalty 2775.585710 = -214636.205781 nChanged 3 SP:Iteration 37Q (2934.440461 sec): 3 clusters Score: Raw -217412.647523 + Penalty 2775.585710 = -214637.061813 nChanged 2 SP:Iteration 38Q (2934.536721 sec): 3 clusters Score: Raw -217413.482146 + Penalty 2775.585710 = -214637.896436 nChanged 4 SP:Iteration 39Q (2934.642043 sec): 3 clusters Score: Raw -217415.001755 + Penalty 2775.585710 = -214639.416045 nChanged 1 SP:Iteration 40F (2934.746789 sec): 3 clusters Score: Raw -217415.501216 + Penalty 2775.585710 = -214639.915506 nChanged 4 SP:Iteration 41Q (2934.855706 sec): 3 clusters Score: Raw -217417.545488 + Penalty 2775.585710 = -214641.959778 nChanged 4 SP:Iteration 42Q (2934.958545 sec): 3 clusters Score: Raw -217419.827762 + Penalty 2775.585710 = -214644.242052 nChanged 4 SP:Iteration 43Q (2935.052985 sec): 3 clusters Score: Raw -217421.289013 + Penalty 2775.585710 = -214645.703303 nChanged 3 SP:Iteration 44Q (2935.139004 sec): 3 clusters Score: Raw -217421.798897 + Penalty 2775.585710 = -214646.213187 nChanged 2 SP:Iteration 45Q (2935.253303 sec): 3 clusters Score: Raw -217422.767818 + Penalty 2775.585710 = -214647.182108 nChanged 4 SP:Iteration 46Q (2935.328677 sec): 3 clusters Score: Raw -217425.054772 + Penalty 2775.585710 = -214649.469062 nChanged 3 SP:Iteration 47Q (2935.432456 sec): 3 clusters Score: Raw -217427.987138 + Penalty 2775.585710 = -214652.401428 nChanged 9 SP:Iteration 48Q (2935.555400 sec): 3 clusters Score: Raw -217435.275490 + Penalty 2775.585710 = -214659.689780 nChanged 12 SP:Iteration 49Q (2935.639510 sec): 3 clusters Score: Raw -217440.239603 + Penalty 2775.585710 = -214664.653893 nChanged 10 SP:Iteration 50Q (2935.742301 sec): 3 clusters Score: Raw -217447.039102 + Penalty 2775.585710 = -214671.453393 nChanged 10 SP:Iteration 51Q (2935.850544 sec): 3 clusters Score: Raw -217450.941044 + Penalty 2775.585710 = -214675.355335 nChanged 4 SP:Iteration 52Q (2935.954193 sec): 3 clusters Score: Raw -217451.730282 + Penalty 2775.585710 = -214676.144572 nChanged 1 SP:Iteration 53Q (2936.068307 sec): 3 clusters Score: Raw -217452.622421 + Penalty 2775.585710 = -214677.036711 nChanged 2 SP:Iteration 54Q (2936.167333 sec): 3 clusters Score: Raw -217453.628994 + Penalty 2775.585710 = -214678.043284 nChanged 1 SP:Iteration 55Q (2936.286531 sec): 3 clusters Score: Raw -217453.865635 + Penalty 2775.585710 = -214678.279925 nChanged 1 SP:Iteration 56Q (2936.375902 sec): 3 clusters Score: Raw -217454.550409 + Penalty 2775.585710 = -214678.964699 nChanged 0 SP:Iteration 57F (2936.483171 sec): 3 clusters Score: Raw -217454.550409 + Penalty 2775.585710 = -214678.964699 nChanged 0 Trying to split cluster 34 (3854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2936.552629 sec): 2 clusters Score: Raw -309456.012709 + Penalty 1449.080132 = -308006.932577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2936.665154 sec): 3 clusters Score: Raw -307577.378795 + Penalty 2898.160264 = -304679.218531 nChanged 1480 SP:Iteration 1F (2936.790656 sec): 3 clusters Score: Raw -308497.763118 + Penalty 2898.160264 = -305599.602854 nChanged 311 SP:Iteration 2F (2936.900196 sec): 3 clusters Score: Raw -308700.976348 + Penalty 2898.160264 = -305802.816084 nChanged 218 SP:Iteration 3F (2937.024165 sec): 3 clusters Score: Raw -308843.288320 + Penalty 2898.160264 = -305945.128056 nChanged 186 SP:Iteration 4Q (2937.116706 sec): 3 clusters Score: Raw -308956.150198 + Penalty 2898.160264 = -306057.989934 nChanged 166 SP:Iteration 5Q (2937.234057 sec): 3 clusters Score: Raw -309059.359703 + Penalty 2898.160264 = -306161.199439 nChanged 152 SP:Iteration 6Q (2937.330344 sec): 3 clusters Score: Raw -309161.740449 + Penalty 2898.160264 = -306263.580185 nChanged 149 SP:Iteration 7Q (2937.447082 sec): 3 clusters Score: Raw -309254.387782 + Penalty 2898.160264 = -306356.227519 nChanged 113 SP:Iteration 8Q (2937.531619 sec): 3 clusters Score: Raw -309329.461811 + Penalty 2898.160264 = -306431.301547 nChanged 105 SP:Iteration 9Q (2937.642832 sec): 3 clusters Score: Raw -309391.839983 + Penalty 2898.160264 = -306493.679719 nChanged 87 SP:Iteration 10Q (2937.683487 sec): 3 clusters Score: Raw -309449.139448 + Penalty 2898.160264 = -306550.979184 nChanged 65 SP:Iteration 11Q (2937.775425 sec): 3 clusters Score: Raw -309485.700354 + Penalty 2898.160264 = -306587.540090 nChanged 56 SP:Iteration 12Q (2937.885974 sec): 3 clusters Score: Raw -309516.768554 + Penalty 2898.160264 = -306618.608290 nChanged 40 SP:Iteration 13Q (2938.024440 sec): 3 clusters Score: Raw -309537.995556 + Penalty 2898.160264 = -306639.835292 nChanged 31 SP:Iteration 14Q (2938.109609 sec): 3 clusters Score: Raw -309552.256976 + Penalty 2898.160264 = -306654.096712 nChanged 32 SP:Iteration 15Q (2938.196639 sec): 3 clusters Score: Raw -309566.977261 + Penalty 2898.160264 = -306668.816997 nChanged 26 SP:Iteration 16Q (2938.305622 sec): 3 clusters Score: Raw -309580.208649 + Penalty 2898.160264 = -306682.048385 nChanged 18 SP:Iteration 17Q (2938.386207 sec): 3 clusters Score: Raw -309587.094860 + Penalty 2898.160264 = -306688.934596 nChanged 18 SP:Iteration 18Q (2938.472391 sec): 3 clusters Score: Raw -309593.551787 + Penalty 2898.160264 = -306695.391523 nChanged 12 SP:Iteration 19Q (2938.580011 sec): 3 clusters Score: Raw -309599.520610 + Penalty 2898.160264 = -306701.360346 nChanged 12 SP:Iteration 20F (2938.662049 sec): 3 clusters Score: Raw -309603.963800 + Penalty 2898.160264 = -306705.803536 nChanged 8 SP:Iteration 21Q (2938.789209 sec): 3 clusters Score: Raw -309605.724673 + Penalty 2898.160264 = -306707.564409 nChanged 7 SP:Iteration 22Q (2938.907314 sec): 3 clusters Score: Raw -309607.725280 + Penalty 2898.160264 = -306709.565016 nChanged 7 SP:Iteration 23Q (2938.998231 sec): 3 clusters Score: Raw -309609.946787 + Penalty 2898.160264 = -306711.786523 nChanged 4 SP:Iteration 24Q (2939.109039 sec): 3 clusters Score: Raw -309611.165661 + Penalty 2898.160264 = -306713.005397 nChanged 2 SP:Iteration 25Q (2939.231387 sec): 3 clusters Score: Raw -309611.706840 + Penalty 2898.160264 = -306713.546576 nChanged 1 SP:Iteration 26Q (2939.334887 sec): 3 clusters Score: Raw -309611.936324 + Penalty 2898.160264 = -306713.776060 nChanged 2 SP:Iteration 27Q (2939.445755 sec): 3 clusters Score: Raw -309613.643549 + Penalty 2898.160264 = -306715.483285 nChanged 4 SP:Iteration 28Q (2939.557232 sec): 3 clusters Score: Raw -309615.380368 + Penalty 2898.160264 = -306717.220104 nChanged 5 SP:Iteration 29Q (2939.667727 sec): 3 clusters Score: Raw -309617.252278 + Penalty 2898.160264 = -306719.092014 nChanged 4 SP:Iteration 30Q (2939.792812 sec): 3 clusters Score: Raw -309618.315880 + Penalty 2898.160264 = -306720.155616 nChanged 3 SP:Iteration 31Q (2939.874765 sec): 3 clusters Score: Raw -309619.809717 + Penalty 2898.160264 = -306721.649453 nChanged 4 SP:Iteration 32Q (2939.975194 sec): 3 clusters Score: Raw -309620.851024 + Penalty 2898.160264 = -306722.690760 nChanged 5 SP:Iteration 33Q (2940.080594 sec): 3 clusters Score: Raw -309622.817709 + Penalty 2898.160264 = -306724.657445 nChanged 4 SP:Iteration 34Q (2940.193733 sec): 3 clusters Score: Raw -309624.605785 + Penalty 2898.160264 = -306726.445521 nChanged 5 SP:Iteration 35Q (2940.299749 sec): 3 clusters Score: Raw -309626.470376 + Penalty 2898.160264 = -306728.310112 nChanged 6 SP:Iteration 36Q (2940.409063 sec): 3 clusters Score: Raw -309628.083149 + Penalty 2898.160264 = -306729.922885 nChanged 4 SP:Iteration 37Q (2940.501979 sec): 3 clusters Score: Raw -309628.974938 + Penalty 2898.160264 = -306730.814675 nChanged 6 SP:Iteration 38Q (2940.593829 sec): 3 clusters Score: Raw -309630.724486 + Penalty 2898.160264 = -306732.564222 nChanged 5 SP:Iteration 39Q (2940.694014 sec): 3 clusters Score: Raw -309632.539336 + Penalty 2898.160264 = -306734.379072 nChanged 2 SP:Iteration 40F (2940.796383 sec): 3 clusters Score: Raw -309633.136204 + Penalty 2898.160264 = -306734.975940 nChanged 3 SP:Iteration 41Q (2940.887609 sec): 3 clusters Score: Raw -309634.307950 + Penalty 2898.160264 = -306736.147686 nChanged 4 SP:Iteration 42Q (2940.993071 sec): 3 clusters Score: Raw -309635.693301 + Penalty 2898.160264 = -306737.533037 nChanged 2 SP:Iteration 43Q (2941.110357 sec): 3 clusters Score: Raw -309636.345446 + Penalty 2898.160264 = -306738.185182 nChanged 1 SP:Iteration 44Q (2941.217462 sec): 3 clusters Score: Raw -309636.661651 + Penalty 2898.160264 = -306738.501387 nChanged 1 SP:Iteration 45Q (2941.339861 sec): 3 clusters Score: Raw -309636.982999 + Penalty 2898.160264 = -306738.822735 nChanged 1 SP:Iteration 46Q (2941.427413 sec): 3 clusters Score: Raw -309637.112075 + Penalty 2898.160264 = -306738.951811 nChanged 1 SP:Iteration 47Q (2941.558110 sec): 3 clusters Score: Raw -309637.758898 + Penalty 2898.160264 = -306739.598634 nChanged 2 SP:Iteration 48Q (2941.633967 sec): 3 clusters Score: Raw -309638.702595 + Penalty 2898.160264 = -306740.542331 nChanged 3 SP:Iteration 49Q (2941.750101 sec): 3 clusters Score: Raw -309640.709917 + Penalty 2898.160264 = -306742.549653 nChanged 4 SP:Iteration 50Q (2941.834701 sec): 3 clusters Score: Raw -309642.515947 + Penalty 2898.160264 = -306744.355683 nChanged 5 SP:Iteration 51Q (2941.948477 sec): 3 clusters Score: Raw -309644.579985 + Penalty 2898.160264 = -306746.419721 nChanged 1 SP:Iteration 52Q (2942.094737 sec): 3 clusters Score: Raw -309645.116267 + Penalty 2898.160264 = -306746.956003 nChanged 3 SP:Iteration 53Q (2942.190143 sec): 3 clusters Score: Raw -309645.765737 + Penalty 2898.160264 = -306747.605473 nChanged 2 SP:Iteration 54Q (2942.285738 sec): 3 clusters Score: Raw -309646.862737 + Penalty 2898.160264 = -306748.702473 nChanged 3 SP:Iteration 55Q (2942.382319 sec): 3 clusters Score: Raw -309648.225855 + Penalty 2898.160264 = -306750.065591 nChanged 2 SP:Iteration 56Q (2942.467467 sec): 3 clusters Score: Raw -309648.692658 + Penalty 2898.160264 = -306750.532394 nChanged 1 SP:Iteration 57Q (2942.561083 sec): 3 clusters Score: Raw -309649.017235 + Penalty 2898.160264 = -306750.856971 nChanged 2 SP:Iteration 58Q (2942.655022 sec): 3 clusters Score: Raw -309649.448925 + Penalty 2898.160264 = -306751.288661 nChanged 1 SP:Iteration 59Q (2942.762061 sec): 3 clusters Score: Raw -309649.832399 + Penalty 2898.160264 = -306751.672135 nChanged 0 SP:Iteration 60F (2942.867202 sec): 3 clusters Score: Raw -309649.832399 + Penalty 2898.160264 = -306751.672135 nChanged 0 Trying to split cluster 35 (3065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2942.952248 sec): 2 clusters Score: Raw -238602.604862 + Penalty 1408.879400 = -237193.725462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2943.059024 sec): 3 clusters Score: Raw -237158.582288 + Penalty 2817.758800 = -234340.823489 nChanged 1179 SP:Iteration 1F (2943.198102 sec): 3 clusters Score: Raw -237834.440631 + Penalty 2817.758800 = -235016.681831 nChanged 268 SP:Iteration 2F (2943.284864 sec): 3 clusters Score: Raw -238025.480056 + Penalty 2817.758800 = -235207.721257 nChanged 189 SP:Iteration 3F (2943.382548 sec): 3 clusters Score: Raw -238161.225588 + Penalty 2817.758800 = -235343.466788 nChanged 160 SP:Iteration 4F (2943.494397 sec): 3 clusters Score: Raw -238278.579641 + Penalty 2817.758800 = -235460.820841 nChanged 126 SP:Iteration 5Q (2943.610323 sec): 3 clusters Score: Raw -238367.880412 + Penalty 2817.758800 = -235550.121613 nChanged 106 SP:Iteration 6Q (2943.709485 sec): 3 clusters Score: Raw -238434.057701 + Penalty 2817.758800 = -235616.298901 nChanged 93 SP:Iteration 7Q (2943.802761 sec): 3 clusters Score: Raw -238491.731246 + Penalty 2817.758800 = -235673.972447 nChanged 85 SP:Iteration 8Q (2943.918950 sec): 3 clusters Score: Raw -238546.098594 + Penalty 2817.758800 = -235728.339794 nChanged 85 SP:Iteration 9Q (2944.010578 sec): 3 clusters Score: Raw -238609.378876 + Penalty 2817.758800 = -235791.620076 nChanged 91 SP:Iteration 10Q (2944.135831 sec): 3 clusters Score: Raw -238677.303107 + Penalty 2817.758800 = -235859.544307 nChanged 85 SP:Iteration 11Q (2944.236622 sec): 3 clusters Score: Raw -238728.826691 + Penalty 2817.758800 = -235911.067891 nChanged 75 SP:Iteration 12Q (2944.321785 sec): 3 clusters Score: Raw -238773.350195 + Penalty 2817.758800 = -235955.591395 nChanged 71 SP:Iteration 13Q (2944.421230 sec): 3 clusters Score: Raw -238820.392271 + Penalty 2817.758800 = -236002.633471 nChanged 70 SP:Iteration 14Q (2944.511531 sec): 3 clusters Score: Raw -238865.109203 + Penalty 2817.758800 = -236047.350403 nChanged 58 SP:Iteration 15Q (2944.611043 sec): 3 clusters Score: Raw -238896.246131 + Penalty 2817.758800 = -236078.487331 nChanged 39 SP:Iteration 16Q (2944.707560 sec): 3 clusters Score: Raw -238923.470199 + Penalty 2817.758800 = -236105.711399 nChanged 40 SP:Iteration 17Q (2944.787118 sec): 3 clusters Score: Raw -238941.303341 + Penalty 2817.758800 = -236123.544542 nChanged 28 SP:Iteration 18Q (2944.877442 sec): 3 clusters Score: Raw -238955.427598 + Penalty 2817.758800 = -236137.668798 nChanged 23 SP:Iteration 19Q (2944.986521 sec): 3 clusters Score: Raw -238965.460667 + Penalty 2817.758800 = -236147.701867 nChanged 14 SP:Iteration 20F (2945.103208 sec): 3 clusters Score: Raw -238971.091753 + Penalty 2817.758800 = -236153.332953 nChanged 15 SP:Iteration 21Q (2945.213099 sec): 3 clusters Score: Raw -238977.500133 + Penalty 2817.758800 = -236159.741334 nChanged 13 SP:Iteration 22Q (2945.305501 sec): 3 clusters Score: Raw -238982.739430 + Penalty 2817.758800 = -236164.980630 nChanged 8 SP:Iteration 23Q (2945.418825 sec): 3 clusters Score: Raw -238986.211419 + Penalty 2817.758800 = -236168.452619 nChanged 13 SP:Iteration 24Q (2945.510781 sec): 3 clusters Score: Raw -238992.685142 + Penalty 2817.758800 = -236174.926343 nChanged 9 SP:Iteration 25Q (2945.615063 sec): 3 clusters Score: Raw -238996.339514 + Penalty 2817.758800 = -236178.580714 nChanged 10 SP:Iteration 26Q (2945.701714 sec): 3 clusters Score: Raw -238998.799671 + Penalty 2817.758800 = -236181.040872 nChanged 6 SP:Iteration 27Q (2945.785993 sec): 3 clusters Score: Raw -239002.443196 + Penalty 2817.758800 = -236184.684396 nChanged 8 SP:Iteration 28Q (2945.880131 sec): 3 clusters Score: Raw -239005.950120 + Penalty 2817.758800 = -236188.191320 nChanged 8 SP:Iteration 29Q (2946.012141 sec): 3 clusters Score: Raw -239008.376938 + Penalty 2817.758800 = -236190.618138 nChanged 8 SP:Iteration 30Q (2946.096698 sec): 3 clusters Score: Raw -239010.722975 + Penalty 2817.758800 = -236192.964176 nChanged 3 SP:Iteration 31Q (2946.225389 sec): 3 clusters Score: Raw -239011.569330 + Penalty 2817.758800 = -236193.810530 nChanged 1 SP:Iteration 32Q (2946.319769 sec): 3 clusters Score: Raw -239011.690484 + Penalty 2817.758800 = -236193.931684 nChanged 2 SP:Iteration 33Q (2946.454788 sec): 3 clusters Score: Raw -239012.629942 + Penalty 2817.758800 = -236194.871142 nChanged 8 SP:Iteration 34Q (2946.559467 sec): 3 clusters Score: Raw -239015.291529 + Penalty 2817.758800 = -236197.532730 nChanged 4 SP:Iteration 35Q (2946.650772 sec): 3 clusters Score: Raw -239016.626696 + Penalty 2817.758800 = -236198.867896 nChanged 6 SP:Iteration 36Q (2946.765347 sec): 3 clusters Score: Raw -239019.002504 + Penalty 2817.758800 = -236201.243704 nChanged 5 SP:Iteration 37Q (2946.878364 sec): 3 clusters Score: Raw -239021.144115 + Penalty 2817.758800 = -236203.385315 nChanged 4 SP:Iteration 38Q (2946.994760 sec): 3 clusters Score: Raw -239022.337087 + Penalty 2817.758800 = -236204.578287 nChanged 6 SP:Iteration 39Q (2947.112297 sec): 3 clusters Score: Raw -239024.644180 + Penalty 2817.758800 = -236206.885380 nChanged 4 SP:Iteration 40F (2947.214646 sec): 3 clusters Score: Raw -239025.960021 + Penalty 2817.758800 = -236208.201222 nChanged 8 SP:Iteration 41Q (2947.229237 sec): 3 clusters Score: Raw -239027.952588 + Penalty 2817.758800 = -236210.193788 nChanged 3 SP:Iteration 42Q (2947.266601 sec): 3 clusters Score: Raw -239028.902661 + Penalty 2817.758800 = -236211.143861 nChanged 1 SP:Iteration 43Q (2947.303873 sec): 3 clusters Score: Raw -239029.047395 + Penalty 2817.758800 = -236211.288595 nChanged 0 SP:Iteration 44F (2947.341351 sec): 3 clusters Score: Raw -239029.047395 + Penalty 2817.758800 = -236211.288595 nChanged 0 Iteration 219Q (2950.443305 sec): 36 clusters Score: Raw -7147626.341182 + Penalty 70802.392194 = -7076823.948987 nChanged 8 Iteration 220F (2955.532771 sec): 36 clusters Score: Raw -7147628.365325 + Penalty 70802.392194 = -7076825.973130 nChanged 9 Iteration 221Q (2958.630859 sec): 36 clusters Score: Raw -7147630.173705 + Penalty 70802.392194 = -7076827.781511 nChanged 4 Iteration 222Q (2961.918112 sec): 36 clusters Score: Raw -7147630.955175 + Penalty 70802.392194 = -7076828.562981 nChanged 2 Iteration 223Q (2965.071183 sec): 36 clusters Score: Raw -7147631.655938 + Penalty 70802.392194 = -7076829.263743 nChanged 1 Iteration 224Q (2968.076298 sec): 36 clusters Score: Raw -7147631.776414 + Penalty 70802.392194 = -7076829.384220 nChanged 0 Iteration 225F (2973.186215 sec): 36 clusters Score: Raw -7147631.776414 + Penalty 70802.392194 = -7076829.384220 nChanged 0 Compute initial score before splitting: Score: Raw -7147631.776414 + Penalty 70802.392194 = -7076829.384220 Trying to split cluster 1 (3702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2973.340035 sec): 2 clusters Score: Raw -290684.563605 + Penalty 1442.018301 = -289242.545305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2973.458901 sec): 3 clusters Score: Raw -288882.054923 + Penalty 2884.036601 = -285998.018321 nChanged 1442 SP:Iteration 1F (2973.567731 sec): 3 clusters Score: Raw -289760.052573 + Penalty 2884.036601 = -286876.015972 nChanged 309 SP:Iteration 2F (2973.648994 sec): 3 clusters Score: Raw -289961.401340 + Penalty 2884.036601 = -287077.364739 nChanged 194 SP:Iteration 3F (2973.758051 sec): 3 clusters Score: Raw -290072.728688 + Penalty 2884.036601 = -287188.692087 nChanged 156 SP:Iteration 4Q (2973.848113 sec): 3 clusters Score: Raw -290162.358756 + Penalty 2884.036601 = -287278.322155 nChanged 139 SP:Iteration 5Q (2973.956525 sec): 3 clusters Score: Raw -290244.075324 + Penalty 2884.036601 = -287360.038722 nChanged 127 SP:Iteration 6Q (2974.038180 sec): 3 clusters Score: Raw -290323.185587 + Penalty 2884.036601 = -287439.148986 nChanged 110 SP:Iteration 7Q (2974.141138 sec): 3 clusters Score: Raw -290395.384533 + Penalty 2884.036601 = -287511.347932 nChanged 109 SP:Iteration 8Q (2974.268548 sec): 3 clusters Score: Raw -290461.765092 + Penalty 2884.036601 = -287577.728491 nChanged 104 SP:Iteration 9Q (2974.372171 sec): 3 clusters Score: Raw -290511.397241 + Penalty 2884.036601 = -287627.360640 nChanged 70 SP:Iteration 10Q (2974.472047 sec): 3 clusters Score: Raw -290544.904095 + Penalty 2884.036601 = -287660.867494 nChanged 44 SP:Iteration 11Q (2974.568984 sec): 3 clusters Score: Raw -290566.703676 + Penalty 2884.036601 = -287682.667075 nChanged 39 SP:Iteration 12Q (2974.686439 sec): 3 clusters Score: Raw -290590.746071 + Penalty 2884.036601 = -287706.709470 nChanged 41 SP:Iteration 13Q (2974.760055 sec): 3 clusters Score: Raw -290611.058044 + Penalty 2884.036601 = -287727.021443 nChanged 36 SP:Iteration 14Q (2974.886991 sec): 3 clusters Score: Raw -290622.846737 + Penalty 2884.036601 = -287738.810135 nChanged 18 SP:Iteration 15Q (2974.973815 sec): 3 clusters Score: Raw -290629.496852 + Penalty 2884.036601 = -287745.460251 nChanged 20 SP:Iteration 16Q (2975.094084 sec): 3 clusters Score: Raw -290637.275027 + Penalty 2884.036601 = -287753.238426 nChanged 23 SP:Iteration 17Q (2975.198570 sec): 3 clusters Score: Raw -290644.472367 + Penalty 2884.036601 = -287760.435766 nChanged 23 SP:Iteration 18Q (2975.288010 sec): 3 clusters Score: Raw -290652.568496 + Penalty 2884.036601 = -287768.531895 nChanged 16 SP:Iteration 19Q (2975.399849 sec): 3 clusters Score: Raw -290659.586723 + Penalty 2884.036601 = -287775.550122 nChanged 16 SP:Iteration 20F (2975.516724 sec): 3 clusters Score: Raw -290665.658090 + Penalty 2884.036601 = -287781.621489 nChanged 16 SP:Iteration 21Q (2975.605370 sec): 3 clusters Score: Raw -290672.087098 + Penalty 2884.036601 = -287788.050497 nChanged 13 SP:Iteration 22Q (2975.745741 sec): 3 clusters Score: Raw -290677.873030 + Penalty 2884.036601 = -287793.836428 nChanged 14 SP:Iteration 23Q (2975.851576 sec): 3 clusters Score: Raw -290683.063470 + Penalty 2884.036601 = -287799.026869 nChanged 22 SP:Iteration 24Q (2975.936759 sec): 3 clusters Score: Raw -290690.826778 + Penalty 2884.036601 = -287806.790177 nChanged 22 SP:Iteration 25Q (2976.046674 sec): 3 clusters Score: Raw -290698.986911 + Penalty 2884.036601 = -287814.950310 nChanged 16 SP:Iteration 26Q (2976.125593 sec): 3 clusters Score: Raw -290705.102989 + Penalty 2884.036601 = -287821.066388 nChanged 15 SP:Iteration 27Q (2976.203969 sec): 3 clusters Score: Raw -290712.385389 + Penalty 2884.036601 = -287828.348788 nChanged 13 SP:Iteration 28Q (2976.288226 sec): 3 clusters Score: Raw -290718.453611 + Penalty 2884.036601 = -287834.417010 nChanged 17 SP:Iteration 29Q (2976.408267 sec): 3 clusters Score: Raw -290725.366900 + Penalty 2884.036601 = -287841.330299 nChanged 13 SP:Iteration 30Q (2976.497605 sec): 3 clusters Score: Raw -290731.996814 + Penalty 2884.036601 = -287847.960213 nChanged 20 SP:Iteration 31Q (2976.588447 sec): 3 clusters Score: Raw -290740.822174 + Penalty 2884.036601 = -287856.785572 nChanged 18 SP:Iteration 32Q (2976.673026 sec): 3 clusters Score: Raw -290747.547425 + Penalty 2884.036601 = -287863.510824 nChanged 15 SP:Iteration 33Q (2976.786430 sec): 3 clusters Score: Raw -290752.506691 + Penalty 2884.036601 = -287868.470090 nChanged 12 SP:Iteration 34Q (2976.885266 sec): 3 clusters Score: Raw -290757.587026 + Penalty 2884.036601 = -287873.550425 nChanged 15 SP:Iteration 35Q (2976.987539 sec): 3 clusters Score: Raw -290766.669371 + Penalty 2884.036601 = -287882.632770 nChanged 11 SP:Iteration 36Q (2977.103282 sec): 3 clusters Score: Raw -290771.898647 + Penalty 2884.036601 = -287887.862046 nChanged 10 SP:Iteration 37Q (2977.220574 sec): 3 clusters Score: Raw -290775.510706 + Penalty 2884.036601 = -287891.474105 nChanged 9 SP:Iteration 38Q (2977.316308 sec): 3 clusters Score: Raw -290778.249112 + Penalty 2884.036601 = -287894.212511 nChanged 6 SP:Iteration 39Q (2977.427984 sec): 3 clusters Score: Raw -290781.619759 + Penalty 2884.036601 = -287897.583158 nChanged 8 SP:Iteration 40F (2977.542501 sec): 3 clusters Score: Raw -290783.977004 + Penalty 2884.036601 = -287899.940403 nChanged 3 SP:Iteration 41Q (2977.633904 sec): 3 clusters Score: Raw -290785.019243 + Penalty 2884.036601 = -287900.982642 nChanged 4 SP:Iteration 42Q (2977.725987 sec): 3 clusters Score: Raw -290786.402332 + Penalty 2884.036601 = -287902.365731 nChanged 4 SP:Iteration 43Q (2977.809513 sec): 3 clusters Score: Raw -290787.542264 + Penalty 2884.036601 = -287903.505663 nChanged 2 SP:Iteration 44Q (2977.900536 sec): 3 clusters Score: Raw -290787.913065 + Penalty 2884.036601 = -287903.876464 nChanged 0 SP:Iteration 45F (2978.012164 sec): 3 clusters Score: Raw -290787.913065 + Penalty 2884.036601 = -287903.876464 nChanged 0 Trying to split cluster 2 (918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2978.048391 sec): 2 clusters Score: Raw -67387.599546 + Penalty 1197.295642 = -66190.303904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2978.140795 sec): 3 clusters Score: Raw -67096.482622 + Penalty 2394.591284 = -64701.891338 nChanged 259 SP:Iteration 1F (2978.249066 sec): 3 clusters Score: Raw -67336.188330 + Penalty 2394.591284 = -64941.597046 nChanged 76 SP:Iteration 2F (2978.326230 sec): 3 clusters Score: Raw -67431.044827 + Penalty 2394.591284 = -65036.453543 nChanged 38 SP:Iteration 3Q (2978.446810 sec): 3 clusters Score: Raw -67480.539865 + Penalty 2394.591284 = -65085.948581 nChanged 23 SP:Iteration 4Q (2978.533255 sec): 3 clusters Score: Raw -67515.507244 + Penalty 2394.591284 = -65120.915960 nChanged 22 SP:Iteration 5Q (2978.624311 sec): 3 clusters Score: Raw -67536.538738 + Penalty 2394.591284 = -65141.947454 nChanged 15 SP:Iteration 6Q (2978.732073 sec): 3 clusters Score: Raw -67553.333551 + Penalty 2394.591284 = -65158.742267 nChanged 13 SP:Iteration 7Q (2978.820703 sec): 3 clusters Score: Raw -67577.584960 + Penalty 2394.591284 = -65182.993676 nChanged 17 SP:Iteration 8Q (2978.917658 sec): 3 clusters Score: Raw -67600.523911 + Penalty 2394.591284 = -65205.932627 nChanged 10 SP:Iteration 9Q (2979.022611 sec): 3 clusters Score: Raw -67608.239456 + Penalty 2394.591284 = -65213.648172 nChanged 7 SP:Iteration 10Q (2979.148408 sec): 3 clusters Score: Raw -67615.013688 + Penalty 2394.591284 = -65220.422404 nChanged 5 SP:Iteration 11Q (2979.257691 sec): 3 clusters Score: Raw -67621.101662 + Penalty 2394.591284 = -65226.510378 nChanged 5 SP:Iteration 12Q (2979.363985 sec): 3 clusters Score: Raw -67625.303731 + Penalty 2394.591284 = -65230.712446 nChanged 3 SP:Iteration 13Q (2979.439490 sec): 3 clusters Score: Raw -67626.178106 + Penalty 2394.591284 = -65231.586821 nChanged 3 SP:Iteration 14Q (2979.544793 sec): 3 clusters Score: Raw -67627.852178 + Penalty 2394.591284 = -65233.260894 nChanged 4 SP:Iteration 15Q (2979.646827 sec): 3 clusters Score: Raw -67631.004471 + Penalty 2394.591284 = -65236.413187 nChanged 3 SP:Iteration 16Q (2979.734558 sec): 3 clusters Score: Raw -67635.436102 + Penalty 2394.591284 = -65240.844818 nChanged 4 SP:Iteration 17Q (2979.839528 sec): 3 clusters Score: Raw -67637.158277 + Penalty 2394.591284 = -65242.566993 nChanged 3 SP:Iteration 18Q (2979.950410 sec): 3 clusters Score: Raw -67638.839626 + Penalty 2394.591284 = -65244.248342 nChanged 2 SP:Iteration 19Q (2980.037831 sec): 3 clusters Score: Raw -67641.940396 + Penalty 2394.591284 = -65247.349112 nChanged 5 SP:Iteration 20F (2980.111127 sec): 3 clusters Score: Raw -67648.285339 + Penalty 2394.591284 = -65253.694055 nChanged 3 SP:Iteration 21Q (2980.236355 sec): 3 clusters Score: Raw -67649.949191 + Penalty 2394.591284 = -65255.357907 nChanged 1 SP:Iteration 22Q (2980.346540 sec): 3 clusters Score: Raw -67651.781799 + Penalty 2394.591284 = -65257.190515 nChanged 0 SP:Iteration 23F (2980.424112 sec): 3 clusters Score: Raw -67651.781799 + Penalty 2394.591284 = -65257.190515 nChanged 0 Trying to split cluster 3 (5671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2980.527303 sec): 2 clusters Score: Raw -367447.944637 + Penalty 1516.867691 = -365931.076946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2980.613627 sec): 3 clusters Score: Raw -364507.648322 + Penalty 3033.735383 = -361473.912939 nChanged 2273 SP:Iteration 1F (2980.736087 sec): 3 clusters Score: Raw -366082.718153 + Penalty 3033.735383 = -363048.982770 nChanged 582 SP:Iteration 2F (2980.838987 sec): 3 clusters Score: Raw -366636.399959 + Penalty 3033.735383 = -363602.664577 nChanged 467 SP:Iteration 3F (2980.962436 sec): 3 clusters Score: Raw -367005.879267 + Penalty 3033.735383 = -363972.143884 nChanged 334 SP:Iteration 4F (2981.058346 sec): 3 clusters Score: Raw -367246.935489 + Penalty 3033.735383 = -364213.200107 nChanged 256 SP:Iteration 5Q (2981.172191 sec): 3 clusters Score: Raw -367417.065238 + Penalty 3033.735383 = -364383.329856 nChanged 187 SP:Iteration 6Q (2981.290858 sec): 3 clusters Score: Raw -367516.842308 + Penalty 3033.735383 = -364483.106926 nChanged 137 SP:Iteration 7Q (2981.388374 sec): 3 clusters Score: Raw -367584.847599 + Penalty 3033.735383 = -364551.112216 nChanged 112 SP:Iteration 8Q (2981.489589 sec): 3 clusters Score: Raw -367627.434120 + Penalty 3033.735383 = -364593.698738 nChanged 101 SP:Iteration 9Q (2981.598906 sec): 3 clusters Score: Raw -367664.870534 + Penalty 3033.735383 = -364631.135151 nChanged 86 SP:Iteration 10Q (2981.699562 sec): 3 clusters Score: Raw -367698.839768 + Penalty 3033.735383 = -364665.104385 nChanged 82 SP:Iteration 11Q (2981.831915 sec): 3 clusters Score: Raw -367724.594171 + Penalty 3033.735383 = -364690.858788 nChanged 54 SP:Iteration 12Q (2981.939684 sec): 3 clusters Score: Raw -367741.444555 + Penalty 3033.735383 = -364707.709172 nChanged 54 SP:Iteration 13Q (2982.028519 sec): 3 clusters Score: Raw -367758.416264 + Penalty 3033.735383 = -364724.680882 nChanged 46 SP:Iteration 14Q (2982.136786 sec): 3 clusters Score: Raw -367770.800065 + Penalty 3033.735383 = -364737.064683 nChanged 41 SP:Iteration 15Q (2982.247654 sec): 3 clusters Score: Raw -367782.361375 + Penalty 3033.735383 = -364748.625993 nChanged 29 SP:Iteration 16Q (2982.352068 sec): 3 clusters Score: Raw -367788.299748 + Penalty 3033.735383 = -364754.564365 nChanged 26 SP:Iteration 17Q (2982.467269 sec): 3 clusters Score: Raw -367793.816464 + Penalty 3033.735383 = -364760.081082 nChanged 24 SP:Iteration 18Q (2982.569746 sec): 3 clusters Score: Raw -367801.204263 + Penalty 3033.735383 = -364767.468880 nChanged 31 SP:Iteration 19Q (2982.701070 sec): 3 clusters Score: Raw -367812.894353 + Penalty 3033.735383 = -364779.158971 nChanged 38 SP:Iteration 20F (2982.798081 sec): 3 clusters Score: Raw -367823.777377 + Penalty 3033.735383 = -364790.041995 nChanged 32 SP:Iteration 21Q (2982.907570 sec): 3 clusters Score: Raw -367833.170969 + Penalty 3033.735383 = -364799.435587 nChanged 35 SP:Iteration 22Q (2983.011940 sec): 3 clusters Score: Raw -367845.438579 + Penalty 3033.735383 = -364811.703196 nChanged 37 SP:Iteration 23Q (2983.155933 sec): 3 clusters Score: Raw -367857.393642 + Penalty 3033.735383 = -364823.658260 nChanged 37 SP:Iteration 24Q (2983.242623 sec): 3 clusters Score: Raw -367871.277879 + Penalty 3033.735383 = -364837.542497 nChanged 45 SP:Iteration 25Q (2983.331764 sec): 3 clusters Score: Raw -367886.140496 + Penalty 3033.735383 = -364852.405114 nChanged 43 SP:Iteration 26Q (2983.431797 sec): 3 clusters Score: Raw -367900.850570 + Penalty 3033.735383 = -364867.115187 nChanged 47 SP:Iteration 27Q (2983.540648 sec): 3 clusters Score: Raw -367917.178450 + Penalty 3033.735383 = -364883.443068 nChanged 51 SP:Iteration 28Q (2983.646854 sec): 3 clusters Score: Raw -367939.238731 + Penalty 3033.735383 = -364905.503348 nChanged 63 SP:Iteration 29Q (2983.763946 sec): 3 clusters Score: Raw -367968.663419 + Penalty 3033.735383 = -364934.928037 nChanged 74 SP:Iteration 30Q (2983.883723 sec): 3 clusters Score: Raw -368015.654391 + Penalty 3033.735383 = -364981.919008 nChanged 79 SP:Iteration 31Q (2983.999641 sec): 3 clusters Score: Raw -368065.103640 + Penalty 3033.735383 = -365031.368257 nChanged 80 SP:Iteration 32Q (2984.103446 sec): 3 clusters Score: Raw -368114.885810 + Penalty 3033.735383 = -365081.150427 nChanged 76 SP:Iteration 33Q (2984.207036 sec): 3 clusters Score: Raw -368154.892591 + Penalty 3033.735383 = -365121.157209 nChanged 68 SP:Iteration 34Q (2984.313473 sec): 3 clusters Score: Raw -368194.410055 + Penalty 3033.735383 = -365160.674673 nChanged 86 SP:Iteration 35Q (2984.412983 sec): 3 clusters Score: Raw -368237.145168 + Penalty 3033.735383 = -365203.409786 nChanged 88 SP:Iteration 36Q (2984.514665 sec): 3 clusters Score: Raw -368283.631555 + Penalty 3033.735383 = -365249.896172 nChanged 84 SP:Iteration 37Q (2984.621031 sec): 3 clusters Score: Raw -368329.636634 + Penalty 3033.735383 = -365295.901252 nChanged 89 SP:Iteration 38Q (2984.716821 sec): 3 clusters Score: Raw -368391.358818 + Penalty 3033.735383 = -365357.623435 nChanged 88 SP:Iteration 39Q (2984.839857 sec): 3 clusters Score: Raw -368443.428014 + Penalty 3033.735383 = -365409.692632 nChanged 73 SP:Iteration 40F (2984.935116 sec): 3 clusters Score: Raw -368492.364794 + Penalty 3033.735383 = -365458.629411 nChanged 75 SP:Iteration 41Q (2985.051521 sec): 3 clusters Score: Raw -368533.962845 + Penalty 3033.735383 = -365500.227463 nChanged 69 SP:Iteration 42Q (2985.154942 sec): 3 clusters Score: Raw -368572.475525 + Penalty 3033.735383 = -365538.740143 nChanged 51 SP:Iteration 43Q (2985.264720 sec): 3 clusters Score: Raw -368598.043990 + Penalty 3033.735383 = -365564.308607 nChanged 48 SP:Iteration 44Q (2985.401364 sec): 3 clusters Score: Raw -368619.880278 + Penalty 3033.735383 = -365586.144895 nChanged 39 SP:Iteration 45Q (2985.502417 sec): 3 clusters Score: Raw -368634.527425 + Penalty 3033.735383 = -365600.792043 nChanged 42 SP:Iteration 46Q (2985.593972 sec): 3 clusters Score: Raw -368649.220679 + Penalty 3033.735383 = -365615.485296 nChanged 35 SP:Iteration 47Q (2985.704082 sec): 3 clusters Score: Raw -368659.922268 + Penalty 3033.735383 = -365626.186886 nChanged 35 SP:Iteration 48Q (2985.806312 sec): 3 clusters Score: Raw -368675.112718 + Penalty 3033.735383 = -365641.377335 nChanged 31 SP:Iteration 49Q (2985.925942 sec): 3 clusters Score: Raw -368687.807205 + Penalty 3033.735383 = -365654.071823 nChanged 30 SP:Iteration 50Q (2986.016821 sec): 3 clusters Score: Raw -368698.295966 + Penalty 3033.735383 = -365664.560584 nChanged 21 SP:Iteration 51Q (2986.139702 sec): 3 clusters Score: Raw -368706.015335 + Penalty 3033.735383 = -365672.279952 nChanged 25 SP:Iteration 52Q (2986.263321 sec): 3 clusters Score: Raw -368713.113416 + Penalty 3033.735383 = -365679.378034 nChanged 22 SP:Iteration 53Q (2986.370825 sec): 3 clusters Score: Raw -368722.560874 + Penalty 3033.735383 = -365688.825491 nChanged 23 SP:Iteration 54Q (2986.503050 sec): 3 clusters Score: Raw -368733.117801 + Penalty 3033.735383 = -365699.382419 nChanged 21 SP:Iteration 55Q (2986.631959 sec): 3 clusters Score: Raw -368741.311957 + Penalty 3033.735383 = -365707.576575 nChanged 19 SP:Iteration 56Q (2986.744237 sec): 3 clusters Score: Raw -368749.202725 + Penalty 3033.735383 = -365715.467342 nChanged 25 SP:Iteration 57Q (2986.809590 sec): 3 clusters Score: Raw -368761.866163 + Penalty 3033.735383 = -365728.130781 nChanged 35 SP:Iteration 58Q (2986.934829 sec): 3 clusters Score: Raw -368777.772445 + Penalty 3033.735383 = -365744.037063 nChanged 23 SP:Iteration 59Q (2987.060086 sec): 3 clusters Score: Raw -368787.289196 + Penalty 3033.735383 = -365753.553814 nChanged 19 SP:Iteration 60F (2987.191197 sec): 3 clusters Score: Raw -368793.460247 + Penalty 3033.735383 = -365759.724864 nChanged 25 SP:Iteration 61Q (2987.320506 sec): 3 clusters Score: Raw -368800.862389 + Penalty 3033.735383 = -365767.127007 nChanged 23 SP:Iteration 62Q (2987.478267 sec): 3 clusters Score: Raw -368809.420802 + Penalty 3033.735383 = -365775.685419 nChanged 23 SP:Iteration 63Q (2987.562780 sec): 3 clusters Score: Raw -368816.943880 + Penalty 3033.735383 = -365783.208498 nChanged 21 SP:Iteration 64Q (2987.703048 sec): 3 clusters Score: Raw -368822.656692 + Penalty 3033.735383 = -365788.921310 nChanged 21 SP:Iteration 65Q (2987.825900 sec): 3 clusters Score: Raw -368829.000113 + Penalty 3033.735383 = -365795.264731 nChanged 23 SP:Iteration 66Q (2987.944143 sec): 3 clusters Score: Raw -368836.043121 + Penalty 3033.735383 = -365802.307739 nChanged 19 SP:Iteration 67Q (2988.033121 sec): 3 clusters Score: Raw -368842.515559 + Penalty 3033.735383 = -365808.780176 nChanged 20 SP:Iteration 68Q (2988.163756 sec): 3 clusters Score: Raw -368849.759463 + Penalty 3033.735383 = -365816.024080 nChanged 24 SP:Iteration 69Q (2988.264971 sec): 3 clusters Score: Raw -368857.913413 + Penalty 3033.735383 = -365824.178030 nChanged 34 SP:Iteration 70Q (2988.372496 sec): 3 clusters Score: Raw -368872.581670 + Penalty 3033.735383 = -365838.846287 nChanged 38 SP:Iteration 71Q (2988.482323 sec): 3 clusters Score: Raw -368892.386815 + Penalty 3033.735383 = -365858.651433 nChanged 45 SP:Iteration 72Q (2988.610613 sec): 3 clusters Score: Raw -368916.287210 + Penalty 3033.735383 = -365882.551828 nChanged 50 SP:Iteration 73Q (2988.717999 sec): 3 clusters Score: Raw -368945.982936 + Penalty 3033.735383 = -365912.247554 nChanged 51 SP:Iteration 74Q (2988.820584 sec): 3 clusters Score: Raw -368979.196476 + Penalty 3033.735383 = -365945.461093 nChanged 57 SP:Iteration 75Q (2988.960568 sec): 3 clusters Score: Raw -369021.586443 + Penalty 3033.735383 = -365987.851061 nChanged 50 SP:Iteration 76Q (2989.040559 sec): 3 clusters Score: Raw -369054.803563 + Penalty 3033.735383 = -366021.068180 nChanged 38 SP:Iteration 77Q (2989.162137 sec): 3 clusters Score: Raw -369078.483610 + Penalty 3033.735383 = -366044.748227 nChanged 27 SP:Iteration 78Q (2989.272643 sec): 3 clusters Score: Raw -369090.775153 + Penalty 3033.735383 = -366057.039770 nChanged 21 SP:Iteration 79Q (2989.360688 sec): 3 clusters Score: Raw -369097.700538 + Penalty 3033.735383 = -366063.965156 nChanged 11 SP:Iteration 80F (2989.472774 sec): 3 clusters Score: Raw -369101.437060 + Penalty 3033.735383 = -366067.701677 nChanged 9 SP:Iteration 81Q (2989.578409 sec): 3 clusters Score: Raw -369104.054364 + Penalty 3033.735383 = -366070.318981 nChanged 7 SP:Iteration 82Q (2989.675674 sec): 3 clusters Score: Raw -369105.224568 + Penalty 3033.735383 = -366071.489185 nChanged 4 SP:Iteration 83Q (2989.799418 sec): 3 clusters Score: Raw -369106.029831 + Penalty 3033.735383 = -366072.294449 nChanged 3 SP:Iteration 84Q (2989.904426 sec): 3 clusters Score: Raw -369106.679013 + Penalty 3033.735383 = -366072.943631 nChanged 3 SP:Iteration 85Q (2989.990202 sec): 3 clusters Score: Raw -369107.052586 + Penalty 3033.735383 = -366073.317204 nChanged 0 SP:Iteration 86F (2990.097510 sec): 3 clusters Score: Raw -369107.052586 + Penalty 3033.735383 = -366073.317204 nChanged 0 Score: Raw -7149290.884363 + Penalty 72825.317685 = -7076465.566678 Splitting cluster 3 changes total score from -7076829.384220 to -7076465.566678 So it's not getting split. Trying to split cluster 4 (2083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2995.511269 sec): 2 clusters Score: Raw -123524.673553 + Penalty 1341.094559 = -122183.578993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2995.624331 sec): 3 clusters Score: Raw -122686.940165 + Penalty 2682.189119 = -120004.751046 nChanged 778 SP:Iteration 1F (2995.708777 sec): 3 clusters Score: Raw -123409.061077 + Penalty 2682.189119 = -120726.871958 nChanged 227 SP:Iteration 2F (2995.778946 sec): 3 clusters Score: Raw -123729.016397 + Penalty 2682.189119 = -121046.827278 nChanged 167 SP:Iteration 3F (2995.864062 sec): 3 clusters Score: Raw -123947.655372 + Penalty 2682.189119 = -121265.466253 nChanged 112 SP:Iteration 4F (2995.965167 sec): 3 clusters Score: Raw -124111.094787 + Penalty 2682.189119 = -121428.905668 nChanged 84 SP:Iteration 5Q (2996.051308 sec): 3 clusters Score: Raw -124227.188054 + Penalty 2682.189119 = -121544.998935 nChanged 61 SP:Iteration 6Q (2996.157992 sec): 3 clusters Score: Raw -124306.786633 + Penalty 2682.189119 = -121624.597515 nChanged 43 SP:Iteration 7Q (2996.252166 sec): 3 clusters Score: Raw -124344.913619 + Penalty 2682.189119 = -121662.724500 nChanged 39 SP:Iteration 8Q (2996.319439 sec): 3 clusters Score: Raw -124383.441481 + Penalty 2682.189119 = -121701.252362 nChanged 38 SP:Iteration 9Q (2996.400371 sec): 3 clusters Score: Raw -124413.320759 + Penalty 2682.189119 = -121731.131640 nChanged 25 SP:Iteration 10Q (2996.488471 sec): 3 clusters Score: Raw -124430.392560 + Penalty 2682.189119 = -121748.203441 nChanged 20 SP:Iteration 11Q (2996.586720 sec): 3 clusters Score: Raw -124443.134079 + Penalty 2682.189119 = -121760.944960 nChanged 15 SP:Iteration 12Q (2996.683496 sec): 3 clusters Score: Raw -124462.415081 + Penalty 2682.189119 = -121780.225962 nChanged 17 SP:Iteration 13Q (2996.797288 sec): 3 clusters Score: Raw -124473.907871 + Penalty 2682.189119 = -121791.718752 nChanged 11 SP:Iteration 14Q (2996.903155 sec): 3 clusters Score: Raw -124480.477477 + Penalty 2682.189119 = -121798.288358 nChanged 8 SP:Iteration 15Q (2996.972070 sec): 3 clusters Score: Raw -124485.386689 + Penalty 2682.189119 = -121803.197570 nChanged 4 SP:Iteration 16Q (2997.066972 sec): 3 clusters Score: Raw -124488.439605 + Penalty 2682.189119 = -121806.250486 nChanged 3 SP:Iteration 17Q (2997.136086 sec): 3 clusters Score: Raw -124489.604560 + Penalty 2682.189119 = -121807.415441 nChanged 0 SP:Iteration 18F (2997.272639 sec): 3 clusters Score: Raw -124489.604560 + Penalty 2682.189119 = -121807.415441 nChanged 0 Trying to split cluster 5 (1747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2997.325307 sec): 2 clusters Score: Raw -135724.263012 + Penalty 1310.222507 = -134414.040505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2997.422764 sec): 3 clusters Score: Raw -135009.093514 + Penalty 2620.445014 = -132388.648500 nChanged 574 SP:Iteration 1F (2997.495696 sec): 3 clusters Score: Raw -135399.642463 + Penalty 2620.445014 = -132779.197449 nChanged 140 SP:Iteration 2F (2997.613214 sec): 3 clusters Score: Raw -135527.512988 + Penalty 2620.445014 = -132907.067974 nChanged 90 SP:Iteration 3F (2997.690362 sec): 3 clusters Score: Raw -135603.533482 + Penalty 2620.445014 = -132983.088468 nChanged 65 SP:Iteration 4Q (2997.788846 sec): 3 clusters Score: Raw -135646.999547 + Penalty 2620.445014 = -133026.554533 nChanged 48 SP:Iteration 5Q (2997.866246 sec): 3 clusters Score: Raw -135682.277073 + Penalty 2620.445014 = -133061.832059 nChanged 46 SP:Iteration 6Q (2997.969571 sec): 3 clusters Score: Raw -135720.007605 + Penalty 2620.445014 = -133099.562591 nChanged 39 SP:Iteration 7Q (2998.077397 sec): 3 clusters Score: Raw -135748.787513 + Penalty 2620.445014 = -133128.342500 nChanged 27 SP:Iteration 8Q (2998.173542 sec): 3 clusters Score: Raw -135767.429535 + Penalty 2620.445014 = -133146.984521 nChanged 20 SP:Iteration 9Q (2998.295409 sec): 3 clusters Score: Raw -135777.406042 + Penalty 2620.445014 = -133156.961028 nChanged 17 SP:Iteration 10Q (2998.400520 sec): 3 clusters Score: Raw -135788.290620 + Penalty 2620.445014 = -133167.845606 nChanged 20 SP:Iteration 11Q (2998.485534 sec): 3 clusters Score: Raw -135801.888068 + Penalty 2620.445014 = -133181.443054 nChanged 12 SP:Iteration 12Q (2998.586428 sec): 3 clusters Score: Raw -135813.305203 + Penalty 2620.445014 = -133192.860189 nChanged 19 SP:Iteration 13Q (2998.673663 sec): 3 clusters Score: Raw -135829.208573 + Penalty 2620.445014 = -133208.763559 nChanged 10 SP:Iteration 14Q (2998.785783 sec): 3 clusters Score: Raw -135836.913938 + Penalty 2620.445014 = -133216.468925 nChanged 13 SP:Iteration 15Q (2998.879917 sec): 3 clusters Score: Raw -135845.141348 + Penalty 2620.445014 = -133224.696334 nChanged 11 SP:Iteration 16Q (2998.961965 sec): 3 clusters Score: Raw -135850.523590 + Penalty 2620.445014 = -133230.078576 nChanged 7 SP:Iteration 17Q (2999.048241 sec): 3 clusters Score: Raw -135854.449782 + Penalty 2620.445014 = -133234.004768 nChanged 8 SP:Iteration 18Q (2999.150780 sec): 3 clusters Score: Raw -135859.051845 + Penalty 2620.445014 = -133238.606831 nChanged 3 SP:Iteration 19Q (2999.246908 sec): 3 clusters Score: Raw -135861.218499 + Penalty 2620.445014 = -133240.773485 nChanged 4 SP:Iteration 20F (2999.377692 sec): 3 clusters Score: Raw -135862.727463 + Penalty 2620.445014 = -133242.282449 nChanged 2 SP:Iteration 21Q (2999.478581 sec): 3 clusters Score: Raw -135863.232081 + Penalty 2620.445014 = -133242.787067 nChanged 0 SP:Iteration 22F (2999.567520 sec): 3 clusters Score: Raw -135863.232081 + Penalty 2620.445014 = -133242.787067 nChanged 0 Trying to split cluster 6 (1636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2999.627934 sec): 2 clusters Score: Raw -120447.151842 + Penalty 1298.701670 = -119148.450171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2999.713168 sec): 3 clusters Score: Raw -119829.149273 + Penalty 2597.403341 = -117231.745933 nChanged 569 SP:Iteration 1F (2999.807898 sec): 3 clusters Score: Raw -120337.570666 + Penalty 2597.403341 = -117740.167325 nChanged 157 SP:Iteration 2F (2999.884031 sec): 3 clusters Score: Raw -120569.922789 + Penalty 2597.403341 = -117972.519448 nChanged 100 SP:Iteration 3F (2999.992183 sec): 3 clusters Score: Raw -120730.983159 + Penalty 2597.403341 = -118133.579818 nChanged 72 SP:Iteration 4Q (3000.072736 sec): 3 clusters Score: Raw -120803.006714 + Penalty 2597.403341 = -118205.603374 nChanged 47 SP:Iteration 5Q (3000.152961 sec): 3 clusters Score: Raw -120856.198823 + Penalty 2597.403341 = -118258.795482 nChanged 40 SP:Iteration 6Q (3000.220656 sec): 3 clusters Score: Raw -120897.910309 + Penalty 2597.403341 = -118300.506969 nChanged 44 SP:Iteration 7Q (3000.312548 sec): 3 clusters Score: Raw -120930.437569 + Penalty 2597.403341 = -118333.034228 nChanged 27 SP:Iteration 8Q (3000.408681 sec): 3 clusters Score: Raw -120952.786455 + Penalty 2597.403341 = -118355.383115 nChanged 19 SP:Iteration 9Q (3000.516641 sec): 3 clusters Score: Raw -120971.798175 + Penalty 2597.403341 = -118374.394835 nChanged 21 SP:Iteration 10Q (3000.601946 sec): 3 clusters Score: Raw -120989.316340 + Penalty 2597.403341 = -118391.913000 nChanged 15 SP:Iteration 11Q (3000.710332 sec): 3 clusters Score: Raw -121007.426976 + Penalty 2597.403341 = -118410.023635 nChanged 20 SP:Iteration 12Q (3000.798363 sec): 3 clusters Score: Raw -121022.805905 + Penalty 2597.403341 = -118425.402565 nChanged 17 SP:Iteration 13Q (3000.897051 sec): 3 clusters Score: Raw -121038.950442 + Penalty 2597.403341 = -118441.547101 nChanged 13 SP:Iteration 14Q (3000.992317 sec): 3 clusters Score: Raw -121046.949894 + Penalty 2597.403341 = -118449.546554 nChanged 10 SP:Iteration 15Q (3001.117127 sec): 3 clusters Score: Raw -121051.364717 + Penalty 2597.403341 = -118453.961377 nChanged 0 SP:Iteration 16F (3001.186504 sec): 3 clusters Score: Raw -121051.364717 + Penalty 2597.403341 = -118453.961377 nChanged 0 Trying to split cluster 7 (2068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3001.273965 sec): 2 clusters Score: Raw -148945.494233 + Penalty 1339.826185 = -147605.668048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3001.373156 sec): 3 clusters Score: Raw -148089.852508 + Penalty 2679.652370 = -145410.200138 nChanged 722 SP:Iteration 1F (3001.466030 sec): 3 clusters Score: Raw -148599.132203 + Penalty 2679.652370 = -145919.479834 nChanged 155 SP:Iteration 2F (3001.572901 sec): 3 clusters Score: Raw -148736.643629 + Penalty 2679.652370 = -146056.991260 nChanged 119 SP:Iteration 3F (3001.679746 sec): 3 clusters Score: Raw -148853.909570 + Penalty 2679.652370 = -146174.257200 nChanged 114 SP:Iteration 4F (3001.788182 sec): 3 clusters Score: Raw -148982.640466 + Penalty 2679.652370 = -146302.988096 nChanged 115 SP:Iteration 5F (3001.895340 sec): 3 clusters Score: Raw -149113.132143 + Penalty 2679.652370 = -146433.479773 nChanged 100 SP:Iteration 6Q (3001.985153 sec): 3 clusters Score: Raw -149228.063631 + Penalty 2679.652370 = -146548.411262 nChanged 78 SP:Iteration 7Q (3002.096914 sec): 3 clusters Score: Raw -149323.974789 + Penalty 2679.652370 = -146644.322419 nChanged 68 SP:Iteration 8Q (3002.200259 sec): 3 clusters Score: Raw -149393.780144 + Penalty 2679.652370 = -146714.127774 nChanged 60 SP:Iteration 9Q (3002.313862 sec): 3 clusters Score: Raw -149454.726653 + Penalty 2679.652370 = -146775.074283 nChanged 52 SP:Iteration 10Q (3002.411598 sec): 3 clusters Score: Raw -149510.235929 + Penalty 2679.652370 = -146830.583559 nChanged 47 SP:Iteration 11Q (3002.544512 sec): 3 clusters Score: Raw -149568.943315 + Penalty 2679.652370 = -146889.290946 nChanged 42 SP:Iteration 12Q (3002.639553 sec): 3 clusters Score: Raw -149624.883595 + Penalty 2679.652370 = -146945.231225 nChanged 39 SP:Iteration 13Q (3002.741293 sec): 3 clusters Score: Raw -149669.581559 + Penalty 2679.652370 = -146989.929189 nChanged 32 SP:Iteration 14Q (3002.839316 sec): 3 clusters Score: Raw -149703.139131 + Penalty 2679.652370 = -147023.486761 nChanged 25 SP:Iteration 15Q (3002.944944 sec): 3 clusters Score: Raw -149732.282268 + Penalty 2679.652370 = -147052.629898 nChanged 27 SP:Iteration 16Q (3003.037917 sec): 3 clusters Score: Raw -149762.401616 + Penalty 2679.652370 = -147082.749246 nChanged 21 SP:Iteration 17Q (3003.126038 sec): 3 clusters Score: Raw -149783.747032 + Penalty 2679.652370 = -147104.094663 nChanged 23 SP:Iteration 18Q (3003.232843 sec): 3 clusters Score: Raw -149804.479729 + Penalty 2679.652370 = -147124.827359 nChanged 17 SP:Iteration 19Q (3003.348031 sec): 3 clusters Score: Raw -149817.488722 + Penalty 2679.652370 = -147137.836352 nChanged 10 SP:Iteration 20F (3003.442108 sec): 3 clusters Score: Raw -149828.468586 + Penalty 2679.652370 = -147148.816216 nChanged 14 SP:Iteration 21Q (3003.547104 sec): 3 clusters Score: Raw -149851.099987 + Penalty 2679.652370 = -147171.447618 nChanged 19 SP:Iteration 22Q (3003.636817 sec): 3 clusters Score: Raw -149871.689518 + Penalty 2679.652370 = -147192.037149 nChanged 15 SP:Iteration 23Q (3003.754250 sec): 3 clusters Score: Raw -149892.234467 + Penalty 2679.652370 = -147212.582097 nChanged 12 SP:Iteration 24Q (3003.847518 sec): 3 clusters Score: Raw -149902.123441 + Penalty 2679.652370 = -147222.471071 nChanged 11 SP:Iteration 25Q (3003.975412 sec): 3 clusters Score: Raw -149910.227208 + Penalty 2679.652370 = -147230.574838 nChanged 6 SP:Iteration 26Q (3004.069584 sec): 3 clusters Score: Raw -149914.957963 + Penalty 2679.652370 = -147235.305593 nChanged 6 SP:Iteration 27Q (3004.182968 sec): 3 clusters Score: Raw -149920.490262 + Penalty 2679.652370 = -147240.837893 nChanged 7 SP:Iteration 28Q (3004.258701 sec): 3 clusters Score: Raw -149926.778829 + Penalty 2679.652370 = -147247.126459 nChanged 5 SP:Iteration 29Q (3004.365305 sec): 3 clusters Score: Raw -149931.030786 + Penalty 2679.652370 = -147251.378417 nChanged 3 SP:Iteration 30Q (3004.459216 sec): 3 clusters Score: Raw -149932.922153 + Penalty 2679.652370 = -147253.269783 nChanged 2 SP:Iteration 31Q (3004.566526 sec): 3 clusters Score: Raw -149933.954897 + Penalty 2679.652370 = -147254.302527 nChanged 2 SP:Iteration 32Q (3004.658951 sec): 3 clusters Score: Raw -149934.873699 + Penalty 2679.652370 = -147255.221329 nChanged 0 SP:Iteration 33F (3004.747133 sec): 3 clusters Score: Raw -149934.873699 + Penalty 2679.652370 = -147255.221329 nChanged 0 Trying to split cluster 8 (2000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3004.772522 sec): 2 clusters Score: Raw -126048.200132 + Penalty 1333.958382 = -124714.241751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3004.909486 sec): 3 clusters Score: Raw -125250.268948 + Penalty 2667.916763 = -122582.352185 nChanged 724 SP:Iteration 1F (3004.988496 sec): 3 clusters Score: Raw -125809.921630 + Penalty 2667.916763 = -123142.004867 nChanged 201 SP:Iteration 2F (3005.102920 sec): 3 clusters Score: Raw -126002.341406 + Penalty 2667.916763 = -123334.424643 nChanged 132 SP:Iteration 3F (3005.216570 sec): 3 clusters Score: Raw -126153.351393 + Penalty 2667.916763 = -123485.434630 nChanged 122 SP:Iteration 4F (3005.310124 sec): 3 clusters Score: Raw -126285.015262 + Penalty 2667.916763 = -123617.098499 nChanged 86 SP:Iteration 5Q (3005.401410 sec): 3 clusters Score: Raw -126373.411195 + Penalty 2667.916763 = -123705.494432 nChanged 76 SP:Iteration 6Q (3005.508039 sec): 3 clusters Score: Raw -126466.597067 + Penalty 2667.916763 = -123798.680304 nChanged 70 SP:Iteration 7Q (3005.595389 sec): 3 clusters Score: Raw -126543.620622 + Penalty 2667.916763 = -123875.703858 nChanged 51 SP:Iteration 8Q (3005.719906 sec): 3 clusters Score: Raw -126595.079589 + Penalty 2667.916763 = -123927.162826 nChanged 44 SP:Iteration 9Q (3005.797159 sec): 3 clusters Score: Raw -126640.548048 + Penalty 2667.916763 = -123972.631285 nChanged 33 SP:Iteration 10Q (3005.873965 sec): 3 clusters Score: Raw -126668.279351 + Penalty 2667.916763 = -124000.362588 nChanged 37 SP:Iteration 11Q (3005.981642 sec): 3 clusters Score: Raw -126694.463911 + Penalty 2667.916763 = -124026.547148 nChanged 21 SP:Iteration 12Q (3006.054043 sec): 3 clusters Score: Raw -126713.020145 + Penalty 2667.916763 = -124045.103382 nChanged 23 SP:Iteration 13Q (3006.155650 sec): 3 clusters Score: Raw -126727.671577 + Penalty 2667.916763 = -124059.754814 nChanged 15 SP:Iteration 14Q (3006.281669 sec): 3 clusters Score: Raw -126740.385033 + Penalty 2667.916763 = -124072.468270 nChanged 13 SP:Iteration 15Q (3006.372188 sec): 3 clusters Score: Raw -126748.725754 + Penalty 2667.916763 = -124080.808990 nChanged 14 SP:Iteration 16Q (3006.451930 sec): 3 clusters Score: Raw -126758.739321 + Penalty 2667.916763 = -124090.822557 nChanged 16 SP:Iteration 17Q (3006.563782 sec): 3 clusters Score: Raw -126771.238271 + Penalty 2667.916763 = -124103.321507 nChanged 20 SP:Iteration 18Q (3006.673638 sec): 3 clusters Score: Raw -126782.750396 + Penalty 2667.916763 = -124114.833632 nChanged 12 SP:Iteration 19Q (3006.780124 sec): 3 clusters Score: Raw -126792.217525 + Penalty 2667.916763 = -124124.300762 nChanged 7 SP:Iteration 20F (3006.891575 sec): 3 clusters Score: Raw -126796.010695 + Penalty 2667.916763 = -124128.093932 nChanged 6 SP:Iteration 21Q (3006.977466 sec): 3 clusters Score: Raw -126800.782648 + Penalty 2667.916763 = -124132.865885 nChanged 5 SP:Iteration 22Q (3007.074890 sec): 3 clusters Score: Raw -126804.225843 + Penalty 2667.916763 = -124136.309080 nChanged 4 SP:Iteration 23Q (3007.159244 sec): 3 clusters Score: Raw -126806.645376 + Penalty 2667.916763 = -124138.728613 nChanged 4 SP:Iteration 24Q (3007.249330 sec): 3 clusters Score: Raw -126809.442852 + Penalty 2667.916763 = -124141.526088 nChanged 6 SP:Iteration 25Q (3007.350147 sec): 3 clusters Score: Raw -126812.907587 + Penalty 2667.916763 = -124144.990824 nChanged 3 SP:Iteration 26Q (3007.458191 sec): 3 clusters Score: Raw -126814.462824 + Penalty 2667.916763 = -124146.546061 nChanged 4 SP:Iteration 27Q (3007.580207 sec): 3 clusters Score: Raw -126816.257421 + Penalty 2667.916763 = -124148.340657 nChanged 3 SP:Iteration 28Q (3007.667079 sec): 3 clusters Score: Raw -126817.932571 + Penalty 2667.916763 = -124150.015807 nChanged 2 SP:Iteration 29Q (3007.784159 sec): 3 clusters Score: Raw -126818.920767 + Penalty 2667.916763 = -124151.004004 nChanged 4 SP:Iteration 30Q (3007.865560 sec): 3 clusters Score: Raw -126823.490621 + Penalty 2667.916763 = -124155.573858 nChanged 6 SP:Iteration 31Q (3007.947113 sec): 3 clusters Score: Raw -126829.166826 + Penalty 2667.916763 = -124161.250062 nChanged 9 SP:Iteration 32Q (3008.045773 sec): 3 clusters Score: Raw -126836.269651 + Penalty 2667.916763 = -124168.352888 nChanged 7 SP:Iteration 33Q (3008.146227 sec): 3 clusters Score: Raw -126843.325047 + Penalty 2667.916763 = -124175.408284 nChanged 10 SP:Iteration 34Q (3008.262206 sec): 3 clusters Score: Raw -126851.829649 + Penalty 2667.916763 = -124183.912885 nChanged 3 SP:Iteration 35Q (3008.332260 sec): 3 clusters Score: Raw -126853.732061 + Penalty 2667.916763 = -124185.815298 nChanged 3 SP:Iteration 36Q (3008.440032 sec): 3 clusters Score: Raw -126856.019640 + Penalty 2667.916763 = -124188.102877 nChanged 2 SP:Iteration 37Q (3008.522287 sec): 3 clusters Score: Raw -126857.282162 + Penalty 2667.916763 = -124189.365399 nChanged 3 SP:Iteration 38Q (3008.604263 sec): 3 clusters Score: Raw -126858.799701 + Penalty 2667.916763 = -124190.882938 nChanged 2 SP:Iteration 39Q (3008.727735 sec): 3 clusters Score: Raw -126860.164925 + Penalty 2667.916763 = -124192.248162 nChanged 2 SP:Iteration 40F (3008.818757 sec): 3 clusters Score: Raw -126861.038992 + Penalty 2667.916763 = -124193.122229 nChanged 1 SP:Iteration 41Q (3008.903086 sec): 3 clusters Score: Raw -126861.234382 + Penalty 2667.916763 = -124193.317619 nChanged 0 SP:Iteration 42F (3008.983965 sec): 3 clusters Score: Raw -126861.234382 + Penalty 2667.916763 = -124193.317619 nChanged 0 Trying to split cluster 9 (4327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3009.073858 sec): 2 clusters Score: Raw -342949.317574 + Penalty 1469.396519 = -341479.921055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3009.188191 sec): 3 clusters Score: Raw -340738.526898 + Penalty 2938.793039 = -337799.733860 nChanged 1696 SP:Iteration 1F (3009.304985 sec): 3 clusters Score: Raw -341790.425342 + Penalty 2938.793039 = -338851.632303 nChanged 384 SP:Iteration 2F (3009.421214 sec): 3 clusters Score: Raw -342094.255755 + Penalty 2938.793039 = -339155.462716 nChanged 323 SP:Iteration 3F (3009.521894 sec): 3 clusters Score: Raw -342320.524724 + Penalty 2938.793039 = -339381.731685 nChanged 253 SP:Iteration 4F (3009.641946 sec): 3 clusters Score: Raw -342508.697051 + Penalty 2938.793039 = -339569.904013 nChanged 207 SP:Iteration 5Q (3009.739033 sec): 3 clusters Score: Raw -342671.888987 + Penalty 2938.793039 = -339733.095948 nChanged 188 SP:Iteration 6Q (3009.856543 sec): 3 clusters Score: Raw -342848.430815 + Penalty 2938.793039 = -339909.637776 nChanged 191 SP:Iteration 7Q (3009.971753 sec): 3 clusters Score: Raw -343056.441024 + Penalty 2938.793039 = -340117.647985 nChanged 221 SP:Iteration 8F (3010.081656 sec): 3 clusters Score: Raw -343358.843279 + Penalty 2938.793039 = -340420.050241 nChanged 262 SP:Iteration 9F (3010.199866 sec): 3 clusters Score: Raw -343826.595858 + Penalty 2938.793039 = -340887.802820 nChanged 186 SP:Iteration 10Q (3010.323503 sec): 3 clusters Score: Raw -344126.794586 + Penalty 2938.793039 = -341188.001547 nChanged 124 SP:Iteration 11Q (3010.448515 sec): 3 clusters Score: Raw -344305.561894 + Penalty 2938.793039 = -341366.768855 nChanged 88 SP:Iteration 12Q (3010.580980 sec): 3 clusters Score: Raw -344443.123146 + Penalty 2938.793039 = -341504.330107 nChanged 74 SP:Iteration 13Q (3010.684037 sec): 3 clusters Score: Raw -344539.626876 + Penalty 2938.793039 = -341600.833838 nChanged 59 SP:Iteration 14Q (3010.775800 sec): 3 clusters Score: Raw -344612.366598 + Penalty 2938.793039 = -341673.573559 nChanged 38 SP:Iteration 15Q (3010.894007 sec): 3 clusters Score: Raw -344660.095681 + Penalty 2938.793039 = -341721.302642 nChanged 35 SP:Iteration 16Q (3010.993487 sec): 3 clusters Score: Raw -344707.306281 + Penalty 2938.793039 = -341768.513242 nChanged 36 SP:Iteration 17Q (3011.087128 sec): 3 clusters Score: Raw -344760.713317 + Penalty 2938.793039 = -341821.920278 nChanged 32 SP:Iteration 18Q (3011.183607 sec): 3 clusters Score: Raw -344789.454232 + Penalty 2938.793039 = -341850.661193 nChanged 19 SP:Iteration 19Q (3011.278474 sec): 3 clusters Score: Raw -344800.059898 + Penalty 2938.793039 = -341861.266859 nChanged 14 SP:Iteration 20F (3011.372330 sec): 3 clusters Score: Raw -344808.126530 + Penalty 2938.793039 = -341869.333491 nChanged 9 SP:Iteration 21Q (3011.482693 sec): 3 clusters Score: Raw -344814.759539 + Penalty 2938.793039 = -341875.966501 nChanged 13 SP:Iteration 22Q (3011.575175 sec): 3 clusters Score: Raw -344826.274986 + Penalty 2938.793039 = -341887.481948 nChanged 10 SP:Iteration 23Q (3011.670233 sec): 3 clusters Score: Raw -344832.133157 + Penalty 2938.793039 = -341893.340118 nChanged 4 SP:Iteration 24Q (3011.748501 sec): 3 clusters Score: Raw -344833.701750 + Penalty 2938.793039 = -341894.908711 nChanged 0 SP:Iteration 25F (3011.851017 sec): 3 clusters Score: Raw -344833.701750 + Penalty 2938.793039 = -341894.908711 nChanged 0 Score: Raw -7149516.160590 + Penalty 72825.317685 = -7076690.842905 Splitting cluster 9 changes total score from -7076829.384220 to -7076690.842905 So it's not getting split. Trying to split cluster 10 (3382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3017.277310 sec): 2 clusters Score: Raw -254992.156830 + Penalty 1426.152054 = -253566.004776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3017.388677 sec): 3 clusters Score: Raw -253364.860326 + Penalty 2852.304108 = -250512.556218 nChanged 1303 SP:Iteration 1F (3017.500232 sec): 3 clusters Score: Raw -254168.163347 + Penalty 2852.304108 = -251315.859239 nChanged 292 SP:Iteration 2F (3017.635841 sec): 3 clusters Score: Raw -254378.527839 + Penalty 2852.304108 = -251526.223731 nChanged 208 SP:Iteration 3F (3017.751071 sec): 3 clusters Score: Raw -254511.708512 + Penalty 2852.304108 = -251659.404404 nChanged 155 SP:Iteration 4Q (3017.842887 sec): 3 clusters Score: Raw -254613.015701 + Penalty 2852.304108 = -251760.711593 nChanged 97 SP:Iteration 5Q (3017.965082 sec): 3 clusters Score: Raw -254664.539112 + Penalty 2852.304108 = -251812.235004 nChanged 75 SP:Iteration 6Q (3018.084096 sec): 3 clusters Score: Raw -254695.007452 + Penalty 2852.304108 = -251842.703344 nChanged 58 SP:Iteration 7Q (3018.175798 sec): 3 clusters Score: Raw -254723.081945 + Penalty 2852.304108 = -251870.777837 nChanged 48 SP:Iteration 8Q (3018.322697 sec): 3 clusters Score: Raw -254742.082478 + Penalty 2852.304108 = -251889.778370 nChanged 34 SP:Iteration 9Q (3018.361902 sec): 3 clusters Score: Raw -254754.768931 + Penalty 2852.304108 = -251902.464823 nChanged 24 SP:Iteration 10Q (3018.401408 sec): 3 clusters Score: Raw -254764.334327 + Penalty 2852.304108 = -251912.030220 nChanged 20 SP:Iteration 11Q (3018.440863 sec): 3 clusters Score: Raw -254772.190126 + Penalty 2852.304108 = -251919.886018 nChanged 20 SP:Iteration 12Q (3018.481254 sec): 3 clusters Score: Raw -254778.845714 + Penalty 2852.304108 = -251926.541606 nChanged 20 SP:Iteration 13Q (3018.521755 sec): 3 clusters Score: Raw -254786.176869 + Penalty 2852.304108 = -251933.872761 nChanged 20 SP:Iteration 14Q (3018.667891 sec): 3 clusters Score: Raw -254792.609360 + Penalty 2852.304108 = -251940.305252 nChanged 17 SP:Iteration 15Q (3018.774538 sec): 3 clusters Score: Raw -254798.133865 + Penalty 2852.304108 = -251945.829757 nChanged 19 SP:Iteration 16Q (3018.872600 sec): 3 clusters Score: Raw -254804.612464 + Penalty 2852.304108 = -251952.308356 nChanged 22 SP:Iteration 17Q (3018.967161 sec): 3 clusters Score: Raw -254811.786531 + Penalty 2852.304108 = -251959.482423 nChanged 14 SP:Iteration 18Q (3019.074256 sec): 3 clusters Score: Raw -254815.072392 + Penalty 2852.304108 = -251962.768284 nChanged 12 SP:Iteration 19Q (3019.162560 sec): 3 clusters Score: Raw -254818.197904 + Penalty 2852.304108 = -251965.893797 nChanged 12 SP:Iteration 20F (3019.285023 sec): 3 clusters Score: Raw -254822.511806 + Penalty 2852.304108 = -251970.207699 nChanged 12 SP:Iteration 21Q (3019.388902 sec): 3 clusters Score: Raw -254827.209004 + Penalty 2852.304108 = -251974.904896 nChanged 21 SP:Iteration 22Q (3019.498991 sec): 3 clusters Score: Raw -254834.161619 + Penalty 2852.304108 = -251981.857511 nChanged 18 SP:Iteration 23Q (3019.578870 sec): 3 clusters Score: Raw -254838.477365 + Penalty 2852.304108 = -251986.173257 nChanged 12 SP:Iteration 24Q (3019.694893 sec): 3 clusters Score: Raw -254842.225942 + Penalty 2852.304108 = -251989.921834 nChanged 13 SP:Iteration 25Q (3019.792712 sec): 3 clusters Score: Raw -254846.575138 + Penalty 2852.304108 = -251994.271030 nChanged 17 SP:Iteration 26Q (3019.910024 sec): 3 clusters Score: Raw -254852.895988 + Penalty 2852.304108 = -252000.591881 nChanged 23 SP:Iteration 27Q (3020.022026 sec): 3 clusters Score: Raw -254858.476089 + Penalty 2852.304108 = -252006.171981 nChanged 15 SP:Iteration 28Q (3020.119312 sec): 3 clusters Score: Raw -254862.990589 + Penalty 2852.304108 = -252010.686481 nChanged 17 SP:Iteration 29Q (3020.219626 sec): 3 clusters Score: Raw -254867.230635 + Penalty 2852.304108 = -252014.926527 nChanged 14 SP:Iteration 30Q (3020.348388 sec): 3 clusters Score: Raw -254872.291021 + Penalty 2852.304108 = -252019.986913 nChanged 14 SP:Iteration 31Q (3020.451960 sec): 3 clusters Score: Raw -254875.514742 + Penalty 2852.304108 = -252023.210634 nChanged 15 SP:Iteration 32Q (3020.565627 sec): 3 clusters Score: Raw -254879.109200 + Penalty 2852.304108 = -252026.805092 nChanged 13 SP:Iteration 33Q (3020.652155 sec): 3 clusters Score: Raw -254882.623273 + Penalty 2852.304108 = -252030.319165 nChanged 8 SP:Iteration 34Q (3020.784077 sec): 3 clusters Score: Raw -254885.053538 + Penalty 2852.304108 = -252032.749430 nChanged 11 SP:Iteration 35Q (3020.884624 sec): 3 clusters Score: Raw -254889.480103 + Penalty 2852.304108 = -252037.175995 nChanged 22 SP:Iteration 36Q (3021.017026 sec): 3 clusters Score: Raw -254896.384216 + Penalty 2852.304108 = -252044.080108 nChanged 20 SP:Iteration 37Q (3021.142066 sec): 3 clusters Score: Raw -254905.049837 + Penalty 2852.304108 = -252052.745729 nChanged 28 SP:Iteration 38Q (3021.238747 sec): 3 clusters Score: Raw -254915.047735 + Penalty 2852.304108 = -252062.743627 nChanged 29 SP:Iteration 39Q (3021.348702 sec): 3 clusters Score: Raw -254927.697579 + Penalty 2852.304108 = -252075.393472 nChanged 37 SP:Iteration 40F (3021.480195 sec): 3 clusters Score: Raw -254947.594395 + Penalty 2852.304108 = -252095.290287 nChanged 38 SP:Iteration 41Q (3021.590959 sec): 3 clusters Score: Raw -254967.284133 + Penalty 2852.304108 = -252114.980025 nChanged 52 SP:Iteration 42Q (3021.684894 sec): 3 clusters Score: Raw -254987.122507 + Penalty 2852.304108 = -252134.818400 nChanged 49 SP:Iteration 43Q (3021.793426 sec): 3 clusters Score: Raw -255009.632070 + Penalty 2852.304108 = -252157.327962 nChanged 68 SP:Iteration 44Q (3021.934309 sec): 3 clusters Score: Raw -255045.069418 + Penalty 2852.304108 = -252192.765311 nChanged 68 SP:Iteration 45Q (3022.056550 sec): 3 clusters Score: Raw -255087.299650 + Penalty 2852.304108 = -252234.995542 nChanged 86 SP:Iteration 46Q (3022.141236 sec): 3 clusters Score: Raw -255141.370373 + Penalty 2852.304108 = -252289.066265 nChanged 88 SP:Iteration 47Q (3022.249786 sec): 3 clusters Score: Raw -255203.299184 + Penalty 2852.304108 = -252350.995076 nChanged 83 SP:Iteration 48Q (3022.365304 sec): 3 clusters Score: Raw -255259.301820 + Penalty 2852.304108 = -252406.997712 nChanged 71 SP:Iteration 49Q (3022.475153 sec): 3 clusters Score: Raw -255303.717210 + Penalty 2852.304108 = -252451.413102 nChanged 60 SP:Iteration 50Q (3022.595661 sec): 3 clusters Score: Raw -255335.100222 + Penalty 2852.304108 = -252482.796115 nChanged 44 SP:Iteration 51Q (3022.689342 sec): 3 clusters Score: Raw -255356.178522 + Penalty 2852.304108 = -252503.874414 nChanged 29 SP:Iteration 52Q (3022.794683 sec): 3 clusters Score: Raw -255366.973043 + Penalty 2852.304108 = -252514.668935 nChanged 27 SP:Iteration 53Q (3022.904709 sec): 3 clusters Score: Raw -255378.586549 + Penalty 2852.304108 = -252526.282441 nChanged 21 SP:Iteration 54Q (3022.991443 sec): 3 clusters Score: Raw -255390.871809 + Penalty 2852.304108 = -252538.567701 nChanged 28 SP:Iteration 55Q (3023.117126 sec): 3 clusters Score: Raw -255400.820096 + Penalty 2852.304108 = -252548.515988 nChanged 19 SP:Iteration 56Q (3023.221990 sec): 3 clusters Score: Raw -255406.774995 + Penalty 2852.304108 = -252554.470887 nChanged 15 SP:Iteration 57Q (3023.339623 sec): 3 clusters Score: Raw -255411.657276 + Penalty 2852.304108 = -252559.353168 nChanged 11 SP:Iteration 58Q (3023.461118 sec): 3 clusters Score: Raw -255415.825097 + Penalty 2852.304108 = -252563.520989 nChanged 12 SP:Iteration 59Q (3023.558957 sec): 3 clusters Score: Raw -255420.328271 + Penalty 2852.304108 = -252568.024163 nChanged 7 SP:Iteration 60F (3023.655635 sec): 3 clusters Score: Raw -255423.179361 + Penalty 2852.304108 = -252570.875253 nChanged 6 SP:Iteration 61Q (3023.755038 sec): 3 clusters Score: Raw -255426.153882 + Penalty 2852.304108 = -252573.849774 nChanged 5 SP:Iteration 62Q (3023.875706 sec): 3 clusters Score: Raw -255427.738345 + Penalty 2852.304108 = -252575.434237 nChanged 4 SP:Iteration 63Q (3023.967784 sec): 3 clusters Score: Raw -255429.889106 + Penalty 2852.304108 = -252577.584998 nChanged 6 SP:Iteration 64Q (3024.082074 sec): 3 clusters Score: Raw -255432.181987 + Penalty 2852.304108 = -252579.877880 nChanged 7 SP:Iteration 65Q (3024.179507 sec): 3 clusters Score: Raw -255435.058799 + Penalty 2852.304108 = -252582.754691 nChanged 5 SP:Iteration 66Q (3024.294262 sec): 3 clusters Score: Raw -255437.498610 + Penalty 2852.304108 = -252585.194503 nChanged 4 SP:Iteration 67Q (3024.420255 sec): 3 clusters Score: Raw -255438.484687 + Penalty 2852.304108 = -252586.180579 nChanged 6 SP:Iteration 68Q (3024.509561 sec): 3 clusters Score: Raw -255440.468647 + Penalty 2852.304108 = -252588.164539 nChanged 2 SP:Iteration 69Q (3024.629768 sec): 3 clusters Score: Raw -255440.878942 + Penalty 2852.304108 = -252588.574834 nChanged 1 SP:Iteration 70Q (3024.722581 sec): 3 clusters Score: Raw -255441.149975 + Penalty 2852.304108 = -252588.845867 nChanged 0 SP:Iteration 71F (3024.847585 sec): 3 clusters Score: Raw -255441.149975 + Penalty 2852.304108 = -252588.845867 nChanged 0 Trying to split cluster 11 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3024.888719 sec): 2 clusters Score: Raw -28994.845931 + Penalty 1057.115053 = -27937.730878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3025.011649 sec): 3 clusters Score: Raw -28991.006397 + Penalty 2114.230105 = -26876.776292 nChanged 85 SP:Iteration 1F (3025.085662 sec): 3 clusters Score: Raw -29122.407480 + Penalty 2114.230105 = -27008.177375 nChanged 20 SP:Iteration 2Q (3025.184357 sec): 3 clusters Score: Raw -29161.505021 + Penalty 2114.230105 = -27047.274915 nChanged 11 SP:Iteration 3Q (3025.271961 sec): 3 clusters Score: Raw -29193.957813 + Penalty 2114.230105 = -27079.727708 nChanged 8 SP:Iteration 4Q (3025.349798 sec): 3 clusters Score: Raw -29210.074712 + Penalty 2114.230105 = -27095.844607 nChanged 3 SP:Iteration 5Q (3025.455897 sec): 3 clusters Score: Raw -29212.900231 + Penalty 2114.230105 = -27098.670126 nChanged 0 SP:Iteration 6F (3025.573183 sec): 3 clusters Score: Raw -29212.900231 + Penalty 2114.230105 = -27098.670126 nChanged 0 Trying to split cluster 12 (1748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3025.635175 sec): 2 clusters Score: Raw -88735.368874 + Penalty 1310.322936 = -87425.045938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3025.724626 sec): 3 clusters Score: Raw -88159.075974 + Penalty 2620.645872 = -85538.430102 nChanged 597 SP:Iteration 1F (3025.814661 sec): 3 clusters Score: Raw -88728.339471 + Penalty 2620.645872 = -86107.693599 nChanged 181 SP:Iteration 2F (3025.912198 sec): 3 clusters Score: Raw -88921.247234 + Penalty 2620.645872 = -86300.601362 nChanged 88 SP:Iteration 3F (3026.009922 sec): 3 clusters Score: Raw -89030.545081 + Penalty 2620.645872 = -86409.899209 nChanged 74 SP:Iteration 4Q (3026.098675 sec): 3 clusters Score: Raw -89094.226225 + Penalty 2620.645872 = -86473.580352 nChanged 50 SP:Iteration 5Q (3026.191794 sec): 3 clusters Score: Raw -89142.158789 + Penalty 2620.645872 = -86521.512917 nChanged 35 SP:Iteration 6Q (3026.294358 sec): 3 clusters Score: Raw -89165.915952 + Penalty 2620.645872 = -86545.270080 nChanged 17 SP:Iteration 7Q (3026.369416 sec): 3 clusters Score: Raw -89175.502444 + Penalty 2620.645872 = -86554.856572 nChanged 19 SP:Iteration 8Q (3026.462845 sec): 3 clusters Score: Raw -89195.211667 + Penalty 2620.645872 = -86574.565795 nChanged 16 SP:Iteration 9Q (3026.536837 sec): 3 clusters Score: Raw -89205.727478 + Penalty 2620.645872 = -86585.081606 nChanged 14 SP:Iteration 10Q (3026.610833 sec): 3 clusters Score: Raw -89218.182612 + Penalty 2620.645872 = -86597.536739 nChanged 15 SP:Iteration 11Q (3026.720611 sec): 3 clusters Score: Raw -89237.072924 + Penalty 2620.645872 = -86616.427051 nChanged 19 SP:Iteration 12Q (3026.815865 sec): 3 clusters Score: Raw -89261.996538 + Penalty 2620.645872 = -86641.350666 nChanged 18 SP:Iteration 13Q (3026.904983 sec): 3 clusters Score: Raw -89279.993114 + Penalty 2620.645872 = -86659.347242 nChanged 22 SP:Iteration 14Q (3026.997834 sec): 3 clusters Score: Raw -89294.940938 + Penalty 2620.645872 = -86674.295066 nChanged 14 SP:Iteration 15Q (3027.080685 sec): 3 clusters Score: Raw -89303.686109 + Penalty 2620.645872 = -86683.040237 nChanged 17 SP:Iteration 16Q (3027.169950 sec): 3 clusters Score: Raw -89317.195335 + Penalty 2620.645872 = -86696.549463 nChanged 14 SP:Iteration 17Q (3027.293309 sec): 3 clusters Score: Raw -89324.474160 + Penalty 2620.645872 = -86703.828288 nChanged 9 SP:Iteration 18Q (3027.366393 sec): 3 clusters Score: Raw -89329.971209 + Penalty 2620.645872 = -86709.325337 nChanged 8 SP:Iteration 19Q (3027.457768 sec): 3 clusters Score: Raw -89335.264097 + Penalty 2620.645872 = -86714.618225 nChanged 10 SP:Iteration 20F (3027.552984 sec): 3 clusters Score: Raw -89340.654951 + Penalty 2620.645872 = -86720.009079 nChanged 6 SP:Iteration 21Q (3027.639601 sec): 3 clusters Score: Raw -89344.025469 + Penalty 2620.645872 = -86723.379597 nChanged 6 SP:Iteration 22Q (3027.726354 sec): 3 clusters Score: Raw -89348.126698 + Penalty 2620.645872 = -86727.480826 nChanged 7 SP:Iteration 23Q (3027.812191 sec): 3 clusters Score: Raw -89350.701665 + Penalty 2620.645872 = -86730.055793 nChanged 4 SP:Iteration 24Q (3027.881005 sec): 3 clusters Score: Raw -89351.961499 + Penalty 2620.645872 = -86731.315626 nChanged 2 SP:Iteration 25Q (3027.967527 sec): 3 clusters Score: Raw -89353.664544 + Penalty 2620.645872 = -86733.018672 nChanged 3 SP:Iteration 26Q (3028.077677 sec): 3 clusters Score: Raw -89355.230100 + Penalty 2620.645872 = -86734.584228 nChanged 0 SP:Iteration 27F (3028.179348 sec): 3 clusters Score: Raw -89355.230100 + Penalty 2620.645872 = -86734.584228 nChanged 0 Trying to split cluster 13 (2794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3028.251880 sec): 2 clusters Score: Raw -219893.827903 + Penalty 1392.632784 = -218501.195119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3028.345513 sec): 3 clusters Score: Raw -218663.238469 + Penalty 2785.265568 = -215877.972901 nChanged 1017 SP:Iteration 1F (3028.445531 sec): 3 clusters Score: Raw -219430.876175 + Penalty 2785.265568 = -216645.610607 nChanged 263 SP:Iteration 2F (3028.540346 sec): 3 clusters Score: Raw -219629.779762 + Penalty 2785.265568 = -216844.514194 nChanged 140 SP:Iteration 3F (3028.631695 sec): 3 clusters Score: Raw -219741.223382 + Penalty 2785.265568 = -216955.957814 nChanged 126 SP:Iteration 4Q (3028.730414 sec): 3 clusters Score: Raw -219868.237960 + Penalty 2785.265568 = -217082.972392 nChanged 117 SP:Iteration 5Q (3028.837580 sec): 3 clusters Score: Raw -219994.250231 + Penalty 2785.265568 = -217208.984663 nChanged 128 SP:Iteration 6Q (3028.928461 sec): 3 clusters Score: Raw -220124.178951 + Penalty 2785.265568 = -217338.913383 nChanged 117 SP:Iteration 7Q (3029.011220 sec): 3 clusters Score: Raw -220254.170296 + Penalty 2785.265568 = -217468.904727 nChanged 123 SP:Iteration 8Q (3029.107037 sec): 3 clusters Score: Raw -220426.284337 + Penalty 2785.265568 = -217641.018769 nChanged 135 SP:Iteration 9Q (3029.194942 sec): 3 clusters Score: Raw -220654.349363 + Penalty 2785.265568 = -217869.083794 nChanged 139 SP:Iteration 10Q (3029.275574 sec): 3 clusters Score: Raw -220973.750953 + Penalty 2785.265568 = -218188.485385 nChanged 120 SP:Iteration 11Q (3029.356956 sec): 3 clusters Score: Raw -221207.914446 + Penalty 2785.265568 = -218422.648877 nChanged 71 SP:Iteration 12Q (3029.469176 sec): 3 clusters Score: Raw -221317.115757 + Penalty 2785.265568 = -218531.850189 nChanged 43 SP:Iteration 13Q (3029.561869 sec): 3 clusters Score: Raw -221359.851932 + Penalty 2785.265568 = -218574.586364 nChanged 18 SP:Iteration 14Q (3029.644229 sec): 3 clusters Score: Raw -221374.048300 + Penalty 2785.265568 = -218588.782732 nChanged 11 SP:Iteration 15Q (3029.751865 sec): 3 clusters Score: Raw -221380.651496 + Penalty 2785.265568 = -218595.385927 nChanged 5 SP:Iteration 16Q (3029.859662 sec): 3 clusters Score: Raw -221383.340287 + Penalty 2785.265568 = -218598.074719 nChanged 4 SP:Iteration 17Q (3029.955702 sec): 3 clusters Score: Raw -221385.480551 + Penalty 2785.265568 = -218600.214983 nChanged 1 SP:Iteration 18Q (3030.052701 sec): 3 clusters Score: Raw -221385.846505 + Penalty 2785.265568 = -218600.580937 nChanged 0 SP:Iteration 19F (3030.155529 sec): 3 clusters Score: Raw -221385.846505 + Penalty 2785.265568 = -218600.580937 nChanged 0 Score: Raw -7149123.795017 + Penalty 72825.317685 = -7076298.477331 Splitting cluster 13 changes total score from -7076829.384220 to -7076298.477331 So it's not getting split. Trying to split cluster 14 (3020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3035.633206 sec): 2 clusters Score: Raw -211902.348899 + Penalty 1406.283625 = -210496.065274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3035.736025 sec): 3 clusters Score: Raw -210522.324110 + Penalty 2812.567251 = -207709.756859 nChanged 1142 SP:Iteration 1F (3035.833759 sec): 3 clusters Score: Raw -211424.639010 + Penalty 2812.567251 = -208612.071759 nChanged 274 SP:Iteration 2F (3035.919706 sec): 3 clusters Score: Raw -211710.651415 + Penalty 2812.567251 = -208898.084165 nChanged 203 SP:Iteration 3F (3036.009631 sec): 3 clusters Score: Raw -211898.850407 + Penalty 2812.567251 = -209086.283157 nChanged 148 SP:Iteration 4Q (3036.122252 sec): 3 clusters Score: Raw -212021.684118 + Penalty 2812.567251 = -209209.116868 nChanged 119 SP:Iteration 5Q (3036.232556 sec): 3 clusters Score: Raw -212111.335543 + Penalty 2812.567251 = -209298.768292 nChanged 89 SP:Iteration 6Q (3036.345888 sec): 3 clusters Score: Raw -212185.989558 + Penalty 2812.567251 = -209373.422307 nChanged 80 SP:Iteration 7Q (3036.436411 sec): 3 clusters Score: Raw -212255.812685 + Penalty 2812.567251 = -209443.245434 nChanged 87 SP:Iteration 8Q (3036.556985 sec): 3 clusters Score: Raw -212326.563936 + Penalty 2812.567251 = -209513.996685 nChanged 83 SP:Iteration 9Q (3036.673475 sec): 3 clusters Score: Raw -212378.456404 + Penalty 2812.567251 = -209565.889153 nChanged 51 SP:Iteration 10Q (3036.787437 sec): 3 clusters Score: Raw -212412.121559 + Penalty 2812.567251 = -209599.554309 nChanged 43 SP:Iteration 11Q (3036.911828 sec): 3 clusters Score: Raw -212435.173515 + Penalty 2812.567251 = -209622.606264 nChanged 28 SP:Iteration 12Q (3037.017372 sec): 3 clusters Score: Raw -212450.454122 + Penalty 2812.567251 = -209637.886871 nChanged 20 SP:Iteration 13Q (3037.102088 sec): 3 clusters Score: Raw -212459.984722 + Penalty 2812.567251 = -209647.417472 nChanged 15 SP:Iteration 14Q (3037.222778 sec): 3 clusters Score: Raw -212466.856487 + Penalty 2812.567251 = -209654.289237 nChanged 9 SP:Iteration 15Q (3037.333899 sec): 3 clusters Score: Raw -212470.912482 + Penalty 2812.567251 = -209658.345231 nChanged 5 SP:Iteration 16Q (3037.455277 sec): 3 clusters Score: Raw -212473.058621 + Penalty 2812.567251 = -209660.491370 nChanged 3 SP:Iteration 17Q (3037.533452 sec): 3 clusters Score: Raw -212474.511038 + Penalty 2812.567251 = -209661.943787 nChanged 5 SP:Iteration 18Q (3037.627839 sec): 3 clusters Score: Raw -212476.170039 + Penalty 2812.567251 = -209663.602788 nChanged 6 SP:Iteration 19Q (3037.711329 sec): 3 clusters Score: Raw -212479.353230 + Penalty 2812.567251 = -209666.785980 nChanged 7 SP:Iteration 20F (3037.807008 sec): 3 clusters Score: Raw -212482.775625 + Penalty 2812.567251 = -209670.208374 nChanged 8 SP:Iteration 21Q (3037.894501 sec): 3 clusters Score: Raw -212486.875910 + Penalty 2812.567251 = -209674.308659 nChanged 13 SP:Iteration 22Q (3038.003332 sec): 3 clusters Score: Raw -212492.471075 + Penalty 2812.567251 = -209679.903825 nChanged 8 SP:Iteration 23Q (3038.119631 sec): 3 clusters Score: Raw -212497.010496 + Penalty 2812.567251 = -209684.443245 nChanged 11 SP:Iteration 24Q (3038.203583 sec): 3 clusters Score: Raw -212503.953935 + Penalty 2812.567251 = -209691.386684 nChanged 10 SP:Iteration 25Q (3038.282835 sec): 3 clusters Score: Raw -212510.049463 + Penalty 2812.567251 = -209697.482212 nChanged 11 SP:Iteration 26Q (3038.375804 sec): 3 clusters Score: Raw -212516.491013 + Penalty 2812.567251 = -209703.923762 nChanged 16 SP:Iteration 27Q (3038.464685 sec): 3 clusters Score: Raw -212526.059481 + Penalty 2812.567251 = -209713.492230 nChanged 11 SP:Iteration 28Q (3038.566939 sec): 3 clusters Score: Raw -212533.467056 + Penalty 2812.567251 = -209720.899805 nChanged 15 SP:Iteration 29Q (3038.670016 sec): 3 clusters Score: Raw -212545.880002 + Penalty 2812.567251 = -209733.312751 nChanged 14 SP:Iteration 30Q (3038.777567 sec): 3 clusters Score: Raw -212557.503320 + Penalty 2812.567251 = -209744.936069 nChanged 21 SP:Iteration 31Q (3038.873172 sec): 3 clusters Score: Raw -212569.810536 + Penalty 2812.567251 = -209757.243285 nChanged 8 SP:Iteration 32Q (3038.983661 sec): 3 clusters Score: Raw -212573.994742 + Penalty 2812.567251 = -209761.427491 nChanged 8 SP:Iteration 33Q (3039.059454 sec): 3 clusters Score: Raw -212577.885571 + Penalty 2812.567251 = -209765.318320 nChanged 7 SP:Iteration 34Q (3039.183535 sec): 3 clusters Score: Raw -212581.938033 + Penalty 2812.567251 = -209769.370783 nChanged 5 SP:Iteration 35Q (3039.294396 sec): 3 clusters Score: Raw -212583.790294 + Penalty 2812.567251 = -209771.223043 nChanged 2 SP:Iteration 36Q (3039.410934 sec): 3 clusters Score: Raw -212584.367461 + Penalty 2812.567251 = -209771.800210 nChanged 2 SP:Iteration 37Q (3039.506653 sec): 3 clusters Score: Raw -212585.217477 + Penalty 2812.567251 = -209772.650226 nChanged 0 SP:Iteration 38F (3039.612106 sec): 3 clusters Score: Raw -212585.217477 + Penalty 2812.567251 = -209772.650226 nChanged 0 Trying to split cluster 15 (9071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3039.717258 sec): 2 clusters Score: Raw -710118.125299 + Penalty 1599.303032 = -708518.822267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3039.866744 sec): 3 clusters Score: Raw -705002.393164 + Penalty 3198.606065 = -701803.787099 nChanged 3960 SP:Iteration 1F (3039.990540 sec): 3 clusters Score: Raw -707224.100036 + Penalty 3198.606065 = -704025.493971 nChanged 616 SP:Iteration 2F (3040.123180 sec): 3 clusters Score: Raw -707610.005294 + Penalty 3198.606065 = -704411.399230 nChanged 592 SP:Iteration 3F (3040.235801 sec): 3 clusters Score: Raw -708000.620951 + Penalty 3198.606065 = -704802.014886 nChanged 602 SP:Iteration 4F (3040.383767 sec): 3 clusters Score: Raw -708440.277258 + Penalty 3198.606065 = -705241.671194 nChanged 646 SP:Iteration 5F (3040.483295 sec): 3 clusters Score: Raw -708968.865461 + Penalty 3198.606065 = -705770.259397 nChanged 573 SP:Iteration 6F (3040.623801 sec): 3 clusters Score: Raw -709395.679617 + Penalty 3198.606065 = -706197.073552 nChanged 470 SP:Iteration 7F (3040.754438 sec): 3 clusters Score: Raw -709786.087886 + Penalty 3198.606065 = -706587.481822 nChanged 408 SP:Iteration 8Q (3040.887727 sec): 3 clusters Score: Raw -710111.603413 + Penalty 3198.606065 = -706912.997348 nChanged 317 SP:Iteration 9Q (3040.988321 sec): 3 clusters Score: Raw -710304.755915 + Penalty 3198.606065 = -707106.149851 nChanged 208 SP:Iteration 10Q (3041.121375 sec): 3 clusters Score: Raw -710438.668940 + Penalty 3198.606065 = -707240.062875 nChanged 189 SP:Iteration 11Q (3041.222802 sec): 3 clusters Score: Raw -710529.980202 + Penalty 3198.606065 = -707331.374137 nChanged 131 SP:Iteration 12Q (3041.344370 sec): 3 clusters Score: Raw -710599.479713 + Penalty 3198.606065 = -707400.873648 nChanged 123 SP:Iteration 13Q (3041.457574 sec): 3 clusters Score: Raw -710660.117577 + Penalty 3198.606065 = -707461.511513 nChanged 95 SP:Iteration 14Q (3041.600899 sec): 3 clusters Score: Raw -710699.170996 + Penalty 3198.606065 = -707500.564932 nChanged 82 SP:Iteration 15Q (3041.712800 sec): 3 clusters Score: Raw -710735.434824 + Penalty 3198.606065 = -707536.828759 nChanged 88 SP:Iteration 16Q (3041.849319 sec): 3 clusters Score: Raw -710774.242821 + Penalty 3198.606065 = -707575.636757 nChanged 80 SP:Iteration 17Q (3041.956520 sec): 3 clusters Score: Raw -710806.467689 + Penalty 3198.606065 = -707607.861624 nChanged 61 SP:Iteration 18Q (3042.097045 sec): 3 clusters Score: Raw -710826.539618 + Penalty 3198.606065 = -707627.933554 nChanged 57 SP:Iteration 19Q (3042.197360 sec): 3 clusters Score: Raw -710842.866553 + Penalty 3198.606065 = -707644.260489 nChanged 53 SP:Iteration 20F (3042.312324 sec): 3 clusters Score: Raw -710861.169516 + Penalty 3198.606065 = -707662.563451 nChanged 41 SP:Iteration 21Q (3042.439494 sec): 3 clusters Score: Raw -710872.472822 + Penalty 3198.606065 = -707673.866758 nChanged 40 SP:Iteration 22Q (3042.541624 sec): 3 clusters Score: Raw -710881.482156 + Penalty 3198.606065 = -707682.876091 nChanged 39 SP:Iteration 23Q (3042.671612 sec): 3 clusters Score: Raw -710891.395520 + Penalty 3198.606065 = -707692.789455 nChanged 27 SP:Iteration 24Q (3042.773805 sec): 3 clusters Score: Raw -710896.774623 + Penalty 3198.606065 = -707698.168559 nChanged 25 SP:Iteration 25Q (3042.881537 sec): 3 clusters Score: Raw -710902.981738 + Penalty 3198.606065 = -707704.375674 nChanged 18 SP:Iteration 26Q (3043.007294 sec): 3 clusters Score: Raw -710907.102545 + Penalty 3198.606065 = -707708.496480 nChanged 14 SP:Iteration 27Q (3043.128723 sec): 3 clusters Score: Raw -710911.595124 + Penalty 3198.606065 = -707712.989060 nChanged 17 SP:Iteration 28Q (3043.255693 sec): 3 clusters Score: Raw -710917.488102 + Penalty 3198.606065 = -707718.882038 nChanged 19 SP:Iteration 29Q (3043.379227 sec): 3 clusters Score: Raw -710922.483653 + Penalty 3198.606065 = -707723.877589 nChanged 26 SP:Iteration 30Q (3043.510410 sec): 3 clusters Score: Raw -710933.257278 + Penalty 3198.606065 = -707734.651214 nChanged 30 SP:Iteration 31Q (3043.616200 sec): 3 clusters Score: Raw -710948.774796 + Penalty 3198.606065 = -707750.168731 nChanged 39 SP:Iteration 32Q (3043.712380 sec): 3 clusters Score: Raw -710968.511848 + Penalty 3198.606065 = -707769.905783 nChanged 51 SP:Iteration 33Q (3043.841938 sec): 3 clusters Score: Raw -710988.974212 + Penalty 3198.606065 = -707790.368147 nChanged 35 SP:Iteration 34Q (3043.958054 sec): 3 clusters Score: Raw -711007.673867 + Penalty 3198.606065 = -707809.067803 nChanged 42 SP:Iteration 35Q (3044.082689 sec): 3 clusters Score: Raw -711037.926556 + Penalty 3198.606065 = -707839.320492 nChanged 46 SP:Iteration 36Q (3044.187282 sec): 3 clusters Score: Raw -711080.513036 + Penalty 3198.606065 = -707881.906972 nChanged 60 SP:Iteration 37Q (3044.313091 sec): 3 clusters Score: Raw -711114.800034 + Penalty 3198.606065 = -707916.193969 nChanged 49 SP:Iteration 38Q (3044.428928 sec): 3 clusters Score: Raw -711141.580403 + Penalty 3198.606065 = -707942.974338 nChanged 37 SP:Iteration 39Q (3044.554599 sec): 3 clusters Score: Raw -711155.887382 + Penalty 3198.606065 = -707957.281317 nChanged 25 SP:Iteration 40F (3044.686040 sec): 3 clusters Score: Raw -711165.994839 + Penalty 3198.606065 = -707967.388774 nChanged 21 SP:Iteration 41Q (3044.795439 sec): 3 clusters Score: Raw -711172.840565 + Penalty 3198.606065 = -707974.234500 nChanged 20 SP:Iteration 42Q (3044.930805 sec): 3 clusters Score: Raw -711180.917122 + Penalty 3198.606065 = -707982.311058 nChanged 16 SP:Iteration 43Q (3045.048841 sec): 3 clusters Score: Raw -711185.968855 + Penalty 3198.606065 = -707987.362791 nChanged 15 SP:Iteration 44Q (3045.185182 sec): 3 clusters Score: Raw -711190.051965 + Penalty 3198.606065 = -707991.445901 nChanged 13 SP:Iteration 45Q (3045.284821 sec): 3 clusters Score: Raw -711192.118896 + Penalty 3198.606065 = -707993.512832 nChanged 10 SP:Iteration 46Q (3045.419935 sec): 3 clusters Score: Raw -711194.016469 + Penalty 3198.606065 = -707995.410405 nChanged 8 SP:Iteration 47Q (3045.538211 sec): 3 clusters Score: Raw -711196.914297 + Penalty 3198.606065 = -707998.308233 nChanged 7 SP:Iteration 48Q (3045.658342 sec): 3 clusters Score: Raw -711198.314192 + Penalty 3198.606065 = -707999.708127 nChanged 5 SP:Iteration 49Q (3045.790884 sec): 3 clusters Score: Raw -711200.036142 + Penalty 3198.606065 = -708001.430077 nChanged 10 SP:Iteration 50Q (3045.914257 sec): 3 clusters Score: Raw -711202.319799 + Penalty 3198.606065 = -708003.713734 nChanged 7 SP:Iteration 51Q (3046.021633 sec): 3 clusters Score: Raw -711203.569832 + Penalty 3198.606065 = -708004.963767 nChanged 2 SP:Iteration 52Q (3046.141818 sec): 3 clusters Score: Raw -711203.729305 + Penalty 3198.606065 = -708005.123241 nChanged 1 SP:Iteration 53Q (3046.280008 sec): 3 clusters Score: Raw -711203.786808 + Penalty 3198.606065 = -708005.180744 nChanged 1 SP:Iteration 54Q (3046.402112 sec): 3 clusters Score: Raw -711204.105949 + Penalty 3198.606065 = -708005.499884 nChanged 1 SP:Iteration 55Q (3046.498006 sec): 3 clusters Score: Raw -711204.221922 + Penalty 3198.606065 = -708005.615858 nChanged 1 SP:Iteration 56Q (3046.608970 sec): 3 clusters Score: Raw -711204.332756 + Penalty 3198.606065 = -708005.726691 nChanged 0 SP:Iteration 57F (3046.726195 sec): 3 clusters Score: Raw -711204.332756 + Penalty 3198.606065 = -708005.726691 nChanged 0 Trying to split cluster 16 (2633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3046.791639 sec): 2 clusters Score: Raw -167678.150890 + Penalty 1382.216792 = -166295.934097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3046.908401 sec): 3 clusters Score: Raw -166544.203482 + Penalty 2764.433585 = -163779.769897 nChanged 966 SP:Iteration 1F (3047.075737 sec): 3 clusters Score: Raw -167274.297196 + Penalty 2764.433585 = -164509.863611 nChanged 216 SP:Iteration 2F (3047.118414 sec): 3 clusters Score: Raw -167546.715057 + Penalty 2764.433585 = -164782.281472 nChanged 186 SP:Iteration 3F (3047.161960 sec): 3 clusters Score: Raw -167759.308950 + Penalty 2764.433585 = -164994.875365 nChanged 149 SP:Iteration 4F (3047.204632 sec): 3 clusters Score: Raw -167910.670250 + Penalty 2764.433585 = -165146.236665 nChanged 118 SP:Iteration 5Q (3047.245179 sec): 3 clusters Score: Raw -168022.196324 + Penalty 2764.433585 = -165257.762739 nChanged 98 SP:Iteration 6Q (3047.285125 sec): 3 clusters Score: Raw -168126.695283 + Penalty 2764.433585 = -165362.261698 nChanged 77 SP:Iteration 7Q (3047.324787 sec): 3 clusters Score: Raw -168216.559691 + Penalty 2764.433585 = -165452.126106 nChanged 73 SP:Iteration 8Q (3047.364271 sec): 3 clusters Score: Raw -168293.536780 + Penalty 2764.433585 = -165529.103195 nChanged 61 SP:Iteration 9Q (3047.416167 sec): 3 clusters Score: Raw -168377.873892 + Penalty 2764.433585 = -165613.440307 nChanged 68 SP:Iteration 10Q (3047.454733 sec): 3 clusters Score: Raw -168470.138357 + Penalty 2764.433585 = -165705.704772 nChanged 66 SP:Iteration 11Q (3047.492822 sec): 3 clusters Score: Raw -168536.000681 + Penalty 2764.433585 = -165771.567096 nChanged 49 SP:Iteration 12Q (3047.531226 sec): 3 clusters Score: Raw -168576.805779 + Penalty 2764.433585 = -165812.372194 nChanged 33 SP:Iteration 13Q (3047.569032 sec): 3 clusters Score: Raw -168603.281669 + Penalty 2764.433585 = -165838.848084 nChanged 32 SP:Iteration 14Q (3047.606771 sec): 3 clusters Score: Raw -168629.656052 + Penalty 2764.433585 = -165865.222467 nChanged 32 SP:Iteration 15Q (3047.643882 sec): 3 clusters Score: Raw -168652.505513 + Penalty 2764.433585 = -165888.071928 nChanged 23 SP:Iteration 16Q (3047.680507 sec): 3 clusters Score: Raw -168666.438913 + Penalty 2764.433585 = -165902.005328 nChanged 14 SP:Iteration 17Q (3047.717107 sec): 3 clusters Score: Raw -168672.482814 + Penalty 2764.433585 = -165908.049229 nChanged 9 SP:Iteration 18Q (3047.752925 sec): 3 clusters Score: Raw -168676.093439 + Penalty 2764.433585 = -165911.659854 nChanged 7 SP:Iteration 19Q (3047.788765 sec): 3 clusters Score: Raw -168679.490343 + Penalty 2764.433585 = -165915.056758 nChanged 7 SP:Iteration 20F (3047.824759 sec): 3 clusters Score: Raw -168681.369472 + Penalty 2764.433585 = -165916.935887 nChanged 5 SP:Iteration 21Q (3047.860543 sec): 3 clusters Score: Raw -168682.939622 + Penalty 2764.433585 = -165918.506037 nChanged 5 SP:Iteration 22Q (3047.896002 sec): 3 clusters Score: Raw -168684.382086 + Penalty 2764.433585 = -165919.948501 nChanged 5 SP:Iteration 23Q (3047.931143 sec): 3 clusters Score: Raw -168685.963315 + Penalty 2764.433585 = -165921.529730 nChanged 7 SP:Iteration 24Q (3047.966284 sec): 3 clusters Score: Raw -168688.616373 + Penalty 2764.433585 = -165924.182788 nChanged 3 SP:Iteration 25Q (3048.001373 sec): 3 clusters Score: Raw -168689.743791 + Penalty 2764.433585 = -165925.310206 nChanged 3 SP:Iteration 26Q (3048.036377 sec): 3 clusters Score: Raw -168690.900016 + Penalty 2764.433585 = -165926.466431 nChanged 1 SP:Iteration 27Q (3048.070746 sec): 3 clusters Score: Raw -168691.152836 + Penalty 2764.433585 = -165926.719251 nChanged 0 SP:Iteration 28F (3048.105294 sec): 3 clusters Score: Raw -168691.152836 + Penalty 2764.433585 = -165926.719251 nChanged 0 Trying to split cluster 17 (4339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3048.169518 sec): 2 clusters Score: Raw -318709.529668 + Penalty 1469.882557 = -317239.647111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3048.289100 sec): 3 clusters Score: Raw -316572.683774 + Penalty 2939.765114 = -313632.918660 nChanged 1683 SP:Iteration 1F (3048.417088 sec): 3 clusters Score: Raw -317747.047786 + Penalty 2939.765114 = -314807.282672 nChanged 416 SP:Iteration 2F (3048.547441 sec): 3 clusters Score: Raw -318164.460306 + Penalty 2939.765114 = -315224.695192 nChanged 368 SP:Iteration 3F (3048.669358 sec): 3 clusters Score: Raw -318570.595309 + Penalty 2939.765114 = -315630.830195 nChanged 308 SP:Iteration 4F (3048.779991 sec): 3 clusters Score: Raw -318870.552063 + Penalty 2939.765114 = -315930.786949 nChanged 216 SP:Iteration 5Q (3048.904602 sec): 3 clusters Score: Raw -319041.398662 + Penalty 2939.765114 = -316101.633548 nChanged 170 SP:Iteration 6Q (3049.029373 sec): 3 clusters Score: Raw -319153.193330 + Penalty 2939.765114 = -316213.428216 nChanged 121 SP:Iteration 7Q (3049.124592 sec): 3 clusters Score: Raw -319221.878537 + Penalty 2939.765114 = -316282.113423 nChanged 81 SP:Iteration 8Q (3049.169329 sec): 3 clusters Score: Raw -319268.410180 + Penalty 2939.765114 = -316328.645066 nChanged 64 SP:Iteration 9Q (3049.214017 sec): 3 clusters Score: Raw -319303.461207 + Penalty 2939.765114 = -316363.696092 nChanged 56 SP:Iteration 10Q (3049.258195 sec): 3 clusters Score: Raw -319335.073366 + Penalty 2939.765114 = -316395.308252 nChanged 57 SP:Iteration 11Q (3049.301570 sec): 3 clusters Score: Raw -319366.715766 + Penalty 2939.765114 = -316426.950651 nChanged 50 SP:Iteration 12Q (3049.345021 sec): 3 clusters Score: Raw -319390.380913 + Penalty 2939.765114 = -316450.615799 nChanged 39 SP:Iteration 13Q (3049.388437 sec): 3 clusters Score: Raw -319408.917889 + Penalty 2939.765114 = -316469.152774 nChanged 35 SP:Iteration 14Q (3049.432946 sec): 3 clusters Score: Raw -319427.585001 + Penalty 2939.765114 = -316487.819886 nChanged 31 SP:Iteration 15Q (3049.477721 sec): 3 clusters Score: Raw -319442.722969 + Penalty 2939.765114 = -316502.957855 nChanged 28 SP:Iteration 16Q (3049.575307 sec): 3 clusters Score: Raw -319459.636599 + Penalty 2939.765114 = -316519.871485 nChanged 26 SP:Iteration 17Q (3049.618788 sec): 3 clusters Score: Raw -319476.755964 + Penalty 2939.765114 = -316536.990849 nChanged 22 SP:Iteration 18Q (3049.662648 sec): 3 clusters Score: Raw -319488.244924 + Penalty 2939.765114 = -316548.479810 nChanged 20 SP:Iteration 19Q (3049.706425 sec): 3 clusters Score: Raw -319499.434453 + Penalty 2939.765114 = -316559.669339 nChanged 20 SP:Iteration 20F (3049.749359 sec): 3 clusters Score: Raw -319511.126424 + Penalty 2939.765114 = -316571.361310 nChanged 27 SP:Iteration 21Q (3049.793058 sec): 3 clusters Score: Raw -319523.508174 + Penalty 2939.765114 = -316583.743060 nChanged 30 SP:Iteration 22Q (3049.836543 sec): 3 clusters Score: Raw -319537.315747 + Penalty 2939.765114 = -316597.550633 nChanged 20 SP:Iteration 23Q (3049.880431 sec): 3 clusters Score: Raw -319546.167586 + Penalty 2939.765114 = -316606.402472 nChanged 21 SP:Iteration 24Q (3049.924393 sec): 3 clusters Score: Raw -319552.260947 + Penalty 2939.765114 = -316612.495832 nChanged 11 SP:Iteration 25Q (3049.967711 sec): 3 clusters Score: Raw -319555.105551 + Penalty 2939.765114 = -316615.340436 nChanged 8 SP:Iteration 26Q (3050.011279 sec): 3 clusters Score: Raw -319556.787223 + Penalty 2939.765114 = -316617.022108 nChanged 1 SP:Iteration 27Q (3050.054963 sec): 3 clusters Score: Raw -319557.109338 + Penalty 2939.765114 = -316617.344224 nChanged 0 SP:Iteration 28F (3050.098398 sec): 3 clusters Score: Raw -319557.109338 + Penalty 2939.765114 = -316617.344224 nChanged 0 Trying to split cluster 18 (1531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3050.134303 sec): 2 clusters Score: Raw -99080.984704 + Penalty 1287.060207 = -97793.924497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3050.257574 sec): 3 clusters Score: Raw -98634.109956 + Penalty 2574.120415 = -96059.989541 nChanged 489 SP:Iteration 1F (3050.372048 sec): 3 clusters Score: Raw -99138.348149 + Penalty 2574.120415 = -96564.227734 nChanged 146 SP:Iteration 2F (3050.467689 sec): 3 clusters Score: Raw -99365.411444 + Penalty 2574.120415 = -96791.291029 nChanged 108 SP:Iteration 3F (3050.566532 sec): 3 clusters Score: Raw -99532.932763 + Penalty 2574.120415 = -96958.812348 nChanged 75 SP:Iteration 4Q (3050.676706 sec): 3 clusters Score: Raw -99638.168887 + Penalty 2574.120415 = -97064.048472 nChanged 67 SP:Iteration 5Q (3050.788837 sec): 3 clusters Score: Raw -99721.190669 + Penalty 2574.120415 = -97147.070254 nChanged 38 SP:Iteration 6Q (3050.901601 sec): 3 clusters Score: Raw -99757.179817 + Penalty 2574.120415 = -97183.059402 nChanged 23 SP:Iteration 7Q (3050.999450 sec): 3 clusters Score: Raw -99774.128140 + Penalty 2574.120415 = -97200.007725 nChanged 16 SP:Iteration 8Q (3051.111971 sec): 3 clusters Score: Raw -99791.453892 + Penalty 2574.120415 = -97217.333477 nChanged 14 SP:Iteration 9Q (3051.207099 sec): 3 clusters Score: Raw -99802.790854 + Penalty 2574.120415 = -97228.670439 nChanged 8 SP:Iteration 10Q (3051.224182 sec): 3 clusters Score: Raw -99810.288318 + Penalty 2574.120415 = -97236.167903 nChanged 13 SP:Iteration 11Q (3051.241011 sec): 3 clusters Score: Raw -99820.603928 + Penalty 2574.120415 = -97246.483513 nChanged 10 SP:Iteration 12Q (3051.257804 sec): 3 clusters Score: Raw -99832.700544 + Penalty 2574.120415 = -97258.580130 nChanged 12 SP:Iteration 13Q (3051.275129 sec): 3 clusters Score: Raw -99849.088833 + Penalty 2574.120415 = -97274.968419 nChanged 9 SP:Iteration 14Q (3051.292419 sec): 3 clusters Score: Raw -99858.423881 + Penalty 2574.120415 = -97284.303466 nChanged 8 SP:Iteration 15Q (3051.309077 sec): 3 clusters Score: Raw -99862.710151 + Penalty 2574.120415 = -97288.589736 nChanged 5 SP:Iteration 16Q (3051.326545 sec): 3 clusters Score: Raw -99867.276922 + Penalty 2574.120415 = -97293.156507 nChanged 8 SP:Iteration 17Q (3051.343360 sec): 3 clusters Score: Raw -99874.171301 + Penalty 2574.120415 = -97300.050886 nChanged 4 SP:Iteration 18Q (3051.360019 sec): 3 clusters Score: Raw -99878.439654 + Penalty 2574.120415 = -97304.319239 nChanged 7 SP:Iteration 19Q (3051.376636 sec): 3 clusters Score: Raw -99881.817358 + Penalty 2574.120415 = -97307.696943 nChanged 3 SP:Iteration 20F (3051.419023 sec): 3 clusters Score: Raw -99882.994006 + Penalty 2574.120415 = -97308.873591 nChanged 0 Trying to split cluster 19 (1918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3051.472126 sec): 2 clusters Score: Raw -120460.296738 + Penalty 1326.611214 = -119133.685525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3051.559454 sec): 3 clusters Score: Raw -119658.833698 + Penalty 2653.222428 = -117005.611270 nChanged 664 SP:Iteration 1F (3051.579431 sec): 3 clusters Score: Raw -120193.070047 + Penalty 2653.222428 = -117539.847620 nChanged 189 SP:Iteration 2F (3051.599132 sec): 3 clusters Score: Raw -120409.059097 + Penalty 2653.222428 = -117755.836669 nChanged 150 SP:Iteration 3F (3051.618817 sec): 3 clusters Score: Raw -120599.960876 + Penalty 2653.222428 = -117946.738449 nChanged 112 SP:Iteration 4F (3051.638473 sec): 3 clusters Score: Raw -120753.802795 + Penalty 2653.222428 = -118100.580367 nChanged 81 SP:Iteration 5Q (3051.658156 sec): 3 clusters Score: Raw -120832.185939 + Penalty 2653.222428 = -118178.963512 nChanged 68 SP:Iteration 6Q (3051.677889 sec): 3 clusters Score: Raw -120906.646522 + Penalty 2653.222428 = -118253.424094 nChanged 54 SP:Iteration 7Q (3051.697705 sec): 3 clusters Score: Raw -120957.586661 + Penalty 2653.222428 = -118304.364234 nChanged 38 SP:Iteration 8Q (3051.717321 sec): 3 clusters Score: Raw -120986.821143 + Penalty 2653.222428 = -118333.598716 nChanged 28 SP:Iteration 9Q (3051.816146 sec): 3 clusters Score: Raw -121007.635096 + Penalty 2653.222428 = -118354.412668 nChanged 21 SP:Iteration 10Q (3051.907537 sec): 3 clusters Score: Raw -121026.319555 + Penalty 2653.222428 = -118373.097128 nChanged 15 SP:Iteration 11Q (3051.994509 sec): 3 clusters Score: Raw -121037.437918 + Penalty 2653.222428 = -118384.215490 nChanged 16 SP:Iteration 12Q (3052.086478 sec): 3 clusters Score: Raw -121050.686490 + Penalty 2653.222428 = -118397.464063 nChanged 17 SP:Iteration 13Q (3052.177827 sec): 3 clusters Score: Raw -121062.298623 + Penalty 2653.222428 = -118409.076195 nChanged 17 SP:Iteration 14Q (3052.270226 sec): 3 clusters Score: Raw -121074.244194 + Penalty 2653.222428 = -118421.021767 nChanged 9 SP:Iteration 15Q (3052.363311 sec): 3 clusters Score: Raw -121080.483012 + Penalty 2653.222428 = -118427.260585 nChanged 9 SP:Iteration 16Q (3052.456382 sec): 3 clusters Score: Raw -121084.669778 + Penalty 2653.222428 = -118431.447351 nChanged 7 SP:Iteration 17Q (3052.549684 sec): 3 clusters Score: Raw -121087.735786 + Penalty 2653.222428 = -118434.513358 nChanged 5 SP:Iteration 18Q (3052.572306 sec): 3 clusters Score: Raw -121089.948045 + Penalty 2653.222428 = -118436.725617 nChanged 5 SP:Iteration 19Q (3052.595809 sec): 3 clusters Score: Raw -121093.130011 + Penalty 2653.222428 = -118439.907583 nChanged 7 SP:Iteration 20F (3052.619383 sec): 3 clusters Score: Raw -121096.457385 + Penalty 2653.222428 = -118443.234957 nChanged 8 SP:Iteration 21Q (3052.642993 sec): 3 clusters Score: Raw -121101.284777 + Penalty 2653.222428 = -118448.062349 nChanged 5 SP:Iteration 22Q (3052.666379 sec): 3 clusters Score: Raw -121104.352820 + Penalty 2653.222428 = -118451.130392 nChanged 2 SP:Iteration 23Q (3052.689956 sec): 3 clusters Score: Raw -121105.320377 + Penalty 2653.222428 = -118452.097949 nChanged 3 SP:Iteration 24Q (3052.713620 sec): 3 clusters Score: Raw -121106.415982 + Penalty 2653.222428 = -118453.193555 nChanged 2 SP:Iteration 25Q (3052.737167 sec): 3 clusters Score: Raw -121107.486231 + Penalty 2653.222428 = -118454.263803 nChanged 5 SP:Iteration 26Q (3052.760726 sec): 3 clusters Score: Raw -121111.077563 + Penalty 2653.222428 = -118457.855135 nChanged 3 SP:Iteration 27Q (3052.784264 sec): 3 clusters Score: Raw -121112.797953 + Penalty 2653.222428 = -118459.575525 nChanged 2 SP:Iteration 28Q (3052.807897 sec): 3 clusters Score: Raw -121115.078843 + Penalty 2653.222428 = -118461.856415 nChanged 3 SP:Iteration 29Q (3052.831508 sec): 3 clusters Score: Raw -121117.866460 + Penalty 2653.222428 = -118464.644032 nChanged 1 SP:Iteration 30Q (3052.855063 sec): 3 clusters Score: Raw -121118.458495 + Penalty 2653.222428 = -118465.236067 nChanged 2 SP:Iteration 31Q (3052.878594 sec): 3 clusters Score: Raw -121120.663235 + Penalty 2653.222428 = -118467.440807 nChanged 3 SP:Iteration 32Q (3052.902315 sec): 3 clusters Score: Raw -121121.793764 + Penalty 2653.222428 = -118468.571336 nChanged 0 SP:Iteration 33F (3052.925660 sec): 3 clusters Score: Raw -121121.793764 + Penalty 2653.222428 = -118468.571336 nChanged 0 Trying to split cluster 20 (1162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3052.956476 sec): 2 clusters Score: Raw -56182.691098 + Penalty 1238.661088 = -54944.030010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3052.973377 sec): 3 clusters Score: Raw -55857.120342 + Penalty 2477.322176 = -53379.798166 nChanged 377 SP:Iteration 1F (3052.989629 sec): 3 clusters Score: Raw -56249.585549 + Penalty 2477.322176 = -53772.263373 nChanged 98 SP:Iteration 2F (3053.005920 sec): 3 clusters Score: Raw -56397.869176 + Penalty 2477.322176 = -53920.547000 nChanged 77 SP:Iteration 3F (3053.022099 sec): 3 clusters Score: Raw -56500.454306 + Penalty 2477.322176 = -54023.132130 nChanged 60 SP:Iteration 4F (3053.038236 sec): 3 clusters Score: Raw -56625.376910 + Penalty 2477.322176 = -54148.054734 nChanged 53 SP:Iteration 5Q (3053.133937 sec): 3 clusters Score: Raw -56722.518853 + Penalty 2477.322176 = -54245.196677 nChanged 53 SP:Iteration 6Q (3053.222430 sec): 3 clusters Score: Raw -56823.325972 + Penalty 2477.322176 = -54346.003796 nChanged 48 SP:Iteration 7Q (3053.311637 sec): 3 clusters Score: Raw -56915.519870 + Penalty 2477.322176 = -54438.197694 nChanged 30 SP:Iteration 8Q (3053.394536 sec): 3 clusters Score: Raw -56958.692233 + Penalty 2477.322176 = -54481.370057 nChanged 24 SP:Iteration 9Q (3053.483396 sec): 3 clusters Score: Raw -57000.352678 + Penalty 2477.322176 = -54523.030502 nChanged 24 SP:Iteration 10Q (3053.570106 sec): 3 clusters Score: Raw -57048.349351 + Penalty 2477.322176 = -54571.027175 nChanged 15 SP:Iteration 11Q (3053.605639 sec): 3 clusters Score: Raw -57068.262736 + Penalty 2477.322176 = -54590.940560 nChanged 9 SP:Iteration 12Q (3053.738101 sec): 3 clusters Score: Raw -57076.642502 + Penalty 2477.322176 = -54599.320326 nChanged 4 SP:Iteration 13Q (3053.757813 sec): 3 clusters Score: Raw -57078.789972 + Penalty 2477.322176 = -54601.467796 nChanged 3 SP:Iteration 14Q (3053.779223 sec): 3 clusters Score: Raw -57084.772646 + Penalty 2477.322176 = -54607.450470 nChanged 4 SP:Iteration 15Q (3053.800846 sec): 3 clusters Score: Raw -57087.877814 + Penalty 2477.322176 = -54610.555638 nChanged 3 SP:Iteration 16Q (3053.821742 sec): 3 clusters Score: Raw -57091.053664 + Penalty 2477.322176 = -54613.731488 nChanged 3 SP:Iteration 17Q (3053.842454 sec): 3 clusters Score: Raw -57094.393038 + Penalty 2477.322176 = -54617.070861 nChanged 2 SP:Iteration 18Q (3053.863519 sec): 3 clusters Score: Raw -57095.703480 + Penalty 2477.322176 = -54618.381304 nChanged 0 SP:Iteration 19F (3053.884694 sec): 3 clusters Score: Raw -57095.813392 + Penalty 2477.322176 = -54618.491216 nChanged 1 SP:Iteration 20F (3053.905495 sec): 3 clusters Score: Raw -57097.856791 + Penalty 2477.322176 = -54620.534615 nChanged 2 SP:Iteration 21Q (3053.926206 sec): 3 clusters Score: Raw -57098.535461 + Penalty 2477.322176 = -54621.213285 nChanged 0 SP:Iteration 22F (3053.947207 sec): 3 clusters Score: Raw -57098.535461 + Penalty 2477.322176 = -54621.213285 nChanged 0 Trying to split cluster 21 (1443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3054.006861 sec): 2 clusters Score: Raw -105291.337069 + Penalty 1276.671163 = -104014.665907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3054.114289 sec): 3 clusters Score: Raw -104782.041959 + Penalty 2553.342325 = -102228.699634 nChanged 465 SP:Iteration 1F (3054.252554 sec): 3 clusters Score: Raw -105184.500194 + Penalty 2553.342325 = -102631.157869 nChanged 117 SP:Iteration 2F (3054.309658 sec): 3 clusters Score: Raw -105319.957657 + Penalty 2553.342325 = -102766.615331 nChanged 83 SP:Iteration 3F (3054.332276 sec): 3 clusters Score: Raw -105402.384507 + Penalty 2553.342325 = -102849.042182 nChanged 47 SP:Iteration 4Q (3054.355186 sec): 3 clusters Score: Raw -105447.705448 + Penalty 2553.342325 = -102894.363123 nChanged 32 SP:Iteration 5Q (3054.377394 sec): 3 clusters Score: Raw -105482.167053 + Penalty 2553.342325 = -102928.824728 nChanged 35 SP:Iteration 6Q (3054.399591 sec): 3 clusters Score: Raw -105531.579912 + Penalty 2553.342325 = -102978.237586 nChanged 29 SP:Iteration 7Q (3054.421576 sec): 3 clusters Score: Raw -105565.618283 + Penalty 2553.342325 = -103012.275958 nChanged 29 SP:Iteration 8Q (3054.443806 sec): 3 clusters Score: Raw -105592.393289 + Penalty 2553.342325 = -103039.050964 nChanged 15 SP:Iteration 9Q (3054.466046 sec): 3 clusters Score: Raw -105603.639579 + Penalty 2553.342325 = -103050.297254 nChanged 16 SP:Iteration 10Q (3054.488147 sec): 3 clusters Score: Raw -105618.316134 + Penalty 2553.342325 = -103064.973809 nChanged 14 SP:Iteration 11Q (3054.510362 sec): 3 clusters Score: Raw -105629.510328 + Penalty 2553.342325 = -103076.168003 nChanged 6 SP:Iteration 12Q (3054.608343 sec): 3 clusters Score: Raw -105632.894967 + Penalty 2553.342325 = -103079.552642 nChanged 4 SP:Iteration 13Q (3054.698574 sec): 3 clusters Score: Raw -105636.275983 + Penalty 2553.342325 = -103082.933658 nChanged 4 SP:Iteration 14Q (3054.809211 sec): 3 clusters Score: Raw -105640.000612 + Penalty 2553.342325 = -103086.658287 nChanged 5 SP:Iteration 15Q (3054.897481 sec): 3 clusters Score: Raw -105644.085826 + Penalty 2553.342325 = -103090.743501 nChanged 9 SP:Iteration 16Q (3054.991547 sec): 3 clusters Score: Raw -105650.266592 + Penalty 2553.342325 = -103096.924267 nChanged 6 SP:Iteration 17Q (3055.102481 sec): 3 clusters Score: Raw -105652.907006 + Penalty 2553.342325 = -103099.564681 nChanged 0 SP:Iteration 18F (3055.190580 sec): 3 clusters Score: Raw -105652.907006 + Penalty 2553.342325 = -103099.564681 nChanged 0 Trying to split cluster 22 (4314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3055.273488 sec): 2 clusters Score: Raw -346441.029558 + Penalty 1468.868455 = -344972.161103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3055.363790 sec): 3 clusters Score: Raw -344294.560809 + Penalty 2937.736910 = -341356.823898 nChanged 1697 SP:Iteration 1F (3055.438257 sec): 3 clusters Score: Raw -345321.785324 + Penalty 2937.736910 = -342384.048413 nChanged 440 SP:Iteration 2F (3055.476395 sec): 3 clusters Score: Raw -345713.871116 + Penalty 2937.736910 = -342776.134205 nChanged 336 SP:Iteration 3F (3055.514476 sec): 3 clusters Score: Raw -346003.166896 + Penalty 2937.736910 = -343065.429986 nChanged 292 SP:Iteration 4F (3055.552358 sec): 3 clusters Score: Raw -346219.680943 + Penalty 2937.736910 = -343281.944032 nChanged 243 SP:Iteration 5F (3055.590309 sec): 3 clusters Score: Raw -346414.331755 + Penalty 2937.736910 = -343476.594845 nChanged 202 SP:Iteration 6Q (3055.629080 sec): 3 clusters Score: Raw -346534.685952 + Penalty 2937.736910 = -343596.949042 nChanged 118 SP:Iteration 7Q (3055.667030 sec): 3 clusters Score: Raw -346597.786087 + Penalty 2937.736910 = -343660.049176 nChanged 104 SP:Iteration 8Q (3055.705055 sec): 3 clusters Score: Raw -346648.256055 + Penalty 2937.736910 = -343710.519145 nChanged 79 SP:Iteration 9Q (3055.743362 sec): 3 clusters Score: Raw -346685.443445 + Penalty 2937.736910 = -343747.706535 nChanged 62 SP:Iteration 10Q (3055.780886 sec): 3 clusters Score: Raw -346711.776148 + Penalty 2937.736910 = -343774.039237 nChanged 45 SP:Iteration 11Q (3055.843581 sec): 3 clusters Score: Raw -346728.402725 + Penalty 2937.736910 = -343790.665814 nChanged 29 SP:Iteration 12Q (3055.881302 sec): 3 clusters Score: Raw -346739.250857 + Penalty 2937.736910 = -343801.513947 nChanged 27 SP:Iteration 13Q (3055.918171 sec): 3 clusters Score: Raw -346747.811127 + Penalty 2937.736910 = -343810.074217 nChanged 14 SP:Iteration 14Q (3055.955366 sec): 3 clusters Score: Raw -346751.883324 + Penalty 2937.736910 = -343814.146414 nChanged 12 SP:Iteration 15Q (3055.991686 sec): 3 clusters Score: Raw -346755.032093 + Penalty 2937.736910 = -343817.295183 nChanged 9 SP:Iteration 16Q (3056.028299 sec): 3 clusters Score: Raw -346756.531303 + Penalty 2937.736910 = -343818.794392 nChanged 7 SP:Iteration 17Q (3056.064543 sec): 3 clusters Score: Raw -346758.448933 + Penalty 2937.736910 = -343820.712023 nChanged 5 SP:Iteration 18Q (3056.100822 sec): 3 clusters Score: Raw -346760.002182 + Penalty 2937.736910 = -343822.265272 nChanged 5 SP:Iteration 19Q (3056.138064 sec): 3 clusters Score: Raw -346761.166118 + Penalty 2937.736910 = -343823.429208 nChanged 2 SP:Iteration 20F (3056.175119 sec): 3 clusters Score: Raw -346761.785506 + Penalty 2937.736910 = -343824.048596 nChanged 1 SP:Iteration 21Q (3056.212256 sec): 3 clusters Score: Raw -346762.025925 + Penalty 2937.736910 = -343824.289015 nChanged 1 SP:Iteration 22Q (3056.315565 sec): 3 clusters Score: Raw -346762.346390 + Penalty 2937.736910 = -343824.609480 nChanged 1 SP:Iteration 23Q (3056.420695 sec): 3 clusters Score: Raw -346762.522591 + Penalty 2937.736910 = -343824.785681 nChanged 1 SP:Iteration 24Q (3056.523953 sec): 3 clusters Score: Raw -346762.673802 + Penalty 2937.736910 = -343824.936892 nChanged 1 SP:Iteration 25Q (3056.637465 sec): 3 clusters Score: Raw -346763.069487 + Penalty 2937.736910 = -343825.332577 nChanged 2 SP:Iteration 26Q (3056.760848 sec): 3 clusters Score: Raw -346763.736332 + Penalty 2937.736910 = -343825.999422 nChanged 1 SP:Iteration 27Q (3056.837024 sec): 3 clusters Score: Raw -346763.989036 + Penalty 2937.736910 = -343826.252126 nChanged 4 SP:Iteration 28Q (3056.945611 sec): 3 clusters Score: Raw -346764.687923 + Penalty 2937.736910 = -343826.951012 nChanged 0 SP:Iteration 29F (3057.021906 sec): 3 clusters Score: Raw -346764.687923 + Penalty 2937.736910 = -343826.951012 nChanged 0 Trying to split cluster 23 (1680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3057.068830 sec): 2 clusters Score: Raw -103052.684682 + Penalty 1303.359362 = -101749.325320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3057.087337 sec): 3 clusters Score: Raw -102396.855890 + Penalty 2606.718724 = -99790.137165 nChanged 557 SP:Iteration 1F (3057.104888 sec): 3 clusters Score: Raw -102842.879227 + Penalty 2606.718724 = -100236.160502 nChanged 133 SP:Iteration 2F (3057.122995 sec): 3 clusters Score: Raw -102968.162219 + Penalty 2606.718724 = -100361.443495 nChanged 78 SP:Iteration 3Q (3057.141919 sec): 3 clusters Score: Raw -103040.604254 + Penalty 2606.718724 = -100433.885530 nChanged 51 SP:Iteration 4Q (3057.160444 sec): 3 clusters Score: Raw -103085.326865 + Penalty 2606.718724 = -100478.608141 nChanged 44 SP:Iteration 5Q (3057.178776 sec): 3 clusters Score: Raw -103121.719963 + Penalty 2606.718724 = -100515.001239 nChanged 31 SP:Iteration 6Q (3057.197009 sec): 3 clusters Score: Raw -103157.229074 + Penalty 2606.718724 = -100550.510349 nChanged 31 SP:Iteration 7Q (3057.215332 sec): 3 clusters Score: Raw -103188.134640 + Penalty 2606.718724 = -100581.415916 nChanged 34 SP:Iteration 8Q (3057.236601 sec): 3 clusters Score: Raw -103214.647178 + Penalty 2606.718724 = -100607.928454 nChanged 24 SP:Iteration 9Q (3057.254736 sec): 3 clusters Score: Raw -103231.123490 + Penalty 2606.718724 = -100624.404766 nChanged 20 SP:Iteration 10Q (3057.272893 sec): 3 clusters Score: Raw -103246.831410 + Penalty 2606.718724 = -100640.112686 nChanged 18 SP:Iteration 11Q (3057.290790 sec): 3 clusters Score: Raw -103259.015504 + Penalty 2606.718724 = -100652.296779 nChanged 17 SP:Iteration 12Q (3057.308776 sec): 3 clusters Score: Raw -103272.873041 + Penalty 2606.718724 = -100666.154317 nChanged 16 SP:Iteration 13Q (3057.330541 sec): 3 clusters Score: Raw -103283.745329 + Penalty 2606.718724 = -100677.026605 nChanged 14 SP:Iteration 14Q (3057.348119 sec): 3 clusters Score: Raw -103294.673776 + Penalty 2606.718724 = -100687.955052 nChanged 22 SP:Iteration 15Q (3057.365781 sec): 3 clusters Score: Raw -103312.573017 + Penalty 2606.718724 = -100705.854293 nChanged 15 SP:Iteration 16Q (3057.399304 sec): 3 clusters Score: Raw -103326.642803 + Penalty 2606.718724 = -100719.924078 nChanged 16 SP:Iteration 17Q (3057.416928 sec): 3 clusters Score: Raw -103338.633806 + Penalty 2606.718724 = -100731.915082 nChanged 14 SP:Iteration 18Q (3057.434631 sec): 3 clusters Score: Raw -103346.990960 + Penalty 2606.718724 = -100740.272236 nChanged 11 SP:Iteration 19Q (3057.452269 sec): 3 clusters Score: Raw -103357.971852 + Penalty 2606.718724 = -100751.253128 nChanged 16 SP:Iteration 20F (3057.470767 sec): 3 clusters Score: Raw -103366.960927 + Penalty 2606.718724 = -100760.242202 nChanged 13 SP:Iteration 21Q (3057.490395 sec): 3 clusters Score: Raw -103377.311692 + Penalty 2606.718724 = -100770.592968 nChanged 6 SP:Iteration 22Q (3057.586787 sec): 3 clusters Score: Raw -103381.805089 + Penalty 2606.718724 = -100775.086365 nChanged 3 SP:Iteration 23Q (3057.681650 sec): 3 clusters Score: Raw -103383.144729 + Penalty 2606.718724 = -100776.426004 nChanged 3 SP:Iteration 24Q (3057.771894 sec): 3 clusters Score: Raw -103385.263421 + Penalty 2606.718724 = -100778.544697 nChanged 7 SP:Iteration 25Q (3057.854881 sec): 3 clusters Score: Raw -103388.502555 + Penalty 2606.718724 = -100781.783831 nChanged 10 SP:Iteration 26Q (3057.944565 sec): 3 clusters Score: Raw -103392.404016 + Penalty 2606.718724 = -100785.685292 nChanged 7 SP:Iteration 27Q (3058.023706 sec): 3 clusters Score: Raw -103399.166308 + Penalty 2606.718724 = -100792.447584 nChanged 7 SP:Iteration 28Q (3058.113134 sec): 3 clusters Score: Raw -103403.290589 + Penalty 2606.718724 = -100796.571864 nChanged 9 SP:Iteration 29Q (3058.203705 sec): 3 clusters Score: Raw -103409.836807 + Penalty 2606.718724 = -100803.118083 nChanged 8 SP:Iteration 30Q (3058.293527 sec): 3 clusters Score: Raw -103417.650724 + Penalty 2606.718724 = -100810.932000 nChanged 14 SP:Iteration 31Q (3058.338434 sec): 3 clusters Score: Raw -103430.755961 + Penalty 2606.718724 = -100824.037236 nChanged 15 SP:Iteration 32Q (3058.401806 sec): 3 clusters Score: Raw -103445.050198 + Penalty 2606.718724 = -100838.331474 nChanged 18 SP:Iteration 33Q (3058.419658 sec): 3 clusters Score: Raw -103463.027548 + Penalty 2606.718724 = -100856.308823 nChanged 24 SP:Iteration 34Q (3058.439137 sec): 3 clusters Score: Raw -103491.327367 + Penalty 2606.718724 = -100884.608643 nChanged 25 SP:Iteration 35Q (3058.457130 sec): 3 clusters Score: Raw -103511.413613 + Penalty 2606.718724 = -100904.694889 nChanged 19 SP:Iteration 36Q (3058.475093 sec): 3 clusters Score: Raw -103524.038979 + Penalty 2606.718724 = -100917.320255 nChanged 20 SP:Iteration 37Q (3058.492664 sec): 3 clusters Score: Raw -103543.986476 + Penalty 2606.718724 = -100937.267751 nChanged 22 SP:Iteration 38Q (3058.510182 sec): 3 clusters Score: Raw -103568.981027 + Penalty 2606.718724 = -100962.262302 nChanged 28 SP:Iteration 39Q (3058.527725 sec): 3 clusters Score: Raw -103602.320753 + Penalty 2606.718724 = -100995.602029 nChanged 29 SP:Iteration 40F (3058.545450 sec): 3 clusters Score: Raw -103634.008958 + Penalty 2606.718724 = -101027.290233 nChanged 28 SP:Iteration 41Q (3058.562908 sec): 3 clusters Score: Raw -103670.662157 + Penalty 2606.718724 = -101063.943433 nChanged 29 SP:Iteration 42Q (3058.580337 sec): 3 clusters Score: Raw -103699.621721 + Penalty 2606.718724 = -101092.902997 nChanged 32 SP:Iteration 43Q (3058.597805 sec): 3 clusters Score: Raw -103735.519398 + Penalty 2606.718724 = -101128.800674 nChanged 29 SP:Iteration 44Q (3058.615196 sec): 3 clusters Score: Raw -103776.405009 + Penalty 2606.718724 = -101169.686285 nChanged 40 SP:Iteration 45Q (3058.632921 sec): 3 clusters Score: Raw -103829.820067 + Penalty 2606.718724 = -101223.101343 nChanged 32 SP:Iteration 46Q (3058.650568 sec): 3 clusters Score: Raw -103867.878660 + Penalty 2606.718724 = -101261.159936 nChanged 18 SP:Iteration 47Q (3058.667932 sec): 3 clusters Score: Raw -103884.133574 + Penalty 2606.718724 = -101277.414849 nChanged 14 SP:Iteration 48Q (3058.685280 sec): 3 clusters Score: Raw -103899.124693 + Penalty 2606.718724 = -101292.405969 nChanged 17 SP:Iteration 49Q (3058.703947 sec): 3 clusters Score: Raw -103910.216441 + Penalty 2606.718724 = -101303.497717 nChanged 10 SP:Iteration 50Q (3058.721417 sec): 3 clusters Score: Raw -103918.060397 + Penalty 2606.718724 = -101311.341673 nChanged 7 SP:Iteration 51Q (3058.738740 sec): 3 clusters Score: Raw -103922.367117 + Penalty 2606.718724 = -101315.648392 nChanged 3 SP:Iteration 52Q (3058.756024 sec): 3 clusters Score: Raw -103925.203757 + Penalty 2606.718724 = -101318.485033 nChanged 2 SP:Iteration 53Q (3058.773418 sec): 3 clusters Score: Raw -103926.931067 + Penalty 2606.718724 = -101320.212343 nChanged 2 SP:Iteration 54Q (3058.880457 sec): 3 clusters Score: Raw -103928.407455 + Penalty 2606.718724 = -101321.688730 nChanged 3 SP:Iteration 55Q (3058.970017 sec): 3 clusters Score: Raw -103930.788758 + Penalty 2606.718724 = -101324.070034 nChanged 1 SP:Iteration 56Q (3059.081424 sec): 3 clusters Score: Raw -103932.695698 + Penalty 2606.718724 = -101325.976974 nChanged 2 SP:Iteration 57Q (3059.181188 sec): 3 clusters Score: Raw -103933.380558 + Penalty 2606.718724 = -101326.661834 nChanged 0 SP:Iteration 58F (3059.263456 sec): 3 clusters Score: Raw -103933.380558 + Penalty 2606.718724 = -101326.661834 nChanged 0 Trying to split cluster 24 (7403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3059.338612 sec): 2 clusters Score: Raw -581748.794107 + Penalty 1563.641926 = -580185.152182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3059.471213 sec): 3 clusters Score: Raw -577772.465047 + Penalty 3127.283851 = -574645.181196 nChanged 3088 SP:Iteration 1F (3059.515261 sec): 3 clusters Score: Raw -579578.002096 + Penalty 3127.283851 = -576450.718244 nChanged 619 SP:Iteration 2F (3059.648660 sec): 3 clusters Score: Raw -579990.879933 + Penalty 3127.283851 = -576863.596082 nChanged 521 SP:Iteration 3F (3059.735829 sec): 3 clusters Score: Raw -580343.937704 + Penalty 3127.283851 = -577216.653852 nChanged 482 SP:Iteration 4F (3059.794300 sec): 3 clusters Score: Raw -580689.244739 + Penalty 3127.283851 = -577561.960888 nChanged 443 SP:Iteration 5F (3059.849825 sec): 3 clusters Score: Raw -581000.497871 + Penalty 3127.283851 = -577873.214019 nChanged 381 SP:Iteration 6F (3059.896039 sec): 3 clusters Score: Raw -581253.831560 + Penalty 3127.283851 = -578126.547709 nChanged 298 SP:Iteration 7Q (3059.942501 sec): 3 clusters Score: Raw -581431.650673 + Penalty 3127.283851 = -578304.366822 nChanged 224 SP:Iteration 8Q (3059.989055 sec): 3 clusters Score: Raw -581556.088743 + Penalty 3127.283851 = -578428.804892 nChanged 187 SP:Iteration 9Q (3060.035403 sec): 3 clusters Score: Raw -581655.261456 + Penalty 3127.283851 = -578527.977605 nChanged 142 SP:Iteration 10Q (3060.081572 sec): 3 clusters Score: Raw -581727.445932 + Penalty 3127.283851 = -578600.162081 nChanged 112 SP:Iteration 11Q (3060.127781 sec): 3 clusters Score: Raw -581777.808382 + Penalty 3127.283851 = -578650.524530 nChanged 109 SP:Iteration 12Q (3060.174482 sec): 3 clusters Score: Raw -581830.678580 + Penalty 3127.283851 = -578703.394728 nChanged 93 SP:Iteration 13Q (3060.221495 sec): 3 clusters Score: Raw -581869.982485 + Penalty 3127.283851 = -578742.698633 nChanged 61 SP:Iteration 14Q (3060.269908 sec): 3 clusters Score: Raw -581893.084252 + Penalty 3127.283851 = -578765.800400 nChanged 48 SP:Iteration 15Q (3060.320511 sec): 3 clusters Score: Raw -581908.585727 + Penalty 3127.283851 = -578781.301876 nChanged 41 SP:Iteration 16Q (3060.372611 sec): 3 clusters Score: Raw -581924.205694 + Penalty 3127.283851 = -578796.921843 nChanged 38 SP:Iteration 17Q (3060.427072 sec): 3 clusters Score: Raw -581938.969210 + Penalty 3127.283851 = -578811.685358 nChanged 35 SP:Iteration 18Q (3060.481447 sec): 3 clusters Score: Raw -581954.324627 + Penalty 3127.283851 = -578827.040776 nChanged 35 SP:Iteration 19Q (3060.536219 sec): 3 clusters Score: Raw -581965.980981 + Penalty 3127.283851 = -578838.697130 nChanged 24 SP:Iteration 20F (3060.585355 sec): 3 clusters Score: Raw -581974.411724 + Penalty 3127.283851 = -578847.127873 nChanged 22 SP:Iteration 21Q (3060.635128 sec): 3 clusters Score: Raw -581981.426130 + Penalty 3127.283851 = -578854.142279 nChanged 17 SP:Iteration 22Q (3060.684686 sec): 3 clusters Score: Raw -581986.988514 + Penalty 3127.283851 = -578859.704663 nChanged 17 SP:Iteration 23Q (3060.738930 sec): 3 clusters Score: Raw -581992.821760 + Penalty 3127.283851 = -578865.537909 nChanged 14 SP:Iteration 24Q (3060.858885 sec): 3 clusters Score: Raw -581996.760839 + Penalty 3127.283851 = -578869.476987 nChanged 14 SP:Iteration 25Q (3060.975233 sec): 3 clusters Score: Raw -582000.273779 + Penalty 3127.283851 = -578872.989927 nChanged 14 SP:Iteration 26Q (3061.087193 sec): 3 clusters Score: Raw -582004.305456 + Penalty 3127.283851 = -578877.021604 nChanged 11 SP:Iteration 27Q (3061.198430 sec): 3 clusters Score: Raw -582008.111900 + Penalty 3127.283851 = -578880.828048 nChanged 8 SP:Iteration 28Q (3061.307586 sec): 3 clusters Score: Raw -582010.581101 + Penalty 3127.283851 = -578883.297249 nChanged 6 SP:Iteration 29Q (3061.439342 sec): 3 clusters Score: Raw -582011.828196 + Penalty 3127.283851 = -578884.544345 nChanged 5 SP:Iteration 30Q (3061.508261 sec): 3 clusters Score: Raw -582013.108032 + Penalty 3127.283851 = -578885.824181 nChanged 3 SP:Iteration 31Q (3061.617323 sec): 3 clusters Score: Raw -582013.893176 + Penalty 3127.283851 = -578886.609324 nChanged 6 SP:Iteration 32Q (3061.708084 sec): 3 clusters Score: Raw -582015.524419 + Penalty 3127.283851 = -578888.240568 nChanged 5 SP:Iteration 33Q (3061.758297 sec): 3 clusters Score: Raw -582016.794134 + Penalty 3127.283851 = -578889.510282 nChanged 2 SP:Iteration 34Q (3061.806603 sec): 3 clusters Score: Raw -582017.403885 + Penalty 3127.283851 = -578890.120034 nChanged 3 SP:Iteration 35Q (3061.854316 sec): 3 clusters Score: Raw -582018.058358 + Penalty 3127.283851 = -578890.774506 nChanged 1 SP:Iteration 36Q (3061.901603 sec): 3 clusters Score: Raw -582018.400705 + Penalty 3127.283851 = -578891.116853 nChanged 2 SP:Iteration 37Q (3061.951920 sec): 3 clusters Score: Raw -582018.970356 + Penalty 3127.283851 = -578891.686504 nChanged 4 SP:Iteration 38Q (3062.003510 sec): 3 clusters Score: Raw -582020.317914 + Penalty 3127.283851 = -578893.034062 nChanged 7 SP:Iteration 39Q (3062.055242 sec): 3 clusters Score: Raw -582022.053345 + Penalty 3127.283851 = -578894.769494 nChanged 5 SP:Iteration 40F (3062.104626 sec): 3 clusters Score: Raw -582023.895969 + Penalty 3127.283851 = -578896.612117 nChanged 11 SP:Iteration 41Q (3062.151327 sec): 3 clusters Score: Raw -582027.294385 + Penalty 3127.283851 = -578900.010534 nChanged 9 SP:Iteration 42Q (3062.197592 sec): 3 clusters Score: Raw -582029.932039 + Penalty 3127.283851 = -578902.648188 nChanged 8 SP:Iteration 43Q (3062.244135 sec): 3 clusters Score: Raw -582031.784073 + Penalty 3127.283851 = -578904.500222 nChanged 5 SP:Iteration 44Q (3062.294830 sec): 3 clusters Score: Raw -582032.843119 + Penalty 3127.283851 = -578905.559268 nChanged 6 SP:Iteration 45Q (3062.346133 sec): 3 clusters Score: Raw -582034.396252 + Penalty 3127.283851 = -578907.112401 nChanged 6 SP:Iteration 46Q (3062.397290 sec): 3 clusters Score: Raw -582035.396561 + Penalty 3127.283851 = -578908.112710 nChanged 3 SP:Iteration 47Q (3062.446208 sec): 3 clusters Score: Raw -582036.533739 + Penalty 3127.283851 = -578909.249887 nChanged 3 SP:Iteration 48Q (3062.492687 sec): 3 clusters Score: Raw -582037.185065 + Penalty 3127.283851 = -578909.901213 nChanged 1 SP:Iteration 49Q (3062.539082 sec): 3 clusters Score: Raw -582037.346156 + Penalty 3127.283851 = -578910.062304 nChanged 2 SP:Iteration 50Q (3062.586143 sec): 3 clusters Score: Raw -582038.450397 + Penalty 3127.283851 = -578911.166546 nChanged 5 SP:Iteration 51Q (3062.636881 sec): 3 clusters Score: Raw -582039.825682 + Penalty 3127.283851 = -578912.541831 nChanged 3 SP:Iteration 52Q (3062.687602 sec): 3 clusters Score: Raw -582040.551729 + Penalty 3127.283851 = -578913.267877 nChanged 3 SP:Iteration 53Q (3062.738657 sec): 3 clusters Score: Raw -582041.284562 + Penalty 3127.283851 = -578914.000711 nChanged 2 SP:Iteration 54Q (3062.786239 sec): 3 clusters Score: Raw -582042.206693 + Penalty 3127.283851 = -578914.922842 nChanged 4 SP:Iteration 55Q (3062.833354 sec): 3 clusters Score: Raw -582043.610684 + Penalty 3127.283851 = -578916.326833 nChanged 3 SP:Iteration 56Q (3062.944438 sec): 3 clusters Score: Raw -582045.127892 + Penalty 3127.283851 = -578917.844040 nChanged 3 SP:Iteration 57Q (3063.054472 sec): 3 clusters Score: Raw -582045.864140 + Penalty 3127.283851 = -578918.580289 nChanged 1 SP:Iteration 58Q (3063.164825 sec): 3 clusters Score: Raw -582046.251902 + Penalty 3127.283851 = -578918.968050 nChanged 1 SP:Iteration 59Q (3063.275560 sec): 3 clusters Score: Raw -582046.375221 + Penalty 3127.283851 = -578919.091370 nChanged 0 SP:Iteration 60F (3063.392304 sec): 3 clusters Score: Raw -582046.375221 + Penalty 3127.283851 = -578919.091370 nChanged 0 Trying to split cluster 25 (2118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3063.432105 sec): 2 clusters Score: Raw -160576.830061 + Penalty 1344.018931 = -159232.811131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3063.545009 sec): 3 clusters Score: Raw -159689.605647 + Penalty 2688.037862 = -157001.567785 nChanged 704 SP:Iteration 1F (3063.645853 sec): 3 clusters Score: Raw -160171.279948 + Penalty 2688.037862 = -157483.242087 nChanged 171 SP:Iteration 2F (3063.720625 sec): 3 clusters Score: Raw -160329.116253 + Penalty 2688.037862 = -157641.078391 nChanged 112 SP:Iteration 3F (3063.741911 sec): 3 clusters Score: Raw -160415.854481 + Penalty 2688.037862 = -157727.816620 nChanged 91 SP:Iteration 4Q (3063.763293 sec): 3 clusters Score: Raw -160501.015563 + Penalty 2688.037862 = -157812.977702 nChanged 95 SP:Iteration 5Q (3063.784758 sec): 3 clusters Score: Raw -160594.815701 + Penalty 2688.037862 = -157906.777839 nChanged 84 SP:Iteration 6Q (3063.806142 sec): 3 clusters Score: Raw -160667.844179 + Penalty 2688.037862 = -157979.806317 nChanged 68 SP:Iteration 7Q (3063.828216 sec): 3 clusters Score: Raw -160728.518498 + Penalty 2688.037862 = -158040.480636 nChanged 48 SP:Iteration 8Q (3063.849328 sec): 3 clusters Score: Raw -160768.613325 + Penalty 2688.037862 = -158080.575464 nChanged 43 SP:Iteration 9Q (3063.870618 sec): 3 clusters Score: Raw -160799.493788 + Penalty 2688.037862 = -158111.455927 nChanged 33 SP:Iteration 10Q (3063.929802 sec): 3 clusters Score: Raw -160826.755253 + Penalty 2688.037862 = -158138.717391 nChanged 25 SP:Iteration 11Q (3063.951064 sec): 3 clusters Score: Raw -160848.264536 + Penalty 2688.037862 = -158160.226674 nChanged 18 SP:Iteration 12Q (3063.972228 sec): 3 clusters Score: Raw -160859.072259 + Penalty 2688.037862 = -158171.034397 nChanged 11 SP:Iteration 13Q (3063.993098 sec): 3 clusters Score: Raw -160868.397512 + Penalty 2688.037862 = -158180.359650 nChanged 13 SP:Iteration 14Q (3064.014290 sec): 3 clusters Score: Raw -160876.244828 + Penalty 2688.037862 = -158188.206966 nChanged 17 SP:Iteration 15Q (3064.035371 sec): 3 clusters Score: Raw -160887.602216 + Penalty 2688.037862 = -158199.564354 nChanged 8 SP:Iteration 16Q (3064.056570 sec): 3 clusters Score: Raw -160891.590186 + Penalty 2688.037862 = -158203.552325 nChanged 6 SP:Iteration 17Q (3064.077719 sec): 3 clusters Score: Raw -160896.089626 + Penalty 2688.037862 = -158208.051765 nChanged 8 SP:Iteration 18Q (3064.098882 sec): 3 clusters Score: Raw -160902.614345 + Penalty 2688.037862 = -158214.576483 nChanged 7 SP:Iteration 19Q (3064.120086 sec): 3 clusters Score: Raw -160906.927717 + Penalty 2688.037862 = -158218.889856 nChanged 3 SP:Iteration 20F (3064.141137 sec): 3 clusters Score: Raw -160909.095437 + Penalty 2688.037862 = -158221.057575 nChanged 3 SP:Iteration 21Q (3064.162278 sec): 3 clusters Score: Raw -160910.325051 + Penalty 2688.037862 = -158222.287189 nChanged 3 SP:Iteration 22Q (3064.196112 sec): 3 clusters Score: Raw -160911.574868 + Penalty 2688.037862 = -158223.537006 nChanged 3 SP:Iteration 23Q (3064.217328 sec): 3 clusters Score: Raw -160916.129098 + Penalty 2688.037862 = -158228.091236 nChanged 2 SP:Iteration 24Q (3064.238666 sec): 3 clusters Score: Raw -160917.948105 + Penalty 2688.037862 = -158229.910243 nChanged 4 SP:Iteration 25Q (3064.338015 sec): 3 clusters Score: Raw -160924.009699 + Penalty 2688.037862 = -158235.971837 nChanged 4 SP:Iteration 26Q (3064.448435 sec): 3 clusters Score: Raw -160929.216417 + Penalty 2688.037862 = -158241.178555 nChanged 7 SP:Iteration 27Q (3064.535704 sec): 3 clusters Score: Raw -160935.779269 + Penalty 2688.037862 = -158247.741407 nChanged 3 SP:Iteration 28Q (3064.645647 sec): 3 clusters Score: Raw -160937.910884 + Penalty 2688.037862 = -158249.873022 nChanged 2 SP:Iteration 29Q (3064.755247 sec): 3 clusters Score: Raw -160940.659012 + Penalty 2688.037862 = -158252.621150 nChanged 5 SP:Iteration 30Q (3064.846160 sec): 3 clusters Score: Raw -160945.404952 + Penalty 2688.037862 = -158257.367091 nChanged 4 SP:Iteration 31Q (3064.956676 sec): 3 clusters Score: Raw -160948.125666 + Penalty 2688.037862 = -158260.087804 nChanged 5 SP:Iteration 32Q (3065.044972 sec): 3 clusters Score: Raw -160951.578391 + Penalty 2688.037862 = -158263.540530 nChanged 3 SP:Iteration 33Q (3065.155122 sec): 3 clusters Score: Raw -160954.105052 + Penalty 2688.037862 = -158266.067190 nChanged 6 SP:Iteration 34Q (3065.241361 sec): 3 clusters Score: Raw -160962.504461 + Penalty 2688.037862 = -158274.466600 nChanged 14 SP:Iteration 35Q (3065.344436 sec): 3 clusters Score: Raw -160973.641492 + Penalty 2688.037862 = -158285.603630 nChanged 8 SP:Iteration 36Q (3065.449148 sec): 3 clusters Score: Raw -160981.157143 + Penalty 2688.037862 = -158293.119282 nChanged 5 SP:Iteration 37Q (3065.533065 sec): 3 clusters Score: Raw -160983.392786 + Penalty 2688.037862 = -158295.354924 nChanged 4 SP:Iteration 38Q (3065.615607 sec): 3 clusters Score: Raw -160986.368268 + Penalty 2688.037862 = -158298.330407 nChanged 7 SP:Iteration 39Q (3065.636882 sec): 3 clusters Score: Raw -160991.117665 + Penalty 2688.037862 = -158303.079804 nChanged 7 SP:Iteration 40F (3065.657762 sec): 3 clusters Score: Raw -160995.407960 + Penalty 2688.037862 = -158307.370098 nChanged 4 SP:Iteration 41Q (3065.679029 sec): 3 clusters Score: Raw -160998.133999 + Penalty 2688.037862 = -158310.096138 nChanged 3 SP:Iteration 42Q (3065.723883 sec): 3 clusters Score: Raw -161000.478235 + Penalty 2688.037862 = -158312.440374 nChanged 1 SP:Iteration 43Q (3065.745183 sec): 3 clusters Score: Raw -161001.918434 + Penalty 2688.037862 = -158313.880573 nChanged 3 SP:Iteration 44Q (3065.765403 sec): 3 clusters Score: Raw -161003.328837 + Penalty 2688.037862 = -158315.290975 nChanged 4 SP:Iteration 45Q (3065.786727 sec): 3 clusters Score: Raw -161006.235031 + Penalty 2688.037862 = -158318.197169 nChanged 5 SP:Iteration 46Q (3065.807932 sec): 3 clusters Score: Raw -161010.064214 + Penalty 2688.037862 = -158322.026352 nChanged 5 SP:Iteration 47Q (3065.829028 sec): 3 clusters Score: Raw -161013.039158 + Penalty 2688.037862 = -158325.001296 nChanged 2 SP:Iteration 48Q (3065.850177 sec): 3 clusters Score: Raw -161014.092464 + Penalty 2688.037862 = -158326.054603 nChanged 1 SP:Iteration 49Q (3065.871397 sec): 3 clusters Score: Raw -161015.123663 + Penalty 2688.037862 = -158327.085801 nChanged 2 SP:Iteration 50Q (3065.892577 sec): 3 clusters Score: Raw -161015.676759 + Penalty 2688.037862 = -158327.638898 nChanged 0 SP:Iteration 51F (3065.913747 sec): 3 clusters Score: Raw -161015.676759 + Penalty 2688.037862 = -158327.638898 nChanged 0 Trying to split cluster 26 (1334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3065.944299 sec): 2 clusters Score: Raw -101679.734090 + Penalty 1262.886983 = -100416.847107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3065.959766 sec): 3 clusters Score: Raw -101203.110407 + Penalty 2525.773966 = -98677.336441 nChanged 432 SP:Iteration 1F (3065.974531 sec): 3 clusters Score: Raw -101557.300889 + Penalty 2525.773966 = -99031.526922 nChanged 104 SP:Iteration 2F (3066.053489 sec): 3 clusters Score: Raw -101649.580238 + Penalty 2525.773966 = -99123.806271 nChanged 54 SP:Iteration 3Q (3066.141345 sec): 3 clusters Score: Raw -101694.964417 + Penalty 2525.773966 = -99169.190451 nChanged 27 SP:Iteration 4Q (3066.230169 sec): 3 clusters Score: Raw -101714.597908 + Penalty 2525.773966 = -99188.823942 nChanged 14 SP:Iteration 5Q (3066.319225 sec): 3 clusters Score: Raw -101724.556158 + Penalty 2525.773966 = -99198.782191 nChanged 16 SP:Iteration 6Q (3066.408148 sec): 3 clusters Score: Raw -101734.585471 + Penalty 2525.773966 = -99208.811504 nChanged 13 SP:Iteration 7Q (3066.518536 sec): 3 clusters Score: Raw -101744.562714 + Penalty 2525.773966 = -99218.788747 nChanged 13 SP:Iteration 8Q (3066.603413 sec): 3 clusters Score: Raw -101754.824264 + Penalty 2525.773966 = -99229.050298 nChanged 11 SP:Iteration 9Q (3066.696486 sec): 3 clusters Score: Raw -101761.814535 + Penalty 2525.773966 = -99236.040569 nChanged 16 SP:Iteration 10Q (3066.790635 sec): 3 clusters Score: Raw -101771.955306 + Penalty 2525.773966 = -99246.181340 nChanged 10 SP:Iteration 11Q (3066.874717 sec): 3 clusters Score: Raw -101778.250317 + Penalty 2525.773966 = -99252.476351 nChanged 8 SP:Iteration 12Q (3066.949495 sec): 3 clusters Score: Raw -101783.933985 + Penalty 2525.773966 = -99258.160019 nChanged 6 SP:Iteration 13Q (3067.039247 sec): 3 clusters Score: Raw -101789.645944 + Penalty 2525.773966 = -99263.871978 nChanged 8 SP:Iteration 14Q (3067.128577 sec): 3 clusters Score: Raw -101797.735222 + Penalty 2525.773966 = -99271.961255 nChanged 13 SP:Iteration 15Q (3067.168398 sec): 3 clusters Score: Raw -101807.924117 + Penalty 2525.773966 = -99282.150151 nChanged 11 SP:Iteration 16Q (3067.183308 sec): 3 clusters Score: Raw -101819.185449 + Penalty 2525.773966 = -99293.411483 nChanged 8 SP:Iteration 17Q (3067.198260 sec): 3 clusters Score: Raw -101827.952774 + Penalty 2525.773966 = -99302.178808 nChanged 11 SP:Iteration 18Q (3067.213143 sec): 3 clusters Score: Raw -101834.239414 + Penalty 2525.773966 = -99308.465448 nChanged 11 SP:Iteration 19Q (3067.227998 sec): 3 clusters Score: Raw -101841.338044 + Penalty 2525.773966 = -99315.564078 nChanged 7 SP:Iteration 20F (3067.242745 sec): 3 clusters Score: Raw -101846.007343 + Penalty 2525.773966 = -99320.233376 nChanged 10 SP:Iteration 21Q (3067.257623 sec): 3 clusters Score: Raw -101852.990944 + Penalty 2525.773966 = -99327.216978 nChanged 6 SP:Iteration 22Q (3067.272438 sec): 3 clusters Score: Raw -101857.155913 + Penalty 2525.773966 = -99331.381947 nChanged 5 SP:Iteration 23Q (3067.287257 sec): 3 clusters Score: Raw -101859.110873 + Penalty 2525.773966 = -99333.336907 nChanged 1 SP:Iteration 24Q (3067.302197 sec): 3 clusters Score: Raw -101859.590249 + Penalty 2525.773966 = -99333.816283 nChanged 0 SP:Iteration 25F (3067.316915 sec): 3 clusters Score: Raw -101859.590249 + Penalty 2525.773966 = -99333.816283 nChanged 0 Trying to split cluster 27 (3075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3067.351952 sec): 2 clusters Score: Raw -244428.902991 + Penalty 1409.451062 = -243019.451929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3067.382489 sec): 3 clusters Score: Raw -243076.433230 + Penalty 2818.902123 = -240257.531107 nChanged 1096 SP:Iteration 1F (3067.411604 sec): 3 clusters Score: Raw -243806.529333 + Penalty 2818.902123 = -240987.627210 nChanged 263 SP:Iteration 2F (3067.440782 sec): 3 clusters Score: Raw -243997.964603 + Penalty 2818.902123 = -241179.062480 nChanged 188 SP:Iteration 3F (3067.470807 sec): 3 clusters Score: Raw -244136.577715 + Penalty 2818.902123 = -241317.675591 nChanged 137 SP:Iteration 4Q (3067.501266 sec): 3 clusters Score: Raw -244234.179443 + Penalty 2818.902123 = -241415.277320 nChanged 115 SP:Iteration 5Q (3067.531496 sec): 3 clusters Score: Raw -244310.166175 + Penalty 2818.902123 = -241491.264052 nChanged 91 SP:Iteration 6Q (3067.647187 sec): 3 clusters Score: Raw -244374.779877 + Penalty 2818.902123 = -241555.877754 nChanged 79 SP:Iteration 7Q (3067.723918 sec): 3 clusters Score: Raw -244433.033971 + Penalty 2818.902123 = -241614.131848 nChanged 81 SP:Iteration 8Q (3067.817951 sec): 3 clusters Score: Raw -244496.605973 + Penalty 2818.902123 = -241677.703850 nChanged 76 SP:Iteration 9Q (3067.954686 sec): 3 clusters Score: Raw -244555.812027 + Penalty 2818.902123 = -241736.909903 nChanged 61 SP:Iteration 10Q (3068.033988 sec): 3 clusters Score: Raw -244614.056561 + Penalty 2818.902123 = -241795.154437 nChanged 59 SP:Iteration 11Q (3068.138752 sec): 3 clusters Score: Raw -244666.445331 + Penalty 2818.902123 = -241847.543207 nChanged 51 SP:Iteration 12Q (3068.241971 sec): 3 clusters Score: Raw -244702.519854 + Penalty 2818.902123 = -241883.617730 nChanged 37 SP:Iteration 13Q (3068.336326 sec): 3 clusters Score: Raw -244736.322650 + Penalty 2818.902123 = -241917.420527 nChanged 34 SP:Iteration 14Q (3068.418472 sec): 3 clusters Score: Raw -244759.733830 + Penalty 2818.902123 = -241940.831706 nChanged 17 SP:Iteration 15Q (3068.480576 sec): 3 clusters Score: Raw -244769.409031 + Penalty 2818.902123 = -241950.506907 nChanged 13 SP:Iteration 16Q (3068.514990 sec): 3 clusters Score: Raw -244775.651357 + Penalty 2818.902123 = -241956.749234 nChanged 5 SP:Iteration 17Q (3068.549117 sec): 3 clusters Score: Raw -244778.678150 + Penalty 2818.902123 = -241959.776026 nChanged 8 SP:Iteration 18Q (3068.583116 sec): 3 clusters Score: Raw -244782.908183 + Penalty 2818.902123 = -241964.006060 nChanged 10 SP:Iteration 19Q (3068.617334 sec): 3 clusters Score: Raw -244788.459416 + Penalty 2818.902123 = -241969.557293 nChanged 9 SP:Iteration 20F (3068.652043 sec): 3 clusters Score: Raw -244792.796500 + Penalty 2818.902123 = -241973.894377 nChanged 8 SP:Iteration 21Q (3068.687235 sec): 3 clusters Score: Raw -244796.489885 + Penalty 2818.902123 = -241977.587762 nChanged 5 SP:Iteration 22Q (3068.722155 sec): 3 clusters Score: Raw -244798.733684 + Penalty 2818.902123 = -241979.831561 nChanged 7 SP:Iteration 23Q (3068.757070 sec): 3 clusters Score: Raw -244801.142762 + Penalty 2818.902123 = -241982.240638 nChanged 3 SP:Iteration 24Q (3068.791857 sec): 3 clusters Score: Raw -244802.093168 + Penalty 2818.902123 = -241983.191045 nChanged 2 SP:Iteration 25Q (3068.826106 sec): 3 clusters Score: Raw -244802.822205 + Penalty 2818.902123 = -241983.920082 nChanged 1 SP:Iteration 26Q (3068.860320 sec): 3 clusters Score: Raw -244803.028007 + Penalty 2818.902123 = -241984.125883 nChanged 1 SP:Iteration 27Q (3068.894494 sec): 3 clusters Score: Raw -244803.247238 + Penalty 2818.902123 = -241984.345115 nChanged 0 SP:Iteration 28F (3068.930012 sec): 3 clusters Score: Raw -244803.247238 + Penalty 2818.902123 = -241984.345115 nChanged 0 Trying to split cluster 28 (5405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3068.970697 sec): 2 clusters Score: Raw -423600.082204 + Penalty 1508.436493 = -422091.645711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3069.013803 sec): 3 clusters Score: Raw -420751.372239 + Penalty 3016.872985 = -417734.499254 nChanged 2259 SP:Iteration 1F (3069.060597 sec): 3 clusters Score: Raw -421983.511119 + Penalty 3016.872985 = -418966.638134 nChanged 419 SP:Iteration 2F (3069.105261 sec): 3 clusters Score: Raw -422246.682732 + Penalty 3016.872985 = -419229.809746 nChanged 333 SP:Iteration 3F (3069.152337 sec): 3 clusters Score: Raw -422450.611422 + Penalty 3016.872985 = -419433.738436 nChanged 294 SP:Iteration 4F (3069.199798 sec): 3 clusters Score: Raw -422641.165753 + Penalty 3016.872985 = -419624.292768 nChanged 268 SP:Iteration 5Q (3069.244309 sec): 3 clusters Score: Raw -422825.567837 + Penalty 3016.872985 = -419808.694851 nChanged 286 SP:Iteration 6F (3069.285844 sec): 3 clusters Score: Raw -423040.459427 + Penalty 3016.872985 = -420023.586442 nChanged 299 SP:Iteration 7F (3069.370694 sec): 3 clusters Score: Raw -423257.811437 + Penalty 3016.872985 = -420240.938452 nChanged 257 SP:Iteration 8Q (3069.497385 sec): 3 clusters Score: Raw -423425.495726 + Penalty 3016.872985 = -420408.622741 nChanged 227 SP:Iteration 9Q (3069.620525 sec): 3 clusters Score: Raw -423555.816740 + Penalty 3016.872985 = -420538.943754 nChanged 174 SP:Iteration 10Q (3069.727312 sec): 3 clusters Score: Raw -423662.706234 + Penalty 3016.872985 = -420645.833248 nChanged 176 SP:Iteration 11Q (3069.850558 sec): 3 clusters Score: Raw -423749.692465 + Penalty 3016.872985 = -420732.819480 nChanged 133 SP:Iteration 12Q (3069.954280 sec): 3 clusters Score: Raw -423811.339231 + Penalty 3016.872985 = -420794.466246 nChanged 95 SP:Iteration 13Q (3070.065263 sec): 3 clusters Score: Raw -423853.803045 + Penalty 3016.872985 = -420836.930060 nChanged 73 SP:Iteration 14Q (3070.169227 sec): 3 clusters Score: Raw -423882.353676 + Penalty 3016.872985 = -420865.480691 nChanged 55 SP:Iteration 15Q (3070.272803 sec): 3 clusters Score: Raw -423903.772698 + Penalty 3016.872985 = -420886.899712 nChanged 42 SP:Iteration 16Q (3070.394058 sec): 3 clusters Score: Raw -423915.154197 + Penalty 3016.872985 = -420898.281212 nChanged 38 SP:Iteration 17Q (3070.458790 sec): 3 clusters Score: Raw -423926.523733 + Penalty 3016.872985 = -420909.650747 nChanged 32 SP:Iteration 18Q (3070.502847 sec): 3 clusters Score: Raw -423933.756758 + Penalty 3016.872985 = -420916.883773 nChanged 26 SP:Iteration 19Q (3070.546314 sec): 3 clusters Score: Raw -423941.110773 + Penalty 3016.872985 = -420924.237787 nChanged 16 SP:Iteration 20F (3070.588074 sec): 3 clusters Score: Raw -423946.388411 + Penalty 3016.872985 = -420929.515425 nChanged 16 SP:Iteration 21Q (3070.630487 sec): 3 clusters Score: Raw -423952.035362 + Penalty 3016.872985 = -420935.162376 nChanged 15 SP:Iteration 22Q (3070.672973 sec): 3 clusters Score: Raw -423956.168193 + Penalty 3016.872985 = -420939.295208 nChanged 13 SP:Iteration 23Q (3070.715225 sec): 3 clusters Score: Raw -423960.008043 + Penalty 3016.872985 = -420943.135058 nChanged 17 SP:Iteration 24Q (3070.757456 sec): 3 clusters Score: Raw -423963.826905 + Penalty 3016.872985 = -420946.953920 nChanged 8 SP:Iteration 25Q (3070.799432 sec): 3 clusters Score: Raw -423965.208199 + Penalty 3016.872985 = -420948.335214 nChanged 6 SP:Iteration 26Q (3070.923838 sec): 3 clusters Score: Raw -423966.780321 + Penalty 3016.872985 = -420949.907335 nChanged 9 SP:Iteration 27Q (3070.966082 sec): 3 clusters Score: Raw -423969.388286 + Penalty 3016.872985 = -420952.515300 nChanged 8 SP:Iteration 28Q (3071.008953 sec): 3 clusters Score: Raw -423970.958278 + Penalty 3016.872985 = -420954.085293 nChanged 7 SP:Iteration 29Q (3071.051761 sec): 3 clusters Score: Raw -423972.135910 + Penalty 3016.872985 = -420955.262924 nChanged 4 SP:Iteration 30Q (3071.093973 sec): 3 clusters Score: Raw -423972.953517 + Penalty 3016.872985 = -420956.080532 nChanged 4 SP:Iteration 31Q (3071.136051 sec): 3 clusters Score: Raw -423973.762409 + Penalty 3016.872985 = -420956.889423 nChanged 2 SP:Iteration 32Q (3071.178194 sec): 3 clusters Score: Raw -423974.079721 + Penalty 3016.872985 = -420957.206736 nChanged 1 SP:Iteration 33Q (3071.220300 sec): 3 clusters Score: Raw -423974.205412 + Penalty 3016.872985 = -420957.332427 nChanged 0 SP:Iteration 34F (3071.262312 sec): 3 clusters Score: Raw -423974.205412 + Penalty 3016.872985 = -420957.332427 nChanged 0 Trying to split cluster 29 (1795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3071.296412 sec): 2 clusters Score: Raw -129750.209548 + Penalty 1314.979433 = -128435.230115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3071.316086 sec): 3 clusters Score: Raw -129028.611340 + Penalty 2629.958866 = -126398.652475 nChanged 627 SP:Iteration 1F (3071.429422 sec): 3 clusters Score: Raw -129544.950286 + Penalty 2629.958866 = -126914.991420 nChanged 146 SP:Iteration 2F (3071.534757 sec): 3 clusters Score: Raw -129680.332954 + Penalty 2629.958866 = -127050.374088 nChanged 97 SP:Iteration 3F (3071.649038 sec): 3 clusters Score: Raw -129781.352112 + Penalty 2629.958866 = -127151.393246 nChanged 77 SP:Iteration 4Q (3071.737441 sec): 3 clusters Score: Raw -129889.694575 + Penalty 2629.958866 = -127259.735709 nChanged 83 SP:Iteration 5Q (3071.828290 sec): 3 clusters Score: Raw -129994.521858 + Penalty 2629.958866 = -127364.562992 nChanged 86 SP:Iteration 6Q (3071.942646 sec): 3 clusters Score: Raw -130087.770867 + Penalty 2629.958866 = -127457.812002 nChanged 69 SP:Iteration 7Q (3072.033975 sec): 3 clusters Score: Raw -130162.962410 + Penalty 2629.958866 = -127533.003544 nChanged 57 SP:Iteration 8Q (3072.147610 sec): 3 clusters Score: Raw -130215.553281 + Penalty 2629.958866 = -127585.594415 nChanged 47 SP:Iteration 9Q (3072.239675 sec): 3 clusters Score: Raw -130255.154348 + Penalty 2629.958866 = -127625.195483 nChanged 36 SP:Iteration 10Q (3072.334559 sec): 3 clusters Score: Raw -130286.608582 + Penalty 2629.958866 = -127656.649716 nChanged 25 SP:Iteration 11Q (3072.465565 sec): 3 clusters Score: Raw -130307.407982 + Penalty 2629.958866 = -127677.449116 nChanged 19 SP:Iteration 12Q (3072.508852 sec): 3 clusters Score: Raw -130331.350890 + Penalty 2629.958866 = -127701.392025 nChanged 24 SP:Iteration 13Q (3072.542739 sec): 3 clusters Score: Raw -130365.998104 + Penalty 2629.958866 = -127736.039238 nChanged 27 SP:Iteration 14Q (3072.572908 sec): 3 clusters Score: Raw -130391.858380 + Penalty 2629.958866 = -127761.899514 nChanged 28 SP:Iteration 15Q (3072.602576 sec): 3 clusters Score: Raw -130415.215341 + Penalty 2629.958866 = -127785.256476 nChanged 22 SP:Iteration 16Q (3072.632103 sec): 3 clusters Score: Raw -130432.437995 + Penalty 2629.958866 = -127802.479129 nChanged 17 SP:Iteration 17Q (3072.661881 sec): 3 clusters Score: Raw -130447.892708 + Penalty 2629.958866 = -127817.933842 nChanged 18 SP:Iteration 18Q (3072.691218 sec): 3 clusters Score: Raw -130461.072810 + Penalty 2629.958866 = -127831.113945 nChanged 10 SP:Iteration 19Q (3072.720110 sec): 3 clusters Score: Raw -130466.371067 + Penalty 2629.958866 = -127836.412201 nChanged 6 SP:Iteration 20F (3072.747575 sec): 3 clusters Score: Raw -130469.260587 + Penalty 2629.958866 = -127839.301722 nChanged 3 SP:Iteration 21Q (3072.775532 sec): 3 clusters Score: Raw -130470.573146 + Penalty 2629.958866 = -127840.614281 nChanged 1 SP:Iteration 22Q (3072.803429 sec): 3 clusters Score: Raw -130471.016877 + Penalty 2629.958866 = -127841.058011 nChanged 0 SP:Iteration 23F (3072.830984 sec): 3 clusters Score: Raw -130471.016877 + Penalty 2629.958866 = -127841.058011 nChanged 0 Trying to split cluster 30 (2060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3072.866739 sec): 2 clusters Score: Raw -152858.136952 + Penalty 1339.145951 = -151518.991001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3072.898171 sec): 3 clusters Score: Raw -151999.122420 + Penalty 2678.291903 = -149320.830517 nChanged 724 SP:Iteration 1F (3072.928478 sec): 3 clusters Score: Raw -152489.356531 + Penalty 2678.291903 = -149811.064628 nChanged 154 SP:Iteration 2F (3072.959611 sec): 3 clusters Score: Raw -152634.359561 + Penalty 2678.291903 = -149956.067659 nChanged 117 SP:Iteration 3F (3072.989878 sec): 3 clusters Score: Raw -152737.719465 + Penalty 2678.291903 = -150059.427562 nChanged 79 SP:Iteration 4Q (3073.020268 sec): 3 clusters Score: Raw -152800.726514 + Penalty 2678.291903 = -150122.434611 nChanged 63 SP:Iteration 5Q (3073.050667 sec): 3 clusters Score: Raw -152842.113839 + Penalty 2678.291903 = -150163.821936 nChanged 49 SP:Iteration 6Q (3073.081004 sec): 3 clusters Score: Raw -152876.431925 + Penalty 2678.291903 = -150198.140022 nChanged 43 SP:Iteration 7Q (3073.239862 sec): 3 clusters Score: Raw -152910.504385 + Penalty 2678.291903 = -150232.212483 nChanged 40 SP:Iteration 8Q (3073.315568 sec): 3 clusters Score: Raw -152945.998099 + Penalty 2678.291903 = -150267.706196 nChanged 45 SP:Iteration 9Q (3073.468553 sec): 3 clusters Score: Raw -152980.287248 + Penalty 2678.291903 = -150301.995345 nChanged 46 SP:Iteration 10Q (3073.566317 sec): 3 clusters Score: Raw -153012.142919 + Penalty 2678.291903 = -150333.851017 nChanged 36 SP:Iteration 11Q (3073.683982 sec): 3 clusters Score: Raw -153038.841158 + Penalty 2678.291903 = -150360.549255 nChanged 40 SP:Iteration 12Q (3073.792916 sec): 3 clusters Score: Raw -153067.586922 + Penalty 2678.291903 = -150389.295019 nChanged 41 SP:Iteration 13Q (3073.899816 sec): 3 clusters Score: Raw -153099.972510 + Penalty 2678.291903 = -150421.680607 nChanged 41 SP:Iteration 14Q (3073.988044 sec): 3 clusters Score: Raw -153133.431217 + Penalty 2678.291903 = -150455.139314 nChanged 32 SP:Iteration 15Q (3074.102546 sec): 3 clusters Score: Raw -153150.893608 + Penalty 2678.291903 = -150472.601705 nChanged 24 SP:Iteration 16Q (3074.215506 sec): 3 clusters Score: Raw -153165.255666 + Penalty 2678.291903 = -150486.963763 nChanged 28 SP:Iteration 17Q (3074.331732 sec): 3 clusters Score: Raw -153185.237945 + Penalty 2678.291903 = -150506.946042 nChanged 23 SP:Iteration 18Q (3074.446255 sec): 3 clusters Score: Raw -153201.384293 + Penalty 2678.291903 = -150523.092391 nChanged 22 SP:Iteration 19Q (3074.561955 sec): 3 clusters Score: Raw -153215.091911 + Penalty 2678.291903 = -150536.800009 nChanged 23 SP:Iteration 20F (3074.677687 sec): 3 clusters Score: Raw -153233.402919 + Penalty 2678.291903 = -150555.111016 nChanged 29 SP:Iteration 21Q (3074.794333 sec): 3 clusters Score: Raw -153255.956004 + Penalty 2678.291903 = -150577.664101 nChanged 19 SP:Iteration 22Q (3074.912358 sec): 3 clusters Score: Raw -153269.182368 + Penalty 2678.291903 = -150590.890465 nChanged 11 SP:Iteration 23Q (3075.028616 sec): 3 clusters Score: Raw -153275.209225 + Penalty 2678.291903 = -150596.917322 nChanged 6 SP:Iteration 24Q (3075.136361 sec): 3 clusters Score: Raw -153278.952000 + Penalty 2678.291903 = -150600.660097 nChanged 9 SP:Iteration 25Q (3075.250867 sec): 3 clusters Score: Raw -153282.593648 + Penalty 2678.291903 = -150604.301745 nChanged 6 SP:Iteration 26Q (3075.362956 sec): 3 clusters Score: Raw -153287.220225 + Penalty 2678.291903 = -150608.928322 nChanged 6 SP:Iteration 27Q (3075.478499 sec): 3 clusters Score: Raw -153290.344481 + Penalty 2678.291903 = -150612.052578 nChanged 7 SP:Iteration 28Q (3075.594696 sec): 3 clusters Score: Raw -153293.508551 + Penalty 2678.291903 = -150615.216648 nChanged 6 SP:Iteration 29Q (3075.652028 sec): 3 clusters Score: Raw -153295.824317 + Penalty 2678.291903 = -150617.532414 nChanged 2 SP:Iteration 30Q (3075.678816 sec): 3 clusters Score: Raw -153297.197581 + Penalty 2678.291903 = -150618.905678 nChanged 3 SP:Iteration 31Q (3075.705919 sec): 3 clusters Score: Raw -153297.996550 + Penalty 2678.291903 = -150619.704647 nChanged 1 SP:Iteration 32Q (3075.732760 sec): 3 clusters Score: Raw -153298.140700 + Penalty 2678.291903 = -150619.848797 nChanged 1 SP:Iteration 33Q (3075.759802 sec): 3 clusters Score: Raw -153298.927687 + Penalty 2678.291903 = -150620.635784 nChanged 1 SP:Iteration 34Q (3075.786586 sec): 3 clusters Score: Raw -153299.253572 + Penalty 2678.291903 = -150620.961669 nChanged 2 SP:Iteration 35Q (3075.813373 sec): 3 clusters Score: Raw -153300.085311 + Penalty 2678.291903 = -150621.793409 nChanged 1 SP:Iteration 36Q (3075.840249 sec): 3 clusters Score: Raw -153300.475466 + Penalty 2678.291903 = -150622.183563 nChanged 3 SP:Iteration 37Q (3075.867008 sec): 3 clusters Score: Raw -153301.984701 + Penalty 2678.291903 = -150623.692798 nChanged 4 SP:Iteration 38Q (3075.894039 sec): 3 clusters Score: Raw -153303.505596 + Penalty 2678.291903 = -150625.213694 nChanged 2 SP:Iteration 39Q (3076.012021 sec): 3 clusters Score: Raw -153304.435885 + Penalty 2678.291903 = -150626.143982 nChanged 4 SP:Iteration 40F (3076.128258 sec): 3 clusters Score: Raw -153306.232557 + Penalty 2678.291903 = -150627.940654 nChanged 5 SP:Iteration 41Q (3076.251952 sec): 3 clusters Score: Raw -153309.077165 + Penalty 2678.291903 = -150630.785263 nChanged 3 SP:Iteration 42Q (3076.369307 sec): 3 clusters Score: Raw -153310.445851 + Penalty 2678.291903 = -150632.153948 nChanged 0 SP:Iteration 43F (3076.486476 sec): 3 clusters Score: Raw -153310.445851 + Penalty 2678.291903 = -150632.153948 nChanged 0 Trying to split cluster 31 (2690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3076.549148 sec): 2 clusters Score: Raw -206871.619359 + Penalty 1385.975531 = -205485.643828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3076.672756 sec): 3 clusters Score: Raw -205661.500204 + Penalty 2771.951062 = -202889.549142 nChanged 1006 SP:Iteration 1F (3076.769858 sec): 3 clusters Score: Raw -206374.899114 + Penalty 2771.951062 = -203602.948052 nChanged 246 SP:Iteration 2F (3076.887055 sec): 3 clusters Score: Raw -206577.051076 + Penalty 2771.951062 = -203805.100014 nChanged 163 SP:Iteration 3F (3076.943025 sec): 3 clusters Score: Raw -206707.121403 + Penalty 2771.951062 = -203935.170341 nChanged 134 SP:Iteration 4Q (3076.976848 sec): 3 clusters Score: Raw -206835.148112 + Penalty 2771.951062 = -204063.197050 nChanged 147 SP:Iteration 5F (3077.010114 sec): 3 clusters Score: Raw -206950.516747 + Penalty 2771.951062 = -204178.565685 nChanged 104 SP:Iteration 6Q (3077.043894 sec): 3 clusters Score: Raw -207031.047112 + Penalty 2771.951062 = -204259.096050 nChanged 88 SP:Iteration 7Q (3077.077340 sec): 3 clusters Score: Raw -207096.165696 + Penalty 2771.951062 = -204324.214634 nChanged 71 SP:Iteration 8Q (3077.110857 sec): 3 clusters Score: Raw -207137.437480 + Penalty 2771.951062 = -204365.486418 nChanged 56 SP:Iteration 9Q (3077.144512 sec): 3 clusters Score: Raw -207173.540645 + Penalty 2771.951062 = -204401.589583 nChanged 50 SP:Iteration 10Q (3077.178330 sec): 3 clusters Score: Raw -207211.896109 + Penalty 2771.951062 = -204439.945047 nChanged 51 SP:Iteration 11Q (3077.211778 sec): 3 clusters Score: Raw -207241.291515 + Penalty 2771.951062 = -204469.340453 nChanged 39 SP:Iteration 12Q (3077.245332 sec): 3 clusters Score: Raw -207264.433363 + Penalty 2771.951062 = -204492.482301 nChanged 33 SP:Iteration 13Q (3077.278885 sec): 3 clusters Score: Raw -207280.511320 + Penalty 2771.951062 = -204508.560259 nChanged 20 SP:Iteration 14Q (3077.312291 sec): 3 clusters Score: Raw -207289.431706 + Penalty 2771.951062 = -204517.480645 nChanged 17 SP:Iteration 15Q (3077.345728 sec): 3 clusters Score: Raw -207298.122285 + Penalty 2771.951062 = -204526.171223 nChanged 19 SP:Iteration 16Q (3077.379125 sec): 3 clusters Score: Raw -207308.440086 + Penalty 2771.951062 = -204536.489024 nChanged 24 SP:Iteration 17Q (3077.412634 sec): 3 clusters Score: Raw -207320.566464 + Penalty 2771.951062 = -204548.615402 nChanged 12 SP:Iteration 18Q (3077.446080 sec): 3 clusters Score: Raw -207327.083672 + Penalty 2771.951062 = -204555.132610 nChanged 15 SP:Iteration 19Q (3077.479380 sec): 3 clusters Score: Raw -207333.523667 + Penalty 2771.951062 = -204561.572605 nChanged 13 SP:Iteration 20F (3077.512651 sec): 3 clusters Score: Raw -207339.805098 + Penalty 2771.951062 = -204567.854036 nChanged 7 SP:Iteration 21Q (3077.546015 sec): 3 clusters Score: Raw -207341.762821 + Penalty 2771.951062 = -204569.811759 nChanged 3 SP:Iteration 22Q (3077.585943 sec): 3 clusters Score: Raw -207343.356873 + Penalty 2771.951062 = -204571.405811 nChanged 2 SP:Iteration 23Q (3077.619331 sec): 3 clusters Score: Raw -207344.320354 + Penalty 2771.951062 = -204572.369292 nChanged 2 SP:Iteration 24Q (3077.738993 sec): 3 clusters Score: Raw -207345.008923 + Penalty 2771.951062 = -204573.057861 nChanged 3 SP:Iteration 25Q (3077.893514 sec): 3 clusters Score: Raw -207346.017934 + Penalty 2771.951062 = -204574.066872 nChanged 1 SP:Iteration 26Q (3078.002884 sec): 3 clusters Score: Raw -207346.398127 + Penalty 2771.951062 = -204574.447065 nChanged 3 SP:Iteration 27Q (3078.133168 sec): 3 clusters Score: Raw -207347.827896 + Penalty 2771.951062 = -204575.876834 nChanged 5 SP:Iteration 28Q (3078.324949 sec): 3 clusters Score: Raw -207349.806554 + Penalty 2771.951062 = -204577.855492 nChanged 7 SP:Iteration 29Q (3078.460424 sec): 3 clusters Score: Raw -207353.341104 + Penalty 2771.951062 = -204581.390042 nChanged 4 SP:Iteration 30Q (3078.549793 sec): 3 clusters Score: Raw -207354.941459 + Penalty 2771.951062 = -204582.990397 nChanged 2 SP:Iteration 31Q (3078.653290 sec): 3 clusters Score: Raw -207355.551639 + Penalty 2771.951062 = -204583.600577 nChanged 1 SP:Iteration 32Q (3078.744029 sec): 3 clusters Score: Raw -207356.097855 + Penalty 2771.951062 = -204584.146793 nChanged 2 SP:Iteration 33Q (3078.862831 sec): 3 clusters Score: Raw -207356.927203 + Penalty 2771.951062 = -204584.976141 nChanged 2 SP:Iteration 34Q (3078.946043 sec): 3 clusters Score: Raw -207358.174414 + Penalty 2771.951062 = -204586.223352 nChanged 6 SP:Iteration 35Q (3079.050293 sec): 3 clusters Score: Raw -207361.871426 + Penalty 2771.951062 = -204589.920364 nChanged 6 SP:Iteration 36Q (3079.159760 sec): 3 clusters Score: Raw -207364.200922 + Penalty 2771.951062 = -204592.249860 nChanged 5 SP:Iteration 37Q (3079.189524 sec): 3 clusters Score: Raw -207365.899009 + Penalty 2771.951062 = -204593.947947 nChanged 1 SP:Iteration 38Q (3079.221269 sec): 3 clusters Score: Raw -207366.432944 + Penalty 2771.951062 = -204594.481882 nChanged 3 SP:Iteration 39Q (3079.252735 sec): 3 clusters Score: Raw -207367.702517 + Penalty 2771.951062 = -204595.751455 nChanged 1 SP:Iteration 40F (3079.291183 sec): 3 clusters Score: Raw -207367.871842 + Penalty 2771.951062 = -204595.920780 nChanged 0 Trying to split cluster 32 (2213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3079.335130 sec): 2 clusters Score: Raw -170122.487972 + Penalty 1351.719312 = -168770.768660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3079.363310 sec): 3 clusters Score: Raw -169150.280441 + Penalty 2703.438623 = -166446.841818 nChanged 794 SP:Iteration 1F (3079.438726 sec): 3 clusters Score: Raw -169686.972448 + Penalty 2703.438623 = -166983.533825 nChanged 194 SP:Iteration 2F (3079.465514 sec): 3 clusters Score: Raw -169843.354932 + Penalty 2703.438623 = -167139.916308 nChanged 126 SP:Iteration 3F (3079.492391 sec): 3 clusters Score: Raw -169945.532346 + Penalty 2703.438623 = -167242.093722 nChanged 102 SP:Iteration 4Q (3079.530544 sec): 3 clusters Score: Raw -170022.863966 + Penalty 2703.438623 = -167319.425343 nChanged 83 SP:Iteration 5Q (3079.557444 sec): 3 clusters Score: Raw -170089.464115 + Penalty 2703.438623 = -167386.025491 nChanged 70 SP:Iteration 6Q (3079.584639 sec): 3 clusters Score: Raw -170133.957387 + Penalty 2703.438623 = -167430.518763 nChanged 53 SP:Iteration 7Q (3079.611607 sec): 3 clusters Score: Raw -170169.395854 + Penalty 2703.438623 = -167465.957230 nChanged 52 SP:Iteration 8Q (3079.638704 sec): 3 clusters Score: Raw -170206.777038 + Penalty 2703.438623 = -167503.338415 nChanged 53 SP:Iteration 9Q (3079.665808 sec): 3 clusters Score: Raw -170243.689950 + Penalty 2703.438623 = -167540.251326 nChanged 52 SP:Iteration 10Q (3079.692827 sec): 3 clusters Score: Raw -170287.022918 + Penalty 2703.438623 = -167583.584295 nChanged 52 SP:Iteration 11Q (3079.719568 sec): 3 clusters Score: Raw -170332.876559 + Penalty 2703.438623 = -167629.437936 nChanged 66 SP:Iteration 12Q (3079.809919 sec): 3 clusters Score: Raw -170383.112750 + Penalty 2703.438623 = -167679.674127 nChanged 52 SP:Iteration 13Q (3079.905712 sec): 3 clusters Score: Raw -170428.658367 + Penalty 2703.438623 = -167725.219743 nChanged 47 SP:Iteration 14Q (3080.018844 sec): 3 clusters Score: Raw -170466.032337 + Penalty 2703.438623 = -167762.593714 nChanged 40 SP:Iteration 15Q (3080.109480 sec): 3 clusters Score: Raw -170492.851048 + Penalty 2703.438623 = -167789.412424 nChanged 31 SP:Iteration 16Q (3080.222100 sec): 3 clusters Score: Raw -170516.347308 + Penalty 2703.438623 = -167812.908685 nChanged 23 SP:Iteration 17Q (3080.310392 sec): 3 clusters Score: Raw -170530.013976 + Penalty 2703.438623 = -167826.575353 nChanged 14 SP:Iteration 18Q (3080.422908 sec): 3 clusters Score: Raw -170537.593217 + Penalty 2703.438623 = -167834.154593 nChanged 10 SP:Iteration 19Q (3080.531295 sec): 3 clusters Score: Raw -170542.484553 + Penalty 2703.438623 = -167839.045929 nChanged 7 SP:Iteration 20F (3080.631763 sec): 3 clusters Score: Raw -170546.308270 + Penalty 2703.438623 = -167842.869647 nChanged 14 SP:Iteration 21Q (3080.745203 sec): 3 clusters Score: Raw -170552.656406 + Penalty 2703.438623 = -167849.217782 nChanged 9 SP:Iteration 22Q (3080.857307 sec): 3 clusters Score: Raw -170556.250729 + Penalty 2703.438623 = -167852.812105 nChanged 6 SP:Iteration 23Q (3080.951722 sec): 3 clusters Score: Raw -170559.984654 + Penalty 2703.438623 = -167856.546031 nChanged 2 SP:Iteration 24Q (3080.978608 sec): 3 clusters Score: Raw -170561.181726 + Penalty 2703.438623 = -167857.743102 nChanged 3 SP:Iteration 25Q (3081.005314 sec): 3 clusters Score: Raw -170564.963438 + Penalty 2703.438623 = -167861.524815 nChanged 6 SP:Iteration 26Q (3081.032052 sec): 3 clusters Score: Raw -170569.774171 + Penalty 2703.438623 = -167866.335547 nChanged 6 SP:Iteration 27Q (3081.058768 sec): 3 clusters Score: Raw -170575.847732 + Penalty 2703.438623 = -167872.409109 nChanged 7 SP:Iteration 28Q (3081.085499 sec): 3 clusters Score: Raw -170579.787225 + Penalty 2703.438623 = -167876.348601 nChanged 5 SP:Iteration 29Q (3081.113284 sec): 3 clusters Score: Raw -170583.318030 + Penalty 2703.438623 = -167879.879406 nChanged 3 SP:Iteration 30Q (3081.139022 sec): 3 clusters Score: Raw -170584.557087 + Penalty 2703.438623 = -167881.118464 nChanged 3 SP:Iteration 31Q (3081.165790 sec): 3 clusters Score: Raw -170586.217276 + Penalty 2703.438623 = -167882.778653 nChanged 7 SP:Iteration 32Q (3081.192499 sec): 3 clusters Score: Raw -170590.199152 + Penalty 2703.438623 = -167886.760529 nChanged 3 SP:Iteration 33Q (3081.219292 sec): 3 clusters Score: Raw -170591.383841 + Penalty 2703.438623 = -167887.945218 nChanged 1 SP:Iteration 34Q (3081.245922 sec): 3 clusters Score: Raw -170592.159372 + Penalty 2703.438623 = -167888.720749 nChanged 2 SP:Iteration 35Q (3081.272205 sec): 3 clusters Score: Raw -170593.810109 + Penalty 2703.438623 = -167890.371485 nChanged 3 SP:Iteration 36Q (3081.298889 sec): 3 clusters Score: Raw -170595.094792 + Penalty 2703.438623 = -167891.656169 nChanged 2 SP:Iteration 37Q (3081.384384 sec): 3 clusters Score: Raw -170595.862588 + Penalty 2703.438623 = -167892.423965 nChanged 2 SP:Iteration 38Q (3081.487156 sec): 3 clusters Score: Raw -170596.394947 + Penalty 2703.438623 = -167892.956324 nChanged 1 SP:Iteration 39Q (3081.608947 sec): 3 clusters Score: Raw -170596.893201 + Penalty 2703.438623 = -167893.454577 nChanged 1 SP:Iteration 40F (3081.700925 sec): 3 clusters Score: Raw -170597.323691 + Penalty 2703.438623 = -167893.885068 nChanged 0 Trying to split cluster 33 (2718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3081.740103 sec): 2 clusters Score: Raw -217164.047161 + Penalty 1387.792855 = -215776.254306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3081.862142 sec): 3 clusters Score: Raw -215913.449097 + Penalty 2775.585710 = -213137.863387 nChanged 1032 SP:Iteration 1F (3081.949496 sec): 3 clusters Score: Raw -216616.111534 + Penalty 2775.585710 = -213840.525825 nChanged 215 SP:Iteration 2F (3082.069791 sec): 3 clusters Score: Raw -216771.569389 + Penalty 2775.585710 = -213995.983679 nChanged 124 SP:Iteration 3Q (3082.200536 sec): 3 clusters Score: Raw -216858.751806 + Penalty 2775.585710 = -214083.166096 nChanged 95 SP:Iteration 4Q (3082.310201 sec): 3 clusters Score: Raw -216912.703286 + Penalty 2775.585710 = -214137.117576 nChanged 76 SP:Iteration 5Q (3082.416674 sec): 3 clusters Score: Raw -216961.331505 + Penalty 2775.585710 = -214185.745795 nChanged 73 SP:Iteration 6Q (3082.508635 sec): 3 clusters Score: Raw -217004.911552 + Penalty 2775.585710 = -214229.325842 nChanged 58 SP:Iteration 7Q (3082.598181 sec): 3 clusters Score: Raw -217046.220991 + Penalty 2775.585710 = -214270.635281 nChanged 58 SP:Iteration 8Q (3082.691164 sec): 3 clusters Score: Raw -217076.036419 + Penalty 2775.585710 = -214300.450709 nChanged 40 SP:Iteration 9Q (3082.783550 sec): 3 clusters Score: Raw -217093.995392 + Penalty 2775.585710 = -214318.409682 nChanged 32 SP:Iteration 10Q (3082.879519 sec): 3 clusters Score: Raw -217111.719386 + Penalty 2775.585710 = -214336.133677 nChanged 33 SP:Iteration 11Q (3082.979083 sec): 3 clusters Score: Raw -217127.883751 + Penalty 2775.585710 = -214352.298041 nChanged 21 SP:Iteration 12Q (3083.065355 sec): 3 clusters Score: Raw -217136.995566 + Penalty 2775.585710 = -214361.409856 nChanged 18 SP:Iteration 13Q (3083.163018 sec): 3 clusters Score: Raw -217144.144687 + Penalty 2775.585710 = -214368.558978 nChanged 21 SP:Iteration 14Q (3083.297649 sec): 3 clusters Score: Raw -217151.101722 + Penalty 2775.585710 = -214375.516012 nChanged 20 SP:Iteration 15Q (3083.398925 sec): 3 clusters Score: Raw -217156.995260 + Penalty 2775.585710 = -214381.409550 nChanged 12 SP:Iteration 16Q (3083.508841 sec): 3 clusters Score: Raw -217161.958134 + Penalty 2775.585710 = -214386.372424 nChanged 15 SP:Iteration 17Q (3083.621367 sec): 3 clusters Score: Raw -217170.820407 + Penalty 2775.585710 = -214395.234697 nChanged 21 SP:Iteration 18Q (3083.691879 sec): 3 clusters Score: Raw -217180.682748 + Penalty 2775.585710 = -214405.097039 nChanged 15 SP:Iteration 19Q (3083.794779 sec): 3 clusters Score: Raw -217188.243557 + Penalty 2775.585710 = -214412.657847 nChanged 18 SP:Iteration 20F (3083.897763 sec): 3 clusters Score: Raw -217197.116175 + Penalty 2775.585710 = -214421.530465 nChanged 24 SP:Iteration 21Q (3084.021108 sec): 3 clusters Score: Raw -217206.959450 + Penalty 2775.585710 = -214431.373740 nChanged 19 SP:Iteration 22Q (3084.107119 sec): 3 clusters Score: Raw -217216.667387 + Penalty 2775.585710 = -214441.081677 nChanged 22 SP:Iteration 23Q (3084.214676 sec): 3 clusters Score: Raw -217229.570165 + Penalty 2775.585710 = -214453.984455 nChanged 21 SP:Iteration 24Q (3084.321692 sec): 3 clusters Score: Raw -217239.733433 + Penalty 2775.585710 = -214464.147723 nChanged 22 SP:Iteration 25Q (3084.424726 sec): 3 clusters Score: Raw -217252.609827 + Penalty 2775.585710 = -214477.024117 nChanged 28 SP:Iteration 26Q (3084.552548 sec): 3 clusters Score: Raw -217268.405590 + Penalty 2775.585710 = -214492.819880 nChanged 24 SP:Iteration 27Q (3084.638606 sec): 3 clusters Score: Raw -217280.094105 + Penalty 2775.585710 = -214504.508395 nChanged 16 SP:Iteration 28Q (3084.744187 sec): 3 clusters Score: Raw -217287.917900 + Penalty 2775.585710 = -214512.332190 nChanged 16 SP:Iteration 29Q (3084.845015 sec): 3 clusters Score: Raw -217295.085889 + Penalty 2775.585710 = -214519.500179 nChanged 14 SP:Iteration 30Q (3084.918384 sec): 3 clusters Score: Raw -217299.527540 + Penalty 2775.585710 = -214523.941830 nChanged 7 SP:Iteration 31Q (3084.998942 sec): 3 clusters Score: Raw -217301.807123 + Penalty 2775.585710 = -214526.221413 nChanged 5 SP:Iteration 32Q (3085.072289 sec): 3 clusters Score: Raw -217303.290683 + Penalty 2775.585710 = -214527.704973 nChanged 4 SP:Iteration 33Q (3085.191629 sec): 3 clusters Score: Raw -217304.645814 + Penalty 2775.585710 = -214529.060104 nChanged 6 SP:Iteration 34Q (3085.292575 sec): 3 clusters Score: Raw -217307.348429 + Penalty 2775.585710 = -214531.762719 nChanged 8 SP:Iteration 35Q (3085.398426 sec): 3 clusters Score: Raw -217311.444170 + Penalty 2775.585710 = -214535.858461 nChanged 9 SP:Iteration 36Q (3085.515165 sec): 3 clusters Score: Raw -217314.533371 + Penalty 2775.585710 = -214538.947661 nChanged 5 SP:Iteration 37Q (3085.609231 sec): 3 clusters Score: Raw -217316.350734 + Penalty 2775.585710 = -214540.765025 nChanged 7 SP:Iteration 38Q (3085.717022 sec): 3 clusters Score: Raw -217319.033975 + Penalty 2775.585710 = -214543.448266 nChanged 10 SP:Iteration 39Q (3085.812490 sec): 3 clusters Score: Raw -217322.519810 + Penalty 2775.585710 = -214546.934100 nChanged 9 SP:Iteration 40F (3085.921414 sec): 3 clusters Score: Raw -217325.579794 + Penalty 2775.585710 = -214549.994085 nChanged 7 SP:Iteration 41Q (3086.020613 sec): 3 clusters Score: Raw -217327.522663 + Penalty 2775.585710 = -214551.936953 nChanged 5 SP:Iteration 42Q (3086.113798 sec): 3 clusters Score: Raw -217328.935542 + Penalty 2775.585710 = -214553.349833 nChanged 6 SP:Iteration 43Q (3086.221694 sec): 3 clusters Score: Raw -217331.060108 + Penalty 2775.585710 = -214555.474398 nChanged 4 SP:Iteration 44Q (3086.344491 sec): 3 clusters Score: Raw -217331.816639 + Penalty 2775.585710 = -214556.230930 nChanged 6 SP:Iteration 45Q (3086.439725 sec): 3 clusters Score: Raw -217333.440047 + Penalty 2775.585710 = -214557.854337 nChanged 4 SP:Iteration 46Q (3086.558806 sec): 3 clusters Score: Raw -217335.233893 + Penalty 2775.585710 = -214559.648183 nChanged 4 SP:Iteration 47Q (3086.648503 sec): 3 clusters Score: Raw -217336.833440 + Penalty 2775.585710 = -214561.247730 nChanged 5 SP:Iteration 48Q (3086.737395 sec): 3 clusters Score: Raw -217338.607339 + Penalty 2775.585710 = -214563.021629 nChanged 7 SP:Iteration 49Q (3086.865102 sec): 3 clusters Score: Raw -217341.906232 + Penalty 2775.585710 = -214566.320522 nChanged 11 SP:Iteration 50Q (3086.952546 sec): 3 clusters Score: Raw -217345.891094 + Penalty 2775.585710 = -214570.305384 nChanged 3 SP:Iteration 51Q (3087.061132 sec): 3 clusters Score: Raw -217346.910748 + Penalty 2775.585710 = -214571.325038 nChanged 2 SP:Iteration 52Q (3087.147090 sec): 3 clusters Score: Raw -217347.574745 + Penalty 2775.585710 = -214571.989035 nChanged 3 SP:Iteration 53Q (3087.239052 sec): 3 clusters Score: Raw -217348.684774 + Penalty 2775.585710 = -214573.099065 nChanged 0 SP:Iteration 54F (3087.349443 sec): 3 clusters Score: Raw -217348.684774 + Penalty 2775.585710 = -214573.099065 nChanged 0 Trying to split cluster 34 (3854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3087.412538 sec): 2 clusters Score: Raw -309456.012709 + Penalty 1449.080132 = -308006.932577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3087.529246 sec): 3 clusters Score: Raw -307623.508366 + Penalty 2898.160264 = -304725.348102 nChanged 1504 SP:Iteration 1F (3087.636974 sec): 3 clusters Score: Raw -308459.872357 + Penalty 2898.160264 = -305561.712093 nChanged 279 SP:Iteration 2F (3087.726604 sec): 3 clusters Score: Raw -308603.946728 + Penalty 2898.160264 = -305705.786464 nChanged 179 SP:Iteration 3Q (3087.832979 sec): 3 clusters Score: Raw -308700.931375 + Penalty 2898.160264 = -305802.771111 nChanged 125 SP:Iteration 4Q (3087.949951 sec): 3 clusters Score: Raw -308754.724372 + Penalty 2898.160264 = -305856.564108 nChanged 107 SP:Iteration 5Q (3088.060037 sec): 3 clusters Score: Raw -308809.295360 + Penalty 2898.160264 = -305911.135096 nChanged 101 SP:Iteration 6Q (3088.186677 sec): 3 clusters Score: Raw -308860.169667 + Penalty 2898.160264 = -305962.009403 nChanged 99 SP:Iteration 7Q (3088.295165 sec): 3 clusters Score: Raw -308909.164689 + Penalty 2898.160264 = -306011.004425 nChanged 94 SP:Iteration 8Q (3088.405932 sec): 3 clusters Score: Raw -308957.866553 + Penalty 2898.160264 = -306059.706289 nChanged 99 SP:Iteration 9Q (3088.518766 sec): 3 clusters Score: Raw -309012.890154 + Penalty 2898.160264 = -306114.729890 nChanged 104 SP:Iteration 10Q (3088.629756 sec): 3 clusters Score: Raw -309078.469362 + Penalty 2898.160264 = -306180.309098 nChanged 109 SP:Iteration 11Q (3088.704636 sec): 3 clusters Score: Raw -309152.025946 + Penalty 2898.160264 = -306253.865682 nChanged 113 SP:Iteration 12Q (3088.817150 sec): 3 clusters Score: Raw -309233.055304 + Penalty 2898.160264 = -306334.895040 nChanged 95 SP:Iteration 13Q (3088.928084 sec): 3 clusters Score: Raw -309289.471573 + Penalty 2898.160264 = -306391.311309 nChanged 70 SP:Iteration 14Q (3089.037133 sec): 3 clusters Score: Raw -309330.744054 + Penalty 2898.160264 = -306432.583790 nChanged 66 SP:Iteration 15Q (3089.149344 sec): 3 clusters Score: Raw -309375.689491 + Penalty 2898.160264 = -306477.529227 nChanged 73 SP:Iteration 16Q (3089.251114 sec): 3 clusters Score: Raw -309427.983997 + Penalty 2898.160264 = -306529.823733 nChanged 71 SP:Iteration 17Q (3089.346680 sec): 3 clusters Score: Raw -309483.244042 + Penalty 2898.160264 = -306585.083778 nChanged 57 SP:Iteration 18Q (3089.451780 sec): 3 clusters Score: Raw -309528.834675 + Penalty 2898.160264 = -306630.674411 nChanged 63 SP:Iteration 19Q (3089.538760 sec): 3 clusters Score: Raw -309576.941441 + Penalty 2898.160264 = -306678.781177 nChanged 57 SP:Iteration 20F (3089.634415 sec): 3 clusters Score: Raw -309622.261854 + Penalty 2898.160264 = -306724.101590 nChanged 49 SP:Iteration 21Q (3089.752201 sec): 3 clusters Score: Raw -309653.208269 + Penalty 2898.160264 = -306755.048005 nChanged 32 SP:Iteration 22Q (3089.839228 sec): 3 clusters Score: Raw -309672.867217 + Penalty 2898.160264 = -306774.706953 nChanged 24 SP:Iteration 23Q (3089.935224 sec): 3 clusters Score: Raw -309686.201797 + Penalty 2898.160264 = -306788.041533 nChanged 17 SP:Iteration 24Q (3090.032046 sec): 3 clusters Score: Raw -309697.690490 + Penalty 2898.160264 = -306799.530226 nChanged 11 SP:Iteration 25Q (3090.149202 sec): 3 clusters Score: Raw -309702.969725 + Penalty 2898.160264 = -306804.809461 nChanged 3 SP:Iteration 26Q (3090.254293 sec): 3 clusters Score: Raw -309704.359271 + Penalty 2898.160264 = -306806.199007 nChanged 4 SP:Iteration 27Q (3090.348679 sec): 3 clusters Score: Raw -309707.022951 + Penalty 2898.160264 = -306808.862687 nChanged 1 SP:Iteration 28Q (3090.470790 sec): 3 clusters Score: Raw -309707.307769 + Penalty 2898.160264 = -306809.147505 nChanged 1 SP:Iteration 29Q (3090.568854 sec): 3 clusters Score: Raw -309707.929938 + Penalty 2898.160264 = -306809.769674 nChanged 1 SP:Iteration 30Q (3090.691465 sec): 3 clusters Score: Raw -309708.304800 + Penalty 2898.160264 = -306810.144536 nChanged 0 SP:Iteration 31F (3090.767027 sec): 3 clusters Score: Raw -309708.304800 + Penalty 2898.160264 = -306810.144536 nChanged 0 Trying to split cluster 35 (3065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3090.857971 sec): 2 clusters Score: Raw -238602.604862 + Penalty 1408.879400 = -237193.725462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3090.920054 sec): 3 clusters Score: Raw -237150.227974 + Penalty 2817.758800 = -234332.469175 nChanged 1161 SP:Iteration 1F (3090.995611 sec): 3 clusters Score: Raw -237794.457042 + Penalty 2817.758800 = -234976.698242 nChanged 257 SP:Iteration 2F (3091.094224 sec): 3 clusters Score: Raw -238003.380897 + Penalty 2817.758800 = -235185.622097 nChanged 218 SP:Iteration 3F (3091.200334 sec): 3 clusters Score: Raw -238197.425166 + Penalty 2817.758800 = -235379.666367 nChanged 198 SP:Iteration 4F (3091.261916 sec): 3 clusters Score: Raw -238381.707475 + Penalty 2817.758800 = -235563.948676 nChanged 178 SP:Iteration 5F (3091.378871 sec): 3 clusters Score: Raw -238548.393070 + Penalty 2817.758800 = -235730.634270 nChanged 141 SP:Iteration 6Q (3091.484115 sec): 3 clusters Score: Raw -238664.505994 + Penalty 2817.758800 = -235846.747194 nChanged 121 SP:Iteration 7Q (3091.574064 sec): 3 clusters Score: Raw -238769.690924 + Penalty 2817.758800 = -235951.932124 nChanged 112 SP:Iteration 8Q (3091.655325 sec): 3 clusters Score: Raw -238855.986170 + Penalty 2817.758800 = -236038.227370 nChanged 72 SP:Iteration 9Q (3091.745811 sec): 3 clusters Score: Raw -238901.611816 + Penalty 2817.758800 = -236083.853016 nChanged 46 SP:Iteration 10Q (3091.846219 sec): 3 clusters Score: Raw -238926.703100 + Penalty 2817.758800 = -236108.944300 nChanged 40 SP:Iteration 11Q (3091.960414 sec): 3 clusters Score: Raw -238947.266271 + Penalty 2817.758800 = -236129.507472 nChanged 32 SP:Iteration 12Q (3092.042370 sec): 3 clusters Score: Raw -238961.587077 + Penalty 2817.758800 = -236143.828278 nChanged 25 SP:Iteration 13Q (3092.164948 sec): 3 clusters Score: Raw -238970.616092 + Penalty 2817.758800 = -236152.857292 nChanged 19 SP:Iteration 14Q (3092.262245 sec): 3 clusters Score: Raw -238979.496782 + Penalty 2817.758800 = -236161.737982 nChanged 13 SP:Iteration 15Q (3092.359136 sec): 3 clusters Score: Raw -238985.893413 + Penalty 2817.758800 = -236168.134613 nChanged 18 SP:Iteration 16Q (3092.437570 sec): 3 clusters Score: Raw -238995.678289 + Penalty 2817.758800 = -236177.919490 nChanged 19 SP:Iteration 17Q (3092.522664 sec): 3 clusters Score: Raw -239003.967632 + Penalty 2817.758800 = -236186.208833 nChanged 17 SP:Iteration 18Q (3092.625765 sec): 3 clusters Score: Raw -239010.270714 + Penalty 2817.758800 = -236192.511914 nChanged 15 SP:Iteration 19Q (3092.730000 sec): 3 clusters Score: Raw -239016.728830 + Penalty 2817.758800 = -236198.970030 nChanged 15 SP:Iteration 20F (3092.811929 sec): 3 clusters Score: Raw -239023.105266 + Penalty 2817.758800 = -236205.346466 nChanged 9 SP:Iteration 21Q (3092.924803 sec): 3 clusters Score: Raw -239026.460098 + Penalty 2817.758800 = -236208.701298 nChanged 6 SP:Iteration 22Q (3093.021526 sec): 3 clusters Score: Raw -239028.827819 + Penalty 2817.758800 = -236211.069019 nChanged 5 SP:Iteration 23Q (3093.110650 sec): 3 clusters Score: Raw -239030.957911 + Penalty 2817.758800 = -236213.199112 nChanged 5 SP:Iteration 24Q (3093.235288 sec): 3 clusters Score: Raw -239032.512098 + Penalty 2817.758800 = -236214.753298 nChanged 3 SP:Iteration 25Q (3093.321594 sec): 3 clusters Score: Raw -239033.570215 + Penalty 2817.758800 = -236215.811415 nChanged 1 SP:Iteration 26Q (3093.422427 sec): 3 clusters Score: Raw -239033.836667 + Penalty 2817.758800 = -236216.077867 nChanged 1 SP:Iteration 27Q (3093.526840 sec): 3 clusters Score: Raw -239034.093970 + Penalty 2817.758800 = -236216.335170 nChanged 1 SP:Iteration 28Q (3093.609064 sec): 3 clusters Score: Raw -239034.625803 + Penalty 2817.758800 = -236216.867004 nChanged 1 SP:Iteration 29Q (3093.678672 sec): 3 clusters Score: Raw -239035.156574 + Penalty 2817.758800 = -236217.397774 nChanged 1 SP:Iteration 30Q (3093.761562 sec): 3 clusters Score: Raw -239035.289621 + Penalty 2817.758800 = -236217.530821 nChanged 1 SP:Iteration 31Q (3093.847343 sec): 3 clusters Score: Raw -239035.533779 + Penalty 2817.758800 = -236217.774979 nChanged 1 SP:Iteration 32Q (3093.958195 sec): 3 clusters Score: Raw -239035.719671 + Penalty 2817.758800 = -236217.960871 nChanged 0 SP:Iteration 33F (3094.037377 sec): 3 clusters Score: Raw -239035.719671 + Penalty 2817.758800 = -236217.960871 nChanged 0 Time taken for this iteration:904.120452 seconds. 5->36 Clusters: Score -7076829.384220, best is -7075766.310651 THE BEST YET! Starting from 6 clusters... ------ Clustering full data set of 101381 points ------ SP: Assigned 6 initial classes randomly. Iteration 0F (3094.895246 sec): 6 clusters Score: Raw -6489025.342362 + Penalty 10114.627456 = -6478910.714905 nChanged 80451 Iteration 1F (3095.643723 sec): 6 clusters Score: Raw -6712263.444934 + Penalty 10114.627456 = -6702148.817478 nChanged 35952 Iteration 2F (3096.363202 sec): 6 clusters Score: Raw -6866830.484729 + Penalty 10114.627456 = -6856715.857273 nChanged 14886 Iteration 3F (3097.215087 sec): 6 clusters Score: Raw -6892323.728662 + Penalty 10114.627456 = -6882209.101206 nChanged 6485 Iteration 4F (3098.066361 sec): 6 clusters Score: Raw -6901454.647089 + Penalty 10114.627456 = -6891340.019633 nChanged 4747 Iteration 5Q (3098.642703 sec): 6 clusters Score: Raw -6907588.778424 + Penalty 10114.627456 = -6897474.150968 nChanged 4309 Iteration 6Q (3099.214924 sec): 6 clusters Score: Raw -6912322.092516 + Penalty 10114.627456 = -6902207.465060 nChanged 3944 Iteration 7Q (3099.874351 sec): 6 clusters Score: Raw -6915848.606964 + Penalty 10114.627456 = -6905733.979508 nChanged 3289 Iteration 8Q (3100.522229 sec): 6 clusters Score: Raw -6918277.437977 + Penalty 10114.627456 = -6908162.810521 nChanged 2839 Iteration 9Q (3101.088014 sec): 6 clusters Score: Raw -6920227.636675 + Penalty 10114.627456 = -6910113.009219 nChanged 2447 Iteration 10Q (3101.726161 sec): 6 clusters Score: Raw -6921611.956019 + Penalty 10114.627456 = -6911497.328563 nChanged 2064 Iteration 11Q (3102.357710 sec): 6 clusters Score: Raw -6922602.827939 + Penalty 10114.627456 = -6912488.200483 nChanged 1821 Iteration 12Q (3103.013147 sec): 6 clusters Score: Raw -6923436.597935 + Penalty 10114.627456 = -6913321.970479 nChanged 1651 Iteration 13Q (3103.699100 sec): 6 clusters Score: Raw -6924204.576640 + Penalty 10114.627456 = -6914089.949184 nChanged 1585 Iteration 14Q (3104.347863 sec): 6 clusters Score: Raw -6924935.186911 + Penalty 10114.627456 = -6914820.559455 nChanged 1472 Iteration 15Q (3104.997469 sec): 6 clusters Score: Raw -6925621.844976 + Penalty 10114.627456 = -6915507.217519 nChanged 1496 Iteration 16Q (3105.670110 sec): 6 clusters Score: Raw -6926503.124437 + Penalty 10114.627456 = -6916388.496981 nChanged 1645 Iteration 17Q (3106.320640 sec): 6 clusters Score: Raw -6927755.401232 + Penalty 10114.627456 = -6917640.773775 nChanged 1823 Iteration 18Q (3107.010411 sec): 6 clusters Score: Raw -6929746.254466 + Penalty 10114.627456 = -6919631.627010 nChanged 2082 Iteration 19Q (3107.675376 sec): 6 clusters Score: Raw -6932883.404676 + Penalty 10114.627456 = -6922768.777220 nChanged 2206 Writing temp clu file Because OldScore, -6919631.627010, is greater than current (better) Score,-6922768.777220 Compute initial score before splitting: Score: Raw -6932883.404676 + Penalty 10114.627456 = -6922768.777220 Trying to split cluster 1 (11985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3107.883393 sec): 2 clusters Score: Raw -820816.104105 + Penalty 1648.192656 = -819167.911449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3108.004501 sec): 3 clusters Score: Raw -813980.144131 + Penalty 3296.385313 = -810683.758818 nChanged 5310 SP:Iteration 1F (3108.122988 sec): 3 clusters Score: Raw -818289.938134 + Penalty 3296.385313 = -814993.552822 nChanged 1407 SP:Iteration 2F (3108.270781 sec): 3 clusters Score: Raw -820084.870698 + Penalty 3296.385313 = -816788.485386 nChanged 1249 SP:Iteration 3F (3108.367971 sec): 3 clusters Score: Raw -821576.445065 + Penalty 3296.385313 = -818280.059752 nChanged 1026 SP:Iteration 4F (3108.511574 sec): 3 clusters Score: Raw -822900.488145 + Penalty 3296.385313 = -819604.102833 nChanged 834 SP:Iteration 5F (3108.626262 sec): 3 clusters Score: Raw -823865.773053 + Penalty 3296.385313 = -820569.387740 nChanged 658 SP:Iteration 6F (3108.755259 sec): 3 clusters Score: Raw -824561.661334 + Penalty 3296.385313 = -821265.276021 nChanged 525 SP:Iteration 7Q (3108.864027 sec): 3 clusters Score: Raw -825030.936896 + Penalty 3296.385313 = -821734.551583 nChanged 446 SP:Iteration 8Q (3109.000266 sec): 3 clusters Score: Raw -825395.439194 + Penalty 3296.385313 = -822099.053881 nChanged 400 SP:Iteration 9Q (3109.155309 sec): 3 clusters Score: Raw -825695.650462 + Penalty 3296.385313 = -822399.265150 nChanged 361 SP:Iteration 10Q (3109.275850 sec): 3 clusters Score: Raw -825927.065168 + Penalty 3296.385313 = -822630.679855 nChanged 281 SP:Iteration 11Q (3109.435612 sec): 3 clusters Score: Raw -826096.163528 + Penalty 3296.385313 = -822799.778216 nChanged 258 SP:Iteration 12Q (3109.551955 sec): 3 clusters Score: Raw -826234.204990 + Penalty 3296.385313 = -822937.819677 nChanged 217 SP:Iteration 13Q (3109.685712 sec): 3 clusters Score: Raw -826339.369216 + Penalty 3296.385313 = -823042.983904 nChanged 187 SP:Iteration 14Q (3109.805886 sec): 3 clusters Score: Raw -826431.488686 + Penalty 3296.385313 = -823135.103374 nChanged 160 SP:Iteration 15Q (3109.937546 sec): 3 clusters Score: Raw -826524.102682 + Penalty 3296.385313 = -823227.717370 nChanged 179 SP:Iteration 16Q (3110.055300 sec): 3 clusters Score: Raw -826619.113188 + Penalty 3296.385313 = -823322.727876 nChanged 139 SP:Iteration 17Q (3110.176152 sec): 3 clusters Score: Raw -826682.631330 + Penalty 3296.385313 = -823386.246018 nChanged 87 SP:Iteration 18Q (3110.298352 sec): 3 clusters Score: Raw -826728.163283 + Penalty 3296.385313 = -823431.777971 nChanged 78 SP:Iteration 19Q (3110.425244 sec): 3 clusters Score: Raw -826762.949036 + Penalty 3296.385313 = -823466.563724 nChanged 70 SP:Iteration 20F (3110.558926 sec): 3 clusters Score: Raw -826823.950076 + Penalty 3296.385313 = -823527.564763 nChanged 80 SP:Iteration 21Q (3110.682440 sec): 3 clusters Score: Raw -826881.019670 + Penalty 3296.385313 = -823584.634357 nChanged 73 SP:Iteration 22Q (3110.821358 sec): 3 clusters Score: Raw -826919.032177 + Penalty 3296.385313 = -823622.646865 nChanged 59 SP:Iteration 23Q (3110.947127 sec): 3 clusters Score: Raw -826937.919333 + Penalty 3296.385313 = -823641.534021 nChanged 51 SP:Iteration 24Q (3111.057295 sec): 3 clusters Score: Raw -826954.527167 + Penalty 3296.385313 = -823658.141855 nChanged 40 SP:Iteration 25Q (3111.194819 sec): 3 clusters Score: Raw -826966.898876 + Penalty 3296.385313 = -823670.513563 nChanged 29 SP:Iteration 26Q (3111.310785 sec): 3 clusters Score: Raw -826976.366117 + Penalty 3296.385313 = -823679.980805 nChanged 27 SP:Iteration 27Q (3111.428388 sec): 3 clusters Score: Raw -826983.151482 + Penalty 3296.385313 = -823686.766169 nChanged 31 SP:Iteration 28Q (3111.563314 sec): 3 clusters Score: Raw -826990.634555 + Penalty 3296.385313 = -823694.249242 nChanged 27 SP:Iteration 29Q (3111.676751 sec): 3 clusters Score: Raw -826997.276630 + Penalty 3296.385313 = -823700.891318 nChanged 25 SP:Iteration 30Q (3111.789784 sec): 3 clusters Score: Raw -827003.155446 + Penalty 3296.385313 = -823706.770133 nChanged 17 SP:Iteration 31Q (3111.919406 sec): 3 clusters Score: Raw -827009.985509 + Penalty 3296.385313 = -823713.600196 nChanged 22 SP:Iteration 32Q (3112.052654 sec): 3 clusters Score: Raw -827018.476285 + Penalty 3296.385313 = -823722.090973 nChanged 23 SP:Iteration 33Q (3112.146008 sec): 3 clusters Score: Raw -827029.091508 + Penalty 3296.385313 = -823732.706196 nChanged 32 SP:Iteration 34Q (3112.285373 sec): 3 clusters Score: Raw -827042.230523 + Penalty 3296.385313 = -823745.845210 nChanged 41 SP:Iteration 35Q (3112.390524 sec): 3 clusters Score: Raw -827057.647298 + Penalty 3296.385313 = -823761.261985 nChanged 41 SP:Iteration 36Q (3112.508812 sec): 3 clusters Score: Raw -827072.171565 + Penalty 3296.385313 = -823775.786253 nChanged 46 SP:Iteration 37Q (3112.630676 sec): 3 clusters Score: Raw -827088.529497 + Penalty 3296.385313 = -823792.144184 nChanged 42 SP:Iteration 38Q (3112.742366 sec): 3 clusters Score: Raw -827100.053689 + Penalty 3296.385313 = -823803.668376 nChanged 38 SP:Iteration 39Q (3112.856266 sec): 3 clusters Score: Raw -827113.385505 + Penalty 3296.385313 = -823817.000192 nChanged 36 SP:Iteration 40F (3112.989898 sec): 3 clusters Score: Raw -827129.521078 + Penalty 3296.385313 = -823833.135766 nChanged 41 SP:Iteration 41Q (3113.131340 sec): 3 clusters Score: Raw -827145.634355 + Penalty 3296.385313 = -823849.249043 nChanged 33 SP:Iteration 42Q (3113.238279 sec): 3 clusters Score: Raw -827161.718419 + Penalty 3296.385313 = -823865.333106 nChanged 41 SP:Iteration 43Q (3113.353196 sec): 3 clusters Score: Raw -827188.152650 + Penalty 3296.385313 = -823891.767338 nChanged 47 SP:Iteration 44Q (3113.479022 sec): 3 clusters Score: Raw -827210.158728 + Penalty 3296.385313 = -823913.773415 nChanged 50 SP:Iteration 45Q (3113.589514 sec): 3 clusters Score: Raw -827229.639463 + Penalty 3296.385313 = -823933.254151 nChanged 45 SP:Iteration 46Q (3113.720102 sec): 3 clusters Score: Raw -827243.112445 + Penalty 3296.385313 = -823946.727132 nChanged 42 SP:Iteration 47Q (3113.846271 sec): 3 clusters Score: Raw -827254.821656 + Penalty 3296.385313 = -823958.436343 nChanged 38 SP:Iteration 48Q (3113.970615 sec): 3 clusters Score: Raw -827263.152846 + Penalty 3296.385313 = -823966.767534 nChanged 31 SP:Iteration 49Q (3114.117317 sec): 3 clusters Score: Raw -827270.117089 + Penalty 3296.385313 = -823973.731777 nChanged 26 SP:Iteration 50Q (3114.226414 sec): 3 clusters Score: Raw -827276.350427 + Penalty 3296.385313 = -823979.965115 nChanged 28 SP:Iteration 51Q (3114.382365 sec): 3 clusters Score: Raw -827281.929444 + Penalty 3296.385313 = -823985.544131 nChanged 25 SP:Iteration 52Q (3114.497293 sec): 3 clusters Score: Raw -827286.166202 + Penalty 3296.385313 = -823989.780889 nChanged 22 SP:Iteration 53Q (3114.640408 sec): 3 clusters Score: Raw -827289.684850 + Penalty 3296.385313 = -823993.299537 nChanged 21 SP:Iteration 54Q (3114.786817 sec): 3 clusters Score: Raw -827293.008349 + Penalty 3296.385313 = -823996.623037 nChanged 15 SP:Iteration 55Q (3114.893881 sec): 3 clusters Score: Raw -827295.642041 + Penalty 3296.385313 = -823999.256728 nChanged 13 SP:Iteration 56Q (3115.030590 sec): 3 clusters Score: Raw -827297.660215 + Penalty 3296.385313 = -824001.274903 nChanged 8 SP:Iteration 57Q (3115.113434 sec): 3 clusters Score: Raw -827298.944631 + Penalty 3296.385313 = -824002.559318 nChanged 7 SP:Iteration 58Q (3115.175476 sec): 3 clusters Score: Raw -827299.901408 + Penalty 3296.385313 = -824003.516096 nChanged 8 SP:Iteration 59Q (3115.316014 sec): 3 clusters Score: Raw -827300.668077 + Penalty 3296.385313 = -824004.282765 nChanged 8 SP:Iteration 60F (3115.414587 sec): 3 clusters Score: Raw -827301.473705 + Penalty 3296.385313 = -824005.088392 nChanged 4 SP:Iteration 61Q (3115.482662 sec): 3 clusters Score: Raw -827301.823395 + Penalty 3296.385313 = -824005.438082 nChanged 5 SP:Iteration 62Q (3115.607690 sec): 3 clusters Score: Raw -827302.344955 + Penalty 3296.385313 = -824005.959642 nChanged 7 SP:Iteration 63Q (3115.730530 sec): 3 clusters Score: Raw -827303.902280 + Penalty 3296.385313 = -824007.516967 nChanged 8 SP:Iteration 64Q (3115.871287 sec): 3 clusters Score: Raw -827304.978967 + Penalty 3296.385313 = -824008.593654 nChanged 6 SP:Iteration 65Q (3116.003915 sec): 3 clusters Score: Raw -827305.578893 + Penalty 3296.385313 = -824009.193580 nChanged 5 SP:Iteration 66Q (3116.116531 sec): 3 clusters Score: Raw -827306.117190 + Penalty 3296.385313 = -824009.731878 nChanged 3 SP:Iteration 67Q (3116.252814 sec): 3 clusters Score: Raw -827306.244773 + Penalty 3296.385313 = -824009.859460 nChanged 1 SP:Iteration 68Q (3116.371438 sec): 3 clusters Score: Raw -827306.267798 + Penalty 3296.385313 = -824009.882485 nChanged 1 SP:Iteration 69Q (3116.497211 sec): 3 clusters Score: Raw -827306.390615 + Penalty 3296.385313 = -824010.005303 nChanged 1 SP:Iteration 70Q (3116.620397 sec): 3 clusters Score: Raw -827306.498610 + Penalty 3296.385313 = -824010.113298 nChanged 1 SP:Iteration 71Q (3116.763056 sec): 3 clusters Score: Raw -827306.913272 + Penalty 3296.385313 = -824010.527959 nChanged 4 SP:Iteration 72Q (3116.890538 sec): 3 clusters Score: Raw -827307.507711 + Penalty 3296.385313 = -824011.122398 nChanged 4 SP:Iteration 73Q (3117.022724 sec): 3 clusters Score: Raw -827307.916624 + Penalty 3296.385313 = -824011.531311 nChanged 2 SP:Iteration 74Q (3117.129345 sec): 3 clusters Score: Raw -827307.999738 + Penalty 3296.385313 = -824011.614425 nChanged 2 SP:Iteration 75Q (3117.264988 sec): 3 clusters Score: Raw -827308.220481 + Penalty 3296.385313 = -824011.835168 nChanged 0 SP:Iteration 76F (3117.399569 sec): 3 clusters Score: Raw -827308.220481 + Penalty 3296.385313 = -824011.835168 nChanged 0 Score: Raw -6941230.195162 + Penalty 12137.552948 = -6929092.642215 Splitting cluster 1 changes total score from -6922768.777220 to -6929092.642215 So it's getting split into cluster 6. Trying to split cluster 2 (4534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3118.438952 sec): 2 clusters Score: Raw -239667.844146 + Penalty 1477.597650 = -238190.246495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3118.537994 sec): 3 clusters Score: Raw -237521.112038 + Penalty 2955.195301 = -234565.916737 nChanged 1871 SP:Iteration 1F (3118.641905 sec): 3 clusters Score: Raw -239729.777017 + Penalty 2955.195301 = -236774.581716 nChanged 704 SP:Iteration 2F (3118.727015 sec): 3 clusters Score: Raw -241149.982388 + Penalty 2955.195301 = -238194.787088 nChanged 487 SP:Iteration 3F (3118.818904 sec): 3 clusters Score: Raw -241922.422973 + Penalty 2955.195301 = -238967.227673 nChanged 290 SP:Iteration 4F (3118.933537 sec): 3 clusters Score: Raw -242389.400217 + Penalty 2955.195301 = -239434.204916 nChanged 220 SP:Iteration 5Q (3119.006127 sec): 3 clusters Score: Raw -242773.290630 + Penalty 2955.195301 = -239818.095330 nChanged 181 SP:Iteration 6Q (3119.128355 sec): 3 clusters Score: Raw -242993.234422 + Penalty 2955.195301 = -240038.039121 nChanged 114 SP:Iteration 7Q (3119.213827 sec): 3 clusters Score: Raw -243082.197005 + Penalty 2955.195301 = -240127.001704 nChanged 68 SP:Iteration 8Q (3119.321764 sec): 3 clusters Score: Raw -243120.951896 + Penalty 2955.195301 = -240165.756595 nChanged 57 SP:Iteration 9Q (3119.433461 sec): 3 clusters Score: Raw -243146.868280 + Penalty 2955.195301 = -240191.672979 nChanged 31 SP:Iteration 10Q (3119.525590 sec): 3 clusters Score: Raw -243160.942999 + Penalty 2955.195301 = -240205.747699 nChanged 20 SP:Iteration 11Q (3119.642656 sec): 3 clusters Score: Raw -243167.850940 + Penalty 2955.195301 = -240212.655640 nChanged 15 SP:Iteration 12Q (3119.753800 sec): 3 clusters Score: Raw -243172.328902 + Penalty 2955.195301 = -240217.133601 nChanged 7 SP:Iteration 13Q (3119.839130 sec): 3 clusters Score: Raw -243174.394219 + Penalty 2955.195301 = -240219.198918 nChanged 6 SP:Iteration 14Q (3119.949085 sec): 3 clusters Score: Raw -243175.615612 + Penalty 2955.195301 = -240220.420311 nChanged 3 SP:Iteration 15Q (3120.087601 sec): 3 clusters Score: Raw -243176.096783 + Penalty 2955.195301 = -240220.901482 nChanged 1 SP:Iteration 16Q (3120.158366 sec): 3 clusters Score: Raw -243176.268074 + Penalty 2955.195301 = -240221.072773 nChanged 1 SP:Iteration 17Q (3120.244788 sec): 3 clusters Score: Raw -243176.674837 + Penalty 2955.195301 = -240221.479536 nChanged 0 SP:Iteration 18F (3120.343902 sec): 3 clusters Score: Raw -243176.674837 + Penalty 2955.195301 = -240221.479536 nChanged 0 Score: Raw -6944739.025853 + Penalty 14160.478439 = -6930578.547414 Splitting cluster 2 changes total score from -6922768.777220 to -6930578.547414 So it's getting split into cluster 7. Trying to split cluster 3 (8656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3121.591086 sec): 2 clusters Score: Raw -487393.175731 + Penalty 1591.084404 = -485802.091327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3121.744327 sec): 3 clusters Score: Raw -482851.092078 + Penalty 3182.168808 = -479668.923270 nChanged 3745 SP:Iteration 1F (3121.880073 sec): 3 clusters Score: Raw -486933.259554 + Penalty 3182.168808 = -483751.090745 nChanged 1249 SP:Iteration 2F (3122.041456 sec): 3 clusters Score: Raw -489348.032238 + Penalty 3182.168808 = -486165.863430 nChanged 1028 SP:Iteration 3F (3122.159080 sec): 3 clusters Score: Raw -490953.872798 + Penalty 3182.168808 = -487771.703990 nChanged 669 SP:Iteration 4F (3122.279403 sec): 3 clusters Score: Raw -491790.296505 + Penalty 3182.168808 = -488608.127696 nChanged 462 SP:Iteration 5F (3122.416944 sec): 3 clusters Score: Raw -492413.897517 + Penalty 3182.168808 = -489231.728709 nChanged 394 SP:Iteration 6Q (3122.522513 sec): 3 clusters Score: Raw -493011.340753 + Penalty 3182.168808 = -489829.171944 nChanged 295 SP:Iteration 7Q (3122.656697 sec): 3 clusters Score: Raw -493609.327950 + Penalty 3182.168808 = -490427.159142 nChanged 262 SP:Iteration 8Q (3122.781712 sec): 3 clusters Score: Raw -493930.333019 + Penalty 3182.168808 = -490748.164210 nChanged 211 SP:Iteration 9Q (3122.895076 sec): 3 clusters Score: Raw -494148.131021 + Penalty 3182.168808 = -490965.962212 nChanged 151 SP:Iteration 10Q (3123.010268 sec): 3 clusters Score: Raw -494270.683053 + Penalty 3182.168808 = -491088.514245 nChanged 123 SP:Iteration 11Q (3123.136125 sec): 3 clusters Score: Raw -494341.979809 + Penalty 3182.168808 = -491159.811000 nChanged 77 SP:Iteration 12Q (3123.257741 sec): 3 clusters Score: Raw -494375.493649 + Penalty 3182.168808 = -491193.324841 nChanged 57 SP:Iteration 13Q (3123.396014 sec): 3 clusters Score: Raw -494398.972268 + Penalty 3182.168808 = -491216.803459 nChanged 38 SP:Iteration 14Q (3123.497576 sec): 3 clusters Score: Raw -494414.100527 + Penalty 3182.168808 = -491231.931719 nChanged 53 SP:Iteration 15Q (3123.607963 sec): 3 clusters Score: Raw -494434.023099 + Penalty 3182.168808 = -491251.854291 nChanged 41 SP:Iteration 16Q (3123.728031 sec): 3 clusters Score: Raw -494449.288043 + Penalty 3182.168808 = -491267.119235 nChanged 37 SP:Iteration 17Q (3123.823038 sec): 3 clusters Score: Raw -494464.492526 + Penalty 3182.168808 = -491282.323718 nChanged 36 SP:Iteration 18Q (3123.962373 sec): 3 clusters Score: Raw -494482.742070 + Penalty 3182.168808 = -491300.573261 nChanged 35 SP:Iteration 19Q (3124.070386 sec): 3 clusters Score: Raw -494497.914728 + Penalty 3182.168808 = -491315.745920 nChanged 29 SP:Iteration 20F (3124.168115 sec): 3 clusters Score: Raw -494531.613220 + Penalty 3182.168808 = -491349.444412 nChanged 39 SP:Iteration 21Q (3124.281954 sec): 3 clusters Score: Raw -494571.136531 + Penalty 3182.168808 = -491388.967723 nChanged 56 SP:Iteration 22Q (3124.408134 sec): 3 clusters Score: Raw -494597.062617 + Penalty 3182.168808 = -491414.893809 nChanged 39 SP:Iteration 23Q (3124.501044 sec): 3 clusters Score: Raw -494610.709813 + Penalty 3182.168808 = -491428.541005 nChanged 23 SP:Iteration 24Q (3124.614097 sec): 3 clusters Score: Raw -494614.981313 + Penalty 3182.168808 = -491432.812504 nChanged 19 SP:Iteration 25Q (3124.702375 sec): 3 clusters Score: Raw -494618.340206 + Penalty 3182.168808 = -491436.171397 nChanged 11 SP:Iteration 26Q (3124.823540 sec): 3 clusters Score: Raw -494620.531953 + Penalty 3182.168808 = -491438.363145 nChanged 9 SP:Iteration 27Q (3124.932814 sec): 3 clusters Score: Raw -494621.568266 + Penalty 3182.168808 = -491439.399458 nChanged 8 SP:Iteration 28Q (3125.081319 sec): 3 clusters Score: Raw -494622.737099 + Penalty 3182.168808 = -491440.568290 nChanged 11 SP:Iteration 29Q (3125.155486 sec): 3 clusters Score: Raw -494624.826658 + Penalty 3182.168808 = -491442.657850 nChanged 10 SP:Iteration 30Q (3125.284900 sec): 3 clusters Score: Raw -494625.864456 + Penalty 3182.168808 = -491443.695648 nChanged 9 SP:Iteration 31Q (3125.403751 sec): 3 clusters Score: Raw -494626.576891 + Penalty 3182.168808 = -491444.408083 nChanged 5 SP:Iteration 32Q (3125.506756 sec): 3 clusters Score: Raw -494626.956978 + Penalty 3182.168808 = -491444.788170 nChanged 3 SP:Iteration 33Q (3125.637135 sec): 3 clusters Score: Raw -494628.065317 + Penalty 3182.168808 = -491445.896509 nChanged 6 SP:Iteration 34Q (3125.783568 sec): 3 clusters Score: Raw -494630.175458 + Penalty 3182.168808 = -491448.006650 nChanged 7 SP:Iteration 35Q (3125.886435 sec): 3 clusters Score: Raw -494633.161541 + Penalty 3182.168808 = -491450.992733 nChanged 6 SP:Iteration 36Q (3126.011928 sec): 3 clusters Score: Raw -494636.157419 + Penalty 3182.168808 = -491453.988610 nChanged 8 SP:Iteration 37Q (3126.131479 sec): 3 clusters Score: Raw -494637.858358 + Penalty 3182.168808 = -491455.689550 nChanged 11 SP:Iteration 38Q (3126.228128 sec): 3 clusters Score: Raw -494640.571670 + Penalty 3182.168808 = -491458.402861 nChanged 11 SP:Iteration 39Q (3126.370086 sec): 3 clusters Score: Raw -494642.534346 + Penalty 3182.168808 = -491460.365538 nChanged 10 SP:Iteration 40F (3126.487279 sec): 3 clusters Score: Raw -494643.757978 + Penalty 3182.168808 = -491461.589170 nChanged 4 SP:Iteration 41Q (3126.584433 sec): 3 clusters Score: Raw -494645.049276 + Penalty 3182.168808 = -491462.880468 nChanged 6 SP:Iteration 42Q (3126.731105 sec): 3 clusters Score: Raw -494646.718578 + Penalty 3182.168808 = -491464.549769 nChanged 11 SP:Iteration 43Q (3126.842025 sec): 3 clusters Score: Raw -494650.215672 + Penalty 3182.168808 = -491468.046863 nChanged 10 SP:Iteration 44Q (3126.944072 sec): 3 clusters Score: Raw -494653.464586 + Penalty 3182.168808 = -491471.295777 nChanged 12 SP:Iteration 45Q (3127.060788 sec): 3 clusters Score: Raw -494657.475482 + Penalty 3182.168808 = -491475.306674 nChanged 19 SP:Iteration 46Q (3127.177912 sec): 3 clusters Score: Raw -494668.564891 + Penalty 3182.168808 = -491486.396083 nChanged 25 SP:Iteration 47Q (3127.296652 sec): 3 clusters Score: Raw -494680.073304 + Penalty 3182.168808 = -491497.904495 nChanged 32 SP:Iteration 48Q (3127.408897 sec): 3 clusters Score: Raw -494694.687013 + Penalty 3182.168808 = -491512.518205 nChanged 33 SP:Iteration 49Q (3127.523298 sec): 3 clusters Score: Raw -494711.788175 + Penalty 3182.168808 = -491529.619367 nChanged 37 SP:Iteration 50Q (3127.638715 sec): 3 clusters Score: Raw -494729.088278 + Penalty 3182.168808 = -491546.919470 nChanged 33 SP:Iteration 51Q (3127.753855 sec): 3 clusters Score: Raw -494740.009914 + Penalty 3182.168808 = -491557.841105 nChanged 22 SP:Iteration 52Q (3127.870525 sec): 3 clusters Score: Raw -494749.611542 + Penalty 3182.168808 = -491567.442733 nChanged 25 SP:Iteration 53Q (3127.994548 sec): 3 clusters Score: Raw -494760.180103 + Penalty 3182.168808 = -491578.011294 nChanged 27 SP:Iteration 54Q (3128.101172 sec): 3 clusters Score: Raw -494773.009627 + Penalty 3182.168808 = -491590.840819 nChanged 32 SP:Iteration 55Q (3128.245121 sec): 3 clusters Score: Raw -494797.429335 + Penalty 3182.168808 = -491615.260527 nChanged 41 SP:Iteration 56Q (3128.338802 sec): 3 clusters Score: Raw -494823.760514 + Penalty 3182.168808 = -491641.591705 nChanged 35 SP:Iteration 57Q (3128.470633 sec): 3 clusters Score: Raw -494836.596740 + Penalty 3182.168808 = -491654.427931 nChanged 23 SP:Iteration 58Q (3128.581053 sec): 3 clusters Score: Raw -494844.749465 + Penalty 3182.168808 = -491662.580657 nChanged 23 SP:Iteration 59Q (3128.637165 sec): 3 clusters Score: Raw -494855.101317 + Penalty 3182.168808 = -491672.932508 nChanged 12 SP:Iteration 60F (3128.709876 sec): 3 clusters Score: Raw -494869.290746 + Penalty 3182.168808 = -491687.121938 nChanged 18 SP:Iteration 61Q (3128.798956 sec): 3 clusters Score: Raw -494884.810236 + Penalty 3182.168808 = -491702.641427 nChanged 25 SP:Iteration 62Q (3128.929020 sec): 3 clusters Score: Raw -494893.278602 + Penalty 3182.168808 = -491711.109793 nChanged 16 SP:Iteration 63Q (3129.048055 sec): 3 clusters Score: Raw -494901.944933 + Penalty 3182.168808 = -491719.776125 nChanged 22 SP:Iteration 64Q (3129.162523 sec): 3 clusters Score: Raw -494921.231957 + Penalty 3182.168808 = -491739.063149 nChanged 33 SP:Iteration 65Q (3129.292156 sec): 3 clusters Score: Raw -494938.232557 + Penalty 3182.168808 = -491756.063749 nChanged 28 SP:Iteration 66Q (3129.411363 sec): 3 clusters Score: Raw -494950.521105 + Penalty 3182.168808 = -491768.352297 nChanged 34 SP:Iteration 67Q (3129.528955 sec): 3 clusters Score: Raw -494967.334871 + Penalty 3182.168808 = -491785.166063 nChanged 42 SP:Iteration 68Q (3129.682994 sec): 3 clusters Score: Raw -494985.897806 + Penalty 3182.168808 = -491803.728998 nChanged 39 SP:Iteration 69Q (3129.806628 sec): 3 clusters Score: Raw -494999.089344 + Penalty 3182.168808 = -491816.920536 nChanged 31 SP:Iteration 70Q (3129.962632 sec): 3 clusters Score: Raw -495008.731763 + Penalty 3182.168808 = -491826.562955 nChanged 20 SP:Iteration 71Q (3130.086495 sec): 3 clusters Score: Raw -495019.055437 + Penalty 3182.168808 = -491836.886629 nChanged 26 SP:Iteration 72Q (3130.214628 sec): 3 clusters Score: Raw -495028.010454 + Penalty 3182.168808 = -491845.841646 nChanged 24 SP:Iteration 73Q (3130.436376 sec): 3 clusters Score: Raw -495036.732399 + Penalty 3182.168808 = -491854.563590 nChanged 23 SP:Iteration 74Q (3130.604766 sec): 3 clusters Score: Raw -495045.998413 + Penalty 3182.168808 = -491863.829604 nChanged 21 SP:Iteration 75Q (3130.753492 sec): 3 clusters Score: Raw -495049.920772 + Penalty 3182.168808 = -491867.751964 nChanged 13 SP:Iteration 76Q (3130.874528 sec): 3 clusters Score: Raw -495052.917315 + Penalty 3182.168808 = -491870.748507 nChanged 7 SP:Iteration 77Q (3131.014762 sec): 3 clusters Score: Raw -495054.080849 + Penalty 3182.168808 = -491871.912040 nChanged 5 SP:Iteration 78Q (3131.114428 sec): 3 clusters Score: Raw -495054.830367 + Penalty 3182.168808 = -491872.661559 nChanged 5 SP:Iteration 79Q (3131.213103 sec): 3 clusters Score: Raw -495055.604824 + Penalty 3182.168808 = -491873.436016 nChanged 5 SP:Iteration 80F (3131.347168 sec): 3 clusters Score: Raw -495056.737739 + Penalty 3182.168808 = -491874.568930 nChanged 4 SP:Iteration 81Q (3131.456489 sec): 3 clusters Score: Raw -495057.223456 + Penalty 3182.168808 = -491875.054648 nChanged 4 SP:Iteration 82Q (3131.599944 sec): 3 clusters Score: Raw -495058.405999 + Penalty 3182.168808 = -491876.237191 nChanged 2 SP:Iteration 83Q (3131.715467 sec): 3 clusters Score: Raw -495058.606908 + Penalty 3182.168808 = -491876.438100 nChanged 3 SP:Iteration 84Q (3131.808026 sec): 3 clusters Score: Raw -495059.346061 + Penalty 3182.168808 = -491877.177253 nChanged 2 SP:Iteration 85Q (3131.924486 sec): 3 clusters Score: Raw -495059.491422 + Penalty 3182.168808 = -491877.322614 nChanged 1 SP:Iteration 86Q (3132.061874 sec): 3 clusters Score: Raw -495059.615483 + Penalty 3182.168808 = -491877.446675 nChanged 0 SP:Iteration 87F (3132.167143 sec): 3 clusters Score: Raw -495059.615483 + Penalty 3182.168808 = -491877.446675 nChanged 0 Score: Raw -6952405.465606 + Penalty 16183.403930 = -6936222.061675 Splitting cluster 3 changes total score from -6922768.777220 to -6936222.061675 So it's getting split into cluster 8. Trying to split cluster 4 (30329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3133.563500 sec): 2 clusters Score: Raw -2055951.527660 + Penalty 1811.135365 = -2054140.392295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3133.716268 sec): 3 clusters Score: Raw -2037472.744548 + Penalty 3622.270730 = -2033850.473818 nChanged 14181 SP:Iteration 1F (3133.901469 sec): 3 clusters Score: Raw -2052264.816877 + Penalty 3622.270730 = -2048642.546147 nChanged 4589 SP:Iteration 2F (3134.086290 sec): 3 clusters Score: Raw -2061213.413606 + Penalty 3622.270730 = -2057591.142876 nChanged 3651 SP:Iteration 3F (3134.263853 sec): 3 clusters Score: Raw -2066549.108724 + Penalty 3622.270730 = -2062926.837994 nChanged 2049 SP:Iteration 4F (3134.435628 sec): 3 clusters Score: Raw -2068756.185841 + Penalty 3622.270730 = -2065133.915111 nChanged 1173 SP:Iteration 5Q (3134.615038 sec): 3 clusters Score: Raw -2069686.605464 + Penalty 3622.270730 = -2066064.334734 nChanged 755 SP:Iteration 6Q (3134.807999 sec): 3 clusters Score: Raw -2070127.691807 + Penalty 3622.270730 = -2066505.421077 nChanged 507 SP:Iteration 7Q (3135.008217 sec): 3 clusters Score: Raw -2070349.853190 + Penalty 3622.270730 = -2066727.582460 nChanged 392 SP:Iteration 8Q (3135.237459 sec): 3 clusters Score: Raw -2070489.732651 + Penalty 3622.270730 = -2066867.461921 nChanged 295 SP:Iteration 9Q (3135.402861 sec): 3 clusters Score: Raw -2070575.974325 + Penalty 3622.270730 = -2066953.703595 nChanged 217 SP:Iteration 10Q (3135.602175 sec): 3 clusters Score: Raw -2070631.128589 + Penalty 3622.270730 = -2067008.857859 nChanged 186 SP:Iteration 11Q (3135.793007 sec): 3 clusters Score: Raw -2070672.492223 + Penalty 3622.270730 = -2067050.221493 nChanged 142 SP:Iteration 12Q (3135.946753 sec): 3 clusters Score: Raw -2070704.428037 + Penalty 3622.270730 = -2067082.157307 nChanged 125 SP:Iteration 13Q (3136.112108 sec): 3 clusters Score: Raw -2070730.203147 + Penalty 3622.270730 = -2067107.932417 nChanged 111 SP:Iteration 14Q (3136.281614 sec): 3 clusters Score: Raw -2070755.698151 + Penalty 3622.270730 = -2067133.427421 nChanged 119 SP:Iteration 15Q (3136.442131 sec): 3 clusters Score: Raw -2070788.889991 + Penalty 3622.270730 = -2067166.619261 nChanged 117 SP:Iteration 16Q (3136.627047 sec): 3 clusters Score: Raw -2070828.780131 + Penalty 3622.270730 = -2067206.509401 nChanged 125 SP:Iteration 17Q (3136.785456 sec): 3 clusters Score: Raw -2070880.793779 + Penalty 3622.270730 = -2067258.523049 nChanged 140 SP:Iteration 18Q (3136.963803 sec): 3 clusters Score: Raw -2070962.583275 + Penalty 3622.270730 = -2067340.312545 nChanged 195 SP:Iteration 19Q (3137.142747 sec): 3 clusters Score: Raw -2071161.124126 + Penalty 3622.270730 = -2067538.853396 nChanged 299 SP:Iteration 20F (3137.354455 sec): 3 clusters Score: Raw -2071896.120305 + Penalty 3622.270730 = -2068273.849575 nChanged 520 SP:Iteration 21Q (3137.529368 sec): 3 clusters Score: Raw -2074397.507612 + Penalty 3622.270730 = -2070775.236882 nChanged 565 SP:Iteration 22Q (3137.637362 sec): 3 clusters Score: Raw -2075833.935258 + Penalty 3622.270730 = -2072211.664528 nChanged 411 SP:Iteration 23Q (3137.832848 sec): 3 clusters Score: Raw -2075917.100966 + Penalty 3622.270730 = -2072294.830236 nChanged 141 SP:Iteration 24Q (3138.014463 sec): 3 clusters Score: Raw -2075936.078602 + Penalty 3622.270730 = -2072313.807873 nChanged 88 SP:Iteration 25Q (3138.175734 sec): 3 clusters Score: Raw -2075945.622772 + Penalty 3622.270730 = -2072323.352042 nChanged 51 SP:Iteration 26Q (3138.355531 sec): 3 clusters Score: Raw -2075951.115148 + Penalty 3622.270730 = -2072328.844418 nChanged 31 SP:Iteration 27Q (3138.535216 sec): 3 clusters Score: Raw -2075954.383467 + Penalty 3622.270730 = -2072332.112738 nChanged 22 SP:Iteration 28Q (3138.724316 sec): 3 clusters Score: Raw -2075956.351778 + Penalty 3622.270730 = -2072334.081048 nChanged 18 SP:Iteration 29Q (3138.907057 sec): 3 clusters Score: Raw -2075958.023746 + Penalty 3622.270730 = -2072335.753016 nChanged 19 SP:Iteration 30Q (3139.085202 sec): 3 clusters Score: Raw -2075959.626110 + Penalty 3622.270730 = -2072337.355380 nChanged 12 SP:Iteration 31Q (3139.228800 sec): 3 clusters Score: Raw -2075960.431377 + Penalty 3622.270730 = -2072338.160647 nChanged 8 SP:Iteration 32Q (3139.401159 sec): 3 clusters Score: Raw -2075960.946761 + Penalty 3622.270730 = -2072338.676031 nChanged 10 SP:Iteration 33Q (3139.578670 sec): 3 clusters Score: Raw -2075961.558449 + Penalty 3622.270730 = -2072339.287719 nChanged 7 SP:Iteration 34Q (3139.767550 sec): 3 clusters Score: Raw -2075962.171997 + Penalty 3622.270730 = -2072339.901267 nChanged 9 SP:Iteration 35Q (3139.951266 sec): 3 clusters Score: Raw -2075962.736678 + Penalty 3622.270730 = -2072340.465948 nChanged 7 SP:Iteration 36Q (3140.162722 sec): 3 clusters Score: Raw -2075963.173925 + Penalty 3622.270730 = -2072340.903195 nChanged 7 SP:Iteration 37Q (3140.315844 sec): 3 clusters Score: Raw -2075963.588283 + Penalty 3622.270730 = -2072341.317553 nChanged 3 SP:Iteration 38Q (3140.515651 sec): 3 clusters Score: Raw -2075963.737851 + Penalty 3622.270730 = -2072341.467121 nChanged 2 SP:Iteration 39Q (3140.692299 sec): 3 clusters Score: Raw -2075963.792850 + Penalty 3622.270730 = -2072341.522120 nChanged 1 SP:Iteration 40F (3140.883484 sec): 3 clusters Score: Raw -2075963.810953 + Penalty 3622.270730 = -2072341.540223 nChanged 0 Score: Raw -6972417.748899 + Penalty 18206.329421 = -6954211.419478 Splitting cluster 4 changes total score from -6922768.777220 to -6954211.419478 So it's getting split into cluster 9. Trying to split cluster 5 (45812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3142.546056 sec): 2 clusters Score: Raw -3465351.471367 + Penalty 1883.518886 = -3463467.952481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3142.763736 sec): 3 clusters Score: Raw -3436517.220025 + Penalty 3767.037772 = -3432750.182253 nChanged 21417 SP:Iteration 1F (3142.974488 sec): 3 clusters Score: Raw -3451128.702898 + Penalty 3767.037772 = -3447361.665126 nChanged 3862 SP:Iteration 2F (3143.192082 sec): 3 clusters Score: Raw -3454502.605431 + Penalty 3767.037772 = -3450735.567659 nChanged 4409 SP:Iteration 3F (3143.417673 sec): 3 clusters Score: Raw -3458773.723104 + Penalty 3767.037772 = -3455006.685332 nChanged 4146 SP:Iteration 4F (3143.615913 sec): 3 clusters Score: Raw -3463212.363832 + Penalty 3767.037772 = -3459445.326060 nChanged 3722 SP:Iteration 5F (3143.841919 sec): 3 clusters Score: Raw -3468196.646421 + Penalty 3767.037772 = -3464429.608649 nChanged 3283 SP:Iteration 6F (3144.079909 sec): 3 clusters Score: Raw -3473856.099898 + Penalty 3767.037772 = -3470089.062126 nChanged 2583 SP:Iteration 7F (3144.294759 sec): 3 clusters Score: Raw -3478213.865729 + Penalty 3767.037772 = -3474446.827957 nChanged 1692 SP:Iteration 8Q (3144.503172 sec): 3 clusters Score: Raw -3480453.121581 + Penalty 3767.037772 = -3476686.083809 nChanged 958 SP:Iteration 9Q (3144.728729 sec): 3 clusters Score: Raw -3481784.106687 + Penalty 3767.037772 = -3478017.068915 nChanged 548 SP:Iteration 10Q (3144.908501 sec): 3 clusters Score: Raw -3482335.588924 + Penalty 3767.037772 = -3478568.551152 nChanged 311 SP:Iteration 11Q (3145.123635 sec): 3 clusters Score: Raw -3482495.789964 + Penalty 3767.037772 = -3478728.752193 nChanged 220 SP:Iteration 12Q (3145.341422 sec): 3 clusters Score: Raw -3482584.522864 + Penalty 3767.037772 = -3478817.485092 nChanged 160 SP:Iteration 13Q (3145.577987 sec): 3 clusters Score: Raw -3482647.352431 + Penalty 3767.037772 = -3478880.314659 nChanged 143 SP:Iteration 14Q (3145.779079 sec): 3 clusters Score: Raw -3482710.262610 + Penalty 3767.037772 = -3478943.224838 nChanged 132 SP:Iteration 15Q (3146.005501 sec): 3 clusters Score: Raw -3482786.067583 + Penalty 3767.037772 = -3479019.029811 nChanged 129 SP:Iteration 16Q (3146.211185 sec): 3 clusters Score: Raw -3482856.891127 + Penalty 3767.037772 = -3479089.853355 nChanged 127 SP:Iteration 17Q (3146.421315 sec): 3 clusters Score: Raw -3482928.062981 + Penalty 3767.037772 = -3479161.025209 nChanged 114 SP:Iteration 18Q (3146.651818 sec): 3 clusters Score: Raw -3482988.521049 + Penalty 3767.037772 = -3479221.483277 nChanged 86 SP:Iteration 19Q (3146.861522 sec): 3 clusters Score: Raw -3483025.846368 + Penalty 3767.037772 = -3479258.808596 nChanged 88 SP:Iteration 20F (3147.058981 sec): 3 clusters Score: Raw -3483059.716104 + Penalty 3767.037772 = -3479292.678332 nChanged 91 SP:Iteration 21Q (3147.271404 sec): 3 clusters Score: Raw -3483092.500326 + Penalty 3767.037772 = -3479325.462554 nChanged 81 SP:Iteration 22Q (3147.467102 sec): 3 clusters Score: Raw -3483122.343315 + Penalty 3767.037772 = -3479355.305543 nChanged 81 SP:Iteration 23Q (3147.676868 sec): 3 clusters Score: Raw -3483147.437310 + Penalty 3767.037772 = -3479380.399538 nChanged 67 SP:Iteration 24Q (3147.870027 sec): 3 clusters Score: Raw -3483165.681447 + Penalty 3767.037772 = -3479398.643675 nChanged 59 SP:Iteration 25Q (3148.104013 sec): 3 clusters Score: Raw -3483179.993114 + Penalty 3767.037772 = -3479412.955342 nChanged 48 SP:Iteration 26Q (3148.298929 sec): 3 clusters Score: Raw -3483192.810408 + Penalty 3767.037772 = -3479425.772636 nChanged 54 SP:Iteration 27Q (3148.516390 sec): 3 clusters Score: Raw -3483205.776903 + Penalty 3767.037772 = -3479438.739131 nChanged 51 SP:Iteration 28Q (3148.722839 sec): 3 clusters Score: Raw -3483216.478232 + Penalty 3767.037772 = -3479449.440460 nChanged 36 SP:Iteration 29Q (3148.903514 sec): 3 clusters Score: Raw -3483223.234868 + Penalty 3767.037772 = -3479456.197096 nChanged 26 SP:Iteration 30Q (3149.112621 sec): 3 clusters Score: Raw -3483225.851383 + Penalty 3767.037772 = -3479458.813611 nChanged 19 SP:Iteration 31Q (3149.298720 sec): 3 clusters Score: Raw -3483227.245812 + Penalty 3767.037772 = -3479460.208040 nChanged 8 SP:Iteration 32Q (3149.500805 sec): 3 clusters Score: Raw -3483227.677844 + Penalty 3767.037772 = -3479460.640073 nChanged 5 SP:Iteration 33Q (3149.714624 sec): 3 clusters Score: Raw -3483227.912857 + Penalty 3767.037772 = -3479460.875085 nChanged 7 SP:Iteration 34Q (3149.921240 sec): 3 clusters Score: Raw -3483228.258218 + Penalty 3767.037772 = -3479461.220446 nChanged 6 SP:Iteration 35Q (3150.119037 sec): 3 clusters Score: Raw -3483228.609138 + Penalty 3767.037772 = -3479461.571366 nChanged 7 SP:Iteration 36Q (3150.320397 sec): 3 clusters Score: Raw -3483228.860300 + Penalty 3767.037772 = -3479461.822528 nChanged 3 SP:Iteration 37Q (3150.559027 sec): 3 clusters Score: Raw -3483228.955046 + Penalty 3767.037772 = -3479461.917274 nChanged 2 SP:Iteration 38Q (3150.765335 sec): 3 clusters Score: Raw -3483229.028378 + Penalty 3767.037772 = -3479461.990606 nChanged 0 SP:Iteration 39F (3150.973971 sec): 3 clusters Score: Raw -3483229.028378 + Penalty 3767.037772 = -3479461.990606 nChanged 0 Score: Raw -6990295.305910 + Penalty 20229.254913 = -6970066.050997 Splitting cluster 5 changes total score from -6922768.777220 to -6970066.050997 So it's getting split into cluster 10. Iteration 20F (3154.058373 sec): 11 clusters Score: Raw -6999978.719672 + Penalty 20229.254913 = -6979749.464760 nChanged 6463 Iteration 21F (3155.679568 sec): 11 clusters Score: Raw -7005299.605630 + Penalty 20229.254913 = -6985070.350717 nChanged 2935 Iteration 22Q (3156.911363 sec): 11 clusters Score: Raw -7007037.378446 + Penalty 20229.254913 = -6986808.123533 nChanged 1906 Iteration 23Q (3158.118566 sec): 11 clusters Score: Raw -7007990.233013 + Penalty 20229.254913 = -6987760.978100 nChanged 1455 Iteration 24Q (3159.362001 sec): 11 clusters Score: Raw -7008632.270411 + Penalty 20229.254913 = -6988403.015499 nChanged 1179 Iteration 25Q (3160.607879 sec): 11 clusters Score: Raw -7009104.951561 + Penalty 20229.254913 = -6988875.696649 nChanged 1027 Iteration 26Q (3161.841796 sec): 11 clusters Score: Raw -7009518.752388 + Penalty 20229.254913 = -6989289.497476 nChanged 905 Iteration 27Q (3163.088290 sec): 11 clusters Score: Raw -7009864.659466 + Penalty 20229.254913 = -6989635.404554 nChanged 808 Iteration 28Q (3164.305606 sec): 11 clusters Score: Raw -7010180.139877 + Penalty 20229.254913 = -6989950.884964 nChanged 789 Iteration 29Q (3165.536504 sec): 11 clusters Score: Raw -7010513.771602 + Penalty 20229.254913 = -6990284.516690 nChanged 843 Iteration 30Q (3166.685245 sec): 11 clusters Score: Raw -7010929.560308 + Penalty 20229.254913 = -6990700.305395 nChanged 870 Iteration 31Q (3167.869491 sec): 11 clusters Score: Raw -7011416.464012 + Penalty 20229.254913 = -6991187.209099 nChanged 912 Iteration 32Q (3169.186056 sec): 11 clusters Score: Raw -7012002.341767 + Penalty 20229.254913 = -6991773.086855 nChanged 917 Iteration 33Q (3170.425780 sec): 11 clusters Score: Raw -7012620.059390 + Penalty 20229.254913 = -6992390.804477 nChanged 995 Iteration 34Q (3171.666219 sec): 11 clusters Score: Raw -7013133.277244 + Penalty 20229.254913 = -6992904.022331 nChanged 981 Iteration 35Q (3172.839422 sec): 11 clusters Score: Raw -7013581.777389 + Penalty 20229.254913 = -6993352.522476 nChanged 1004 Iteration 36Q (3173.975096 sec): 11 clusters Score: Raw -7014071.335684 + Penalty 20229.254913 = -6993842.080771 nChanged 997 Iteration 37Q (3175.192045 sec): 11 clusters Score: Raw -7014554.922776 + Penalty 20229.254913 = -6994325.667863 nChanged 1069 Iteration 38Q (3176.389145 sec): 11 clusters Score: Raw -7015099.767938 + Penalty 20229.254913 = -6994870.513026 nChanged 1091 Iteration 39Q (3177.593247 sec): 11 clusters Score: Raw -7015708.449633 + Penalty 20229.254913 = -6995479.194720 nChanged 1102 Iteration 40F (3179.152679 sec): 11 clusters Score: Raw -7016401.068936 + Penalty 20229.254913 = -6996171.814024 nChanged 1094 Iteration 41Q (3180.383098 sec): 11 clusters Score: Raw -7017235.181527 + Penalty 20229.254913 = -6997005.926614 nChanged 1163 Iteration 42Q (3181.665623 sec): 11 clusters Score: Raw -7018153.949968 + Penalty 20229.254913 = -6997924.695055 nChanged 1142 Iteration 43Q (3182.887298 sec): 11 clusters Score: Raw -7018972.490039 + Penalty 20229.254913 = -6998743.235127 nChanged 1145 Iteration 44Q (3184.131544 sec): 11 clusters Score: Raw -7019684.533938 + Penalty 20229.254913 = -6999455.279025 nChanged 1071 Iteration 45Q (3185.307859 sec): 11 clusters Score: Raw -7020231.294832 + Penalty 20229.254913 = -7000002.039919 nChanged 951 Iteration 46Q (3186.516094 sec): 11 clusters Score: Raw -7020656.966031 + Penalty 20229.254913 = -7000427.711118 nChanged 790 Iteration 47Q (3187.601061 sec): 11 clusters Score: Raw -7020975.444639 + Penalty 20229.254913 = -7000746.189726 nChanged 669 Iteration 48Q (3188.590068 sec): 11 clusters Score: Raw -7021208.601807 + Penalty 20229.254913 = -7000979.346894 nChanged 577 Iteration 49Q (3189.790396 sec): 11 clusters Score: Raw -7021379.315113 + Penalty 20229.254913 = -7001150.060200 nChanged 515 Iteration 50Q (3190.981135 sec): 11 clusters Score: Raw -7021534.015026 + Penalty 20229.254913 = -7001304.760113 nChanged 452 Iteration 51Q (3192.196429 sec): 11 clusters Score: Raw -7021661.112628 + Penalty 20229.254913 = -7001431.857715 nChanged 414 Iteration 52Q (3193.366799 sec): 11 clusters Score: Raw -7021783.793458 + Penalty 20229.254913 = -7001554.538545 nChanged 382 Iteration 53Q (3194.497389 sec): 11 clusters Score: Raw -7021906.039055 + Penalty 20229.254913 = -7001676.784143 nChanged 345 Iteration 54Q (3195.653413 sec): 11 clusters Score: Raw -7022017.894888 + Penalty 20229.254913 = -7001788.639976 nChanged 311 Iteration 55Q (3196.831539 sec): 11 clusters Score: Raw -7022108.269769 + Penalty 20229.254913 = -7001879.014857 nChanged 262 Iteration 56Q (3197.963087 sec): 11 clusters Score: Raw -7022183.485392 + Penalty 20229.254913 = -7001954.230479 nChanged 249 Iteration 57Q (3199.154025 sec): 11 clusters Score: Raw -7022240.257044 + Penalty 20229.254913 = -7002011.002131 nChanged 218 Iteration 58Q (3200.365649 sec): 11 clusters Score: Raw -7022285.236313 + Penalty 20229.254913 = -7002055.981400 nChanged 161 Writing temp clu file Because OldScore, -7002011.002131, is greater than current (better) Score,-7002055.981400 Compute initial score before splitting: Score: Raw -7022285.236313 + Penalty 20229.254913 = -7002055.981400 Trying to split cluster 1 (6194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3200.524120 sec): 2 clusters Score: Raw -437739.579081 + Penalty 1532.349531 = -436207.229550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3200.673425 sec): 3 clusters Score: Raw -434498.367572 + Penalty 3064.699063 = -431433.668509 nChanged 2572 SP:Iteration 1F (3200.811293 sec): 3 clusters Score: Raw -436136.789265 + Penalty 3064.699063 = -433072.090202 nChanged 561 SP:Iteration 2F (3200.908926 sec): 3 clusters Score: Raw -436547.070501 + Penalty 3064.699063 = -433482.371438 nChanged 500 SP:Iteration 3F (3201.032576 sec): 3 clusters Score: Raw -437052.818175 + Penalty 3064.699063 = -433988.119112 nChanged 521 SP:Iteration 4F (3201.159062 sec): 3 clusters Score: Raw -437684.459383 + Penalty 3064.699063 = -434619.760321 nChanged 494 SP:Iteration 5F (3201.269720 sec): 3 clusters Score: Raw -438343.649885 + Penalty 3064.699063 = -435278.950822 nChanged 432 SP:Iteration 6F (3201.389977 sec): 3 clusters Score: Raw -438830.704308 + Penalty 3064.699063 = -435766.005245 nChanged 337 SP:Iteration 7F (3201.503324 sec): 3 clusters Score: Raw -439170.616521 + Penalty 3064.699063 = -436105.917459 nChanged 267 SP:Iteration 8Q (3201.620178 sec): 3 clusters Score: Raw -439434.246635 + Penalty 3064.699063 = -436369.547572 nChanged 221 SP:Iteration 9Q (3201.704307 sec): 3 clusters Score: Raw -439646.528638 + Penalty 3064.699063 = -436581.829576 nChanged 155 SP:Iteration 10Q (3201.814956 sec): 3 clusters Score: Raw -439810.744800 + Penalty 3064.699063 = -436746.045737 nChanged 138 SP:Iteration 11Q (3201.928478 sec): 3 clusters Score: Raw -439922.437096 + Penalty 3064.699063 = -436857.738034 nChanged 108 SP:Iteration 12Q (3202.025383 sec): 3 clusters Score: Raw -439992.439967 + Penalty 3064.699063 = -436927.740904 nChanged 90 SP:Iteration 13Q (3202.128587 sec): 3 clusters Score: Raw -440038.706245 + Penalty 3064.699063 = -436974.007182 nChanged 77 SP:Iteration 14Q (3202.251697 sec): 3 clusters Score: Raw -440080.641250 + Penalty 3064.699063 = -437015.942187 nChanged 79 SP:Iteration 15Q (3202.354375 sec): 3 clusters Score: Raw -440119.670689 + Penalty 3064.699063 = -437054.971626 nChanged 62 SP:Iteration 16Q (3202.458752 sec): 3 clusters Score: Raw -440148.291667 + Penalty 3064.699063 = -437083.592605 nChanged 49 SP:Iteration 17Q (3202.558293 sec): 3 clusters Score: Raw -440168.165587 + Penalty 3064.699063 = -437103.466525 nChanged 44 SP:Iteration 18Q (3202.656656 sec): 3 clusters Score: Raw -440185.192904 + Penalty 3064.699063 = -437120.493841 nChanged 44 SP:Iteration 19Q (3202.775790 sec): 3 clusters Score: Raw -440200.652194 + Penalty 3064.699063 = -437135.953132 nChanged 42 SP:Iteration 20F (3202.909094 sec): 3 clusters Score: Raw -440213.633112 + Penalty 3064.699063 = -437148.934049 nChanged 29 SP:Iteration 21Q (3203.001327 sec): 3 clusters Score: Raw -440221.261058 + Penalty 3064.699063 = -437156.561996 nChanged 24 SP:Iteration 22Q (3203.115101 sec): 3 clusters Score: Raw -440228.069409 + Penalty 3064.699063 = -437163.370347 nChanged 28 SP:Iteration 23Q (3203.220042 sec): 3 clusters Score: Raw -440235.250134 + Penalty 3064.699063 = -437170.551072 nChanged 20 SP:Iteration 24Q (3203.328751 sec): 3 clusters Score: Raw -440239.147710 + Penalty 3064.699063 = -437174.448648 nChanged 15 SP:Iteration 25Q (3203.461002 sec): 3 clusters Score: Raw -440241.891067 + Penalty 3064.699063 = -437177.192004 nChanged 12 SP:Iteration 26Q (3203.551322 sec): 3 clusters Score: Raw -440243.668021 + Penalty 3064.699063 = -437178.968958 nChanged 10 SP:Iteration 27Q (3203.648594 sec): 3 clusters Score: Raw -440246.190182 + Penalty 3064.699063 = -437181.491120 nChanged 13 SP:Iteration 28Q (3203.746558 sec): 3 clusters Score: Raw -440249.621273 + Penalty 3064.699063 = -437184.922211 nChanged 15 SP:Iteration 29Q (3203.867430 sec): 3 clusters Score: Raw -440252.601331 + Penalty 3064.699063 = -437187.902268 nChanged 13 SP:Iteration 30Q (3203.985482 sec): 3 clusters Score: Raw -440255.452058 + Penalty 3064.699063 = -437190.752995 nChanged 10 SP:Iteration 31Q (3204.087873 sec): 3 clusters Score: Raw -440258.092746 + Penalty 3064.699063 = -437193.393683 nChanged 14 SP:Iteration 32Q (3204.191685 sec): 3 clusters Score: Raw -440260.972677 + Penalty 3064.699063 = -437196.273615 nChanged 9 SP:Iteration 33Q (3204.341635 sec): 3 clusters Score: Raw -440262.261640 + Penalty 3064.699063 = -437197.562577 nChanged 10 SP:Iteration 34Q (3204.441510 sec): 3 clusters Score: Raw -440264.671200 + Penalty 3064.699063 = -437199.972138 nChanged 11 SP:Iteration 35Q (3204.578020 sec): 3 clusters Score: Raw -440267.663583 + Penalty 3064.699063 = -437202.964520 nChanged 7 SP:Iteration 36Q (3204.678529 sec): 3 clusters Score: Raw -440268.681609 + Penalty 3064.699063 = -437203.982547 nChanged 3 SP:Iteration 37Q (3204.771370 sec): 3 clusters Score: Raw -440269.229784 + Penalty 3064.699063 = -437204.530721 nChanged 2 SP:Iteration 38Q (3204.864862 sec): 3 clusters Score: Raw -440269.711339 + Penalty 3064.699063 = -437205.012276 nChanged 6 SP:Iteration 39Q (3204.979864 sec): 3 clusters Score: Raw -440270.766362 + Penalty 3064.699063 = -437206.067299 nChanged 10 SP:Iteration 40F (3205.075436 sec): 3 clusters Score: Raw -440272.803900 + Penalty 3064.699063 = -437208.104838 nChanged 10 SP:Iteration 41Q (3205.196493 sec): 3 clusters Score: Raw -440275.421229 + Penalty 3064.699063 = -437210.722167 nChanged 9 SP:Iteration 42Q (3205.278911 sec): 3 clusters Score: Raw -440277.027669 + Penalty 3064.699063 = -437212.328607 nChanged 7 SP:Iteration 43Q (3205.403580 sec): 3 clusters Score: Raw -440278.298128 + Penalty 3064.699063 = -437213.599065 nChanged 3 SP:Iteration 44Q (3205.498748 sec): 3 clusters Score: Raw -440278.797939 + Penalty 3064.699063 = -437214.098876 nChanged 5 SP:Iteration 45Q (3205.592868 sec): 3 clusters Score: Raw -440279.422479 + Penalty 3064.699063 = -437214.723416 nChanged 2 SP:Iteration 46Q (3205.701776 sec): 3 clusters Score: Raw -440279.703167 + Penalty 3064.699063 = -437215.004104 nChanged 1 SP:Iteration 47Q (3205.817594 sec): 3 clusters Score: Raw -440279.880390 + Penalty 3064.699063 = -437215.181328 nChanged 1 SP:Iteration 48Q (3205.932197 sec): 3 clusters Score: Raw -440279.929359 + Penalty 3064.699063 = -437215.230297 nChanged 1 SP:Iteration 49Q (3206.032679 sec): 3 clusters Score: Raw -440280.016040 + Penalty 3064.699063 = -437215.316978 nChanged 1 SP:Iteration 50Q (3206.133778 sec): 3 clusters Score: Raw -440280.160293 + Penalty 3064.699063 = -437215.461230 nChanged 0 SP:Iteration 51F (3206.263042 sec): 3 clusters Score: Raw -440280.160293 + Penalty 3064.699063 = -437215.461230 nChanged 0 Score: Raw -7024841.051597 + Penalty 22252.180404 = -7002588.871194 Splitting cluster 1 changes total score from -7002055.981400 to -7002588.871194 So it's getting split into cluster 11. Trying to split cluster 2 (8032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3208.036889 sec): 2 clusters Score: Raw -511405.081204 + Penalty 1577.953642 = -509827.127562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3208.168378 sec): 3 clusters Score: Raw -507013.092044 + Penalty 3155.907284 = -503857.184760 nChanged 3456 SP:Iteration 1F (3208.280322 sec): 3 clusters Score: Raw -509210.312237 + Penalty 3155.907284 = -506054.404953 nChanged 734 SP:Iteration 2F (3208.344045 sec): 3 clusters Score: Raw -509940.592862 + Penalty 3155.907284 = -506784.685578 nChanged 685 SP:Iteration 3F (3208.407883 sec): 3 clusters Score: Raw -510691.833415 + Penalty 3155.907284 = -507535.926132 nChanged 644 SP:Iteration 4F (3208.470364 sec): 3 clusters Score: Raw -511372.842742 + Penalty 3155.907284 = -508216.935458 nChanged 597 SP:Iteration 5F (3208.529595 sec): 3 clusters Score: Raw -511934.231655 + Penalty 3155.907284 = -508778.324371 nChanged 477 SP:Iteration 6F (3208.594423 sec): 3 clusters Score: Raw -512313.451946 + Penalty 3155.907284 = -509157.544662 nChanged 382 SP:Iteration 7Q (3208.741686 sec): 3 clusters Score: Raw -512583.395281 + Penalty 3155.907284 = -509427.487998 nChanged 318 SP:Iteration 8Q (3208.868893 sec): 3 clusters Score: Raw -512781.989441 + Penalty 3155.907284 = -509626.082158 nChanged 264 SP:Iteration 9Q (3209.023135 sec): 3 clusters Score: Raw -512954.022551 + Penalty 3155.907284 = -509798.115268 nChanged 251 SP:Iteration 10Q (3209.147494 sec): 3 clusters Score: Raw -513107.156333 + Penalty 3155.907284 = -509951.249050 nChanged 201 SP:Iteration 11Q (3209.302875 sec): 3 clusters Score: Raw -513227.242076 + Penalty 3155.907284 = -510071.334792 nChanged 179 SP:Iteration 12Q (3209.419573 sec): 3 clusters Score: Raw -513310.167319 + Penalty 3155.907284 = -510154.260036 nChanged 134 SP:Iteration 13Q (3209.538935 sec): 3 clusters Score: Raw -513358.199665 + Penalty 3155.907284 = -510202.292381 nChanged 93 SP:Iteration 14Q (3209.591199 sec): 3 clusters Score: Raw -513382.972510 + Penalty 3155.907284 = -510227.065227 nChanged 64 SP:Iteration 15Q (3209.642896 sec): 3 clusters Score: Raw -513401.910057 + Penalty 3155.907284 = -510246.002773 nChanged 57 SP:Iteration 16Q (3209.694342 sec): 3 clusters Score: Raw -513420.228817 + Penalty 3155.907284 = -510264.321533 nChanged 45 SP:Iteration 17Q (3209.745843 sec): 3 clusters Score: Raw -513433.780476 + Penalty 3155.907284 = -510277.873192 nChanged 45 SP:Iteration 18Q (3209.799489 sec): 3 clusters Score: Raw -513443.988128 + Penalty 3155.907284 = -510288.080844 nChanged 34 SP:Iteration 19Q (3209.863380 sec): 3 clusters Score: Raw -513450.692485 + Penalty 3155.907284 = -510294.785201 nChanged 27 SP:Iteration 20F (3209.929045 sec): 3 clusters Score: Raw -513454.436635 + Penalty 3155.907284 = -510298.529352 nChanged 20 SP:Iteration 21Q (3209.993783 sec): 3 clusters Score: Raw -513460.035877 + Penalty 3155.907284 = -510304.128594 nChanged 17 SP:Iteration 22Q (3210.054680 sec): 3 clusters Score: Raw -513465.212522 + Penalty 3155.907284 = -510309.305238 nChanged 16 SP:Iteration 23Q (3210.156891 sec): 3 clusters Score: Raw -513469.264323 + Penalty 3155.907284 = -510313.357040 nChanged 18 SP:Iteration 24Q (3210.284985 sec): 3 clusters Score: Raw -513471.944639 + Penalty 3155.907284 = -510316.037355 nChanged 10 SP:Iteration 25Q (3210.395157 sec): 3 clusters Score: Raw -513473.279787 + Penalty 3155.907284 = -510317.372503 nChanged 8 SP:Iteration 26Q (3210.499063 sec): 3 clusters Score: Raw -513474.546351 + Penalty 3155.907284 = -510318.639067 nChanged 6 SP:Iteration 27Q (3210.603251 sec): 3 clusters Score: Raw -513475.147918 + Penalty 3155.907284 = -510319.240634 nChanged 8 SP:Iteration 28Q (3210.716948 sec): 3 clusters Score: Raw -513476.892681 + Penalty 3155.907284 = -510320.985398 nChanged 8 SP:Iteration 29Q (3210.846719 sec): 3 clusters Score: Raw -513477.781274 + Penalty 3155.907284 = -510321.873991 nChanged 5 SP:Iteration 30Q (3210.947838 sec): 3 clusters Score: Raw -513478.280631 + Penalty 3155.907284 = -510322.373347 nChanged 2 SP:Iteration 31Q (3211.079704 sec): 3 clusters Score: Raw -513478.462401 + Penalty 3155.907284 = -510322.555117 nChanged 4 SP:Iteration 32Q (3211.147608 sec): 3 clusters Score: Raw -513479.054976 + Penalty 3155.907284 = -510323.147692 nChanged 5 SP:Iteration 33Q (3211.196608 sec): 3 clusters Score: Raw -513479.494033 + Penalty 3155.907284 = -510323.586749 nChanged 1 SP:Iteration 34Q (3211.246951 sec): 3 clusters Score: Raw -513479.564398 + Penalty 3155.907284 = -510323.657114 nChanged 2 SP:Iteration 35Q (3211.307361 sec): 3 clusters Score: Raw -513479.946161 + Penalty 3155.907284 = -510324.038878 nChanged 5 SP:Iteration 36Q (3211.367417 sec): 3 clusters Score: Raw -513480.695306 + Penalty 3155.907284 = -510324.788022 nChanged 5 SP:Iteration 37Q (3211.424684 sec): 3 clusters Score: Raw -513481.582818 + Penalty 3155.907284 = -510325.675535 nChanged 5 SP:Iteration 38Q (3211.476184 sec): 3 clusters Score: Raw -513482.377030 + Penalty 3155.907284 = -510326.469747 nChanged 3 SP:Iteration 39Q (3211.593323 sec): 3 clusters Score: Raw -513482.840120 + Penalty 3155.907284 = -510326.932837 nChanged 4 SP:Iteration 40F (3211.745241 sec): 3 clusters Score: Raw -513483.234476 + Penalty 3155.907284 = -510327.327193 nChanged 2 SP:Iteration 41Q (3211.831750 sec): 3 clusters Score: Raw -513483.407393 + Penalty 3155.907284 = -510327.500110 nChanged 0 SP:Iteration 42F (3211.953545 sec): 3 clusters Score: Raw -513483.407393 + Penalty 3155.907284 = -510327.500110 nChanged 0 Score: Raw -7026919.377787 + Penalty 24275.105895 = -7002644.271892 Splitting cluster 2 changes total score from -7002055.981400 to -7002644.271892 So it's getting split into cluster 12. Trying to split cluster 3 (5574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3213.428195 sec): 2 clusters Score: Raw -340513.410320 + Penalty 1513.839871 = -338999.570449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3213.491128 sec): 3 clusters Score: Raw -337640.016645 + Penalty 3027.679741 = -334612.336904 nChanged 2288 SP:Iteration 1F (3213.546770 sec): 3 clusters Score: Raw -339638.094182 + Penalty 3027.679741 = -336610.414441 nChanged 705 SP:Iteration 2F (3213.590709 sec): 3 clusters Score: Raw -340680.078033 + Penalty 3027.679741 = -337652.398292 nChanged 586 SP:Iteration 3F (3213.632748 sec): 3 clusters Score: Raw -341544.493743 + Penalty 3027.679741 = -338516.814002 nChanged 470 SP:Iteration 4F (3213.674817 sec): 3 clusters Score: Raw -342189.624665 + Penalty 3027.679741 = -339161.944923 nChanged 378 SP:Iteration 5F (3213.718754 sec): 3 clusters Score: Raw -342745.276239 + Penalty 3027.679741 = -339717.596498 nChanged 293 SP:Iteration 6F (3213.766749 sec): 3 clusters Score: Raw -343120.853594 + Penalty 3027.679741 = -340093.173853 nChanged 205 SP:Iteration 7Q (3213.814093 sec): 3 clusters Score: Raw -343291.807045 + Penalty 3027.679741 = -340264.127304 nChanged 119 SP:Iteration 8Q (3213.861031 sec): 3 clusters Score: Raw -343379.944121 + Penalty 3027.679741 = -340352.264380 nChanged 80 SP:Iteration 9Q (3213.907363 sec): 3 clusters Score: Raw -343428.826033 + Penalty 3027.679741 = -340401.146292 nChanged 57 SP:Iteration 10Q (3213.953347 sec): 3 clusters Score: Raw -343459.156186 + Penalty 3027.679741 = -340431.476445 nChanged 40 SP:Iteration 11Q (3213.999371 sec): 3 clusters Score: Raw -343484.656873 + Penalty 3027.679741 = -340456.977132 nChanged 40 SP:Iteration 12Q (3214.044838 sec): 3 clusters Score: Raw -343518.917326 + Penalty 3027.679741 = -340491.237585 nChanged 45 SP:Iteration 13Q (3214.088454 sec): 3 clusters Score: Raw -343562.559247 + Penalty 3027.679741 = -340534.879506 nChanged 48 SP:Iteration 14Q (3214.132089 sec): 3 clusters Score: Raw -343601.844285 + Penalty 3027.679741 = -340574.164544 nChanged 46 SP:Iteration 15Q (3214.179355 sec): 3 clusters Score: Raw -343635.833563 + Penalty 3027.679741 = -340608.153822 nChanged 30 SP:Iteration 16Q (3214.226588 sec): 3 clusters Score: Raw -343652.362182 + Penalty 3027.679741 = -340624.682441 nChanged 24 SP:Iteration 17Q (3214.273906 sec): 3 clusters Score: Raw -343661.499537 + Penalty 3027.679741 = -340633.819796 nChanged 16 SP:Iteration 18Q (3214.321112 sec): 3 clusters Score: Raw -343665.679054 + Penalty 3027.679741 = -340637.999313 nChanged 13 SP:Iteration 19Q (3214.367278 sec): 3 clusters Score: Raw -343667.631112 + Penalty 3027.679741 = -340639.951371 nChanged 5 SP:Iteration 20F (3214.410376 sec): 3 clusters Score: Raw -343675.882600 + Penalty 3027.679741 = -340648.202859 nChanged 7 SP:Iteration 21Q (3214.452575 sec): 3 clusters Score: Raw -343679.052626 + Penalty 3027.679741 = -340651.372885 nChanged 6 SP:Iteration 22Q (3214.495102 sec): 3 clusters Score: Raw -343680.820650 + Penalty 3027.679741 = -340653.140909 nChanged 9 SP:Iteration 23Q (3214.540644 sec): 3 clusters Score: Raw -343683.567113 + Penalty 3027.679741 = -340655.887372 nChanged 7 SP:Iteration 24Q (3214.667422 sec): 3 clusters Score: Raw -343685.526819 + Penalty 3027.679741 = -340657.847078 nChanged 8 SP:Iteration 25Q (3214.779881 sec): 3 clusters Score: Raw -343687.400890 + Penalty 3027.679741 = -340659.721149 nChanged 3 SP:Iteration 26Q (3214.899474 sec): 3 clusters Score: Raw -343687.893885 + Penalty 3027.679741 = -340660.214144 nChanged 3 SP:Iteration 27Q (3214.977933 sec): 3 clusters Score: Raw -343688.775249 + Penalty 3027.679741 = -340661.095508 nChanged 1 SP:Iteration 28Q (3215.083358 sec): 3 clusters Score: Raw -343689.051870 + Penalty 3027.679741 = -340661.372129 nChanged 2 SP:Iteration 29Q (3215.214558 sec): 3 clusters Score: Raw -343689.890010 + Penalty 3027.679741 = -340662.210269 nChanged 2 SP:Iteration 30Q (3215.320105 sec): 3 clusters Score: Raw -343690.351226 + Penalty 3027.679741 = -340662.671485 nChanged 1 SP:Iteration 31Q (3215.404752 sec): 3 clusters Score: Raw -343690.450983 + Penalty 3027.679741 = -340662.771242 nChanged 1 SP:Iteration 32Q (3215.519905 sec): 3 clusters Score: Raw -343690.574617 + Penalty 3027.679741 = -340662.894876 nChanged 2 SP:Iteration 33Q (3215.623378 sec): 3 clusters Score: Raw -343690.887400 + Penalty 3027.679741 = -340663.207659 nChanged 0 SP:Iteration 34F (3215.665528 sec): 3 clusters Score: Raw -343690.887400 + Penalty 3027.679741 = -340663.207659 nChanged 0 Score: Raw -7030096.854867 + Penalty 26298.031386 = -7003798.823481 Splitting cluster 3 changes total score from -7002055.981400 to -7003798.823481 So it's getting split into cluster 13. Trying to split cluster 4 (12397 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3217.199723 sec): 2 clusters Score: Raw -913094.715071 + Penalty 1654.124318 = -911440.590753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3217.302217 sec): 3 clusters Score: Raw -905875.950715 + Penalty 3308.248635 = -902567.702080 nChanged 5416 SP:Iteration 1F (3217.369320 sec): 3 clusters Score: Raw -909167.317878 + Penalty 3308.248635 = -905859.069242 nChanged 962 SP:Iteration 2F (3217.426821 sec): 3 clusters Score: Raw -909947.534458 + Penalty 3308.248635 = -906639.285823 nChanged 1039 SP:Iteration 3F (3217.483930 sec): 3 clusters Score: Raw -910919.901630 + Penalty 3308.248635 = -907611.652995 nChanged 1025 SP:Iteration 4F (3217.546392 sec): 3 clusters Score: Raw -911878.216266 + Penalty 3308.248635 = -908569.967630 nChanged 897 SP:Iteration 5F (3217.619256 sec): 3 clusters Score: Raw -912660.274139 + Penalty 3308.248635 = -909352.025504 nChanged 761 SP:Iteration 6F (3217.696884 sec): 3 clusters Score: Raw -913246.857720 + Penalty 3308.248635 = -909938.609085 nChanged 650 SP:Iteration 7F (3217.773622 sec): 3 clusters Score: Raw -913682.205135 + Penalty 3308.248635 = -910373.956500 nChanged 463 SP:Iteration 8Q (3217.836661 sec): 3 clusters Score: Raw -913952.127469 + Penalty 3308.248635 = -910643.878834 nChanged 336 SP:Iteration 9Q (3217.899482 sec): 3 clusters Score: Raw -914115.183845 + Penalty 3308.248635 = -910806.935210 nChanged 243 SP:Iteration 10Q (3217.966437 sec): 3 clusters Score: Raw -914212.054364 + Penalty 3308.248635 = -910903.805729 nChanged 178 SP:Iteration 11Q (3218.034840 sec): 3 clusters Score: Raw -914285.983963 + Penalty 3308.248635 = -910977.735328 nChanged 174 SP:Iteration 12Q (3218.103142 sec): 3 clusters Score: Raw -914349.930740 + Penalty 3308.248635 = -911041.682105 nChanged 143 SP:Iteration 13Q (3218.171193 sec): 3 clusters Score: Raw -914393.594787 + Penalty 3308.248635 = -911085.346152 nChanged 109 SP:Iteration 14Q (3218.307707 sec): 3 clusters Score: Raw -914425.677715 + Penalty 3308.248635 = -911117.429080 nChanged 101 SP:Iteration 15Q (3218.414361 sec): 3 clusters Score: Raw -914461.481030 + Penalty 3308.248635 = -911153.232395 nChanged 110 SP:Iteration 16Q (3218.532844 sec): 3 clusters Score: Raw -914494.614442 + Penalty 3308.248635 = -911186.365807 nChanged 99 SP:Iteration 17Q (3218.658003 sec): 3 clusters Score: Raw -914524.193983 + Penalty 3308.248635 = -911215.945348 nChanged 98 SP:Iteration 18Q (3218.814500 sec): 3 clusters Score: Raw -914560.452006 + Penalty 3308.248635 = -911252.203371 nChanged 99 SP:Iteration 19Q (3218.935884 sec): 3 clusters Score: Raw -914594.483154 + Penalty 3308.248635 = -911286.234519 nChanged 85 SP:Iteration 20F (3219.063669 sec): 3 clusters Score: Raw -914618.465844 + Penalty 3308.248635 = -911310.217209 nChanged 80 SP:Iteration 21Q (3219.190954 sec): 3 clusters Score: Raw -914641.421655 + Penalty 3308.248635 = -911333.173019 nChanged 77 SP:Iteration 22Q (3219.337168 sec): 3 clusters Score: Raw -914665.747381 + Penalty 3308.248635 = -911357.498745 nChanged 74 SP:Iteration 23Q (3219.442977 sec): 3 clusters Score: Raw -914695.652789 + Penalty 3308.248635 = -911387.404154 nChanged 87 SP:Iteration 24Q (3219.575800 sec): 3 clusters Score: Raw -914724.695863 + Penalty 3308.248635 = -911416.447228 nChanged 73 SP:Iteration 25Q (3219.681044 sec): 3 clusters Score: Raw -914741.856992 + Penalty 3308.248635 = -911433.608357 nChanged 61 SP:Iteration 26Q (3219.744978 sec): 3 clusters Score: Raw -914757.745724 + Penalty 3308.248635 = -911449.497089 nChanged 66 SP:Iteration 27Q (3219.809950 sec): 3 clusters Score: Raw -914771.407265 + Penalty 3308.248635 = -911463.158630 nChanged 48 SP:Iteration 28Q (3219.874863 sec): 3 clusters Score: Raw -914784.612289 + Penalty 3308.248635 = -911476.363653 nChanged 50 SP:Iteration 29Q (3219.939816 sec): 3 clusters Score: Raw -914796.496559 + Penalty 3308.248635 = -911488.247923 nChanged 53 SP:Iteration 30Q (3220.004457 sec): 3 clusters Score: Raw -914811.038400 + Penalty 3308.248635 = -911502.789765 nChanged 52 SP:Iteration 31Q (3220.068797 sec): 3 clusters Score: Raw -914823.586106 + Penalty 3308.248635 = -911515.337471 nChanged 40 SP:Iteration 32Q (3220.133448 sec): 3 clusters Score: Raw -914830.566775 + Penalty 3308.248635 = -911522.318140 nChanged 30 SP:Iteration 33Q (3220.197931 sec): 3 clusters Score: Raw -914835.222832 + Penalty 3308.248635 = -911526.974197 nChanged 23 SP:Iteration 34Q (3220.262118 sec): 3 clusters Score: Raw -914840.178086 + Penalty 3308.248635 = -911531.929451 nChanged 27 SP:Iteration 35Q (3220.326979 sec): 3 clusters Score: Raw -914845.766177 + Penalty 3308.248635 = -911537.517542 nChanged 20 SP:Iteration 36Q (3220.392388 sec): 3 clusters Score: Raw -914849.257383 + Penalty 3308.248635 = -911541.008747 nChanged 18 SP:Iteration 37Q (3220.461376 sec): 3 clusters Score: Raw -914851.615546 + Penalty 3308.248635 = -911543.366911 nChanged 14 SP:Iteration 38Q (3220.530298 sec): 3 clusters Score: Raw -914853.140825 + Penalty 3308.248635 = -911544.892189 nChanged 14 SP:Iteration 39Q (3220.595070 sec): 3 clusters Score: Raw -914856.020356 + Penalty 3308.248635 = -911547.771721 nChanged 23 SP:Iteration 40F (3220.658470 sec): 3 clusters Score: Raw -914862.211850 + Penalty 3308.248635 = -911553.963215 nChanged 27 SP:Iteration 41Q (3220.720868 sec): 3 clusters Score: Raw -914866.825943 + Penalty 3308.248635 = -911558.577308 nChanged 25 SP:Iteration 42Q (3220.784936 sec): 3 clusters Score: Raw -914870.905280 + Penalty 3308.248635 = -911562.656645 nChanged 15 SP:Iteration 43Q (3220.850558 sec): 3 clusters Score: Raw -914873.673612 + Penalty 3308.248635 = -911565.424977 nChanged 12 SP:Iteration 44Q (3220.921926 sec): 3 clusters Score: Raw -914875.801459 + Penalty 3308.248635 = -911567.552823 nChanged 10 SP:Iteration 45Q (3220.992734 sec): 3 clusters Score: Raw -914877.655466 + Penalty 3308.248635 = -911569.406831 nChanged 8 SP:Iteration 46Q (3221.054045 sec): 3 clusters Score: Raw -914879.857761 + Penalty 3308.248635 = -911571.609125 nChanged 13 SP:Iteration 47Q (3221.115046 sec): 3 clusters Score: Raw -914882.163602 + Penalty 3308.248635 = -911573.914967 nChanged 12 SP:Iteration 48Q (3221.178335 sec): 3 clusters Score: Raw -914884.753137 + Penalty 3308.248635 = -911576.504502 nChanged 9 SP:Iteration 49Q (3221.325949 sec): 3 clusters Score: Raw -914886.407001 + Penalty 3308.248635 = -911578.158366 nChanged 11 SP:Iteration 50Q (3221.489507 sec): 3 clusters Score: Raw -914888.838417 + Penalty 3308.248635 = -911580.589782 nChanged 11 SP:Iteration 51Q (3221.602252 sec): 3 clusters Score: Raw -914890.203240 + Penalty 3308.248635 = -911581.954605 nChanged 7 SP:Iteration 52Q (3221.748515 sec): 3 clusters Score: Raw -914890.953060 + Penalty 3308.248635 = -911582.704425 nChanged 6 SP:Iteration 53Q (3221.885944 sec): 3 clusters Score: Raw -914891.656672 + Penalty 3308.248635 = -911583.408037 nChanged 4 SP:Iteration 54Q (3221.951151 sec): 3 clusters Score: Raw -914892.052122 + Penalty 3308.248635 = -911583.803486 nChanged 1 SP:Iteration 55Q (3222.015669 sec): 3 clusters Score: Raw -914892.111029 + Penalty 3308.248635 = -911583.862394 nChanged 1 SP:Iteration 56Q (3222.080026 sec): 3 clusters Score: Raw -914892.395915 + Penalty 3308.248635 = -911584.147280 nChanged 3 SP:Iteration 57Q (3222.143194 sec): 3 clusters Score: Raw -914892.801569 + Penalty 3308.248635 = -911584.552934 nChanged 4 SP:Iteration 58Q (3222.205988 sec): 3 clusters Score: Raw -914893.498912 + Penalty 3308.248635 = -911585.250277 nChanged 4 SP:Iteration 59Q (3222.269594 sec): 3 clusters Score: Raw -914894.443089 + Penalty 3308.248635 = -911586.194454 nChanged 8 SP:Iteration 60F (3222.336620 sec): 3 clusters Score: Raw -914895.474141 + Penalty 3308.248635 = -911587.225506 nChanged 6 SP:Iteration 61Q (3222.405541 sec): 3 clusters Score: Raw -914896.697251 + Penalty 3308.248635 = -911588.448616 nChanged 5 SP:Iteration 62Q (3222.474616 sec): 3 clusters Score: Raw -914897.432711 + Penalty 3308.248635 = -911589.184075 nChanged 7 SP:Iteration 63Q (3222.538617 sec): 3 clusters Score: Raw -914898.307063 + Penalty 3308.248635 = -911590.058428 nChanged 0 SP:Iteration 64F (3222.601894 sec): 3 clusters Score: Raw -914898.307063 + Penalty 3308.248635 = -911590.058428 nChanged 0 Score: Raw -7031900.446860 + Penalty 28320.956878 = -7003579.489982 Splitting cluster 4 changes total score from -7002055.981400 to -7003579.489982 So it's getting split into cluster 14. Trying to split cluster 5 (30557 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3224.420160 sec): 2 clusters Score: Raw -2337316.835084 + Penalty 1812.449762 = -2335504.385322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3224.563718 sec): 3 clusters Score: Raw -2318668.043025 + Penalty 3624.899524 = -2315043.143501 nChanged 14035 SP:Iteration 1F (3224.686568 sec): 3 clusters Score: Raw -2327140.195902 + Penalty 3624.899524 = -2323515.296379 nChanged 2117 SP:Iteration 2F (3224.785486 sec): 3 clusters Score: Raw -2328517.966940 + Penalty 3624.899524 = -2324893.067416 nChanged 2223 SP:Iteration 3F (3224.987931 sec): 3 clusters Score: Raw -2330114.413972 + Penalty 3624.899524 = -2326489.514448 nChanged 2245 SP:Iteration 4F (3225.170111 sec): 3 clusters Score: Raw -2331538.543415 + Penalty 3624.899524 = -2327913.643891 nChanged 1907 SP:Iteration 5F (3225.323331 sec): 3 clusters Score: Raw -2332479.312158 + Penalty 3624.899524 = -2328854.412634 nChanged 1457 SP:Iteration 6Q (3225.437525 sec): 3 clusters Score: Raw -2333024.083956 + Penalty 3624.899524 = -2329399.184432 nChanged 1073 SP:Iteration 7Q (3225.576034 sec): 3 clusters Score: Raw -2333342.051705 + Penalty 3624.899524 = -2329717.152181 nChanged 803 SP:Iteration 8Q (3225.709311 sec): 3 clusters Score: Raw -2333543.230796 + Penalty 3624.899524 = -2329918.331272 nChanged 615 SP:Iteration 9Q (3225.843265 sec): 3 clusters Score: Raw -2333671.991124 + Penalty 3624.899524 = -2330047.091600 nChanged 496 SP:Iteration 10Q (3225.974521 sec): 3 clusters Score: Raw -2333762.956332 + Penalty 3624.899524 = -2330138.056808 nChanged 414 SP:Iteration 11Q (3226.139061 sec): 3 clusters Score: Raw -2333828.624472 + Penalty 3624.899524 = -2330203.724948 nChanged 367 SP:Iteration 12Q (3226.337273 sec): 3 clusters Score: Raw -2333892.428548 + Penalty 3624.899524 = -2330267.529025 nChanged 408 SP:Iteration 13Q (3226.530161 sec): 3 clusters Score: Raw -2333970.492196 + Penalty 3624.899524 = -2330345.592672 nChanged 433 SP:Iteration 14Q (3226.740548 sec): 3 clusters Score: Raw -2334052.206627 + Penalty 3624.899524 = -2330427.307103 nChanged 427 SP:Iteration 15Q (3226.946947 sec): 3 clusters Score: Raw -2334138.363375 + Penalty 3624.899524 = -2330513.463851 nChanged 484 SP:Iteration 16Q (3227.073931 sec): 3 clusters Score: Raw -2334249.160564 + Penalty 3624.899524 = -2330624.261040 nChanged 557 SP:Iteration 17Q (3227.235544 sec): 3 clusters Score: Raw -2334402.465185 + Penalty 3624.899524 = -2330777.565661 nChanged 632 SP:Iteration 18Q (3227.440193 sec): 3 clusters Score: Raw -2334585.749745 + Penalty 3624.899524 = -2330960.850221 nChanged 720 SP:Iteration 19Q (3227.614332 sec): 3 clusters Score: Raw -2334819.576915 + Penalty 3624.899524 = -2331194.677391 nChanged 789 SP:Iteration 20F (3227.727105 sec): 3 clusters Score: Raw -2335118.701420 + Penalty 3624.899524 = -2331493.801896 nChanged 849 SP:Iteration 21Q (3227.876148 sec): 3 clusters Score: Raw -2335451.447835 + Penalty 3624.899524 = -2331826.548311 nChanged 865 SP:Iteration 22Q (3228.014496 sec): 3 clusters Score: Raw -2335808.440795 + Penalty 3624.899524 = -2332183.541271 nChanged 869 SP:Iteration 23Q (3228.142389 sec): 3 clusters Score: Raw -2336196.216186 + Penalty 3624.899524 = -2332571.316663 nChanged 819 SP:Iteration 24Q (3228.262122 sec): 3 clusters Score: Raw -2336590.682877 + Penalty 3624.899524 = -2332965.783353 nChanged 728 SP:Iteration 25Q (3228.416852 sec): 3 clusters Score: Raw -2336960.019185 + Penalty 3624.899524 = -2333335.119661 nChanged 618 SP:Iteration 26Q (3228.556409 sec): 3 clusters Score: Raw -2337318.170148 + Penalty 3624.899524 = -2333693.270624 nChanged 543 SP:Iteration 27Q (3228.730273 sec): 3 clusters Score: Raw -2337711.454664 + Penalty 3624.899524 = -2334086.555140 nChanged 508 SP:Iteration 28Q (3228.959335 sec): 3 clusters Score: Raw -2338074.927898 + Penalty 3624.899524 = -2334450.028374 nChanged 412 SP:Iteration 29Q (3229.076838 sec): 3 clusters Score: Raw -2338302.232866 + Penalty 3624.899524 = -2334677.333342 nChanged 323 SP:Iteration 30Q (3229.199648 sec): 3 clusters Score: Raw -2338440.840970 + Penalty 3624.899524 = -2334815.941446 nChanged 246 SP:Iteration 31Q (3229.314894 sec): 3 clusters Score: Raw -2338516.108155 + Penalty 3624.899524 = -2334891.208631 nChanged 184 SP:Iteration 32Q (3229.435322 sec): 3 clusters Score: Raw -2338564.246016 + Penalty 3624.899524 = -2334939.346492 nChanged 138 SP:Iteration 33Q (3229.608800 sec): 3 clusters Score: Raw -2338600.121174 + Penalty 3624.899524 = -2334975.221650 nChanged 109 SP:Iteration 34Q (3229.786682 sec): 3 clusters Score: Raw -2338621.923827 + Penalty 3624.899524 = -2334997.024303 nChanged 87 SP:Iteration 35Q (3229.985274 sec): 3 clusters Score: Raw -2338638.921405 + Penalty 3624.899524 = -2335014.021881 nChanged 74 SP:Iteration 36Q (3230.205764 sec): 3 clusters Score: Raw -2338657.052971 + Penalty 3624.899524 = -2335032.153447 nChanged 77 SP:Iteration 37Q (3230.395096 sec): 3 clusters Score: Raw -2338675.682089 + Penalty 3624.899524 = -2335050.782565 nChanged 80 SP:Iteration 38Q (3230.561620 sec): 3 clusters Score: Raw -2338693.039166 + Penalty 3624.899524 = -2335068.139642 nChanged 74 SP:Iteration 39Q (3230.678289 sec): 3 clusters Score: Raw -2338708.292144 + Penalty 3624.899524 = -2335083.392620 nChanged 77 SP:Iteration 40F (3230.838847 sec): 3 clusters Score: Raw -2338725.638114 + Penalty 3624.899524 = -2335100.738590 nChanged 67 SP:Iteration 41Q (3230.976576 sec): 3 clusters Score: Raw -2338738.604397 + Penalty 3624.899524 = -2335113.704873 nChanged 57 SP:Iteration 42Q (3231.110150 sec): 3 clusters Score: Raw -2338750.508736 + Penalty 3624.899524 = -2335125.609212 nChanged 58 SP:Iteration 43Q (3231.296724 sec): 3 clusters Score: Raw -2338759.200360 + Penalty 3624.899524 = -2335134.300836 nChanged 42 SP:Iteration 44Q (3231.500407 sec): 3 clusters Score: Raw -2338769.205094 + Penalty 3624.899524 = -2335144.305570 nChanged 50 SP:Iteration 45Q (3231.705493 sec): 3 clusters Score: Raw -2338784.383078 + Penalty 3624.899524 = -2335159.483554 nChanged 73 SP:Iteration 46Q (3231.837034 sec): 3 clusters Score: Raw -2338812.005041 + Penalty 3624.899524 = -2335187.105517 nChanged 86 SP:Iteration 47Q (3231.963040 sec): 3 clusters Score: Raw -2338841.616261 + Penalty 3624.899524 = -2335216.716737 nChanged 83 SP:Iteration 48Q (3232.172225 sec): 3 clusters Score: Raw -2338876.857999 + Penalty 3624.899524 = -2335251.958475 nChanged 95 SP:Iteration 49Q (3232.264923 sec): 3 clusters Score: Raw -2338926.840051 + Penalty 3624.899524 = -2335301.940527 nChanged 113 SP:Iteration 50Q (3232.383098 sec): 3 clusters Score: Raw -2338970.381671 + Penalty 3624.899524 = -2335345.482147 nChanged 107 SP:Iteration 51Q (3232.559506 sec): 3 clusters Score: Raw -2339001.756028 + Penalty 3624.899524 = -2335376.856504 nChanged 86 SP:Iteration 52Q (3232.708305 sec): 3 clusters Score: Raw -2339020.722962 + Penalty 3624.899524 = -2335395.823438 nChanged 62 SP:Iteration 53Q (3232.823227 sec): 3 clusters Score: Raw -2339033.137063 + Penalty 3624.899524 = -2335408.237539 nChanged 50 SP:Iteration 54Q (3232.974707 sec): 3 clusters Score: Raw -2339042.383916 + Penalty 3624.899524 = -2335417.484392 nChanged 35 SP:Iteration 55Q (3233.108594 sec): 3 clusters Score: Raw -2339048.456745 + Penalty 3624.899524 = -2335423.557221 nChanged 30 SP:Iteration 56Q (3233.240032 sec): 3 clusters Score: Raw -2339052.258070 + Penalty 3624.899524 = -2335427.358546 nChanged 20 SP:Iteration 57Q (3233.355978 sec): 3 clusters Score: Raw -2339054.749272 + Penalty 3624.899524 = -2335429.849748 nChanged 19 SP:Iteration 58Q (3233.504082 sec): 3 clusters Score: Raw -2339056.431950 + Penalty 3624.899524 = -2335431.532426 nChanged 15 SP:Iteration 59Q (3233.639690 sec): 3 clusters Score: Raw -2339057.823398 + Penalty 3624.899524 = -2335432.923874 nChanged 11 SP:Iteration 60F (3233.780999 sec): 3 clusters Score: Raw -2339059.621506 + Penalty 3624.899524 = -2335434.721982 nChanged 15 SP:Iteration 61Q (3233.896277 sec): 3 clusters Score: Raw -2339061.170479 + Penalty 3624.899524 = -2335436.270955 nChanged 9 SP:Iteration 62Q (3234.045823 sec): 3 clusters Score: Raw -2339062.091787 + Penalty 3624.899524 = -2335437.192263 nChanged 7 SP:Iteration 63Q (3234.180314 sec): 3 clusters Score: Raw -2339062.576308 + Penalty 3624.899524 = -2335437.676784 nChanged 2 SP:Iteration 64Q (3234.317518 sec): 3 clusters Score: Raw -2339062.752268 + Penalty 3624.899524 = -2335437.852744 nChanged 2 SP:Iteration 65Q (3234.538830 sec): 3 clusters Score: Raw -2339062.993581 + Penalty 3624.899524 = -2335438.094057 nChanged 4 SP:Iteration 66Q (3234.728103 sec): 3 clusters Score: Raw -2339063.374448 + Penalty 3624.899524 = -2335438.474924 nChanged 5 SP:Iteration 67Q (3234.892770 sec): 3 clusters Score: Raw -2339063.787519 + Penalty 3624.899524 = -2335438.887995 nChanged 6 SP:Iteration 68Q (3235.006402 sec): 3 clusters Score: Raw -2339064.348761 + Penalty 3624.899524 = -2335439.449237 nChanged 5 SP:Iteration 69Q (3235.166197 sec): 3 clusters Score: Raw -2339064.950999 + Penalty 3624.899524 = -2335440.051475 nChanged 6 SP:Iteration 70Q (3235.304659 sec): 3 clusters Score: Raw -2339065.400279 + Penalty 3624.899524 = -2335440.500755 nChanged 5 SP:Iteration 71Q (3235.442550 sec): 3 clusters Score: Raw -2339065.847415 + Penalty 3624.899524 = -2335440.947892 nChanged 2 SP:Iteration 72Q (3235.561213 sec): 3 clusters Score: Raw -2339065.997343 + Penalty 3624.899524 = -2335441.097820 nChanged 1 SP:Iteration 73Q (3235.707203 sec): 3 clusters Score: Raw -2339066.051044 + Penalty 3624.899524 = -2335441.151520 nChanged 0 SP:Iteration 74F (3235.905980 sec): 3 clusters Score: Raw -2339066.051044 + Penalty 3624.899524 = -2335441.151520 nChanged 0 Trying to split cluster 6 (4214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3235.985295 sec): 2 clusters Score: Raw -293534.006159 + Penalty 1464.752413 = -292069.253746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3236.076848 sec): 3 clusters Score: Raw -291496.115836 + Penalty 2929.504826 = -288566.611011 nChanged 1680 SP:Iteration 1F (3236.178575 sec): 3 clusters Score: Raw -292855.185985 + Penalty 2929.504826 = -289925.681159 nChanged 511 SP:Iteration 2F (3236.285106 sec): 3 clusters Score: Raw -293748.756722 + Penalty 2929.504826 = -290819.251897 nChanged 481 SP:Iteration 3F (3236.380215 sec): 3 clusters Score: Raw -294600.827014 + Penalty 2929.504826 = -291671.322189 nChanged 388 SP:Iteration 4F (3236.513756 sec): 3 clusters Score: Raw -295244.024425 + Penalty 2929.504826 = -292314.519600 nChanged 310 SP:Iteration 5F (3236.595034 sec): 3 clusters Score: Raw -295679.851999 + Penalty 2929.504826 = -292750.347173 nChanged 225 SP:Iteration 6F (3236.710684 sec): 3 clusters Score: Raw -295994.033396 + Penalty 2929.504826 = -293064.528570 nChanged 173 SP:Iteration 7Q (3236.827287 sec): 3 clusters Score: Raw -296260.892574 + Penalty 2929.504826 = -293331.387748 nChanged 125 SP:Iteration 8Q (3236.927932 sec): 3 clusters Score: Raw -296445.001811 + Penalty 2929.504826 = -293515.496985 nChanged 101 SP:Iteration 9Q (3236.966059 sec): 3 clusters Score: Raw -296582.211061 + Penalty 2929.504826 = -293652.706235 nChanged 91 SP:Iteration 10Q (3237.004175 sec): 3 clusters Score: Raw -296722.345482 + Penalty 2929.504826 = -293792.840656 nChanged 81 SP:Iteration 11Q (3237.042212 sec): 3 clusters Score: Raw -296881.171604 + Penalty 2929.504826 = -293951.666778 nChanged 70 SP:Iteration 12Q (3237.080296 sec): 3 clusters Score: Raw -296998.008601 + Penalty 2929.504826 = -294068.503776 nChanged 40 SP:Iteration 13Q (3237.118437 sec): 3 clusters Score: Raw -297046.152450 + Penalty 2929.504826 = -294116.647624 nChanged 27 SP:Iteration 14Q (3237.158331 sec): 3 clusters Score: Raw -297068.766253 + Penalty 2929.504826 = -294139.261428 nChanged 15 SP:Iteration 15Q (3237.198275 sec): 3 clusters Score: Raw -297078.124522 + Penalty 2929.504826 = -294148.619697 nChanged 8 SP:Iteration 16Q (3237.238225 sec): 3 clusters Score: Raw -297082.415905 + Penalty 2929.504826 = -294152.911079 nChanged 4 SP:Iteration 17Q (3237.278030 sec): 3 clusters Score: Raw -297084.438506 + Penalty 2929.504826 = -294154.933680 nChanged 2 SP:Iteration 18Q (3237.316292 sec): 3 clusters Score: Raw -297085.018152 + Penalty 2929.504826 = -294155.513326 nChanged 1 SP:Iteration 19Q (3237.354509 sec): 3 clusters Score: Raw -297085.381003 + Penalty 2929.504826 = -294155.876177 nChanged 0 SP:Iteration 20F (3237.394164 sec): 3 clusters Score: Raw -297085.381003 + Penalty 2929.504826 = -294155.876177 nChanged 0 Score: Raw -7035451.821704 + Penalty 30343.882369 = -7005107.939335 Splitting cluster 6 changes total score from -7002055.981400 to -7005107.939335 So it's getting split into cluster 15. Trying to split cluster 7 (4207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3239.072063 sec): 2 clusters Score: Raw -207261.596068 + Penalty 1464.460642 = -205797.135426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3239.111643 sec): 3 clusters Score: Raw -205341.286163 + Penalty 2928.921284 = -202412.364878 nChanged 1740 SP:Iteration 1F (3239.155983 sec): 3 clusters Score: Raw -208403.642728 + Penalty 2928.921284 = -205474.721443 nChanged 703 SP:Iteration 2F (3239.200991 sec): 3 clusters Score: Raw -210059.080629 + Penalty 2928.921284 = -207130.159345 nChanged 366 SP:Iteration 3F (3239.245861 sec): 3 clusters Score: Raw -210593.352402 + Penalty 2928.921284 = -207664.431118 nChanged 167 SP:Iteration 4Q (3239.402785 sec): 3 clusters Score: Raw -210796.311317 + Penalty 2928.921284 = -207867.390033 nChanged 105 SP:Iteration 5Q (3239.491922 sec): 3 clusters Score: Raw -210880.287041 + Penalty 2928.921284 = -207951.365757 nChanged 57 SP:Iteration 6Q (3239.619044 sec): 3 clusters Score: Raw -210906.646977 + Penalty 2928.921284 = -207977.725692 nChanged 30 SP:Iteration 7Q (3239.750996 sec): 3 clusters Score: Raw -210924.663591 + Penalty 2928.921284 = -207995.742307 nChanged 37 SP:Iteration 8Q (3239.831515 sec): 3 clusters Score: Raw -210942.240036 + Penalty 2928.921284 = -208013.318752 nChanged 26 SP:Iteration 9Q (3239.936724 sec): 3 clusters Score: Raw -210950.095316 + Penalty 2928.921284 = -208021.174032 nChanged 10 SP:Iteration 10Q (3240.051818 sec): 3 clusters Score: Raw -210955.508067 + Penalty 2928.921284 = -208026.586783 nChanged 16 SP:Iteration 11Q (3240.150970 sec): 3 clusters Score: Raw -210961.561784 + Penalty 2928.921284 = -208032.640500 nChanged 11 SP:Iteration 12Q (3240.260158 sec): 3 clusters Score: Raw -210965.274048 + Penalty 2928.921284 = -208036.352763 nChanged 9 SP:Iteration 13Q (3240.342003 sec): 3 clusters Score: Raw -210967.575047 + Penalty 2928.921284 = -208038.653763 nChanged 6 SP:Iteration 14Q (3240.377660 sec): 3 clusters Score: Raw -210970.356288 + Penalty 2928.921284 = -208041.435004 nChanged 10 SP:Iteration 15Q (3240.415735 sec): 3 clusters Score: Raw -210974.657568 + Penalty 2928.921284 = -208045.736283 nChanged 6 SP:Iteration 16Q (3240.454352 sec): 3 clusters Score: Raw -210975.575788 + Penalty 2928.921284 = -208046.654504 nChanged 3 SP:Iteration 17Q (3240.492811 sec): 3 clusters Score: Raw -210976.776597 + Penalty 2928.921284 = -208047.855313 nChanged 5 SP:Iteration 18Q (3240.531294 sec): 3 clusters Score: Raw -210978.515006 + Penalty 2928.921284 = -208049.593721 nChanged 3 SP:Iteration 19Q (3240.569846 sec): 3 clusters Score: Raw -210979.689519 + Penalty 2928.921284 = -208050.768234 nChanged 3 SP:Iteration 20F (3240.606634 sec): 3 clusters Score: Raw -210981.015938 + Penalty 2928.921284 = -208052.094654 nChanged 3 SP:Iteration 21Q (3240.707514 sec): 3 clusters Score: Raw -210981.508823 + Penalty 2928.921284 = -208052.587538 nChanged 2 SP:Iteration 22Q (3240.801023 sec): 3 clusters Score: Raw -210981.799938 + Penalty 2928.921284 = -208052.878654 nChanged 3 SP:Iteration 23Q (3240.897462 sec): 3 clusters Score: Raw -210982.387608 + Penalty 2928.921284 = -208053.466324 nChanged 1 SP:Iteration 24Q (3241.024707 sec): 3 clusters Score: Raw -210982.652369 + Penalty 2928.921284 = -208053.731085 nChanged 1 SP:Iteration 25Q (3241.139785 sec): 3 clusters Score: Raw -210982.768024 + Penalty 2928.921284 = -208053.846740 nChanged 0 SP:Iteration 26F (3241.255793 sec): 3 clusters Score: Raw -210982.768024 + Penalty 2928.921284 = -208053.846740 nChanged 0 Score: Raw -7039172.993660 + Penalty 32366.807860 = -7006806.185800 Splitting cluster 7 changes total score from -7002055.981400 to -7006806.185800 So it's getting split into cluster 16. Trying to split cluster 8 (5742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3243.375737 sec): 2 clusters Score: Raw -368218.147760 + Penalty 1519.051282 = -366699.096478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3243.428671 sec): 3 clusters Score: Raw -365251.564912 + Penalty 3038.102564 = -362213.462348 nChanged 2377 SP:Iteration 1F (3243.485735 sec): 3 clusters Score: Raw -367499.425485 + Penalty 3038.102564 = -364461.322921 nChanged 813 SP:Iteration 2F (3243.547886 sec): 3 clusters Score: Raw -368789.296996 + Penalty 3038.102564 = -365751.194432 nChanged 609 SP:Iteration 3F (3243.602523 sec): 3 clusters Score: Raw -369480.482405 + Penalty 3038.102564 = -366442.379841 nChanged 338 SP:Iteration 4F (3243.647971 sec): 3 clusters Score: Raw -369727.461706 + Penalty 3038.102564 = -366689.359142 nChanged 177 SP:Iteration 5Q (3243.771477 sec): 3 clusters Score: Raw -369837.503558 + Penalty 3038.102564 = -366799.400994 nChanged 105 SP:Iteration 6Q (3243.912954 sec): 3 clusters Score: Raw -369893.509690 + Penalty 3038.102564 = -366855.407126 nChanged 55 SP:Iteration 7Q (3244.023945 sec): 3 clusters Score: Raw -369916.901410 + Penalty 3038.102564 = -366878.798846 nChanged 53 SP:Iteration 8Q (3244.130388 sec): 3 clusters Score: Raw -369936.896642 + Penalty 3038.102564 = -366898.794078 nChanged 39 SP:Iteration 9Q (3244.244742 sec): 3 clusters Score: Raw -369950.913590 + Penalty 3038.102564 = -366912.811025 nChanged 25 SP:Iteration 10Q (3244.368982 sec): 3 clusters Score: Raw -369960.802664 + Penalty 3038.102564 = -366922.700100 nChanged 17 SP:Iteration 11Q (3244.491731 sec): 3 clusters Score: Raw -369967.687431 + Penalty 3038.102564 = -366929.584867 nChanged 20 SP:Iteration 12Q (3244.628952 sec): 3 clusters Score: Raw -369973.551886 + Penalty 3038.102564 = -366935.449321 nChanged 19 SP:Iteration 13Q (3244.724459 sec): 3 clusters Score: Raw -369977.851216 + Penalty 3038.102564 = -366939.748652 nChanged 11 SP:Iteration 14Q (3244.768154 sec): 3 clusters Score: Raw -369980.645262 + Penalty 3038.102564 = -366942.542698 nChanged 13 SP:Iteration 15Q (3244.811452 sec): 3 clusters Score: Raw -369983.409356 + Penalty 3038.102564 = -366945.306791 nChanged 10 SP:Iteration 16Q (3244.854874 sec): 3 clusters Score: Raw -369985.028869 + Penalty 3038.102564 = -366946.926304 nChanged 8 SP:Iteration 17Q (3244.898135 sec): 3 clusters Score: Raw -369986.751258 + Penalty 3038.102564 = -366948.648694 nChanged 5 SP:Iteration 18Q (3244.941642 sec): 3 clusters Score: Raw -369987.858887 + Penalty 3038.102564 = -366949.756323 nChanged 1 SP:Iteration 19Q (3244.985609 sec): 3 clusters Score: Raw -369987.963580 + Penalty 3038.102564 = -366949.861016 nChanged 1 SP:Iteration 20F (3245.037284 sec): 3 clusters Score: Raw -369988.151285 + Penalty 3038.102564 = -366950.048721 nChanged 1 SP:Iteration 21Q (3245.080224 sec): 3 clusters Score: Raw -369988.311421 + Penalty 3038.102564 = -366950.208857 nChanged 2 SP:Iteration 22Q (3245.123846 sec): 3 clusters Score: Raw -369988.626602 + Penalty 3038.102564 = -366950.524038 nChanged 3 SP:Iteration 23Q (3245.167734 sec): 3 clusters Score: Raw -369989.000129 + Penalty 3038.102564 = -366950.897565 nChanged 2 SP:Iteration 24Q (3245.211178 sec): 3 clusters Score: Raw -369989.229594 + Penalty 3038.102564 = -366951.127030 nChanged 0 SP:Iteration 25F (3245.254089 sec): 3 clusters Score: Raw -369989.229594 + Penalty 3038.102564 = -366951.127030 nChanged 0 Score: Raw -7040944.075494 + Penalty 34389.733351 = -7006554.342142 Splitting cluster 8 changes total score from -7002055.981400 to -7006554.342142 So it's getting split into cluster 17. Trying to split cluster 9 (8429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3247.170655 sec): 2 clusters Score: Raw -606872.529626 + Penalty 1586.420565 = -605286.109060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3247.238523 sec): 3 clusters Score: Raw -602244.545881 + Penalty 3172.841130 = -599071.704750 nChanged 3574 SP:Iteration 1F (3247.304055 sec): 3 clusters Score: Raw -604496.227653 + Penalty 3172.841130 = -601323.386523 nChanged 791 SP:Iteration 2F (3247.364817 sec): 3 clusters Score: Raw -605278.406178 + Penalty 3172.841130 = -602105.565047 nChanged 762 SP:Iteration 3F (3247.412966 sec): 3 clusters Score: Raw -606167.977366 + Penalty 3172.841130 = -602995.136236 nChanged 705 SP:Iteration 4F (3247.461261 sec): 3 clusters Score: Raw -607109.688806 + Penalty 3172.841130 = -603936.847675 nChanged 623 SP:Iteration 5F (3247.509771 sec): 3 clusters Score: Raw -608119.894854 + Penalty 3172.841130 = -604947.053723 nChanged 546 SP:Iteration 6F (3247.564302 sec): 3 clusters Score: Raw -609486.949041 + Penalty 3172.841130 = -606314.107911 nChanged 508 SP:Iteration 7F (3247.729240 sec): 3 clusters Score: Raw -611619.677456 + Penalty 3172.841130 = -608446.836326 nChanged 336 SP:Iteration 8Q (3247.836004 sec): 3 clusters Score: Raw -613716.134442 + Penalty 3172.841130 = -610543.293311 nChanged 47 SP:Iteration 9Q (3247.962377 sec): 3 clusters Score: Raw -613926.125681 + Penalty 3172.841130 = -610753.284551 nChanged 6 SP:Iteration 10Q (3248.069757 sec): 3 clusters Score: Raw -613929.299576 + Penalty 3172.841130 = -610756.458446 nChanged 0 SP:Iteration 11F (3248.210784 sec): 3 clusters Score: Raw -613929.299576 + Penalty 3172.841130 = -610756.458446 nChanged 0 Score: Raw -7048000.845444 + Penalty 36412.658843 = -7011588.186602 Splitting cluster 9 changes total score from -7002055.981400 to -7011588.186602 So it's getting split into cluster 18. Trying to split cluster 10 (15983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3250.280643 sec): 2 clusters Score: Raw -1217041.000847 + Penalty 1698.713804 = -1215342.287043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3250.365036 sec): 3 clusters Score: Raw -1207757.785432 + Penalty 3397.427609 = -1204360.357823 nChanged 7042 SP:Iteration 1F (3250.455177 sec): 3 clusters Score: Raw -1212080.457637 + Penalty 3397.427609 = -1208683.030029 nChanged 1171 SP:Iteration 2F (3250.534359 sec): 3 clusters Score: Raw -1212764.481988 + Penalty 3397.427609 = -1209367.054380 nChanged 1055 SP:Iteration 3F (3250.599819 sec): 3 clusters Score: Raw -1213397.887841 + Penalty 3397.427609 = -1210000.460232 nChanged 943 SP:Iteration 4F (3250.664960 sec): 3 clusters Score: Raw -1213963.711727 + Penalty 3397.427609 = -1210566.284119 nChanged 860 SP:Iteration 5F (3250.743875 sec): 3 clusters Score: Raw -1214439.177004 + Penalty 3397.427609 = -1211041.749396 nChanged 801 SP:Iteration 6F (3250.892500 sec): 3 clusters Score: Raw -1214881.402955 + Penalty 3397.427609 = -1211483.975346 nChanged 685 SP:Iteration 7Q (3251.014265 sec): 3 clusters Score: Raw -1215269.707727 + Penalty 3397.427609 = -1211872.280118 nChanged 608 SP:Iteration 8Q (3251.152456 sec): 3 clusters Score: Raw -1215598.394041 + Penalty 3397.427609 = -1212200.966433 nChanged 548 SP:Iteration 9Q (3251.301299 sec): 3 clusters Score: Raw -1215900.130227 + Penalty 3397.427609 = -1212502.702618 nChanged 475 SP:Iteration 10Q (3251.427629 sec): 3 clusters Score: Raw -1216111.139255 + Penalty 3397.427609 = -1212713.711646 nChanged 405 SP:Iteration 11Q (3251.555894 sec): 3 clusters Score: Raw -1216273.909424 + Penalty 3397.427609 = -1212876.481815 nChanged 371 SP:Iteration 12Q (3251.683072 sec): 3 clusters Score: Raw -1216413.238008 + Penalty 3397.427609 = -1213015.810399 nChanged 340 SP:Iteration 13Q (3251.813296 sec): 3 clusters Score: Raw -1216530.168851 + Penalty 3397.427609 = -1213132.741242 nChanged 274 SP:Iteration 14Q (3251.944911 sec): 3 clusters Score: Raw -1216616.287335 + Penalty 3397.427609 = -1213218.859726 nChanged 250 SP:Iteration 15Q (3252.078261 sec): 3 clusters Score: Raw -1216692.861419 + Penalty 3397.427609 = -1213295.433811 nChanged 249 SP:Iteration 16Q (3252.213514 sec): 3 clusters Score: Raw -1216765.143284 + Penalty 3397.427609 = -1213367.715676 nChanged 238 SP:Iteration 17Q (3252.347097 sec): 3 clusters Score: Raw -1216823.413704 + Penalty 3397.427609 = -1213425.986095 nChanged 197 SP:Iteration 18Q (3252.482163 sec): 3 clusters Score: Raw -1216869.095609 + Penalty 3397.427609 = -1213471.668000 nChanged 185 SP:Iteration 19Q (3252.615766 sec): 3 clusters Score: Raw -1216908.100487 + Penalty 3397.427609 = -1213510.672878 nChanged 172 SP:Iteration 20F (3252.749106 sec): 3 clusters Score: Raw -1216946.653564 + Penalty 3397.427609 = -1213549.225956 nChanged 185 SP:Iteration 21Q (3252.882601 sec): 3 clusters Score: Raw -1216986.917358 + Penalty 3397.427609 = -1213589.489749 nChanged 175 SP:Iteration 22Q (3253.017809 sec): 3 clusters Score: Raw -1217024.777635 + Penalty 3397.427609 = -1213627.350026 nChanged 179 SP:Iteration 23Q (3253.152879 sec): 3 clusters Score: Raw -1217062.386988 + Penalty 3397.427609 = -1213664.959379 nChanged 183 SP:Iteration 24Q (3253.306382 sec): 3 clusters Score: Raw -1217102.917510 + Penalty 3397.427609 = -1213705.489902 nChanged 197 SP:Iteration 25Q (3253.454926 sec): 3 clusters Score: Raw -1217146.421008 + Penalty 3397.427609 = -1213748.993400 nChanged 196 SP:Iteration 26Q (3253.597048 sec): 3 clusters Score: Raw -1217195.779819 + Penalty 3397.427609 = -1213798.352210 nChanged 224 SP:Iteration 27Q (3253.743025 sec): 3 clusters Score: Raw -1217254.529737 + Penalty 3397.427609 = -1213857.102128 nChanged 221 SP:Iteration 28Q (3253.882984 sec): 3 clusters Score: Raw -1217306.893751 + Penalty 3397.427609 = -1213909.466142 nChanged 213 SP:Iteration 29Q (3254.023379 sec): 3 clusters Score: Raw -1217358.506722 + Penalty 3397.427609 = -1213961.079114 nChanged 189 SP:Iteration 30Q (3254.163656 sec): 3 clusters Score: Raw -1217406.201123 + Penalty 3397.427609 = -1214008.773514 nChanged 210 SP:Iteration 31Q (3254.302452 sec): 3 clusters Score: Raw -1217465.653253 + Penalty 3397.427609 = -1214068.225644 nChanged 208 SP:Iteration 32Q (3254.453271 sec): 3 clusters Score: Raw -1217520.883284 + Penalty 3397.427609 = -1214123.455675 nChanged 209 SP:Iteration 33Q (3254.575571 sec): 3 clusters Score: Raw -1217580.860594 + Penalty 3397.427609 = -1214183.432985 nChanged 188 SP:Iteration 34Q (3254.734725 sec): 3 clusters Score: Raw -1217633.905908 + Penalty 3397.427609 = -1214236.478299 nChanged 190 SP:Iteration 35Q (3254.879293 sec): 3 clusters Score: Raw -1217689.986051 + Penalty 3397.427609 = -1214292.558442 nChanged 184 SP:Iteration 36Q (3255.013544 sec): 3 clusters Score: Raw -1217749.241518 + Penalty 3397.427609 = -1214351.813910 nChanged 161 SP:Iteration 37Q (3255.166760 sec): 3 clusters Score: Raw -1217802.814764 + Penalty 3397.427609 = -1214405.387156 nChanged 166 SP:Iteration 38Q (3255.308549 sec): 3 clusters Score: Raw -1217881.075034 + Penalty 3397.427609 = -1214483.647425 nChanged 171 SP:Iteration 39Q (3255.468454 sec): 3 clusters Score: Raw -1217971.581920 + Penalty 3397.427609 = -1214574.154311 nChanged 188 SP:Iteration 40F (3255.588936 sec): 3 clusters Score: Raw -1218097.206045 + Penalty 3397.427609 = -1214699.778436 nChanged 180 SP:Iteration 41Q (3255.749852 sec): 3 clusters Score: Raw -1218223.263783 + Penalty 3397.427609 = -1214825.836174 nChanged 160 SP:Iteration 42Q (3255.874120 sec): 3 clusters Score: Raw -1218334.687463 + Penalty 3397.427609 = -1214937.259854 nChanged 145 SP:Iteration 43Q (3256.004253 sec): 3 clusters Score: Raw -1218413.531109 + Penalty 3397.427609 = -1215016.103501 nChanged 135 SP:Iteration 44Q (3256.146031 sec): 3 clusters Score: Raw -1218474.255523 + Penalty 3397.427609 = -1215076.827915 nChanged 109 SP:Iteration 45Q (3256.293600 sec): 3 clusters Score: Raw -1218515.437311 + Penalty 3397.427609 = -1215118.009702 nChanged 84 SP:Iteration 46Q (3256.416409 sec): 3 clusters Score: Raw -1218549.461160 + Penalty 3397.427609 = -1215152.033551 nChanged 77 SP:Iteration 47Q (3256.549924 sec): 3 clusters Score: Raw -1218575.834701 + Penalty 3397.427609 = -1215178.407092 nChanged 70 SP:Iteration 48Q (3256.696784 sec): 3 clusters Score: Raw -1218598.639329 + Penalty 3397.427609 = -1215201.211720 nChanged 66 SP:Iteration 49Q (3256.814039 sec): 3 clusters Score: Raw -1218615.374466 + Penalty 3397.427609 = -1215217.946857 nChanged 63 SP:Iteration 50Q (3256.973585 sec): 3 clusters Score: Raw -1218631.007634 + Penalty 3397.427609 = -1215233.580025 nChanged 51 SP:Iteration 51Q (3257.121033 sec): 3 clusters Score: Raw -1218643.092566 + Penalty 3397.427609 = -1215245.664957 nChanged 37 SP:Iteration 52Q (3257.241291 sec): 3 clusters Score: Raw -1218650.944059 + Penalty 3397.427609 = -1215253.516450 nChanged 32 SP:Iteration 53Q (3257.368005 sec): 3 clusters Score: Raw -1218657.282044 + Penalty 3397.427609 = -1215259.854435 nChanged 24 SP:Iteration 54Q (3257.511156 sec): 3 clusters Score: Raw -1218662.013461 + Penalty 3397.427609 = -1215264.585852 nChanged 19 SP:Iteration 55Q (3257.641030 sec): 3 clusters Score: Raw -1218665.592101 + Penalty 3397.427609 = -1215268.164492 nChanged 15 SP:Iteration 56Q (3257.775014 sec): 3 clusters Score: Raw -1218668.785060 + Penalty 3397.427609 = -1215271.357452 nChanged 12 SP:Iteration 57Q (3257.904836 sec): 3 clusters Score: Raw -1218671.483154 + Penalty 3397.427609 = -1215274.055545 nChanged 15 SP:Iteration 58Q (3258.030898 sec): 3 clusters Score: Raw -1218674.369843 + Penalty 3397.427609 = -1215276.942234 nChanged 21 SP:Iteration 59Q (3258.188421 sec): 3 clusters Score: Raw -1218677.998266 + Penalty 3397.427609 = -1215280.570657 nChanged 18 SP:Iteration 60F (3258.304120 sec): 3 clusters Score: Raw -1218681.196028 + Penalty 3397.427609 = -1215283.768419 nChanged 18 SP:Iteration 61Q (3258.422295 sec): 3 clusters Score: Raw -1218684.200842 + Penalty 3397.427609 = -1215286.773233 nChanged 16 SP:Iteration 62Q (3258.565321 sec): 3 clusters Score: Raw -1218687.595636 + Penalty 3397.427609 = -1215290.168028 nChanged 15 SP:Iteration 63Q (3258.674808 sec): 3 clusters Score: Raw -1218690.184205 + Penalty 3397.427609 = -1215292.756596 nChanged 11 SP:Iteration 64Q (3258.802179 sec): 3 clusters Score: Raw -1218692.275567 + Penalty 3397.427609 = -1215294.847958 nChanged 11 SP:Iteration 65Q (3258.938804 sec): 3 clusters Score: Raw -1218694.388102 + Penalty 3397.427609 = -1215296.960493 nChanged 7 SP:Iteration 66Q (3259.089026 sec): 3 clusters Score: Raw -1218695.119846 + Penalty 3397.427609 = -1215297.692238 nChanged 6 SP:Iteration 67Q (3259.210397 sec): 3 clusters Score: Raw -1218696.177966 + Penalty 3397.427609 = -1215298.750357 nChanged 3 SP:Iteration 68Q (3259.323953 sec): 3 clusters Score: Raw -1218696.398887 + Penalty 3397.427609 = -1215298.971278 nChanged 1 SP:Iteration 69Q (3259.470903 sec): 3 clusters Score: Raw -1218696.525050 + Penalty 3397.427609 = -1215299.097442 nChanged 1 SP:Iteration 70Q (3259.595355 sec): 3 clusters Score: Raw -1218696.684825 + Penalty 3397.427609 = -1215299.257216 nChanged 1 SP:Iteration 71Q (3259.721314 sec): 3 clusters Score: Raw -1218696.859101 + Penalty 3397.427609 = -1215299.431492 nChanged 1 SP:Iteration 72Q (3259.851204 sec): 3 clusters Score: Raw -1218696.960224 + Penalty 3397.427609 = -1215299.532615 nChanged 2 SP:Iteration 73Q (3259.980526 sec): 3 clusters Score: Raw -1218697.362579 + Penalty 3397.427609 = -1215299.934970 nChanged 4 SP:Iteration 74Q (3260.111023 sec): 3 clusters Score: Raw -1218697.859721 + Penalty 3397.427609 = -1215300.432113 nChanged 7 SP:Iteration 75Q (3260.258857 sec): 3 clusters Score: Raw -1218699.045692 + Penalty 3397.427609 = -1215301.618083 nChanged 4 SP:Iteration 76Q (3260.401628 sec): 3 clusters Score: Raw -1218699.492270 + Penalty 3397.427609 = -1215302.064661 nChanged 5 SP:Iteration 77Q (3260.553650 sec): 3 clusters Score: Raw -1218700.323705 + Penalty 3397.427609 = -1215302.896096 nChanged 3 SP:Iteration 78Q (3260.701941 sec): 3 clusters Score: Raw -1218700.901970 + Penalty 3397.427609 = -1215303.474361 nChanged 3 SP:Iteration 79Q (3260.774080 sec): 3 clusters Score: Raw -1218701.732166 + Penalty 3397.427609 = -1215304.304557 nChanged 4 SP:Iteration 80F (3260.883922 sec): 3 clusters Score: Raw -1218702.931373 + Penalty 3397.427609 = -1215305.503764 nChanged 6 SP:Iteration 81Q (3260.959004 sec): 3 clusters Score: Raw -1218704.046419 + Penalty 3397.427609 = -1215306.618810 nChanged 6 SP:Iteration 82Q (3261.030002 sec): 3 clusters Score: Raw -1218704.888348 + Penalty 3397.427609 = -1215307.460740 nChanged 6 SP:Iteration 83Q (3261.102811 sec): 3 clusters Score: Raw -1218705.823603 + Penalty 3397.427609 = -1215308.395995 nChanged 7 SP:Iteration 84Q (3261.280993 sec): 3 clusters Score: Raw -1218707.246821 + Penalty 3397.427609 = -1215309.819213 nChanged 5 SP:Iteration 85Q (3261.434936 sec): 3 clusters Score: Raw -1218707.921314 + Penalty 3397.427609 = -1215310.493705 nChanged 7 SP:Iteration 86Q (3261.555283 sec): 3 clusters Score: Raw -1218709.047015 + Penalty 3397.427609 = -1215311.619406 nChanged 4 SP:Iteration 87Q (3261.697867 sec): 3 clusters Score: Raw -1218709.837700 + Penalty 3397.427609 = -1215312.410092 nChanged 5 SP:Iteration 88Q (3261.835092 sec): 3 clusters Score: Raw -1218710.448256 + Penalty 3397.427609 = -1215313.020648 nChanged 5 SP:Iteration 89Q (3261.995880 sec): 3 clusters Score: Raw -1218711.087972 + Penalty 3397.427609 = -1215313.660364 nChanged 3 SP:Iteration 90Q (3262.144871 sec): 3 clusters Score: Raw -1218711.798319 + Penalty 3397.427609 = -1215314.370710 nChanged 6 SP:Iteration 91Q (3262.276270 sec): 3 clusters Score: Raw -1218712.991918 + Penalty 3397.427609 = -1215315.564310 nChanged 5 SP:Iteration 92Q (3262.413789 sec): 3 clusters Score: Raw -1218713.618553 + Penalty 3397.427609 = -1215316.190945 nChanged 3 SP:Iteration 93Q (3262.550360 sec): 3 clusters Score: Raw -1218714.128844 + Penalty 3397.427609 = -1215316.701235 nChanged 2 SP:Iteration 94Q (3262.674873 sec): 3 clusters Score: Raw -1218714.298732 + Penalty 3397.427609 = -1215316.871123 nChanged 2 SP:Iteration 95Q (3262.814704 sec): 3 clusters Score: Raw -1218714.794550 + Penalty 3397.427609 = -1215317.366941 nChanged 3 SP:Iteration 96Q (3262.953094 sec): 3 clusters Score: Raw -1218715.193381 + Penalty 3397.427609 = -1215317.765772 nChanged 2 SP:Iteration 97Q (3263.121585 sec): 3 clusters Score: Raw -1218715.631729 + Penalty 3397.427609 = -1215318.204120 nChanged 2 SP:Iteration 98Q (3263.242216 sec): 3 clusters Score: Raw -1218715.796674 + Penalty 3397.427609 = -1215318.369065 nChanged 1 SP:Iteration 99Q (3263.390719 sec): 3 clusters Score: Raw -1218715.839979 + Penalty 3397.427609 = -1215318.412370 nChanged 0 SP:Iteration 100F (3263.554047 sec): 3 clusters Score: Raw -1218715.839979 + Penalty 3397.427609 = -1215318.412370 nChanged 0 Iteration 59Q (3265.710798 sec): 19 clusters Score: Raw -7051730.900992 + Penalty 36412.658843 = -7015318.242150 nChanged 3670 Iteration 60F (3268.631426 sec): 19 clusters Score: Raw -7055967.672493 + Penalty 36412.658843 = -7019555.013651 nChanged 3634 Iteration 61Q (3270.590328 sec): 19 clusters Score: Raw -7058172.607375 + Penalty 36412.658843 = -7021759.948532 nChanged 2164 Iteration 62Q (3272.597576 sec): 19 clusters Score: Raw -7059413.262267 + Penalty 36412.658843 = -7023000.603424 nChanged 1665 Iteration 63Q (3274.557971 sec): 19 clusters Score: Raw -7060344.821210 + Penalty 36412.658843 = -7023932.162367 nChanged 1411 Iteration 64Q (3276.552962 sec): 19 clusters Score: Raw -7061122.968776 + Penalty 36412.658843 = -7024710.309934 nChanged 1224 Iteration 65Q (3278.507357 sec): 19 clusters Score: Raw -7061749.762411 + Penalty 36412.658843 = -7025337.103568 nChanged 1085 Iteration 66Q (3280.476326 sec): 19 clusters Score: Raw -7062284.867402 + Penalty 36412.658843 = -7025872.208560 nChanged 984 Iteration 67Q (3282.386093 sec): 19 clusters Score: Raw -7062793.345772 + Penalty 36412.658843 = -7026380.686929 nChanged 959 Iteration 68Q (3284.353953 sec): 19 clusters Score: Raw -7063202.431728 + Penalty 36412.658843 = -7026789.772886 nChanged 879 Iteration 69Q (3286.302808 sec): 19 clusters Score: Raw -7063545.517679 + Penalty 36412.658843 = -7027132.858836 nChanged 868 Iteration 70Q (3288.263366 sec): 19 clusters Score: Raw -7063883.999095 + Penalty 36412.658843 = -7027471.340252 nChanged 873 Iteration 71Q (3290.277199 sec): 19 clusters Score: Raw -7064189.421122 + Penalty 36412.658843 = -7027776.762279 nChanged 746 Iteration 72Q (3292.161740 sec): 19 clusters Score: Raw -7064456.539866 + Penalty 36412.658843 = -7028043.881023 nChanged 684 Iteration 73Q (3293.967778 sec): 19 clusters Score: Raw -7064732.634423 + Penalty 36412.658843 = -7028319.975581 nChanged 648 Iteration 74Q (3295.970395 sec): 19 clusters Score: Raw -7064971.409300 + Penalty 36412.658843 = -7028558.750457 nChanged 598 Iteration 75Q (3297.968029 sec): 19 clusters Score: Raw -7065188.295318 + Penalty 36412.658843 = -7028775.636475 nChanged 522 Iteration 76Q (3300.001196 sec): 19 clusters Score: Raw -7065362.052221 + Penalty 36412.658843 = -7028949.393378 nChanged 413 Iteration 77Q (3301.843751 sec): 19 clusters Score: Raw -7065495.115957 + Penalty 36412.658843 = -7029082.457114 nChanged 351 Iteration 78Q (3303.796509 sec): 19 clusters Score: Raw -7065604.925559 + Penalty 36412.658843 = -7029192.266716 nChanged 313 Iteration 79Q (3305.798965 sec): 19 clusters Score: Raw -7065700.333359 + Penalty 36412.658843 = -7029287.674516 nChanged 279 Iteration 80F (3308.341150 sec): 19 clusters Score: Raw -7066335.026963 + Penalty 36412.658843 = -7029922.368121 nChanged 854 Iteration 81Q (3310.076254 sec): 19 clusters Score: Raw -7067050.804466 + Penalty 36412.658843 = -7030638.145623 nChanged 999 Iteration 82Q (3311.849034 sec): 19 clusters Score: Raw -7067870.407152 + Penalty 36412.658843 = -7031457.748309 nChanged 1015 Iteration 83Q (3313.649094 sec): 19 clusters Score: Raw -7068968.569249 + Penalty 36412.658843 = -7032555.910406 nChanged 1067 Iteration 84Q (3315.450157 sec): 19 clusters Score: Raw -7070794.774387 + Penalty 36412.658843 = -7034382.115545 nChanged 1032 Iteration 85Q (3317.119473 sec): 19 clusters Score: Raw -7072512.708150 + Penalty 36412.658843 = -7036100.049307 nChanged 806 Iteration 86Q (3318.889205 sec): 19 clusters Score: Raw -7072963.756630 + Penalty 36412.658843 = -7036551.097787 nChanged 520 Iteration 87Q (3320.654287 sec): 19 clusters Score: Raw -7073071.754237 + Penalty 36412.658843 = -7036659.095395 nChanged 331 Iteration 88Q (3322.497920 sec): 19 clusters Score: Raw -7073129.451358 + Penalty 36412.658843 = -7036716.792516 nChanged 242 Iteration 89Q (3324.296234 sec): 19 clusters Score: Raw -7073168.419582 + Penalty 36412.658843 = -7036755.760739 nChanged 183